diff --git a/.gitignore b/.gitignore
index 5937e74..c4093f7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -34,4 +34,8 @@ crypto/brian/models/last/*
 crypto/brian/live_chart.html
 crypto/gogo2/trading_bot.log
 *.log
-crypto/gogo2/checkpoints/trading_agent_episode_30.pt
+
+crypto/gogo2/checkpoints/trading_agent_episode_*.pt
+*trading_agent_continuous_*.pt
+*trading_agent_episode_*.pt
+crypto/gogo2/models/trading_agent_continuous_150.pt
diff --git a/crypto/gogo2/checkpoints/best_metrics.json b/crypto/gogo2/checkpoints/best_metrics.json
index 5d82d0b..e7e0e50 100644
--- a/crypto/gogo2/checkpoints/best_metrics.json
+++ b/crypto/gogo2/checkpoints/best_metrics.json
@@ -1 +1 @@
-{"best_reward": 202.7441047517104, "best_pnl": 9.19044876852315, "best_win_rate": 73.33333333333333, "last_episode": 30, "timestamp": "2025-03-10T16:25:14.651996"}
\ No newline at end of file
+{"best_reward": 202.7441047517104, "best_pnl": 9.268344827764809, "best_win_rate": 73.33333333333333, "last_episode": 30, "timestamp": "2025-03-10T17:57:19.913481"}
\ No newline at end of file
diff --git a/crypto/gogo2/runs/Mar10_12-21-45_GW-DOBRI-baseline/events.out.tfevents.1741602105.GW-DOBRI.27544.0 b/crypto/gogo2/runs/archive/Mar10_12-21-45_GW-DOBRI-baseline/events.out.tfevents.1741602105.GW-DOBRI.27544.0
similarity index 100%
rename from crypto/gogo2/runs/Mar10_12-21-45_GW-DOBRI-baseline/events.out.tfevents.1741602105.GW-DOBRI.27544.0
rename to crypto/gogo2/runs/archive/Mar10_12-21-45_GW-DOBRI-baseline/events.out.tfevents.1741602105.GW-DOBRI.27544.0
diff --git a/crypto/gogo2/runs/trading_agent_20250310_162540/events.out.tfevents.1741616740.GW-DOBRI.140636.0 b/crypto/gogo2/runs/trading_agent_20250310_162540/events.out.tfevents.1741616740.GW-DOBRI.140636.0
deleted file mode 100644
index 68496f4..0000000
Binary files a/crypto/gogo2/runs/trading_agent_20250310_162540/events.out.tfevents.1741616740.GW-DOBRI.140636.0 and /dev/null differ
diff --git a/crypto/gogo2/runs/trading_agent_20250310_174153/events.out.tfevents.1741621313.GW-DOBRI.39292.0 b/crypto/gogo2/runs/trading_agent_20250310_174153/events.out.tfevents.1741621313.GW-DOBRI.39292.0
new file mode 100644
index 0000000..a8eb0e1
Binary files /dev/null and b/crypto/gogo2/runs/trading_agent_20250310_174153/events.out.tfevents.1741621313.GW-DOBRI.39292.0 differ
diff --git a/crypto/gogo2/runs/trading_agent_20250310_175608/events.out.tfevents.1741622168.GW-DOBRI.39000.0 b/crypto/gogo2/runs/trading_agent_20250310_175608/events.out.tfevents.1741622168.GW-DOBRI.39000.0
new file mode 100644
index 0000000..441c105
Binary files /dev/null and b/crypto/gogo2/runs/trading_agent_20250310_175608/events.out.tfevents.1741622168.GW-DOBRI.39000.0 differ
diff --git a/crypto/gogo2/trading_bot.log b/crypto/gogo2/trading_bot.log
index 3382a3e..a606116 100644
--- a/crypto/gogo2/trading_bot.log
+++ b/crypto/gogo2/trading_bot.log
@@ -208468,3 +208468,18111 @@ RuntimeError: File checkpoints/trading_agent_episode_10.pt cannot be opened.
 2025-03-10 16:30:51,732 - INFO - Price: $2020.48 | Action: SELL
 2025-03-10 16:30:51,733 - INFO - Balance: $105.48 | Trades: 1 | Win Rate: 100.0% | Total PnL: $5.48
 2025-03-10 16:30:51,733 - INFO - Recent Performance: Win Rate=0.0% in uptrends, 100.0% in downtrends
+2025-03-10 16:53:37,516 - INFO - Using GPU: NVIDIA GeForce RTX 4060 Laptop GPU
+2025-03-10 16:53:37,520 - INFO - Exchange initialized with standard CCXT: mexc
+2025-03-10 16:53:37,520 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:37,521 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:40,001 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 16:53:40,014 - INFO - Initialized environment with 500 candles
+2025-03-10 16:53:44,746 - INFO - Starting continuous training mode. Press Ctrl+C to stop.
+2025-03-10 16:53:44,747 - INFO - Starting training batch 1
+2025-03-10 16:53:44,747 - INFO - Refreshing data for new training batch
+2025-03-10 16:53:44,747 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:45,093 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 16:53:45,099 - INFO - Initialized environment with 500 candles
+2025-03-10 16:53:45,099 - INFO - Updated environment with fresh candles
+2025-03-10 16:53:45,099 - INFO - Starting training on device: cuda
+2025-03-10 16:53:45,099 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 16:53:45,099 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 16:53:45,234 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 16:53:45,242 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.19, Win Rate: 73.3%
+2025-03-10 16:53:45,246 - INFO - Refreshing data for episode 0
+2025-03-10 16:53:45,246 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:45,542 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:53:45,544 - INFO - Initialized environment with 100 candles
+2025-03-10 16:53:46,441 - INFO - OPENED SHORT at 2104.67 | Stop loss: 2115.225185714286 | Take profit: 2073.0521964285717
+2025-03-10 16:53:46,446 - INFO - CLOSED short at 2105.26 | PnL: -0.03% | $-0.25
+2025-03-10 16:53:46,462 - INFO - OPENED SHORT at 2099.63 | Stop loss: 2110.159985714286 | Take profit: 2068.0877964285714
+2025-03-10 16:53:46,499 - INFO - CLOSED short at 2096.96 | PnL: 0.13% | $0.05
+2025-03-10 16:53:46,499 - INFO - OPENED SHORT at 2098.66 | Stop loss: 2109.185135714286 | Take profit: 2067.1323464285715
+2025-03-10 16:53:46,499 - INFO - CLOSED short at 2090.59 | PnL: 0.38% | $0.56
+2025-03-10 16:53:46,539 - INFO - OPENED SHORT at 2090.99 | Stop loss: 2101.4767857142856 | Take profit: 2059.5773964285713
+2025-03-10 16:53:46,730 - INFO - TAKE PROFIT hit for short at 2059.5773964285713 | PnL: 1.50% | $2.77
+2025-03-10 16:53:46,765 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2868357142856 | Take profit: 2020.1872464285714
+2025-03-10 16:53:46,794 - INFO - TAKE PROFIT hit for short at 2020.1872464285714 | PnL: 1.50% | $2.85
+2025-03-10 16:53:46,804 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6495357142858 | Take profit: 1985.2591464285713
+2025-03-10 16:53:46,813 - INFO - STOP LOSS hit for short at 2025.6495357142858 | PnL: -0.50% | $-1.26
+2025-03-10 16:53:46,816 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.151485714286 | Take profit: 2007.3132964285714
+2025-03-10 16:53:46,847 - INFO - TAKE PROFIT hit for short at 2007.3132964285714 | PnL: 1.50% | $2.89
+2025-03-10 16:53:46,847 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2176357142857 | Take profit: 1975.0348464285714
+2025-03-10 16:53:46,854 - INFO - STOP LOSS hit for short at 2015.2176357142857 | PnL: -0.50% | $-1.27
+2025-03-10 16:53:47,126 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4235357142854 | Take profit: 1980.1371464285712
+2025-03-10 16:53:47,212 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 60.0% in downtrends | Avg Win=$1.83, Avg Loss=$-0.93
+2025-03-10 16:53:47,212 - INFO - Episode 0: Reward=28.99, Balance=$106.34, Win Rate=62.5%, Trades=8, Episode PnL=$6.34, Total PnL=$6.34, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 16:53:47,325 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 16:53:47,326 - INFO - Checkpoint saved at episode 0
+2025-03-10 16:53:48,385 - INFO - Visualization saved for episode 0
+2025-03-10 16:53:49,224 - INFO - Visualization saved for episode 0
+2025-03-10 16:53:49,233 - INFO - Refreshing data for episode 1
+2025-03-10 16:53:49,233 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:49,538 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:53:49,544 - INFO - Initialized environment with 100 candles
+2025-03-10 16:53:49,796 - INFO - OPENED SHORT at 2104.67 | Stop loss: 2115.225185714286 | Take profit: 2073.0521964285717
+2025-03-10 16:53:50,029 - INFO - CLOSED short at 2084.95 | PnL: 0.94% | $1.65
+2025-03-10 16:53:50,029 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.493414285714 | Take profit: 2116.2720035714283
+2025-03-10 16:53:50,061 - INFO - CLOSED long at 2080.58 | PnL: -0.21% | $-0.62
+2025-03-10 16:53:50,061 - INFO - OPENED SHORT at 2080.58 | Stop loss: 2091.0147357142855 | Take profit: 2049.3235464285713
+2025-03-10 16:53:50,305 - INFO - TAKE PROFIT hit for short at 2049.3235464285713 | PnL: 1.50% | $2.79
+2025-03-10 16:53:50,332 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2868357142856 | Take profit: 2020.1872464285714
+2025-03-10 16:53:50,717 - INFO - TAKE PROFIT hit for short at 2020.1872464285714 | PnL: 1.50% | $2.87
+2025-03-10 16:53:50,735 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6495357142858 | Take profit: 1985.2591464285713
+2025-03-10 16:53:50,874 - INFO - STOP LOSS hit for short at 2025.6495357142858 | PnL: -0.50% | $-1.26
+2025-03-10 16:53:50,918 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.151485714286 | Take profit: 2007.3132964285714
+2025-03-10 16:53:51,198 - INFO - CLOSED short at 2026.46 | PnL: 0.56% | $0.96
+2025-03-10 16:53:51,198 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.2958642857143 | Take profit: 2056.9046535714283
+2025-03-10 16:53:51,234 - INFO - CLOSED long at 2015.11 | PnL: -0.56% | $-1.38
+2025-03-10 16:53:51,234 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2173857142855 | Take profit: 1984.8355964285713
+2025-03-10 16:53:51,475 - INFO - CLOSED short at 2010.34 | PnL: 0.24% | $0.28
+2025-03-10 16:53:51,494 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1019857142858 | Take profit: 1977.8617964285716
+2025-03-10 16:53:51,580 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 80.0% in downtrends | Avg Win=$1.71, Avg Loss=$-1.09
+2025-03-10 16:53:51,580 - INFO - Episode 1: Reward=28.11, Balance=$105.28, Win Rate=62.5%, Trades=8, Episode PnL=$7.29, Total PnL=$11.63, Max Drawdown=1.3%, Pred Accuracy=99.7%
+2025-03-10 16:53:51,581 - INFO - Refreshing data for episode 2
+2025-03-10 16:53:51,581 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:51,868 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:53:51,875 - INFO - Initialized environment with 100 candles
+2025-03-10 16:53:51,963 - INFO - OPENED SHORT at 2104.67 | Stop loss: 2115.225607142857 | Take profit: 2073.0515642857144
+2025-03-10 16:53:52,393 - INFO - TAKE PROFIT hit for short at 2073.0515642857144 | PnL: 1.50% | $2.76
+2025-03-10 16:53:52,432 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.573757142857 | Take profit: 2017.5271142857146
+2025-03-10 16:53:52,465 - INFO - CLOSED short at 2051.0 | PnL: -0.13% | $-0.47
+2025-03-10 16:53:52,504 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.759807142857 | Take profit: 2012.8089642857144
+2025-03-10 16:53:52,589 - INFO - STOP LOSS hit for short at 2053.759807142857 | PnL: -0.50% | $-1.21
+2025-03-10 16:53:52,612 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.3324071428574 | Take profit: 2023.1711642857144
+2025-03-10 16:53:52,851 - INFO - TAKE PROFIT hit for short at 2023.1711642857144 | PnL: 1.50% | $2.79
+2025-03-10 16:53:52,898 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.649957142857 | Take profit: 1985.2585142857142
+2025-03-10 16:53:53,023 - INFO - STOP LOSS hit for short at 2025.649957142857 | PnL: -0.50% | $-1.23
+2025-03-10 16:53:53,042 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.151907142857 | Take profit: 2007.3126642857144
+2025-03-10 16:53:53,529 - INFO - TAKE PROFIT hit for short at 2007.3126642857144 | PnL: 1.50% | $2.83
+2025-03-10 16:53:53,548 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2180571428576 | Take profit: 1975.0342142857144
+2025-03-10 16:53:53,635 - INFO - STOP LOSS hit for short at 2015.2180571428576 | PnL: -0.50% | $-1.25
+2025-03-10 16:53:53,672 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.423957142857 | Take profit: 1980.1365142857144
+2025-03-10 16:53:53,772 - INFO - CLOSED short at 2002.1 | PnL: 0.41% | $0.64
+2025-03-10 16:53:53,773 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0572428571427 | Take profit: 2032.1798857142855
+2025-03-10 16:53:53,793 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.50
+2025-03-10 16:53:53,794 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2483571428575 | Take profit: 1969.1833142857145
+2025-03-10 16:53:53,811 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 57.1% in downtrends | Avg Win=$2.26, Avg Loss=$-0.93
+2025-03-10 16:53:53,811 - INFO - Episode 2: Reward=26.25, Balance=$104.36, Win Rate=44.4%, Trades=9, Episode PnL=$4.86, Total PnL=$15.99, Max Drawdown=1.6%, Pred Accuracy=99.7%
+2025-03-10 16:53:53,811 - INFO - Refreshing data for episode 3
+2025-03-10 16:53:53,811 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:54,114 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:53:54,121 - INFO - Initialized environment with 100 candles
+2025-03-10 16:53:54,157 - INFO - OPENED SHORT at 2104.67 | Stop loss: 2115.225757142857 | Take profit: 2073.051339285714
+2025-03-10 16:53:54,193 - INFO - CLOSED short at 2099.63 | PnL: 0.24% | $0.27
+2025-03-10 16:53:54,216 - INFO - OPENED SHORT at 2099.22 | Stop loss: 2109.7485071428573 | Take profit: 2067.6830892857142
+2025-03-10 16:53:54,615 - INFO - TAKE PROFIT hit for short at 2067.6830892857142 | PnL: 1.50% | $2.77
+2025-03-10 16:53:54,650 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2874071428573 | Take profit: 2020.186389285714
+2025-03-10 16:53:54,696 - INFO - CLOSED short at 2052.89 | PnL: -0.09% | $-0.39
+2025-03-10 16:53:54,733 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.5185071428573 | Take profit: 2022.373089285714
+2025-03-10 16:53:55,078 - INFO - TAKE PROFIT hit for short at 2022.373089285714 | PnL: 1.50% | $2.83
+2025-03-10 16:53:55,105 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6501071428572 | Take profit: 1985.2582892857142
+2025-03-10 16:53:55,260 - INFO - STOP LOSS hit for short at 2025.6501071428572 | PnL: -0.50% | $-1.25
+2025-03-10 16:53:55,316 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1520571428573 | Take profit: 2007.3124392857144
+2025-03-10 16:53:55,849 - INFO - TAKE PROFIT hit for short at 2007.3124392857144 | PnL: 1.50% | $2.88
+2025-03-10 16:53:55,870 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2182071428574 | Take profit: 1975.0339892857144
+2025-03-10 16:53:55,912 - INFO - STOP LOSS hit for short at 2015.2182071428574 | PnL: -0.50% | $-1.27
+2025-03-10 16:53:55,933 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4241071428569 | Take profit: 1980.1362892857142
+2025-03-10 16:53:56,072 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 60.0% in downtrends | Avg Win=$2.19, Avg Loss=$-0.97
+2025-03-10 16:53:56,073 - INFO - Episode 3: Reward=27.75, Balance=$105.85, Win Rate=57.1%, Trades=7, Episode PnL=$5.85, Total PnL=$21.84, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 16:53:56,073 - INFO - Refreshing data for episode 4
+2025-03-10 16:53:56,073 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:56,366 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:53:56,373 - INFO - Initialized environment with 100 candles
+2025-03-10 16:53:56,574 - INFO - OPENED SHORT at 2104.67 | Stop loss: 2115.225828571429 | Take profit: 2073.0512321428573
+2025-03-10 16:53:57,004 - INFO - TAKE PROFIT hit for short at 2073.0512321428573 | PnL: 1.50% | $2.76
+2025-03-10 16:53:57,029 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.5739785714286 | Take profit: 2017.5267821428572
+2025-03-10 16:53:57,119 - INFO - CLOSED short at 2053.22 | PnL: -0.24% | $-0.69
+2025-03-10 16:53:57,120 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.9214214285712 | Take profit: 2084.0670178571427
+2025-03-10 16:53:57,140 - INFO - CLOSED long at 2058.11 | PnL: 0.24% | $0.28
+2025-03-10 16:53:57,141 - INFO - OPENED SHORT at 2058.11 | Stop loss: 2068.4330285714286 | Take profit: 2027.1896321428571
+2025-03-10 16:53:57,425 - INFO - TAKE PROFIT hit for short at 2027.1896321428571 | PnL: 1.50% | $2.83
+2025-03-10 16:53:57,446 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6501785714283 | Take profit: 1985.258182142857
+2025-03-10 16:53:57,568 - INFO - STOP LOSS hit for short at 2025.6501785714283 | PnL: -0.50% | $-1.25
+2025-03-10 16:53:57,606 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152128571429 | Take profit: 2007.3123321428573
+2025-03-10 16:53:58,177 - INFO - TAKE PROFIT hit for short at 2007.3123321428573 | PnL: 1.50% | $2.87
+2025-03-10 16:53:58,200 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2182785714288 | Take profit: 1975.0338821428572
+2025-03-10 16:53:58,224 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.52
+2025-03-10 16:53:58,225 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0270214285715 | Take profit: 2038.2702178571426
+2025-03-10 16:53:58,252 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.55
+2025-03-10 16:53:58,252 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4491785714285 | Take profit: 1985.0611821428572
+2025-03-10 16:53:58,300 - INFO - CLOSED short at 2008.03 | PnL: 0.36% | $0.55
+2025-03-10 16:53:58,325 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8716285714283 | Take profit: 1971.7538321428572
+2025-03-10 16:53:58,417 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$1.64, Avg Loss=$-0.82
+2025-03-10 16:53:58,417 - INFO - Episode 4: Reward=27.42, Balance=$107.38, Win Rate=66.7%, Trades=9, Episode PnL=$6.56, Total PnL=$29.22, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 16:53:58,417 - INFO - Refreshing data for episode 5
+2025-03-10 16:53:58,417 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:53:58,711 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:53:58,721 - INFO - Initialized environment with 100 candles
+2025-03-10 16:53:59,495 - INFO - OPENED SHORT at 2104.67 | Stop loss: 2115.226375 | Take profit: 2073.0504124999998
+2025-03-10 16:54:00,317 - INFO - TAKE PROFIT hit for short at 2073.0504124999998 | PnL: 1.50% | $2.76
+2025-03-10 16:54:00,344 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.574525 | Take profit: 2017.5259625
+2025-03-10 16:54:00,842 - INFO - TAKE PROFIT hit for short at 2017.5259625 | PnL: 1.50% | $2.84
+2025-03-10 16:54:00,891 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.429275 | Take profit: 2045.8226375
+2025-03-10 16:54:00,967 - INFO - CLOSED long at 2019.57 | PnL: 0.20% | $0.21
+2025-03-10 16:54:00,967 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.700875 | Take profit: 1989.2269125
+2025-03-10 16:54:01,045 - INFO - STOP LOSS hit for short at 2029.700875 | PnL: -0.50% | $-1.25
+2025-03-10 16:54:01,074 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152675 | Take profit: 2007.3115125
+2025-03-10 16:54:01,775 - INFO - TAKE PROFIT hit for short at 2007.3115125 | PnL: 1.50% | $2.89
+2025-03-10 16:54:01,803 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.218825 | Take profit: 1975.0330625000001
+2025-03-10 16:54:01,862 - INFO - STOP LOSS hit for short at 2015.218825 | PnL: -0.50% | $-1.27
+2025-03-10 16:54:01,890 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.424725 | Take profit: 1980.1353625
+2025-03-10 16:54:02,071 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 60.0% in downtrends | Avg Win=$2.17, Avg Loss=$-1.26
+2025-03-10 16:54:02,075 - INFO - Episode 5: Reward=28.31, Balance=$106.17, Win Rate=66.7%, Trades=6, Episode PnL=$5.96, Total PnL=$35.38, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 16:54:02,075 - INFO - Refreshing data for episode 6
+2025-03-10 16:54:02,076 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:02,379 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:02,388 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:02,591 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8176821428574 | Take profit: 2073.6340267857145
+2025-03-10 16:54:02,692 - INFO - CLOSED short at 2096.96 | PnL: 0.39% | $0.58
+2025-03-10 16:54:02,776 - INFO - OPENED SHORT at 2090.99 | Stop loss: 2101.4763321428572 | Take profit: 2059.578076785714
+2025-03-10 16:54:03,108 - INFO - CLOSED short at 2067.71 | PnL: 1.11% | $2.01
+2025-03-10 16:54:03,109 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.340067857143 | Take profit: 2098.772723214286
+2025-03-10 16:54:03,132 - INFO - CLOSED long at 2048.3 | PnL: -0.94% | $-2.10
+2025-03-10 16:54:03,133 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.5728821428575 | Take profit: 2017.5284267857144
+2025-03-10 16:54:03,427 - INFO - CLOSED short at 2043.95 | PnL: 0.21% | $0.22
+2025-03-10 16:54:03,427 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.698867857143 | Take profit: 2074.6563232142857
+2025-03-10 16:54:03,456 - INFO - CLOSED long at 2044.1 | PnL: 0.01% | $-0.18
+2025-03-10 16:54:03,456 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.3518821428574 | Take profit: 2013.3914267857142
+2025-03-10 16:54:03,593 - INFO - TAKE PROFIT hit for short at 2013.3914267857142 | PnL: 1.50% | $2.78
+2025-03-10 16:54:03,645 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.649082142857 | Take profit: 1985.2598267857143
+2025-03-10 16:54:03,818 - INFO - STOP LOSS hit for short at 2025.649082142857 | PnL: -0.50% | $-1.22
+2025-03-10 16:54:03,841 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.151032142857 | Take profit: 2007.3139767857142
+2025-03-10 16:54:04,417 - INFO - TAKE PROFIT hit for short at 2007.3139767857142 | PnL: 1.50% | $2.82
+2025-03-10 16:54:04,474 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2171821428572 | Take profit: 1975.0355267857144
+2025-03-10 16:54:04,562 - INFO - STOP LOSS hit for short at 2015.2171821428572 | PnL: -0.50% | $-1.24
+2025-03-10 16:54:04,590 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.423082142857 | Take profit: 1980.1378267857142
+2025-03-10 16:54:04,745 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 66.7% in downtrends | Avg Win=$1.68, Avg Loss=$-1.19
+2025-03-10 16:54:04,746 - INFO - Episode 6: Reward=13.60, Balance=$103.66, Win Rate=55.6%, Trades=9, Episode PnL=$5.94, Total PnL=$39.04, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 16:54:04,746 - INFO - Refreshing data for episode 7
+2025-03-10 16:54:04,747 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:05,064 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:05,071 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:05,202 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8178214285717 | Take profit: 2073.633817857143
+2025-03-10 16:54:05,545 - INFO - CLOSED short at 2081.0 | PnL: 1.15% | $2.07
+2025-03-10 16:54:05,581 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7027714285714 | Take profit: 2052.938967857143
+2025-03-10 16:54:05,803 - INFO - TAKE PROFIT hit for short at 2052.938967857143 | PnL: 1.50% | $2.82
+2025-03-10 16:54:05,830 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2865214285716 | Take profit: 2020.1877178571428
+2025-03-10 16:54:06,070 - INFO - CLOSED short at 2036.71 | PnL: 0.70% | $1.23
+2025-03-10 16:54:06,094 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.6790714285717 | Take profit: 1997.050067857143
+2025-03-10 16:54:06,244 - INFO - STOP LOSS hit for short at 2037.6790714285717 | PnL: -0.50% | $-1.26
+2025-03-10 16:54:06,269 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1613714285716 | Take profit: 2001.443167857143
+2025-03-10 16:54:06,790 - INFO - TAKE PROFIT hit for short at 2001.443167857143 | PnL: 1.50% | $2.90
+2025-03-10 16:54:06,813 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5339214285711 | Take profit: 1974.3655178571428
+2025-03-10 16:54:06,832 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 66.7% in downtrends | Avg Win=$2.26, Avg Loss=$-1.26
+2025-03-10 16:54:06,833 - INFO - Episode 7: Reward=17.97, Balance=$107.77, Win Rate=80.0%, Trades=5, Episode PnL=$7.77, Total PnL=$46.81, Max Drawdown=1.2%, Pred Accuracy=99.4%
+2025-03-10 16:54:06,833 - INFO - Refreshing data for episode 8
+2025-03-10 16:54:06,833 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:07,144 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:07,150 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:07,185 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8180964285716 | Take profit: 2073.633405357143
+2025-03-10 16:54:07,520 - INFO - TAKE PROFIT hit for short at 2073.633405357143 | PnL: 1.50% | $2.76
+2025-03-10 16:54:07,541 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.5732964285717 | Take profit: 2017.527805357143
+2025-03-10 16:54:07,836 - INFO - TAKE PROFIT hit for short at 2017.527805357143 | PnL: 1.50% | $2.84
+2025-03-10 16:54:07,858 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6494964285714 | Take profit: 1985.259205357143
+2025-03-10 16:54:07,962 - INFO - STOP LOSS hit for short at 2025.6494964285714 | PnL: -0.50% | $-1.25
+2025-03-10 16:54:07,987 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1514464285715 | Take profit: 2007.3133553571429
+2025-03-10 16:54:08,070 - INFO - CLOSED short at 2020.7 | PnL: 0.85% | $1.53
+2025-03-10 16:54:08,088 - INFO - OPENED SHORT at 2022.71 | Stop loss: 2032.8553464285715 | Take profit: 1992.3216553571428
+2025-03-10 16:54:08,194 - INFO - CLOSED short at 2007.96 | PnL: 0.73% | $1.31
+2025-03-10 16:54:08,195 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8884035714286 | Take profit: 2038.1270946428572
+2025-03-10 16:54:08,216 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 16:54:08,216 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9611964285714 | Take profit: 1979.684105357143
+2025-03-10 16:54:08,241 - INFO - STOP LOSS hit for short at 2019.9611964285714 | PnL: -0.50% | $-1.27
+2025-03-10 16:54:08,257 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6240964285714 | Take profit: 1996.0154053571428
+2025-03-10 16:54:08,584 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 60.0% in downtrends | Avg Win=$2.11, Avg Loss=$-0.84
+2025-03-10 16:54:08,584 - INFO - Episode 8: Reward=16.62, Balance=$105.92, Win Rate=57.1%, Trades=7, Episode PnL=$5.92, Total PnL=$52.72, Max Drawdown=1.2%, Pred Accuracy=99.2%
+2025-03-10 16:54:08,585 - INFO - Refreshing data for episode 9
+2025-03-10 16:54:08,585 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:09,318 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:09,322 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:09,419 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.818492857143 | Take profit: 2073.632810714286
+2025-03-10 16:54:09,456 - INFO - CLOSED short at 2099.63 | PnL: 0.27% | $0.33
+2025-03-10 16:54:09,458 - INFO - OPENED LONG at 2099.63 | Stop loss: 2089.0996571428573 | Take profit: 2131.172739285714
+2025-03-10 16:54:09,489 - INFO - CLOSED long at 2099.22 | PnL: -0.02% | $-0.24
+2025-03-10 16:54:09,489 - INFO - OPENED SHORT at 2099.22 | Stop loss: 2109.7482928571426 | Take profit: 2067.6834107142854
+2025-03-10 16:54:09,603 - INFO - CLOSED short at 2090.99 | PnL: 0.39% | $0.58
+2025-03-10 16:54:09,623 - INFO - OPENED SHORT at 2084.95 | Stop loss: 2095.4069428571424 | Take profit: 2053.6274607142855
+2025-03-10 16:54:09,867 - INFO - TAKE PROFIT hit for short at 2053.6274607142855 | PnL: 1.50% | $2.78
+2025-03-10 16:54:09,899 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.287192857143 | Take profit: 2020.1867107142857
+2025-03-10 16:54:10,133 - INFO - CLOSED short at 2042.0 | PnL: 0.44% | $0.69
+2025-03-10 16:54:10,133 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.757807142857 | Take profit: 2072.678289285714
+2025-03-10 16:54:10,154 - INFO - CLOSED long at 2036.71 | PnL: -0.26% | $-0.74
+2025-03-10 16:54:10,154 - INFO - OPENED SHORT at 2036.71 | Stop loss: 2046.9257428571432 | Take profit: 2006.1110607142857
+2025-03-10 16:54:10,289 - INFO - CLOSED short at 2019.57 | PnL: 0.84% | $1.51
+2025-03-10 16:54:10,289 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.439957142857 | Take profit: 2049.9118392857144
+2025-03-10 16:54:10,322 - INFO - CLOSED long at 2014.56 | PnL: -0.25% | $-0.72
+2025-03-10 16:54:10,322 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6649928571428 | Take profit: 1984.2933107142856
+2025-03-10 16:54:10,379 - INFO - STOP LOSS hit for short at 2024.6649928571428 | PnL: -0.50% | $-1.23
+2025-03-10 16:54:10,397 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1518428571426 | Take profit: 2007.3127607142858
+2025-03-10 16:54:10,513 - INFO - CLOSED short at 2022.71 | PnL: 0.75% | $1.31
+2025-03-10 16:54:10,513 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5642571428573 | Take profit: 2053.098939285714
+2025-03-10 16:54:10,552 - INFO - CLOSED long at 2020.89 | PnL: -0.09% | $-0.39
+2025-03-10 16:54:10,552 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.026642857143 | Take profit: 1990.5283607142858
+2025-03-10 16:54:11,130 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 83.3% in downtrends | Avg Win=$1.20, Avg Loss=$-0.66
+2025-03-10 16:54:11,130 - INFO - Episode 9: Reward=13.81, Balance=$103.88, Win Rate=54.5%, Trades=11, Episode PnL=$5.96, Total PnL=$56.60, Max Drawdown=0.5%, Pred Accuracy=99.0%
+2025-03-10 16:54:11,130 - INFO - Refreshing data for episode 10
+2025-03-10 16:54:11,130 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:11,422 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:11,431 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:11,780 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8187035714286 | Take profit: 2073.6324946428576
+2025-03-10 16:54:12,038 - INFO - CLOSED short at 2084.25 | PnL: 1.00% | $1.77
+2025-03-10 16:54:12,038 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7963464285713 | Take profit: 2115.5623553571427
+2025-03-10 16:54:12,059 - INFO - CLOSED long at 2085.37 | PnL: 0.05% | $-0.09
+2025-03-10 16:54:12,059 - INFO - OPENED SHORT at 2085.37 | Stop loss: 2095.8292535714286 | Take profit: 2054.040844642857
+2025-03-10 16:54:12,174 - INFO - TAKE PROFIT hit for short at 2054.040844642857 | PnL: 1.50% | $2.81
+2025-03-10 16:54:12,221 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2874035714285 | Take profit: 2020.186394642857
+2025-03-10 16:54:12,483 - INFO - CLOSED short at 2044.1 | PnL: 0.34% | $0.49
+2025-03-10 16:54:12,504 - INFO - OPENED SHORT at 2043.59 | Stop loss: 2053.8403535714283 | Take profit: 2012.8875446428572
+2025-03-10 16:54:12,611 - INFO - TAKE PROFIT hit for short at 2012.8875446428572 | PnL: 1.50% | $2.90
+2025-03-10 16:54:12,652 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6501035714284 | Take profit: 1985.2582946428572
+2025-03-10 16:54:12,798 - INFO - STOP LOSS hit for short at 2025.6501035714284 | PnL: -0.50% | $-1.28
+2025-03-10 16:54:12,822 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1520535714285 | Take profit: 2007.3124446428571
+2025-03-10 16:54:12,882 - INFO - CLOSED short at 2030.3 | PnL: 0.37% | $0.58
+2025-03-10 16:54:12,882 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1160964285714 | Take profit: 2060.803105357143
+2025-03-10 16:54:12,901 - INFO - CLOSED long at 2020.7 | PnL: -0.47% | $-1.21
+2025-03-10 16:54:12,901 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.8359035714284 | Take profit: 1990.3408946428572
+2025-03-10 16:54:13,474 - INFO - CLOSED short at 1999.22 | PnL: 1.06% | $2.01
+2025-03-10 16:54:13,508 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5348035714285 | Take profit: 1974.3641946428572
+2025-03-10 16:54:13,546 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 80.0% in downtrends | Avg Win=$1.76, Avg Loss=$-0.86
+2025-03-10 16:54:13,546 - INFO - Episode 10: Reward=17.04, Balance=$107.97, Win Rate=66.7%, Trades=9, Episode PnL=$9.27, Total PnL=$64.57, Max Drawdown=1.2%, Pred Accuracy=98.6%
+2025-03-10 16:54:13,651 - INFO - Model saved to models/trading_agent_best_pnl.pt
+2025-03-10 16:54:13,651 - INFO - New best PnL model saved: $9.27
+2025-03-10 16:54:13,758 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 16:54:13,758 - INFO - Checkpoint saved at episode 10
+2025-03-10 16:54:14,170 - INFO - Visualization saved for episode 10
+2025-03-10 16:54:14,919 - INFO - Visualization saved for episode 10
+2025-03-10 16:54:14,931 - INFO - Refreshing data for episode 11
+2025-03-10 16:54:14,932 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:15,654 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:15,661 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:15,979 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8190250000002 | Take profit: 2073.6320125
+2025-03-10 16:54:16,377 - INFO - TAKE PROFIT hit for short at 2073.6320125 | PnL: 1.50% | $2.76
+2025-03-10 16:54:16,394 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.5742250000003 | Take profit: 2017.5264125000003
+2025-03-10 16:54:16,735 - INFO - TAKE PROFIT hit for short at 2017.5264125000003 | PnL: 1.50% | $2.84
+2025-03-10 16:54:16,761 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.650425 | Take profit: 1985.2578125
+2025-03-10 16:54:16,853 - INFO - STOP LOSS hit for short at 2025.650425 | PnL: -0.50% | $-1.25
+2025-03-10 16:54:16,871 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152375 | Take profit: 2007.3119625000002
+2025-03-10 16:54:17,221 - INFO - CLOSED short at 2015.11 | PnL: 1.12% | $2.09
+2025-03-10 16:54:17,221 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0017249999999 | Take profit: 2045.3857374999998
+2025-03-10 16:54:17,248 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.65
+2025-03-10 16:54:17,248 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.007325 | Take profit: 1980.7071125
+2025-03-10 16:54:17,592 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 75.0% in downtrends | Avg Win=$2.56, Avg Loss=$-0.95
+2025-03-10 16:54:17,592 - INFO - Episode 11: Reward=14.66, Balance=$105.80, Win Rate=60.0%, Trades=5, Episode PnL=$6.44, Total PnL=$70.37, Max Drawdown=1.2%, Pred Accuracy=98.3%
+2025-03-10 16:54:17,592 - INFO - Refreshing data for episode 12
+2025-03-10 16:54:17,592 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:18,334 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:18,341 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:18,375 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8190250000002 | Take profit: 2073.6320125
+2025-03-10 16:54:18,394 - INFO - CLOSED short at 2099.63 | PnL: 0.27% | $0.33
+2025-03-10 16:54:18,394 - INFO - OPENED LONG at 2099.63 | Stop loss: 2089.099125 | Take profit: 2131.1735375
+2025-03-10 16:54:18,415 - INFO - CLOSED long at 2099.22 | PnL: -0.02% | $-0.24
+2025-03-10 16:54:18,415 - INFO - OPENED SHORT at 2099.22 | Stop loss: 2109.7488249999997 | Take profit: 2067.6826125
+2025-03-10 16:54:18,435 - INFO - CLOSED short at 2094.16 | PnL: 0.24% | $0.28
+2025-03-10 16:54:18,435 - INFO - OPENED LONG at 2094.16 | Stop loss: 2083.656475 | Take profit: 2125.6214875
+2025-03-10 16:54:18,456 - INFO - CLOSED long at 2096.96 | PnL: 0.13% | $0.07
+2025-03-10 16:54:18,456 - INFO - OPENED SHORT at 2096.96 | Stop loss: 2107.477525 | Take profit: 2065.4565125
+2025-03-10 16:54:18,499 - INFO - CLOSED short at 2090.59 | PnL: 0.30% | $0.40
+2025-03-10 16:54:18,538 - INFO - OPENED SHORT at 2084.95 | Stop loss: 2095.4074749999995 | Take profit: 2053.6266625
+2025-03-10 16:54:18,562 - INFO - CLOSED short at 2080.58 | PnL: 0.21% | $0.22
+2025-03-10 16:54:18,562 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.144375 | Take profit: 2111.8377874999996
+2025-03-10 16:54:18,686 - INFO - CLOSED long at 2085.37 | PnL: 0.23% | $0.26
+2025-03-10 16:54:18,687 - INFO - OPENED SHORT at 2085.37 | Stop loss: 2095.8295749999997 | Take profit: 2054.0403625
+2025-03-10 16:54:18,720 - INFO - CLOSED short at 2084.11 | PnL: 0.06% | $-0.08
+2025-03-10 16:54:18,720 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.656725 | Take profit: 2115.4207375
+2025-03-10 16:54:18,748 - INFO - CLOSED long at 2083.07 | PnL: -0.05% | $-0.30
+2025-03-10 16:54:18,770 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6619250000003 | Take profit: 2106.2451375
+2025-03-10 16:54:18,789 - INFO - CLOSED long at 2067.71 | PnL: -0.35% | $-0.90
+2025-03-10 16:54:18,791 - INFO - OPENED SHORT at 2067.71 | Stop loss: 2078.081275 | Take profit: 2036.6452625
+2025-03-10 16:54:18,810 - INFO - CLOSED short at 2048.3 | PnL: 0.94% | $1.65
+2025-03-10 16:54:18,811 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.025775 | Take profit: 2079.0735875000005
+2025-03-10 16:54:18,921 - INFO - CLOSED long at 2054.03 | PnL: 0.28% | $0.36
+2025-03-10 16:54:18,922 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.3328750000005 | Take profit: 2023.1704625000002
+2025-03-10 16:54:18,938 - INFO - CLOSED short at 2050.18 | PnL: 0.19% | $0.18
+2025-03-10 16:54:18,938 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.8963749999998 | Take profit: 2080.9817875
+2025-03-10 16:54:19,122 - INFO - STOP LOSS hit for long at 2039.8963749999998 | PnL: -0.50% | $-1.21
+2025-03-10 16:54:19,152 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.339725 | Take profit: 2057.9717375
+2025-03-10 16:54:19,173 - INFO - STOP LOSS hit for long at 2017.339725 | PnL: -0.50% | $-1.20
+2025-03-10 16:54:19,194 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4295749999999 | Take profit: 2045.8221875
+2025-03-10 16:54:19,651 - INFO - CLOSED long at 2026.46 | PnL: 0.54% | $0.87
+2025-03-10 16:54:19,652 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.625025 | Take profit: 1996.0140125
+2025-03-10 16:54:19,679 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.91
+2025-03-10 16:54:19,679 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0017249999999 | Take profit: 2045.3857374999998
+2025-03-10 16:54:19,773 - INFO - CLOSED long at 2008.61 | PnL: -0.32% | $-0.84
+2025-03-10 16:54:19,773 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6857750000001 | Take profit: 1978.4317624999999
+2025-03-10 16:54:19,794 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.29
+2025-03-10 16:54:19,795 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.658725 | Take profit: 2033.8147375000003
+2025-03-10 16:54:19,814 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 16:54:19,814 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.218525 | Take profit: 1975.0335125000001
+2025-03-10 16:54:19,833 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.49
+2025-03-10 16:54:19,833 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0267749999998 | Take profit: 2038.2705875
+2025-03-10 16:54:20,001 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 63.6% in downtrends | Avg Win=$0.48, Avg Loss=$-0.59
+2025-03-10 16:54:20,002 - INFO - Episode 12: Reward=-21.51, Balance=$100.49, Win Rate=57.1%, Trades=21, Episode PnL=$0.98, Total PnL=$70.86, Max Drawdown=1.2%, Pred Accuracy=98.0%
+2025-03-10 16:54:20,002 - INFO - Refreshing data for episode 13
+2025-03-10 16:54:20,002 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:20,309 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:20,315 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:20,352 - INFO - OPENED LONG at 2105.26 | Stop loss: 2094.700975 | Take profit: 2136.8879875000002
+2025-03-10 16:54:20,409 - INFO - STOP LOSS hit for long at 2094.700975 | PnL: -0.50% | $-1.18
+2025-03-10 16:54:20,428 - INFO - OPENED LONG at 2096.96 | Stop loss: 2086.4424750000003 | Take profit: 2128.4634874999997
+2025-03-10 16:54:20,511 - INFO - STOP LOSS hit for long at 2086.4424750000003 | PnL: -0.50% | $-1.17
+2025-03-10 16:54:20,538 - INFO - OPENED SHORT at 2080.58 | Stop loss: 2091.015625 | Take profit: 2049.3222125
+2025-03-10 16:54:20,603 - INFO - CLOSED short at 2084.25 | PnL: -0.18% | $-0.53
+2025-03-10 16:54:20,603 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.796025 | Take profit: 2115.5628375
+2025-03-10 16:54:20,625 - INFO - CLOSED long at 2085.37 | PnL: 0.05% | $-0.09
+2025-03-10 16:54:20,626 - INFO - OPENED SHORT at 2085.37 | Stop loss: 2095.8295749999997 | Take profit: 2054.0403625
+2025-03-10 16:54:20,647 - INFO - CLOSED short at 2084.11 | PnL: 0.06% | $-0.08
+2025-03-10 16:54:20,648 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.656725 | Take profit: 2115.4207375
+2025-03-10 16:54:20,667 - INFO - CLOSED long at 2083.07 | PnL: -0.05% | $-0.29
+2025-03-10 16:54:20,668 - INFO - OPENED SHORT at 2083.07 | Stop loss: 2093.518075 | Take profit: 2051.7748625
+2025-03-10 16:54:20,710 - INFO - CLOSED short at 2067.71 | PnL: 0.74% | $1.21
+2025-03-10 16:54:20,710 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.338725 | Take profit: 2098.7747375
+2025-03-10 16:54:20,736 - INFO - STOP LOSS hit for long at 2057.338725 | PnL: -0.50% | $-1.16
+2025-03-10 16:54:20,765 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.287725 | Take profit: 2020.1859125
+2025-03-10 16:54:20,901 - INFO - CLOSED short at 2050.18 | PnL: 0.04% | $-0.11
+2025-03-10 16:54:20,901 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.8963749999998 | Take profit: 2080.9817875
+2025-03-10 16:54:20,931 - INFO - CLOSED long at 2046.76 | PnL: -0.17% | $-0.51
+2025-03-10 16:54:20,931 - INFO - OPENED SHORT at 2046.76 | Stop loss: 2057.026525 | Take profit: 2016.0095125
+2025-03-10 16:54:21,081 - INFO - TAKE PROFIT hit for short at 2016.0095125 | PnL: 1.50% | $2.65
+2025-03-10 16:54:21,101 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.650425 | Take profit: 1985.2578125
+2025-03-10 16:54:21,209 - INFO - STOP LOSS hit for short at 2025.650425 | PnL: -0.50% | $-1.17
+2025-03-10 16:54:21,233 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152375 | Take profit: 2007.3119625000002
+2025-03-10 16:54:21,303 - INFO - CLOSED short at 2020.7 | PnL: 0.85% | $1.43
+2025-03-10 16:54:21,327 - INFO - OPENED SHORT at 2022.71 | Stop loss: 2032.8562749999999 | Take profit: 1992.3202625000001
+2025-03-10 16:54:21,455 - INFO - CLOSED short at 2021.15 | PnL: 0.08% | $-0.04
+2025-03-10 16:54:21,477 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.625025 | Take profit: 1996.0140125
+2025-03-10 16:54:21,514 - INFO - CLOSED short at 2010.92 | PnL: 0.77% | $1.30
+2025-03-10 16:54:21,537 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.163125 | Take profit: 1979.8797124999999
+2025-03-10 16:54:21,568 - INFO - CLOSED short at 2008.61 | PnL: 0.07% | $-0.05
+2025-03-10 16:54:21,587 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7612749999998 | Take profit: 1973.6052625
+2025-03-10 16:54:21,607 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.34
+2025-03-10 16:54:21,661 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4244249999997 | Take profit: 1980.1358125
+2025-03-10 16:54:21,679 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 16:54:21,715 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1432249999998 | Take profit: 1972.0194124999998
+2025-03-10 16:54:21,732 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 16:54:21,765 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 22.2% in downtrends | Avg Win=$1.12, Avg Loss=$-0.52
+2025-03-10 16:54:21,765 - INFO - Episode 13: Reward=2.10, Balance=$99.99, Win Rate=31.6%, Trades=19, Episode PnL=$0.87, Total PnL=$70.85, Max Drawdown=3.3%, Pred Accuracy=98.1%
+2025-03-10 16:54:21,766 - INFO - Refreshing data for episode 14
+2025-03-10 16:54:21,766 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:22,096 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:22,102 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:22,137 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8190250000002 | Take profit: 2073.6320125
+2025-03-10 16:54:22,159 - INFO - CLOSED short at 2099.63 | PnL: 0.27% | $0.33
+2025-03-10 16:54:22,179 - INFO - OPENED SHORT at 2099.22 | Stop loss: 2109.7488249999997 | Take profit: 2067.6826125
+2025-03-10 16:54:22,200 - INFO - CLOSED short at 2094.16 | PnL: 0.24% | $0.28
+2025-03-10 16:54:22,225 - INFO - OPENED SHORT at 2096.96 | Stop loss: 2107.477525 | Take profit: 2065.4565125
+2025-03-10 16:54:22,247 - INFO - CLOSED short at 2098.66 | PnL: -0.08% | $-0.36
+2025-03-10 16:54:22,291 - INFO - OPENED SHORT at 2090.99 | Stop loss: 2101.477675 | Take profit: 2059.5760625
+2025-03-10 16:54:22,315 - INFO - CLOSED short at 2084.95 | PnL: 0.29% | $0.37
+2025-03-10 16:54:22,471 - INFO - OPENED SHORT at 2085.37 | Stop loss: 2095.8295749999997 | Take profit: 2054.0403625
+2025-03-10 16:54:22,504 - INFO - CLOSED short at 2084.11 | PnL: 0.06% | $-0.08
+2025-03-10 16:54:22,615 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.287725 | Take profit: 2020.1859125
+2025-03-10 16:54:22,636 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.52
+2025-03-10 16:54:22,673 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.5188249999997 | Take profit: 2022.3726124999998
+2025-03-10 16:54:22,693 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.67
+2025-03-10 16:54:22,713 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7271250000001 | Take profit: 2084.8895375
+2025-03-10 16:54:22,733 - INFO - CLOSED long at 2050.18 | PnL: -0.19% | $-0.57
+2025-03-10 16:54:22,957 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2655249999998 | Take profit: 2040.5543375
+2025-03-10 16:54:22,976 - INFO - CLOSED long at 2015.54 | PnL: 0.26% | $0.31
+2025-03-10 16:54:23,091 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152375 | Take profit: 2007.3119625000002
+2025-03-10 16:54:23,110 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.38
+2025-03-10 16:54:23,559 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1732249999998 | Take profit: 1977.9294125
+2025-03-10 16:54:23,589 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.91
+2025-03-10 16:54:23,783 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.37, Avg Loss=$-0.52
+2025-03-10 16:54:23,784 - INFO - Episode 14: Reward=1.82, Balance=$99.61, Win Rate=54.5%, Trades=11, Episode PnL=$-0.39, Total PnL=$70.46, Max Drawdown=1.4%, Pred Accuracy=98.3%
+2025-03-10 16:54:23,784 - INFO - Refreshing data for episode 15
+2025-03-10 16:54:23,784 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:24,076 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:24,082 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:24,710 - INFO - OPENED LONG at 2099.22 | Stop loss: 2088.6909285714282 | Take profit: 2130.757757142857
+2025-03-10 16:54:24,736 - INFO - CLOSED long at 2094.16 | PnL: -0.24% | $-0.67
+2025-03-10 16:54:24,778 - INFO - OPENED SHORT at 2098.66 | Stop loss: 2109.186271428571 | Take profit: 2067.130642857143
+2025-03-10 16:54:24,806 - INFO - CLOSED short at 2090.59 | PnL: 0.38% | $0.56
+2025-03-10 16:54:25,242 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.3331214285718 | Take profit: 2023.1700928571431
+2025-03-10 16:54:25,263 - INFO - CLOSED short at 2050.18 | PnL: 0.19% | $0.17
+2025-03-10 16:54:25,436 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.6805214285714 | Take profit: 1997.0478928571429
+2025-03-10 16:54:25,471 - INFO - CLOSED short at 2010.35 | PnL: 0.85% | $1.47
+2025-03-10 16:54:25,569 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6657714285714 | Take profit: 1984.2921428571428
+2025-03-10 16:54:25,613 - INFO - CLOSED short at 2035.32 | PnL: -1.03% | $-2.26
+2025-03-10 16:54:25,672 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.0473714285718 | Take profit: 1996.4273428571428
+2025-03-10 16:54:25,696 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.52
+2025-03-10 16:54:25,775 - INFO - OPENED SHORT at 2021.06 | Stop loss: 2031.1982714285716 | Take profit: 1990.694642857143
+2025-03-10 16:54:25,837 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.36
+2025-03-10 16:54:25,873 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.4044714285712 | Take profit: 1984.0360428571428
+2025-03-10 16:54:25,909 - INFO - CLOSED short at 2007.96 | PnL: 0.31% | $0.42
+2025-03-10 16:54:25,962 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2887214285715 | Take profit: 1990.783292857143
+2025-03-10 16:54:25,982 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.71
+2025-03-10 16:54:26,156 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1734714285712 | Take profit: 1977.9290428571428
+2025-03-10 16:54:26,189 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.90
+2025-03-10 16:54:26,392 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.60, Avg Loss=$-1.01
+2025-03-10 16:54:26,393 - INFO - Episode 15: Reward=-0.34, Balance=$97.91, Win Rate=50.0%, Trades=10, Episode PnL=$-2.09, Total PnL=$68.37, Max Drawdown=3.6%, Pred Accuracy=98.4%
+2025-03-10 16:54:26,393 - INFO - Refreshing data for episode 16
+2025-03-10 16:54:26,393 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:26,710 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:26,723 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:26,774 - INFO - OPENED SHORT at 2099.63 | Stop loss: 2110.1611214285717 | Take profit: 2068.086092857143
+2025-03-10 16:54:26,826 - INFO - CLOSED short at 2094.16 | PnL: 0.26% | $0.32
+2025-03-10 16:54:26,957 - INFO - OPENED SHORT at 2080.58 | Stop loss: 2091.0158714285712 | Take profit: 2049.3218428571427
+2025-03-10 16:54:27,080 - INFO - CLOSED short at 2085.37 | PnL: -0.23% | $-0.65
+2025-03-10 16:54:27,109 - INFO - OPENED SHORT at 2084.11 | Stop loss: 2094.563521428571 | Take profit: 2052.798892857143
+2025-03-10 16:54:27,138 - INFO - CLOSED short at 2083.07 | PnL: 0.05% | $-0.10
+2025-03-10 16:54:27,165 - INFO - OPENED SHORT at 2075.07 | Stop loss: 2085.4783214285712 | Take profit: 2043.8944928571432
+2025-03-10 16:54:27,213 - INFO - CLOSED short at 2048.3 | PnL: 1.29% | $2.33
+2025-03-10 16:54:27,323 - INFO - OPENED SHORT at 2058.11 | Stop loss: 2068.4335214285716 | Take profit: 2027.188892857143
+2025-03-10 16:54:27,434 - INFO - CLOSED short at 2046.76 | PnL: 0.55% | $0.91
+2025-03-10 16:54:27,568 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.2429714285713 | Take profit: 2011.3205428571428
+2025-03-10 16:54:27,600 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.32
+2025-03-10 16:54:27,622 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.6805214285714 | Take profit: 1997.0478928571429
+2025-03-10 16:54:27,692 - INFO - CLOSED short at 2014.41 | PnL: 0.65% | $1.11
+2025-03-10 16:54:27,722 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.7008214285713 | Take profit: 1989.2269928571427
+2025-03-10 16:54:27,780 - INFO - CLOSED short at 2021.97 | PnL: -0.12% | $-0.45
+2025-03-10 16:54:27,847 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152621428572 | Take profit: 2007.3115928571428
+2025-03-10 16:54:28,023 - INFO - CLOSED short at 2021.06 | PnL: 0.83% | $1.49
+2025-03-10 16:54:28,045 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0274214285714 | Take profit: 1990.5271928571428
+2025-03-10 16:54:28,065 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.36
+2025-03-10 16:54:28,065 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2004785714284 | Take profit: 2045.5891071428568
+2025-03-10 16:54:28,094 - INFO - CLOSED long at 2014.3 | PnL: -0.05% | $-0.31
+2025-03-10 16:54:28,094 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.4044714285712 | Take profit: 1984.0360428571428
+2025-03-10 16:54:28,124 - INFO - CLOSED short at 2007.96 | PnL: 0.31% | $0.45
+2025-03-10 16:54:28,152 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9623714285717 | Take profit: 1979.6823428571429
+2025-03-10 16:54:28,195 - INFO - STOP LOSS hit for short at 2019.9623714285717 | PnL: -0.50% | $-1.25
+2025-03-10 16:54:28,235 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6252714285718 | Take profit: 1996.013642857143
+2025-03-10 16:54:28,316 - INFO - CLOSED short at 2010.92 | PnL: 0.77% | $1.37
+2025-03-10 16:54:28,353 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.163371428571 | Take profit: 1979.8793428571428
+2025-03-10 16:54:28,679 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$0.96, Avg Loss=$-0.55
+2025-03-10 16:54:28,680 - INFO - Episode 16: Reward=18.37, Balance=$105.89, Win Rate=64.3%, Trades=14, Episode PnL=$6.20, Total PnL=$74.26, Max Drawdown=1.2%, Pred Accuracy=98.4%
+2025-03-10 16:54:28,680 - INFO - Refreshing data for episode 17
+2025-03-10 16:54:28,680 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:29,443 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:29,450 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:29,741 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8192714285715 | Take profit: 2073.631642857143
+2025-03-10 16:54:29,945 - INFO - CLOSED short at 2081.0 | PnL: 1.15% | $2.07
+2025-03-10 16:54:29,971 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7042214285716 | Take profit: 2052.936792857143
+2025-03-10 16:54:30,082 - INFO - CLOSED short at 2067.71 | PnL: 0.79% | $1.39
+2025-03-10 16:54:30,082 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.338478571429 | Take profit: 2098.7751071428575
+2025-03-10 16:54:30,104 - INFO - CLOSED long at 2048.3 | PnL: -0.94% | $-2.12
+2025-03-10 16:54:30,104 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.5744714285715 | Take profit: 2017.526042857143
+2025-03-10 16:54:30,280 - INFO - CLOSED short at 2043.95 | PnL: 0.21% | $0.22
+2025-03-10 16:54:30,300 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.3534714285715 | Take profit: 2013.3890428571426
+2025-03-10 16:54:30,411 - INFO - TAKE PROFIT hit for short at 2013.3890428571426 | PnL: 1.50% | $2.80
+2025-03-10 16:54:30,436 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6506714285715 | Take profit: 1985.257442857143
+2025-03-10 16:54:30,536 - INFO - STOP LOSS hit for short at 2025.6506714285715 | PnL: -0.50% | $-1.24
+2025-03-10 16:54:30,556 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152621428572 | Take profit: 2007.3115928571428
+2025-03-10 16:54:30,969 - INFO - TAKE PROFIT hit for short at 2007.3115928571428 | PnL: 1.50% | $2.85
+2025-03-10 16:54:30,997 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2187714285715 | Take profit: 1975.033142857143
+2025-03-10 16:54:31,038 - INFO - CLOSED short at 2015.34 | PnL: -0.51% | $-1.27
+2025-03-10 16:54:31,038 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2303285714283 | Take profit: 2045.619557142857
+2025-03-10 16:54:31,077 - INFO - CLOSED long at 2008.03 | PnL: -0.36% | $-0.95
+2025-03-10 16:54:31,077 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1031214285715 | Take profit: 1977.8600928571427
+2025-03-10 16:54:31,195 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 60.0% in downtrends | Avg Win=$1.87, Avg Loss=$-1.39
+2025-03-10 16:54:31,196 - INFO - Episode 17: Reward=10.37, Balance=$103.77, Win Rate=55.6%, Trades=9, Episode PnL=$6.84, Total PnL=$78.03, Max Drawdown=1.2%, Pred Accuracy=98.3%
+2025-03-10 16:54:31,196 - INFO - Refreshing data for episode 18
+2025-03-10 16:54:31,196 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:31,494 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:31,502 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:31,537 - INFO - OPENED SHORT at 2105.26 | Stop loss: 2115.8192714285715 | Take profit: 2073.631642857143
+2025-03-10 16:54:31,665 - INFO - CLOSED short at 2090.59 | PnL: 0.70% | $1.18
+2025-03-10 16:54:31,665 - INFO - OPENED LONG at 2090.59 | Stop loss: 2080.1040785714285 | Take profit: 2121.9983071428574
+2025-03-10 16:54:31,710 - INFO - CLOSED long at 2084.95 | PnL: -0.27% | $-0.74
+2025-03-10 16:54:31,710 - INFO - OPENED SHORT at 2084.95 | Stop loss: 2095.4077214285717 | Take profit: 2053.6262928571427
+2025-03-10 16:54:31,929 - INFO - TAKE PROFIT hit for short at 2053.6262928571427 | PnL: 1.50% | $2.77
+2025-03-10 16:54:31,947 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2879714285714 | Take profit: 2020.1855428571428
+2025-03-10 16:54:31,966 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.54
+2025-03-10 16:54:31,966 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2594785714284 | Take profit: 2074.2121071428573
+2025-03-10 16:54:31,991 - INFO - CLOSED long at 2052.89 | PnL: 0.46% | $0.73
+2025-03-10 16:54:31,991 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.1874214285713 | Take profit: 2022.0471928571428
+2025-03-10 16:54:32,247 - INFO - TAKE PROFIT hit for short at 2022.0471928571428 | PnL: 1.50% | $2.88
+2025-03-10 16:54:32,269 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6506714285715 | Take profit: 1985.257442857143
+2025-03-10 16:54:32,391 - INFO - STOP LOSS hit for short at 2025.6506714285715 | PnL: -0.50% | $-1.27
+2025-03-10 16:54:32,416 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.152621428572 | Take profit: 2007.3115928571428
+2025-03-10 16:54:32,743 - INFO - CLOSED short at 2010.08 | PnL: 1.37% | $2.64
+2025-03-10 16:54:32,762 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1431714285716 | Take profit: 1983.779942857143
+2025-03-10 16:54:46,557 - INFO - Using GPU: NVIDIA GeForce RTX 4060 Laptop GPU
+2025-03-10 16:54:46,564 - INFO - Exchange initialized with standard CCXT: mexc
+2025-03-10 16:54:46,564 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:46,565 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:48,512 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 16:54:48,522 - INFO - Initialized environment with 500 candles
+2025-03-10 16:54:52,677 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 16:54:52,844 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 16:54:52,844 - INFO - Starting live trading...
+2025-03-10 16:54:52,844 - INFO - Starting live trading (demo mode: True)
+2025-03-10 16:54:52,844 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 16:54:53,230 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 16:54:53,238 - INFO - Initialized environment with 100 candles
+2025-03-10 16:54:58,995 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:54:59,115 - INFO - OPENED SHORT at 2128.33 | Stop loss: 2139.0048428571426 | Take profit: 2096.3552607142856
+2025-03-10 16:54:59,118 - INFO - Price: $2002.79 | Action: SELL
+2025-03-10 16:55:04,453 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:04,471 - INFO - Price: $2003.13 | Action: SELL
+2025-03-10 16:55:09,762 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:09,772 - INFO - Price: $2002.64 | Action: SELL
+2025-03-10 16:55:15,088 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:15,102 - INFO - Price: $2003.88 | Action: SELL
+2025-03-10 16:55:20,409 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:20,422 - INFO - Price: $2002.15 | Action: SELL
+2025-03-10 16:55:25,880 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:26,133 - INFO - Price: $2001.37 | Action: SELL
+2025-03-10 16:55:33,939 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:33,972 - INFO - Price: $1999.98 | Action: SELL
+2025-03-10 16:55:39,275 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:39,288 - INFO - Price: $2000.10 | Action: SELL
+2025-03-10 16:55:44,586 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:44,603 - INFO - Price: $1999.97 | Action: SELL
+2025-03-10 16:55:49,903 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:50,067 - INFO - Price: $2000.25 | Action: SELL
+2025-03-10 16:55:55,360 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:55:55,377 - INFO - Price: $2002.00 | Action: SELL
+2025-03-10 16:56:00,677 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:56:00,695 - INFO - Price: $2002.29 | Action: SELL
+2025-03-10 16:56:06,211 - INFO - Fetched 1 candles for ETH/USDT (1m)
+2025-03-10 16:56:06,222 - INFO - Price: $2002.44 | Action: SELL
+2025-03-10 17:02:23,309 - INFO - Using GPU: NVIDIA GeForce RTX 4060 Laptop GPU
+2025-03-10 17:02:23,314 - INFO - Exchange initialized with standard CCXT: mexc
+2025-03-10 17:02:23,315 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:23,315 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:25,409 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:02:25,419 - INFO - Initialized environment with 500 candles
+2025-03-10 17:02:29,265 - INFO - Starting continuous training mode. Press Ctrl+C to stop.
+2025-03-10 17:02:29,265 - INFO - Starting training batch 1
+2025-03-10 17:02:29,266 - INFO - Refreshing data for new training batch
+2025-03-10 17:02:29,266 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:29,609 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:02:29,616 - INFO - Initialized environment with 500 candles
+2025-03-10 17:02:29,616 - INFO - Updated environment with fresh candles
+2025-03-10 17:02:29,616 - INFO - Starting training on device: cuda
+2025-03-10 17:02:29,616 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:02:29,616 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:02:29,728 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:02:29,735 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:02:29,740 - INFO - Refreshing data for episode 0
+2025-03-10 17:02:29,740 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:30,103 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:30,108 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:30,588 - INFO - OPENED SHORT at 2084.95 | Stop loss: 2095.410957142857 | Take profit: 2053.621439285714
+2025-03-10 17:02:30,606 - INFO - TAKE PROFIT hit for short at 2053.621439285714 | PnL: 1.50% | $2.76
+2025-03-10 17:02:30,609 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.291207142857 | Take profit: 2020.1806892857142
+2025-03-10 17:02:30,641 - INFO - TAKE PROFIT hit for short at 2020.1806892857142 | PnL: 1.50% | $2.83
+2025-03-10 17:02:30,642 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6539071428572 | Take profit: 1985.2525892857143
+2025-03-10 17:02:30,653 - INFO - STOP LOSS hit for short at 2025.6539071428572 | PnL: -0.50% | $-1.25
+2025-03-10 17:02:30,655 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1558571428573 | Take profit: 2007.3067392857145
+2025-03-10 17:02:30,691 - INFO - TAKE PROFIT hit for short at 2007.3067392857145 | PnL: 1.50% | $2.88
+2025-03-10 17:02:30,695 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2220071428571 | Take profit: 1975.0282892857142
+2025-03-10 17:02:30,699 - INFO - STOP LOSS hit for short at 2015.2220071428571 | PnL: -0.50% | $-1.27
+2025-03-10 17:02:30,702 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.427907142857 | Take profit: 1980.1305892857142
+2025-03-10 17:02:30,893 - INFO - STOP LOSS hit for short at 2020.427907142857 | PnL: -0.50% | $-1.25
+2025-03-10 17:02:30,909 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.82, Avg Loss=$-1.26
+2025-03-10 17:02:30,909 - INFO - Episode 0: Reward=0.58, Balance=$104.70, Win Rate=50.0%, Trades=6, Episode PnL=$4.70, Total PnL=$4.70, Max Drawdown=2.4%, Pred Accuracy=99.3%
+2025-03-10 17:02:31,014 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:02:31,015 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:02:31,481 - INFO - Visualization saved for episode 0
+2025-03-10 17:02:32,416 - INFO - Visualization saved for episode 0
+2025-03-10 17:02:32,424 - INFO - Refreshing data for episode 1
+2025-03-10 17:02:32,425 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:32,729 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:32,733 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:32,769 - INFO - OPENED SHORT at 2084.95 | Stop loss: 2095.410957142857 | Take profit: 2053.621439285714
+2025-03-10 17:02:32,954 - INFO - TAKE PROFIT hit for short at 2053.621439285714 | PnL: 1.50% | $2.76
+2025-03-10 17:02:32,975 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.291207142857 | Take profit: 2020.1806892857142
+2025-03-10 17:02:33,240 - INFO - TAKE PROFIT hit for short at 2020.1806892857142 | PnL: 1.50% | $2.83
+2025-03-10 17:02:33,263 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6539071428572 | Take profit: 1985.2525892857143
+2025-03-10 17:02:33,366 - INFO - STOP LOSS hit for short at 2025.6539071428572 | PnL: -0.50% | $-1.25
+2025-03-10 17:02:33,388 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1558571428573 | Take profit: 2007.3067392857145
+2025-03-10 17:02:33,593 - INFO - CLOSED short at 2009.88 | PnL: 1.38% | $2.62
+2025-03-10 17:02:33,621 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2919571428572 | Take profit: 1990.7784392857145
+2025-03-10 17:02:33,736 - INFO - CLOSED short at 2008.61 | PnL: 0.62% | $1.09
+2025-03-10 17:02:33,737 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5307428571427 | Take profit: 2038.7934607142856
+2025-03-10 17:02:33,756 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.73
+2025-03-10 17:02:33,756 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.764757142857 | Take profit: 1973.6000392857143
+2025-03-10 17:02:33,816 - INFO - STOP LOSS hit for short at 2013.764757142857 | PnL: -0.50% | $-1.27
+2025-03-10 17:02:33,835 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.427907142857 | Take profit: 1980.1305892857142
+2025-03-10 17:02:33,883 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.67
+2025-03-10 17:02:33,903 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1467071428572 | Take profit: 1972.014189285714
+2025-03-10 17:02:34,058 - INFO - STOP LOSS hit for short at 2012.1467071428572 | PnL: -0.50% | $-1.26
+2025-03-10 17:02:34,078 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2368571428574 | Take profit: 1983.8637392857142
+2025-03-10 17:02:34,116 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.99, Avg Loss=$-1.13
+2025-03-10 17:02:34,117 - INFO - Episode 1: Reward=4.89, Balance=$105.47, Win Rate=55.6%, Trades=9, Episode PnL=$6.20, Total PnL=$10.16, Max Drawdown=1.4%, Pred Accuracy=99.4%
+2025-03-10 17:02:34,117 - INFO - Refreshing data for episode 2
+2025-03-10 17:02:34,118 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:34,435 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:34,445 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:34,482 - INFO - OPENED SHORT at 2084.95 | Stop loss: 2095.410957142857 | Take profit: 2053.621439285714
+2025-03-10 17:02:34,533 - INFO - CLOSED short at 2084.75 | PnL: 0.01% | $-0.18
+2025-03-10 17:02:34,533 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.290042857143 | Take profit: 2116.0755607142855
+2025-03-10 17:02:34,558 - INFO - CLOSED long at 2081.0 | PnL: -0.18% | $-0.55
+2025-03-10 17:02:34,558 - INFO - OPENED SHORT at 2081.0 | Stop loss: 2091.441207142857 | Take profit: 2049.730689285714
+2025-03-10 17:02:34,706 - INFO - TAKE PROFIT hit for short at 2049.730689285714 | PnL: 1.50% | $2.74
+2025-03-10 17:02:34,725 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.291207142857 | Take profit: 2020.1806892857142
+2025-03-10 17:02:35,002 - INFO - CLOSED short at 2010.35 | PnL: 1.98% | $3.77
+2025-03-10 17:02:35,002 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2620428571427 | Take profit: 2040.5595607142855
+2025-03-10 17:02:35,045 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.21
+2025-03-10 17:02:35,046 - INFO - OPENED SHORT at 2014.41 | Stop loss: 2024.5182571428572 | Take profit: 1984.1395392857144
+2025-03-10 17:02:35,066 - INFO - CLOSED short at 2019.57 | PnL: -0.26% | $-0.74
+2025-03-10 17:02:35,067 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.435942857143 | Take profit: 2049.917860714286
+2025-03-10 17:02:35,090 - INFO - CLOSED long at 2014.56 | PnL: -0.25% | $-0.72
+2025-03-10 17:02:35,090 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6690071428568 | Take profit: 1984.2872892857142
+2025-03-10 17:02:35,128 - INFO - STOP LOSS hit for short at 2024.6690071428568 | PnL: -0.50% | $-1.24
+2025-03-10 17:02:35,154 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1558571428573 | Take profit: 2007.3067392857145
+2025-03-10 17:02:35,325 - INFO - CLOSED short at 2015.31 | PnL: 1.11% | $2.05
+2025-03-10 17:02:35,325 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1972428571428 | Take profit: 2045.5939607142857
+2025-03-10 17:02:35,344 - INFO - CLOSED long at 2014.3 | PnL: -0.05% | $-0.31
+2025-03-10 17:02:35,344 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.407707142857 | Take profit: 1984.0311892857144
+2025-03-10 17:02:35,369 - INFO - CLOSED short at 2007.96 | PnL: 0.31% | $0.44
+2025-03-10 17:02:35,370 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8839928571429 | Take profit: 2038.133710714286
+2025-03-10 17:02:35,394 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 17:02:35,394 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9656071428574 | Take profit: 1979.6774892857145
+2025-03-10 17:02:35,415 - INFO - STOP LOSS hit for short at 2019.9656071428574 | PnL: -0.50% | $-1.25
+2025-03-10 17:02:35,437 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6285071428572 | Take profit: 1996.0087892857143
+2025-03-10 17:02:35,554 - INFO - CLOSED short at 2003.71 | PnL: 1.12% | $2.09
+2025-03-10 17:02:35,554 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.655242857143 | Take profit: 2033.8199607142858
+2025-03-10 17:02:35,605 - INFO - CLOSED long at 2015.34 | PnL: 0.58% | $1.00
+2025-03-10 17:02:35,606 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.452907142857 | Take profit: 1985.0555892857142
+2025-03-10 17:02:35,704 - INFO - CLOSED short at 1999.22 | PnL: 0.80% | $1.48
+2025-03-10 17:02:35,704 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.187692857143 | Take profit: 2029.262610714286
+2025-03-10 17:02:35,744 - INFO - CLOSED long at 2002.6 | PnL: 0.17% | $0.15
+2025-03-10 17:02:35,744 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.649207142857 | Take profit: 1972.5066892857142
+2025-03-10 17:02:35,782 - INFO - CLOSED short at 2009.04 | PnL: -0.32% | $-0.90
+2025-03-10 17:02:35,783 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.958592857143 | Take profit: 2039.2299107142858
+2025-03-10 17:02:35,805 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.31
+2025-03-10 17:02:35,805 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.176707142857 | Take profit: 1977.9241892857142
+2025-03-10 17:02:35,825 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.33
+2025-03-10 17:02:35,825 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1575928571428 | Take profit: 2039.432910714286
+2025-03-10 17:02:35,865 - INFO - CLOSED long at 2014.13 | PnL: 0.24% | $0.30
+2025-03-10 17:02:35,865 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2368571428574 | Take profit: 1983.8637392857142
+2025-03-10 17:02:35,883 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.22
+2025-03-10 17:02:35,884 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6049928571429 | Take profit: 2054.1707107142856
+2025-03-10 17:02:35,904 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.42, Avg Loss=$-0.65
+2025-03-10 17:02:35,904 - INFO - Episode 2: Reward=2.14, Balance=$106.48, Win Rate=45.5%, Trades=22, Episode PnL=$6.71, Total PnL=$16.64, Max Drawdown=0.0%, Pred Accuracy=99.5%
+2025-03-10 17:02:35,905 - INFO - Refreshing data for episode 3
+2025-03-10 17:02:35,905 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:36,651 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:36,658 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:36,773 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.489042857143 | Take profit: 2116.2785607142855
+2025-03-10 17:02:37,045 - INFO - CLOSED long at 2084.25 | PnL: -0.03% | $-0.26
+2025-03-10 17:02:37,045 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.707457142857 | Take profit: 2052.931939285714
+2025-03-10 17:02:37,063 - INFO - CLOSED short at 2085.37 | PnL: -0.05% | $-0.30
+2025-03-10 17:02:37,063 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.906942857143 | Take profit: 2116.7048607142856
+2025-03-10 17:02:37,148 - INFO - STOP LOSS hit for long at 2074.906942857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:37,167 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0222928571432 | Take profit: 2079.0788107142857
+2025-03-10 17:02:37,255 - INFO - CLOSED long at 2052.89 | PnL: 0.22% | $0.24
+2025-03-10 17:02:37,289 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.9176928571428 | Take profit: 2084.0726107142855
+2025-03-10 17:02:37,438 - INFO - CLOSED long at 2043.95 | PnL: -0.45% | $-1.07
+2025-03-10 17:02:37,458 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8432928571426 | Take profit: 2074.8158107142854
+2025-03-10 17:02:37,531 - INFO - STOP LOSS hit for long at 2033.8432928571426 | PnL: -0.50% | $-1.15
+2025-03-10 17:02:37,550 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2620428571427 | Take profit: 2040.5595607142855
+2025-03-10 17:02:37,571 - INFO - CLOSED long at 2015.54 | PnL: 0.26% | $0.30
+2025-03-10 17:02:37,571 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6539071428572 | Take profit: 1985.2525892857143
+2025-03-10 17:02:37,594 - INFO - CLOSED short at 2014.41 | PnL: 0.06% | $-0.08
+2025-03-10 17:02:37,595 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.301742857143 | Take profit: 2044.6804607142858
+2025-03-10 17:02:37,764 - INFO - CLOSED long at 2037.93 | PnL: 1.17% | $2.02
+2025-03-10 17:02:37,796 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.773942857143 | Take profit: 2062.5038607142856
+2025-03-10 17:02:37,815 - INFO - CLOSED long at 2026.88 | PnL: -0.25% | $-0.68
+2025-03-10 17:02:37,839 - INFO - OPENED SHORT at 2030.3 | Stop loss: 2040.487707142857 | Take profit: 1999.7911892857144
+2025-03-10 17:02:37,858 - INFO - CLOSED short at 2020.7 | PnL: 0.47% | $0.72
+2025-03-10 17:02:37,858 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.560292857143 | Take profit: 2051.064810714286
+2025-03-10 17:02:37,966 - INFO - CLOSED long at 2007.96 | PnL: -0.63% | $-1.41
+2025-03-10 17:02:37,966 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.0360071428574 | Take profit: 1977.7862892857142
+2025-03-10 17:02:37,989 - INFO - CLOSED short at 2009.88 | PnL: -0.10% | $-0.37
+2025-03-10 17:02:38,020 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.008042857143 | Take profit: 2051.521560714286
+2025-03-10 17:02:38,136 - INFO - STOP LOSS hit for long at 2011.008042857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:02:38,175 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9933928571427 | Take profit: 2040.2855107142857
+2025-03-10 17:02:38,221 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.33
+2025-03-10 17:02:38,240 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.655242857143 | Take profit: 2033.8199607142858
+2025-03-10 17:02:38,280 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.22
+2025-03-10 17:02:38,333 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.953642857143 | Take profit: 2038.2047607142856
+2025-03-10 17:02:38,391 - INFO - CLOSED long at 1999.22 | PnL: -0.44% | $-1.01
+2025-03-10 17:02:38,436 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5507928571426 | Take profit: 2032.6933107142854
+2025-03-10 17:02:38,497 - INFO - CLOSED long at 2008.1 | PnL: 0.27% | $0.32
+2025-03-10 17:02:38,517 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1575928571428 | Take profit: 2039.432910714286
+2025-03-10 17:02:38,584 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.64, Avg Loss=$-0.75
+2025-03-10 17:02:38,591 - INFO - Episode 3: Reward=-6.62, Balance=$94.84, Win Rate=33.3%, Trades=18, Episode PnL=$-3.79, Total PnL=$11.48, Max Drawdown=5.5%, Pred Accuracy=99.5%
+2025-03-10 17:02:38,591 - INFO - Refreshing data for episode 4
+2025-03-10 17:02:38,591 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:38,885 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:38,891 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:39,230 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.653242857143 | Take profit: 2115.425960714286
+2025-03-10 17:02:39,251 - INFO - CLOSED long at 2083.07 | PnL: -0.05% | $-0.29
+2025-03-10 17:02:39,371 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2562428571428 | Take profit: 2074.2169607142855
+2025-03-10 17:02:39,400 - INFO - CLOSED long at 2052.89 | PnL: 0.46% | $0.70
+2025-03-10 17:02:39,400 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.1906571428567 | Take profit: 2022.042339285714
+2025-03-10 17:02:39,423 - INFO - CLOSED short at 2053.22 | PnL: -0.02% | $-0.23
+2025-03-10 17:02:39,448 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7832428571428 | Take profit: 2089.035960714286
+2025-03-10 17:02:39,487 - INFO - CLOSED long at 2050.18 | PnL: -0.39% | $-0.96
+2025-03-10 17:02:39,563 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3358428571428 | Take profit: 2074.2981607142856
+2025-03-10 17:02:39,580 - INFO - CLOSED long at 2042.0 | PnL: -0.08% | $-0.35
+2025-03-10 17:02:39,621 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3362428571427 | Take profit: 2057.9769607142857
+2025-03-10 17:02:39,646 - INFO - STOP LOSS hit for long at 2017.3362428571427 | PnL: -0.50% | $-1.17
+2025-03-10 17:02:39,724 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6690071428568 | Take profit: 1984.2872892857142
+2025-03-10 17:02:39,745 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.90
+2025-03-10 17:02:39,784 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1558571428573 | Take profit: 2007.3067392857145
+2025-03-10 17:02:39,802 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.37
+2025-03-10 17:02:39,841 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1122928571428 | Take profit: 2060.8088107142858
+2025-03-10 17:02:39,878 - INFO - CLOSED long at 2022.71 | PnL: -0.37% | $-0.90
+2025-03-10 17:02:39,914 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.030657142857 | Take profit: 1990.5223392857145
+2025-03-10 17:02:39,934 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.33
+2025-03-10 17:02:39,934 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1972428571428 | Take profit: 2045.5939607142857
+2025-03-10 17:02:39,958 - INFO - CLOSED long at 2014.3 | PnL: -0.05% | $-0.28
+2025-03-10 17:02:39,958 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.407707142857 | Take profit: 1984.0311892857144
+2025-03-10 17:02:39,979 - INFO - CLOSED short at 2007.96 | PnL: 0.31% | $0.41
+2025-03-10 17:02:39,979 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8839928571429 | Take profit: 2038.133710714286
+2025-03-10 17:02:40,046 - INFO - CLOSED long at 2026.46 | PnL: 0.92% | $1.56
+2025-03-10 17:02:40,066 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.221757142857 | Take profit: 1984.829039285714
+2025-03-10 17:02:40,131 - INFO - CLOSED short at 2014.04 | PnL: 0.05% | $-0.09
+2025-03-10 17:02:40,132 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9335928571427 | Take profit: 2044.3049107142856
+2025-03-10 17:02:40,149 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.71
+2025-03-10 17:02:40,150 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.689257142857 | Take profit: 1978.4265392857142
+2025-03-10 17:02:40,174 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:02:40,200 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0979928571428 | Take profit: 2035.291710714286
+2025-03-10 17:02:40,456 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.20
+2025-03-10 17:02:40,456 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.322407142857 | Take profit: 1979.0470892857143
+2025-03-10 17:02:40,475 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.02
+2025-03-10 17:02:40,475 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7543928571429 | Take profit: 2048.202510714286
+2025-03-10 17:02:40,494 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.54
+2025-03-10 17:02:40,495 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2368571428574 | Take profit: 1983.8637392857142
+2025-03-10 17:02:40,516 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.09
+2025-03-10 17:02:40,517 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6049928571429 | Take profit: 2054.1707107142856
+2025-03-10 17:02:40,533 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.55, Avg Loss=$-0.66
+2025-03-10 17:02:40,534 - INFO - Episode 4: Reward=-8.73, Balance=$95.30, Win Rate=35.0%, Trades=20, Episode PnL=$-4.06, Total PnL=$6.78, Max Drawdown=3.9%, Pred Accuracy=99.6%
+2025-03-10 17:02:40,534 - INFO - Refreshing data for episode 5
+2025-03-10 17:02:40,535 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:40,842 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:40,849 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:41,204 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.489025 | Take profit: 2116.2785875
+2025-03-10 17:02:41,249 - INFO - CLOSED long at 2084.75 | PnL: -0.01% | $-0.22
+2025-03-10 17:02:41,249 - INFO - OPENED SHORT at 2084.75 | Stop loss: 2095.2099749999998 | Take profit: 2053.4244125
+2025-03-10 17:02:41,275 - INFO - CLOSED short at 2081.0 | PnL: 0.18% | $0.16
+2025-03-10 17:02:41,275 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.558775 | Take profit: 2112.2693375
+2025-03-10 17:02:41,403 - INFO - STOP LOSS hit for long at 2070.558775 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:41,444 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.5777250000006 | Take profit: 2017.5211625000002
+2025-03-10 17:02:41,489 - INFO - CLOSED short at 2051.0 | PnL: -0.13% | $-0.45
+2025-03-10 17:02:41,489 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708775 | Take profit: 2081.8193374999996
+2025-03-10 17:02:41,793 - INFO - STOP LOSS hit for long at 2040.708775 | PnL: -0.50% | $-1.16
+2025-03-10 17:02:41,830 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336225 | Take profit: 2057.9769874999997
+2025-03-10 17:02:41,884 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.81
+2025-03-10 17:02:41,884 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4379749999998 | Take profit: 1980.1404125
+2025-03-10 17:02:41,930 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.67
+2025-03-10 17:02:41,930 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4260749999999 | Take profit: 2045.8274375
+2025-03-10 17:02:42,170 - INFO - CLOSED long at 2022.71 | PnL: 0.36% | $0.48
+2025-03-10 17:02:42,170 - INFO - OPENED SHORT at 2022.71 | Stop loss: 2032.859775 | Take profit: 1992.3150125000002
+2025-03-10 17:02:42,191 - INFO - CLOSED short at 2021.06 | PnL: 0.08% | $-0.03
+2025-03-10 17:02:42,191 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.918475 | Take profit: 2051.4302374999997
+2025-03-10 17:02:42,228 - INFO - CLOSED long at 2020.89 | PnL: -0.01% | $-0.20
+2025-03-10 17:02:42,228 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0306750000002 | Take profit: 1990.5223125000002
+2025-03-10 17:02:42,273 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.33
+2025-03-10 17:02:42,273 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1972250000001 | Take profit: 2045.5939875000001
+2025-03-10 17:02:42,459 - INFO - CLOSED long at 2010.92 | PnL: -0.22% | $-0.59
+2025-03-10 17:02:42,459 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.010825 | Take profit: 1980.7018625
+2025-03-10 17:02:42,498 - INFO - CLOSED short at 2014.04 | PnL: -0.16% | $-0.47
+2025-03-10 17:02:42,498 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9335749999998 | Take profit: 2044.3049375
+2025-03-10 17:02:42,538 - INFO - STOP LOSS hit for long at 2003.9335749999998 | PnL: -0.50% | $-1.11
+2025-03-10 17:02:42,558 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0979750000001 | Take profit: 2035.2917375
+2025-03-10 17:02:42,839 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.44
+2025-03-10 17:02:42,861 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.958575 | Take profit: 2039.2299375
+2025-03-10 17:02:42,982 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.32, Avg Loss=$-0.70
+2025-03-10 17:02:42,982 - INFO - Episode 5: Reward=-9.97, Balance=$92.61, Win Rate=20.0%, Trades=15, Episode PnL=$-5.05, Total PnL=$-0.61, Max Drawdown=7.4%, Pred Accuracy=99.7%
+2025-03-10 17:02:42,983 - INFO - Refreshing data for episode 6
+2025-03-10 17:02:42,983 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:43,282 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:43,288 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:43,491 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.489025 | Take profit: 2116.2785875
+2025-03-10 17:02:43,600 - INFO - CLOSED long at 2084.11 | PnL: -0.04% | $-0.28
+2025-03-10 17:02:43,602 - INFO - OPENED SHORT at 2084.11 | Stop loss: 2094.5667750000002 | Take profit: 2052.7940125
+2025-03-10 17:02:43,622 - INFO - CLOSED short at 2083.07 | PnL: 0.05% | $-0.10
+2025-03-10 17:02:43,622 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.618425 | Take profit: 2114.3703875
+2025-03-10 17:02:43,658 - INFO - STOP LOSS hit for long at 2072.618425 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:43,676 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0222750000003 | Take profit: 2079.0788375
+2025-03-10 17:02:43,694 - INFO - CLOSED long at 2051.0 | PnL: 0.13% | $0.06
+2025-03-10 17:02:43,695 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.291225 | Take profit: 2020.1806625
+2025-03-10 17:02:43,714 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.51
+2025-03-10 17:02:43,714 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.256225 | Take profit: 2074.2169875
+2025-03-10 17:02:43,878 - INFO - CLOSED long at 2043.59 | PnL: 0.00% | $-0.19
+2025-03-10 17:02:43,878 - INFO - OPENED SHORT at 2043.59 | Stop loss: 2053.8441749999997 | Take profit: 2012.8818125
+2025-03-10 17:02:43,896 - INFO - CLOSED short at 2042.0 | PnL: 0.08% | $-0.04
+2025-03-10 17:02:43,897 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.753775 | Take profit: 2072.6843375000003
+2025-03-10 17:02:43,937 - INFO - STOP LOSS hit for long at 2031.753775 | PnL: -0.50% | $-1.17
+2025-03-10 17:02:43,959 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262025 | Take profit: 2040.5595875
+2025-03-10 17:02:44,355 - INFO - CLOSED long at 2026.46 | PnL: 0.80% | $1.35
+2025-03-10 17:02:44,355 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.628525 | Take profit: 1996.0087625
+2025-03-10 17:02:44,376 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.89
+2025-03-10 17:02:44,376 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9982249999998 | Take profit: 2045.3909874999997
+2025-03-10 17:02:44,472 - INFO - STOP LOSS hit for long at 2004.9982249999998 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:44,493 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0979750000001 | Take profit: 2035.2917375
+2025-03-10 17:02:44,604 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:02:44,605 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.146725 | Take profit: 1972.0141624999999
+2025-03-10 17:02:44,623 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:02:44,623 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.187675 | Take profit: 2029.2626375000002
+2025-03-10 17:02:44,663 - INFO - CLOSED long at 2002.6 | PnL: 0.17% | $0.13
+2025-03-10 17:02:44,685 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.242325 | Take profit: 2032.3786874999998
+2025-03-10 17:02:44,819 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.51, Avg Loss=$-0.58
+2025-03-10 17:02:44,819 - INFO - Episode 6: Reward=2.45, Balance=$98.41, Win Rate=42.9%, Trades=14, Episode PnL=$-2.04, Total PnL=$-2.20, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:02:44,820 - INFO - Refreshing data for episode 7
+2025-03-10 17:02:44,820 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:45,128 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:45,135 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:45,171 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.4889785714286 | Take profit: 2116.278657142857
+2025-03-10 17:02:45,227 - INFO - CLOSED long at 2081.0 | PnL: -0.19% | $-0.57
+2025-03-10 17:02:45,246 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7924785714285 | Take profit: 2115.568157142857
+2025-03-10 17:02:45,342 - INFO - CLOSED long at 2067.71 | PnL: -0.79% | $-1.75
+2025-03-10 17:02:45,343 - INFO - OPENED SHORT at 2067.71 | Stop loss: 2078.084821428571 | Take profit: 2036.6399428571428
+2025-03-10 17:02:45,364 - INFO - CLOSED short at 2048.3 | PnL: 0.94% | $1.61
+2025-03-10 17:02:45,364 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0222285714287 | Take profit: 2079.0789071428576
+2025-03-10 17:02:45,478 - INFO - CLOSED long at 2054.03 | PnL: 0.28% | $0.35
+2025-03-10 17:02:45,478 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.3364214285716 | Take profit: 2023.165142857143
+2025-03-10 17:02:45,499 - INFO - CLOSED short at 2050.18 | PnL: 0.19% | $0.17
+2025-03-10 17:02:45,499 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.8928285714285 | Take profit: 2080.987107142857
+2025-03-10 17:02:45,561 - INFO - CLOSED long at 2044.1 | PnL: -0.30% | $-0.78
+2025-03-10 17:02:45,561 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.3567714285714 | Take profit: 2013.3840928571428
+2025-03-10 17:02:45,583 - INFO - CLOSED short at 2043.59 | PnL: 0.02% | $-0.15
+2025-03-10 17:02:45,583 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3357785714284 | Take profit: 2074.298257142857
+2025-03-10 17:02:45,642 - INFO - STOP LOSS hit for long at 2033.3357785714284 | PnL: -0.50% | $-1.17
+2025-03-10 17:02:45,663 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2619785714285 | Take profit: 2040.559657142857
+2025-03-10 17:02:45,682 - INFO - CLOSED long at 2015.54 | PnL: 0.26% | $0.30
+2025-03-10 17:02:45,683 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6539714285714 | Take profit: 1985.252492857143
+2025-03-10 17:02:45,703 - INFO - CLOSED short at 2014.41 | PnL: 0.06% | $-0.08
+2025-03-10 17:02:45,703 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3016785714285 | Take profit: 2044.680557142857
+2025-03-10 17:02:45,744 - INFO - CLOSED long at 2014.56 | PnL: 0.01% | $-0.18
+2025-03-10 17:02:45,745 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6690714285714 | Take profit: 1984.2871928571428
+2025-03-10 17:02:45,763 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.90
+2025-03-10 17:02:45,764 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8238785714286 | Take profit: 2052.353957142857
+2025-03-10 17:02:45,807 - INFO - CLOSED long at 2037.93 | PnL: 0.79% | $1.31
+2025-03-10 17:02:45,808 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1559214285717 | Take profit: 2007.3066428571428
+2025-03-10 17:02:45,829 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.37
+2025-03-10 17:02:45,830 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.7738785714284 | Take profit: 2062.503957142857
+2025-03-10 17:02:45,850 - INFO - CLOSED long at 2026.88 | PnL: -0.25% | $-0.68
+2025-03-10 17:02:45,851 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.0506714285716 | Take profit: 1996.422392857143
+2025-03-10 17:02:45,871 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.52
+2025-03-10 17:02:45,871 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1122285714284 | Take profit: 2060.808907142857
+2025-03-10 17:02:45,969 - INFO - STOP LOSS hit for long at 2020.1122285714284 | PnL: -0.50% | $-1.15
+2025-03-10 17:02:45,988 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1922285714286 | Take profit: 2044.5689071428571
+2025-03-10 17:02:46,004 - INFO - CLOSED long at 2007.96 | PnL: -0.31% | $-0.78
+2025-03-10 17:02:46,024 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7943285714287 | Take profit: 2040.0826071428573
+2025-03-10 17:02:46,046 - INFO - CLOSED long at 2021.15 | PnL: 0.56% | $0.86
+2025-03-10 17:02:46,046 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2920214285716 | Take profit: 1990.7783428571431
+2025-03-10 17:02:46,082 - INFO - CLOSED short at 2015.11 | PnL: 0.30% | $0.38
+2025-03-10 17:02:46,082 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9981785714285 | Take profit: 2045.3910571428569
+2025-03-10 17:02:46,141 - INFO - CLOSED long at 2014.04 | PnL: -0.05% | $-0.29
+2025-03-10 17:02:46,142 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1464714285714 | Take profit: 1983.7749928571427
+2025-03-10 17:02:46,161 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.32
+2025-03-10 17:02:46,162 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5306785714286 | Take profit: 2038.7935571428573
+2025-03-10 17:02:46,241 - INFO - CLOSED long at 2015.34 | PnL: 0.34% | $0.45
+2025-03-10 17:02:46,241 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4529714285716 | Take profit: 1985.0554928571428
+2025-03-10 17:02:46,262 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.28
+2025-03-10 17:02:46,262 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2520285714284 | Take profit: 2040.549507142857
+2025-03-10 17:02:46,320 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-0.98
+2025-03-10 17:02:46,320 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1467714285714 | Take profit: 1972.0140928571427
+2025-03-10 17:02:46,360 - INFO - CLOSED short at 2004.48 | PnL: -0.12% | $-0.41
+2025-03-10 17:02:46,361 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4213285714286 | Take profit: 2034.6016071428573
+2025-03-10 17:02:46,421 - INFO - CLOSED long at 2009.04 | PnL: 0.23% | $0.24
+2025-03-10 17:02:46,422 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1214714285713 | Take profit: 1978.8499928571428
+2025-03-10 17:02:46,443 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:02:46,444 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0232285714285 | Take profit: 2038.275907142857
+2025-03-10 17:02:46,558 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.55, Avg Loss=$-0.66
+2025-03-10 17:02:46,559 - INFO - Episode 7: Reward=-5.16, Balance=$96.17, Win Rate=42.9%, Trades=28, Episode PnL=$-2.70, Total PnL=$-6.04, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:02:46,559 - INFO - Refreshing data for episode 8
+2025-03-10 17:02:46,559 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:46,884 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:46,891 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:46,927 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.4889785714286 | Take profit: 2116.278657142857
+2025-03-10 17:02:47,007 - INFO - CLOSED long at 2084.25 | PnL: -0.03% | $-0.26
+2025-03-10 17:02:47,007 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7075214285715 | Take profit: 2052.931842857143
+2025-03-10 17:02:47,045 - INFO - CLOSED short at 2084.11 | PnL: 0.01% | $-0.18
+2025-03-10 17:02:47,045 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6531785714287 | Take profit: 2115.426057142857
+2025-03-10 17:02:47,109 - INFO - STOP LOSS hit for long at 2073.6531785714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:47,129 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0222285714287 | Take profit: 2079.0789071428576
+2025-03-10 17:02:47,174 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.65
+2025-03-10 17:02:47,174 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.763821428571 | Take profit: 2012.8029428571429
+2025-03-10 17:02:47,236 - INFO - CLOSED short at 2058.11 | PnL: -0.71% | $-1.56
+2025-03-10 17:02:47,236 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7831785714286 | Take profit: 2089.0360571428573
+2025-03-10 17:02:47,300 - INFO - STOP LOSS hit for long at 2047.7831785714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:02:47,344 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.3567714285714 | Take profit: 2013.3840928571428
+2025-03-10 17:02:47,364 - INFO - CLOSED short at 2043.59 | PnL: 0.02% | $-0.14
+2025-03-10 17:02:47,365 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3357785714284 | Take profit: 2074.298257142857
+2025-03-10 17:02:47,457 - INFO - STOP LOSS hit for long at 2033.3357785714284 | PnL: -0.50% | $-1.12
+2025-03-10 17:02:47,501 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2619785714285 | Take profit: 2040.559657142857
+2025-03-10 17:02:47,577 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.19
+2025-03-10 17:02:47,601 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.7041214285712 | Take profit: 1989.222042857143
+2025-03-10 17:02:47,627 - INFO - CLOSED short at 2014.56 | PnL: 0.25% | $0.27
+2025-03-10 17:02:47,627 - INFO - OPENED LONG at 2014.56 | Stop loss: 2004.4509285714284 | Take profit: 2044.832807142857
+2025-03-10 17:02:47,652 - INFO - CLOSED long at 2021.97 | PnL: 0.37% | $0.50
+2025-03-10 17:02:47,652 - INFO - OPENED SHORT at 2021.97 | Stop loss: 2032.1161214285714 | Take profit: 1991.586042857143
+2025-03-10 17:02:47,672 - INFO - CLOSED short at 2035.32 | PnL: -0.66% | $-1.41
+2025-03-10 17:02:47,672 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1071285714286 | Take profit: 2065.904207142857
+2025-03-10 17:02:47,772 - INFO - STOP LOSS hit for long at 2025.1071285714286 | PnL: -0.50% | $-1.10
+2025-03-10 17:02:47,794 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5601785714287 | Take profit: 2053.1050571428573
+2025-03-10 17:02:48,004 - INFO - STOP LOSS hit for long at 2012.5601785714287 | PnL: -0.50% | $-1.09
+2025-03-10 17:02:48,025 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7943285714287 | Take profit: 2040.0826071428573
+2025-03-10 17:02:48,063 - INFO - CLOSED long at 2026.46 | PnL: 0.82% | $1.30
+2025-03-10 17:02:48,063 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6285714285711 | Take profit: 1996.008692857143
+2025-03-10 17:02:48,081 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.84
+2025-03-10 17:02:48,083 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9981785714285 | Take profit: 2045.3910571428569
+2025-03-10 17:02:48,100 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.56
+2025-03-10 17:02:48,101 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0108714285716 | Take profit: 1980.701792857143
+2025-03-10 17:02:48,143 - INFO - CLOSED short at 2014.04 | PnL: -0.16% | $-0.46
+2025-03-10 17:02:48,143 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9335285714285 | Take profit: 2044.3050071428572
+2025-03-10 17:02:48,182 - INFO - STOP LOSS hit for long at 2003.9335285714285 | PnL: -0.50% | $-1.09
+2025-03-10 17:02:48,222 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0979285714286 | Take profit: 2035.2918071428574
+2025-03-10 17:02:48,594 - INFO - CLOSED long at 2017.88 | PnL: 0.63% | $0.96
+2025-03-10 17:02:48,595 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2028.0056714285713 | Take profit: 1987.557392857143
+2025-03-10 17:02:48,696 - INFO - CLOSED short at 2023.76 | PnL: -0.29% | $-0.71
+2025-03-10 17:02:48,698 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6049285714284 | Take profit: 2054.170807142857
+2025-03-10 17:02:48,733 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.84
+2025-03-10 17:02:48,733 - INFO - Episode 8: Reward=-6.36, Balance=$91.38, Win Rate=28.6%, Trades=21, Episode PnL=$-9.90, Total PnL=$-14.66, Max Drawdown=8.9%, Pred Accuracy=99.7%
+2025-03-10 17:02:48,734 - INFO - Refreshing data for episode 9
+2025-03-10 17:02:48,734 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:49,049 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:49,055 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:49,128 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.4884607142853 | Take profit: 2116.2794339285715
+2025-03-10 17:02:49,297 - INFO - STOP LOSS hit for long at 2074.4884607142853 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:49,316 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:02:49,360 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.65
+2025-03-10 17:02:49,360 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.7643392857144 | Take profit: 2012.8021660714285
+2025-03-10 17:02:49,381 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.08
+2025-03-10 17:02:49,381 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5887607142854 | Take profit: 2083.7385339285715
+2025-03-10 17:02:49,442 - INFO - CLOSED long at 2054.03 | PnL: 0.06% | $-0.08
+2025-03-10 17:02:49,442 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.336939285715 | Take profit: 2023.1643660714287
+2025-03-10 17:02:49,505 - INFO - CLOSED short at 2043.95 | PnL: 0.49% | $0.74
+2025-03-10 17:02:49,505 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6934607142857 | Take profit: 2074.6644339285717
+2025-03-10 17:02:49,565 - INFO - CLOSED long at 2042.0 | PnL: -0.10% | $-0.38
+2025-03-10 17:02:49,565 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.2467892857144 | Take profit: 2011.3148160714286
+2025-03-10 17:02:49,601 - INFO - CLOSED short at 2027.51 | PnL: 0.71% | $1.17
+2025-03-10 17:02:49,601 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:02:49,622 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.83
+2025-03-10 17:02:49,622 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4385392857143 | Take profit: 1980.1395660714284
+2025-03-10 17:02:49,710 - INFO - STOP LOSS hit for short at 2020.4385392857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:02:49,728 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1066107142858 | Take profit: 2065.9049839285713
+2025-03-10 17:02:49,747 - INFO - CLOSED long at 2037.93 | PnL: 0.13% | $0.05
+2025-03-10 17:02:49,747 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1564392857144 | Take profit: 2007.3058660714287
+2025-03-10 17:02:49,800 - INFO - CLOSED short at 2030.3 | PnL: 0.37% | $0.52
+2025-03-10 17:02:49,822 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.8402892857143 | Take profit: 1990.3343160714287
+2025-03-10 17:02:49,843 - INFO - CLOSED short at 2022.71 | PnL: -0.10% | $-0.38
+2025-03-10 17:02:49,843 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5596607142857 | Take profit: 2053.1058339285714
+2025-03-10 17:02:49,862 - INFO - CLOSED long at 2021.06 | PnL: -0.08% | $-0.34
+2025-03-10 17:02:49,863 - INFO - OPENED SHORT at 2021.06 | Stop loss: 2031.2020892857145 | Take profit: 1990.6889160714286
+2025-03-10 17:02:49,921 - INFO - CLOSED short at 2014.3 | PnL: 0.33% | $0.44
+2025-03-10 17:02:49,921 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1917107142858 | Take profit: 2044.5696839285715
+2025-03-10 17:02:49,960 - INFO - CLOSED long at 2009.88 | PnL: -0.22% | $-0.60
+2025-03-10 17:02:49,960 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9661892857143 | Take profit: 1979.6766160714287
+2025-03-10 17:02:49,977 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.24
+2025-03-10 17:02:49,977 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0074607142858 | Take profit: 2051.5224339285714
+2025-03-10 17:02:50,036 - INFO - STOP LOSS hit for long at 2011.0074607142858 | PnL: -0.50% | $-1.11
+2025-03-10 17:02:50,056 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1671892857141 | Take profit: 1979.8736160714284
+2025-03-10 17:02:50,075 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.54
+2025-03-10 17:02:50,075 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9330107142857 | Take profit: 2044.3057839285716
+2025-03-10 17:02:50,118 - INFO - STOP LOSS hit for long at 2003.9330107142857 | PnL: -0.50% | $-1.09
+2025-03-10 17:02:50,139 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974107142858 | Take profit: 2035.2925839285717
+2025-03-10 17:02:50,161 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.08
+2025-03-10 17:02:50,161 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1772892857143 | Take profit: 1977.9233160714286
+2025-03-10 17:02:50,179 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.83
+2025-03-10 17:02:50,179 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2265107142857 | Take profit: 2045.6252839285712
+2025-03-10 17:02:50,234 - INFO - STOP LOSS hit for long at 2005.2265107142857 | PnL: -0.50% | $-1.07
+2025-03-10 17:02:50,255 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0527107142857 | Take profit: 2032.1866839285713
+2025-03-10 17:02:50,310 - INFO - CLOSED long at 2002.6 | PnL: 0.02% | $-0.13
+2025-03-10 17:02:50,310 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6497892857142 | Take profit: 1972.5058160714284
+2025-03-10 17:02:50,329 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.15
+2025-03-10 17:02:50,330 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2417607142859 | Take profit: 2032.3795339285712
+2025-03-10 17:02:50,466 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.50, Avg Loss=$-0.77
+2025-03-10 17:02:50,467 - INFO - Episode 9: Reward=0.84, Balance=$89.18, Win Rate=25.0%, Trades=24, Episode PnL=$-6.94, Total PnL=$-25.48, Max Drawdown=10.5%, Pred Accuracy=99.7%
+2025-03-10 17:02:50,467 - INFO - Refreshing data for episode 10
+2025-03-10 17:02:50,467 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:50,766 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:50,773 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:51,094 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.4884607142853 | Take profit: 2116.2794339285715
+2025-03-10 17:02:51,153 - INFO - CLOSED long at 2081.0 | PnL: -0.19% | $-0.57
+2025-03-10 17:02:51,154 - INFO - OPENED SHORT at 2081.0 | Stop loss: 2091.441789285714 | Take profit: 2049.7298160714286
+2025-03-10 17:02:51,174 - INFO - CLOSED short at 2084.25 | PnL: -0.16% | $-0.50
+2025-03-10 17:02:51,175 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.791960714286 | Take profit: 2115.5689339285714
+2025-03-10 17:02:51,271 - INFO - STOP LOSS hit for long at 2073.791960714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:02:51,290 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.5782892857146 | Take profit: 2017.5203160714289
+2025-03-10 17:02:51,309 - INFO - CLOSED short at 2051.0 | PnL: -0.13% | $-0.45
+2025-03-10 17:02:51,309 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7082107142855 | Take profit: 2081.8201839285716
+2025-03-10 17:02:51,351 - INFO - CLOSED long at 2052.89 | PnL: 0.09% | $-0.02
+2025-03-10 17:02:51,351 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.191239285714 | Take profit: 2022.0414660714284
+2025-03-10 17:02:51,412 - INFO - CLOSED short at 2054.03 | PnL: -0.06% | $-0.30
+2025-03-10 17:02:51,413 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.723060714286 | Take profit: 2084.8956339285714
+2025-03-10 17:02:51,467 - INFO - CLOSED long at 2043.95 | PnL: -0.49% | $-1.13
+2025-03-10 17:02:51,468 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.2065392857144 | Take profit: 2013.2355660714288
+2025-03-10 17:02:51,488 - INFO - CLOSED short at 2044.1 | PnL: -0.01% | $-0.20
+2025-03-10 17:02:51,488 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8427107142854 | Take profit: 2074.816683928571
+2025-03-10 17:02:51,564 - INFO - STOP LOSS hit for long at 2033.8427107142854 | PnL: -0.50% | $-1.13
+2025-03-10 17:02:51,585 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4385392857143 | Take profit: 1980.1395660714284
+2025-03-10 17:02:51,604 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.67
+2025-03-10 17:02:51,604 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:02:51,668 - INFO - CLOSED long at 2014.56 | PnL: -0.05% | $-0.27
+2025-03-10 17:02:51,668 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6695892857142 | Take profit: 1984.2864160714284
+2025-03-10 17:02:51,687 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.86
+2025-03-10 17:02:51,687 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8233607142859 | Take profit: 2052.3547339285715
+2025-03-10 17:02:51,743 - INFO - CLOSED long at 2031.97 | PnL: 0.49% | $0.72
+2025-03-10 17:02:51,743 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1666392857142 | Take profit: 2001.4352660714287
+2025-03-10 17:02:51,762 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.28
+2025-03-10 17:02:51,762 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7088107142858 | Take profit: 2057.3383839285716
+2025-03-10 17:02:51,799 - INFO - CLOSED long at 2020.7 | PnL: -0.30% | $-0.75
+2025-03-10 17:02:51,799 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.8402892857143 | Take profit: 1990.3343160714287
+2025-03-10 17:02:51,816 - INFO - CLOSED short at 2022.71 | PnL: -0.10% | $-0.36
+2025-03-10 17:02:51,835 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9179107142857 | Take profit: 2051.4310839285718
+2025-03-10 17:02:51,869 - INFO - CLOSED long at 2015.31 | PnL: -0.28% | $-0.70
+2025-03-10 17:02:51,869 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4233392857143 | Take profit: 1985.0251660714287
+2025-03-10 17:02:51,888 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.09
+2025-03-10 17:02:51,888 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1917107142858 | Take profit: 2044.5696839285715
+2025-03-10 17:02:51,909 - INFO - CLOSED long at 2007.96 | PnL: -0.31% | $-0.75
+2025-03-10 17:02:51,910 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.0365892857144 | Take profit: 1977.7854160714287
+2025-03-10 17:02:51,954 - INFO - CLOSED short at 2021.15 | PnL: -0.66% | $-1.35
+2025-03-10 17:02:51,955 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0074607142858 | Take profit: 2051.5224339285714
+2025-03-10 17:02:52,013 - INFO - CLOSED long at 2010.92 | PnL: -0.51% | $-1.07
+2025-03-10 17:02:52,014 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0113892857146 | Take profit: 1980.7010160714287
+2025-03-10 17:02:52,068 - INFO - CLOSED short at 2008.61 | PnL: 0.11% | $0.03
+2025-03-10 17:02:52,068 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5301607142858 | Take profit: 2038.7943339285712
+2025-03-10 17:02:52,090 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.60
+2025-03-10 17:02:52,090 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7653392857146 | Take profit: 1973.5991660714285
+2025-03-10 17:02:52,112 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.30
+2025-03-10 17:02:52,113 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974107142858 | Take profit: 2035.2925839285717
+2025-03-10 17:02:52,160 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.70
+2025-03-10 17:02:52,160 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4534892857143 | Take profit: 1985.0547160714284
+2025-03-10 17:02:52,184 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.26
+2025-03-10 17:02:52,186 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2515107142858 | Take profit: 2040.5502839285716
+2025-03-10 17:02:52,253 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-0.89
+2025-03-10 17:02:52,254 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1472892857141 | Take profit: 1972.0133160714283
+2025-03-10 17:02:52,274 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:02:52,274 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1871107142856 | Take profit: 2029.2634839285713
+2025-03-10 17:02:52,425 - INFO - CLOSED long at 2017.88 | PnL: 0.93% | $1.44
+2025-03-10 17:02:52,425 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2028.0061892857143 | Take profit: 1987.5566160714288
+2025-03-10 17:02:52,465 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.15
+2025-03-10 17:02:52,465 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0225607142856 | Take profit: 2044.3971339285715
+2025-03-10 17:02:52,526 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.66
+2025-03-10 17:02:52,527 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9155892857143 | Take profit: 1993.3484160714286
+2025-03-10 17:02:52,566 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.48, Avg Loss=$-0.64
+2025-03-10 17:02:52,567 - INFO - Episode 10: Reward=-6.32, Balance=$90.20, Win Rate=29.0%, Trades=31, Episode PnL=$-6.59, Total PnL=$-35.28, Max Drawdown=7.4%, Pred Accuracy=99.5%
+2025-03-10 17:02:52,672 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:02:52,673 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:02:53,069 - INFO - Visualization saved for episode 10
+2025-03-10 17:02:54,064 - INFO - Visualization saved for episode 10
+2025-03-10 17:02:54,070 - INFO - Refreshing data for episode 11
+2025-03-10 17:02:54,071 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:54,377 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:54,383 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:54,542 - INFO - OPENED SHORT at 2084.95 | Stop loss: 2095.4115392857143 | Take profit: 2053.6205660714286
+2025-03-10 17:02:54,567 - INFO - CLOSED short at 2080.58 | PnL: 0.21% | $0.22
+2025-03-10 17:02:54,568 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.1403107142855 | Take profit: 2111.8438839285714
+2025-03-10 17:02:54,587 - INFO - CLOSED long at 2084.75 | PnL: 0.20% | $0.20
+2025-03-10 17:02:54,588 - INFO - OPENED SHORT at 2084.75 | Stop loss: 2095.2105392857147 | Take profit: 2053.4235660714285
+2025-03-10 17:02:54,607 - INFO - CLOSED short at 2081.0 | PnL: 0.18% | $0.16
+2025-03-10 17:02:54,607 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5582107142855 | Take profit: 2112.2701839285714
+2025-03-10 17:02:54,678 - INFO - CLOSED long at 2083.07 | PnL: 0.10% | $-0.00
+2025-03-10 17:02:54,678 - INFO - OPENED SHORT at 2083.07 | Stop loss: 2093.5221392857143 | Take profit: 2051.7687660714287
+2025-03-10 17:02:54,696 - INFO - CLOSED short at 2075.07 | PnL: 0.38% | $0.56
+2025-03-10 17:02:54,697 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.657860714286 | Take profit: 2106.2512339285718
+2025-03-10 17:02:54,735 - INFO - STOP LOSS hit for long at 2064.657860714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:02:54,759 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2917892857145 | Take profit: 2020.1798160714286
+2025-03-10 17:02:54,781 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.52
+2025-03-10 17:02:54,781 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2556607142856 | Take profit: 2074.217833928571
+2025-03-10 17:02:55,029 - INFO - STOP LOSS hit for long at 2033.2556607142856 | PnL: -0.50% | $-1.19
+2025-03-10 17:02:55,050 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2614607142857 | Take profit: 2040.5604339285715
+2025-03-10 17:02:55,200 - INFO - CLOSED long at 2031.97 | PnL: 1.08% | $1.90
+2025-03-10 17:02:55,200 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1666392857142 | Take profit: 2001.4352660714287
+2025-03-10 17:02:55,221 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.30
+2025-03-10 17:02:55,221 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7088107142858 | Take profit: 2057.3383839285716
+2025-03-10 17:02:55,347 - INFO - STOP LOSS hit for long at 2016.7088107142858 | PnL: -0.50% | $-1.20
+2025-03-10 17:02:55,370 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1917107142858 | Take profit: 2044.5696839285715
+2025-03-10 17:02:55,482 - INFO - CLOSED long at 2010.92 | PnL: -0.17% | $-0.53
+2025-03-10 17:02:55,482 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0113892857146 | Take profit: 1980.7010160714287
+2025-03-10 17:02:55,502 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:02:55,503 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9928107142857 | Take profit: 2040.2863839285712
+2025-03-10 17:02:55,586 - INFO - CLOSED long at 2005.16 | PnL: -0.24% | $-0.67
+2025-03-10 17:02:55,586 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.222589285714 | Take profit: 1975.0274160714284
+2025-03-10 17:02:55,605 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.48
+2025-03-10 17:02:55,606 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0227107142855 | Take profit: 2038.2766839285714
+2025-03-10 17:02:55,701 - INFO - CLOSED long at 2002.1 | PnL: -0.30% | $-0.77
+2025-03-10 17:02:55,727 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1871107142856 | Take profit: 2029.2634839285713
+2025-03-10 17:02:55,804 - INFO - CLOSED long at 2009.04 | PnL: 0.49% | $0.75
+2025-03-10 17:02:55,826 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0227107142855 | Take profit: 2038.2766839285714
+2025-03-10 17:02:55,919 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.58, Avg Loss=$-0.68
+2025-03-10 17:02:55,919 - INFO - Episode 11: Reward=16.82, Balance=$98.45, Win Rate=47.1%, Trades=17, Episode PnL=$-2.44, Total PnL=$-36.82, Max Drawdown=2.6%, Pred Accuracy=99.3%
+2025-03-10 17:02:55,920 - INFO - Refreshing data for episode 12
+2025-03-10 17:02:55,920 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:56,260 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:56,266 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:56,301 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.4884607142853 | Take profit: 2116.2794339285715
+2025-03-10 17:02:56,474 - INFO - STOP LOSS hit for long at 2074.4884607142853 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:56,495 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:02:56,736 - INFO - STOP LOSS hit for long at 2038.021710714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:02:56,755 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:02:56,778 - INFO - STOP LOSS hit for long at 2017.3356607142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:02:56,800 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:02:57,145 - INFO - CLOSED long at 2026.46 | PnL: 0.54% | $0.84
+2025-03-10 17:02:57,145 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6290892857141 | Take profit: 1996.0079160714286
+2025-03-10 17:02:57,170 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.88
+2025-03-10 17:02:57,171 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9976607142855 | Take profit: 2045.3918339285715
+2025-03-10 17:02:57,193 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.59
+2025-03-10 17:02:57,193 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0113892857146 | Take profit: 1980.7010160714287
+2025-03-10 17:02:57,212 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:02:57,212 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9928107142857 | Take profit: 2040.2863839285712
+2025-03-10 17:02:57,413 - INFO - STOP LOSS hit for long at 1999.9928107142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:02:57,434 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4208107142858 | Take profit: 2034.6023839285715
+2025-03-10 17:02:57,531 - INFO - CLOSED long at 2008.1 | PnL: 0.18% | $0.15
+2025-03-10 17:02:57,531 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1772892857143 | Take profit: 1977.9233160714286
+2025-03-10 17:02:57,551 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.30
+2025-03-10 17:02:57,551 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1570107142857 | Take profit: 2039.4337839285715
+2025-03-10 17:02:57,626 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.62, Avg Loss=$-0.81
+2025-03-10 17:02:57,626 - INFO - Episode 12: Reward=14.11, Balance=$96.21, Win Rate=30.0%, Trades=10, Episode PnL=$-4.19, Total PnL=$-40.61, Max Drawdown=3.6%, Pred Accuracy=99.3%
+2025-03-10 17:02:57,627 - INFO - Refreshing data for episode 13
+2025-03-10 17:02:57,627 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:57,934 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:57,939 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:57,972 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.4884607142853 | Take profit: 2116.2794339285715
+2025-03-10 17:02:58,127 - INFO - STOP LOSS hit for long at 2074.4884607142853 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:58,145 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:02:58,256 - INFO - CLOSED long at 2054.03 | PnL: 0.28% | $0.35
+2025-03-10 17:02:58,283 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.8923107142855 | Take profit: 2080.987883928571
+2025-03-10 17:02:58,391 - INFO - STOP LOSS hit for long at 2039.8923107142855 | PnL: -0.50% | $-1.17
+2025-03-10 17:02:58,420 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:02:58,459 - INFO - STOP LOSS hit for long at 2017.3356607142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:02:58,497 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:02:59,067 - INFO - STOP LOSS hit for long at 2005.4255107142858 | PnL: -0.50% | $-1.14
+2025-03-10 17:02:59,087 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974107142858 | Take profit: 2035.2925839285717
+2025-03-10 17:02:59,405 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.19
+2025-03-10 17:02:59,422 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7538107142857 | Take profit: 2048.203383928572
+2025-03-10 17:02:59,477 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-1.16
+2025-03-10 17:02:59,478 - INFO - Episode 13: Reward=2.48, Balance=$95.89, Win Rate=33.3%, Trades=6, Episode PnL=$-4.11, Total PnL=$-44.73, Max Drawdown=4.3%, Pred Accuracy=99.3%
+2025-03-10 17:02:59,478 - INFO - Refreshing data for episode 14
+2025-03-10 17:02:59,478 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:02:59,772 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:02:59,778 - INFO - Initialized environment with 100 candles
+2025-03-10 17:02:59,817 - INFO - OPENED LONG at 2084.95 | Stop loss: 2074.4884607142853 | Take profit: 2116.2794339285715
+2025-03-10 17:02:59,970 - INFO - STOP LOSS hit for long at 2074.4884607142853 | PnL: -0.50% | $-1.18
+2025-03-10 17:02:59,989 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:03:00,314 - INFO - STOP LOSS hit for long at 2038.021710714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:00,338 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:03:00,358 - INFO - STOP LOSS hit for long at 2017.3356607142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:00,381 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:03:00,482 - INFO - CLOSED long at 2014.56 | PnL: -0.05% | $-0.28
+2025-03-10 17:03:00,482 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6695892857142 | Take profit: 1984.2864160714284
+2025-03-10 17:03:00,530 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.88
+2025-03-10 17:03:00,530 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8233607142859 | Take profit: 2052.3547339285715
+2025-03-10 17:03:00,621 - INFO - CLOSED long at 2031.97 | PnL: 0.49% | $0.74
+2025-03-10 17:03:00,641 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7088107142858 | Take profit: 2057.3383839285716
+2025-03-10 17:03:00,755 - INFO - STOP LOSS hit for long at 2016.7088107142858 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:00,775 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1917107142858 | Take profit: 2044.5696839285715
+2025-03-10 17:03:01,078 - INFO - STOP LOSS hit for long at 2004.1917107142858 | PnL: -0.50% | $-1.12
+2025-03-10 17:03:01,098 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974107142858 | Take profit: 2035.2925839285717
+2025-03-10 17:03:01,529 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.74, Avg Loss=$-0.99
+2025-03-10 17:03:01,530 - INFO - Episode 14: Reward=11.83, Balance=$93.81, Win Rate=12.5%, Trades=8, Episode PnL=$-5.91, Total PnL=$-50.92, Max Drawdown=6.2%, Pred Accuracy=99.4%
+2025-03-10 17:03:01,530 - INFO - Refreshing data for episode 15
+2025-03-10 17:03:01,530 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:01,862 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:01,868 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:02,354 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.143032142857 | Take profit: 2111.839801785714
+2025-03-10 17:03:02,505 - INFO - STOP LOSS hit for long at 2070.143032142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:02,526 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0244321428572 | Take profit: 2079.0756017857143
+2025-03-10 17:03:02,766 - INFO - STOP LOSS hit for long at 2038.0244321428572 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:02,784 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.338382142857 | Take profit: 2057.9737517857143
+2025-03-10 17:03:02,803 - INFO - STOP LOSS hit for long at 2017.338382142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:02,823 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4282321428573 | Take profit: 2045.8242017857144
+2025-03-10 17:03:03,284 - INFO - STOP LOSS hit for long at 2005.4282321428573 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:03,303 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.100132142857 | Take profit: 2035.2885017857143
+2025-03-10 17:03:03,618 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:03:03,619 - INFO - Episode 15: Reward=28.93, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-55.57, Max Drawdown=4.7%, Pred Accuracy=99.6%
+2025-03-10 17:03:03,619 - INFO - Refreshing data for episode 16
+2025-03-10 17:03:03,619 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:03,931 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:03,937 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:03,971 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.1427678571426 | Take profit: 2111.8401982142855
+2025-03-10 17:03:04,130 - INFO - STOP LOSS hit for long at 2070.1427678571426 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:04,148 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.024167857143 | Take profit: 2079.075998214286
+2025-03-10 17:03:04,289 - INFO - CLOSED long at 2050.18 | PnL: 0.09% | $-0.02
+2025-03-10 17:03:04,291 - INFO - OPENED SHORT at 2050.18 | Stop loss: 2060.4652321428566 | Take profit: 2019.375801785714
+2025-03-10 17:03:04,313 - INFO - CLOSED short at 2046.76 | PnL: 0.17% | $0.13
+2025-03-10 17:03:04,313 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4918678571428 | Take profit: 2077.512898214286
+2025-03-10 17:03:04,427 - INFO - STOP LOSS hit for long at 2036.4918678571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:04,446 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2639178571428 | Take profit: 2040.5567482142856
+2025-03-10 17:03:05,072 - INFO - STOP LOSS hit for long at 2000.2639178571428 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:05,108 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5526678571428 | Take profit: 2032.6904982142855
+2025-03-10 17:03:05,219 - INFO - CLOSED long at 2014.13 | PnL: 0.58% | $0.90
+2025-03-10 17:03:05,240 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.606867857143 | Take profit: 2054.1678982142857
+2025-03-10 17:03:05,277 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.52, Avg Loss=$-0.88
+2025-03-10 17:03:05,277 - INFO - Episode 16: Reward=16.80, Balance=$97.51, Win Rate=33.3%, Trades=6, Episode PnL=$-2.48, Total PnL=$-58.06, Max Drawdown=3.4%, Pred Accuracy=99.6%
+2025-03-10 17:03:05,278 - INFO - Refreshing data for episode 17
+2025-03-10 17:03:05,278 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:05,571 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:05,577 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:05,691 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.1424964285716 | Take profit: 2111.840605357143
+2025-03-10 17:03:05,884 - INFO - STOP LOSS hit for long at 2070.1424964285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:05,900 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0238964285716 | Take profit: 2079.076405357143
+2025-03-10 17:03:06,231 - INFO - STOP LOSS hit for long at 2038.0238964285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:06,251 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3378464285713 | Take profit: 2057.974555357143
+2025-03-10 17:03:06,270 - INFO - STOP LOSS hit for long at 2017.3378464285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:06,286 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6523035714283 | Take profit: 1985.2549946428571
+2025-03-10 17:03:06,304 - INFO - CLOSED short at 2014.41 | PnL: 0.06% | $-0.08
+2025-03-10 17:03:06,304 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3033464285716 | Take profit: 2044.6780553571432
+2025-03-10 17:03:06,470 - INFO - CLOSED long at 2026.88 | PnL: 0.62% | $0.98
+2025-03-10 17:03:06,510 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1138964285715 | Take profit: 2060.806405357143
+2025-03-10 17:03:06,636 - INFO - STOP LOSS hit for long at 2020.1138964285715 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:06,660 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1938964285714 | Take profit: 2044.566405357143
+2025-03-10 17:03:06,881 - INFO - STOP LOSS hit for long at 2004.1938964285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:06,912 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0995964285714 | Take profit: 2035.289305357143
+2025-03-10 17:03:07,353 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.98, Avg Loss=$-0.98
+2025-03-10 17:03:07,354 - INFO - Episode 17: Reward=2.27, Balance=$95.10, Win Rate=14.3%, Trades=7, Episode PnL=$-4.90, Total PnL=$-62.96, Max Drawdown=4.9%, Pred Accuracy=99.6%
+2025-03-10 17:03:07,354 - INFO - Refreshing data for episode 18
+2025-03-10 17:03:07,354 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:07,662 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:07,669 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:07,789 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.1422000000002 | Take profit: 2111.84105
+2025-03-10 17:03:07,937 - INFO - STOP LOSS hit for long at 2070.1422000000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:07,961 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0236000000002 | Take profit: 2079.0768500000004
+2025-03-10 17:03:08,213 - INFO - STOP LOSS hit for long at 2038.0236000000002 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:08,231 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.33755 | Take profit: 2057.975
+2025-03-10 17:03:08,248 - INFO - STOP LOSS hit for long at 2017.33755 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:08,271 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273999999998 | Take profit: 2045.8254499999998
+2025-03-10 17:03:08,740 - INFO - STOP LOSS hit for long at 2005.4273999999998 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:08,759 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0993 | Take profit: 2035.28975
+2025-03-10 17:03:09,120 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:03:09,120 - INFO - Episode 18: Reward=1.34, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-67.61, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:03:09,120 - INFO - Refreshing data for episode 19
+2025-03-10 17:03:09,121 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:09,410 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:09,416 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:09,449 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:09,609 - INFO - STOP LOSS hit for long at 2070.142182142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:09,630 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:09,706 - INFO - CLOSED long at 2053.22 | PnL: 0.24% | $0.27
+2025-03-10 17:03:09,706 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.5210178571424 | Take profit: 2022.3693232142855
+2025-03-10 17:03:09,726 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.66
+2025-03-10 17:03:09,727 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7845321428572 | Take profit: 2089.0340267857146
+2025-03-10 17:03:09,793 - INFO - STOP LOSS hit for long at 2047.7845321428572 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:09,817 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6953321428573 | Take profit: 2074.6616267857144
+2025-03-10 17:03:09,835 - INFO - CLOSED long at 2044.1 | PnL: 0.01% | $-0.18
+2025-03-10 17:03:09,859 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3371321428572 | Take profit: 2074.296226785714
+2025-03-10 17:03:09,922 - INFO - STOP LOSS hit for long at 2033.3371321428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:09,940 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.263332142857 | Take profit: 2040.557626785714
+2025-03-10 17:03:10,583 - INFO - CLOSED long at 1999.22 | PnL: -0.55% | $-1.23
+2025-03-10 17:03:10,603 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4226821428572 | Take profit: 2034.5995767857141
+2025-03-10 17:03:10,781 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-0.93
+2025-03-10 17:03:10,781 - INFO - Episode 19: Reward=11.48, Balance=$94.71, Win Rate=14.3%, Trades=7, Episode PnL=$-5.57, Total PnL=$-72.91, Max Drawdown=5.3%, Pred Accuracy=99.6%
+2025-03-10 17:03:10,782 - INFO - Refreshing data for episode 20
+2025-03-10 17:03:10,782 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:11,102 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:11,108 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:11,423 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:11,838 - INFO - STOP LOSS hit for long at 2070.142182142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:11,861 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:12,188 - INFO - STOP LOSS hit for long at 2038.0235821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:12,206 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:12,224 - INFO - STOP LOSS hit for long at 2017.337532142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:12,247 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:12,795 - INFO - STOP LOSS hit for long at 2005.4273821428571 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:12,830 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:13,045 - INFO - CLOSED long at 2004.48 | PnL: -0.03% | $-0.25
+2025-03-10 17:03:13,045 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5373178571429 | Take profit: 1974.3604232142857
+2025-03-10 17:03:13,064 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:03:13,064 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.552082142857 | Take profit: 2032.691376785714
+2025-03-10 17:03:13,245 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.82
+2025-03-10 17:03:13,245 - INFO - Episode 20: Reward=26.13, Balance=$95.09, Win Rate=0.0%, Trades=6, Episode PnL=$-4.66, Total PnL=$-77.82, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:03:13,364 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:03:13,365 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:03:13,365 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:13,773 - INFO - Visualization saved for episode 20
+2025-03-10 17:03:14,514 - INFO - Visualization saved for episode 20
+2025-03-10 17:03:14,523 - INFO - Refreshing data for episode 21
+2025-03-10 17:03:14,524 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:14,827 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:14,833 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:14,943 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:15,107 - INFO - STOP LOSS hit for long at 2070.142182142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:15,126 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:15,290 - INFO - CLOSED long at 2046.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:03:15,290 - INFO - OPENED SHORT at 2046.76 | Stop loss: 2057.0287178571425 | Take profit: 2016.0062232142857
+2025-03-10 17:03:15,313 - INFO - CLOSED short at 2043.95 | PnL: 0.14% | $0.07
+2025-03-10 17:03:15,314 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6953321428573 | Take profit: 2074.6616267857144
+2025-03-10 17:03:15,413 - INFO - STOP LOSS hit for long at 2033.6953321428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:15,433 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.263332142857 | Take profit: 2040.557626785714
+2025-03-10 17:03:15,599 - INFO - CLOSED long at 2026.88 | PnL: 0.82% | $1.38
+2025-03-10 17:03:15,620 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.113582142857 | Take profit: 2060.8068767857144
+2025-03-10 17:03:15,641 - INFO - CLOSED long at 2020.7 | PnL: -0.47% | $-1.11
+2025-03-10 17:03:15,641 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.838417857143 | Take profit: 1990.3371232142856
+2025-03-10 17:03:15,687 - INFO - CLOSED short at 2021.06 | PnL: -0.02% | $-0.23
+2025-03-10 17:03:15,687 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9197821428572 | Take profit: 2051.4282767857144
+2025-03-10 17:03:15,773 - INFO - STOP LOSS hit for long at 2010.9197821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:15,797 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7956821428572 | Take profit: 2040.0805767857146
+2025-03-10 17:03:16,111 - INFO - STOP LOSS hit for long at 1999.7956821428572 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:16,133 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4226821428572 | Take profit: 2034.5995767857141
+2025-03-10 17:03:16,196 - INFO - CLOSED long at 2009.04 | PnL: 0.23% | $0.24
+2025-03-10 17:03:16,216 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.024582142857 | Take profit: 2038.273876785714
+2025-03-10 17:03:16,333 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.56, Avg Loss=$-0.90
+2025-03-10 17:03:16,334 - INFO - Episode 21: Reward=14.84, Balance=$95.37, Win Rate=30.0%, Trades=10, Episode PnL=$-3.17, Total PnL=$-82.44, Max Drawdown=4.9%, Pred Accuracy=99.8%
+2025-03-10 17:03:16,334 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:16,334 - INFO - Refreshing data for episode 22
+2025-03-10 17:03:16,334 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:16,650 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:16,656 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:16,691 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:16,832 - INFO - STOP LOSS hit for long at 2070.142182142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:16,850 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:17,085 - INFO - STOP LOSS hit for long at 2038.0235821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:17,106 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:17,126 - INFO - STOP LOSS hit for long at 2017.337532142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:17,145 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:17,630 - INFO - STOP LOSS hit for long at 2005.4273821428571 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:17,651 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:17,975 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:03:17,976 - INFO - Episode 22: Reward=15.35, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-87.09, Max Drawdown=4.6%, Pred Accuracy=99.8%
+2025-03-10 17:03:17,976 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:17,976 - INFO - Refreshing data for episode 23
+2025-03-10 17:03:17,976 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:18,269 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:18,274 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:18,308 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:18,507 - INFO - STOP LOSS hit for long at 2070.142182142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:18,545 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:18,808 - INFO - STOP LOSS hit for long at 2038.0235821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:18,851 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:18,884 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.82
+2025-03-10 17:03:18,925 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:19,494 - INFO - STOP LOSS hit for long at 2005.4273821428571 | PnL: -0.50% | $-1.13
+2025-03-10 17:03:19,513 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:19,859 - INFO - CLOSED long at 2017.88 | PnL: 0.63% | $0.99
+2025-03-10 17:03:19,876 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0244321428574 | Take profit: 2044.3943267857142
+2025-03-10 17:03:19,930 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.99, Avg Loss=$-1.33
+2025-03-10 17:03:19,930 - INFO - Episode 23: Reward=14.28, Balance=$95.69, Win Rate=20.0%, Trades=5, Episode PnL=$-4.31, Total PnL=$-91.40, Max Drawdown=5.3%, Pred Accuracy=99.8%
+2025-03-10 17:03:19,930 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:19,930 - INFO - Refreshing data for episode 24
+2025-03-10 17:03:19,932 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:20,238 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:20,245 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:20,512 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2913321428573 | Take profit: 2116.073626785714
+2025-03-10 17:03:20,642 - INFO - CLOSED long at 2067.71 | PnL: -0.82% | $-1.80
+2025-03-10 17:03:20,663 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:20,699 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.64
+2025-03-10 17:03:20,722 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.590632142857 | Take profit: 2083.735726785714
+2025-03-10 17:03:20,890 - INFO - STOP LOSS hit for long at 2042.590632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:20,911 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4915321428573 | Take profit: 2067.313026785714
+2025-03-10 17:03:20,949 - INFO - CLOSED long at 2010.35 | PnL: -1.29% | $-2.64
+2025-03-10 17:03:20,950 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4366678571425 | Take profit: 1980.1423732142855
+2025-03-10 17:03:20,967 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.66
+2025-03-10 17:03:20,967 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:21,430 - INFO - STOP LOSS hit for long at 2005.4273821428571 | PnL: -0.50% | $-1.10
+2025-03-10 17:03:21,451 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:21,806 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.33
+2025-03-10 17:03:21,807 - INFO - Episode 24: Reward=5.45, Balance=$91.99, Win Rate=0.0%, Trades=6, Episode PnL=$-5.36, Total PnL=$-99.41, Max Drawdown=8.0%, Pred Accuracy=99.7%
+2025-03-10 17:03:21,807 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:21,807 - INFO - Refreshing data for episode 25
+2025-03-10 17:03:21,808 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:22,114 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:22,121 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:22,783 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2913321428573 | Take profit: 2116.073626785714
+2025-03-10 17:03:22,942 - INFO - STOP LOSS hit for long at 2074.2913321428573 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:22,983 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7100821428571 | Take profit: 2081.8173767857143
+2025-03-10 17:03:23,252 - INFO - STOP LOSS hit for long at 2040.7100821428571 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:23,278 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:23,297 - INFO - STOP LOSS hit for long at 2017.337532142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:23,317 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:23,341 - INFO - CLOSED long at 2014.41 | PnL: -0.06% | $-0.30
+2025-03-10 17:03:23,362 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.4372321428573 | Take profit: 2049.915926785714
+2025-03-10 17:03:23,555 - INFO - CLOSED long at 2021.06 | PnL: 0.07% | $-0.05
+2025-03-10 17:03:23,595 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1985321428572 | Take profit: 2045.5920267857143
+2025-03-10 17:03:23,715 - INFO - CLOSED long at 2015.11 | PnL: -0.01% | $-0.21
+2025-03-10 17:03:23,736 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8304821428574 | Take profit: 2041.1361767857145
+2025-03-10 17:03:23,959 - INFO - STOP LOSS hit for long at 2000.8304821428574 | PnL: -0.50% | $-1.13
+2025-03-10 17:03:24,001 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.552082142857 | Take profit: 2032.691376785714
+2025-03-10 17:03:24,136 - INFO - CLOSED long at 2023.76 | PnL: 1.06% | $1.78
+2025-03-10 17:03:24,171 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.78, Avg Loss=$-0.74
+2025-03-10 17:03:24,171 - INFO - Episode 25: Reward=12.47, Balance=$96.59, Win Rate=12.5%, Trades=8, Episode PnL=$-3.41, Total PnL=$-102.82, Max Drawdown=5.2%, Pred Accuracy=99.6%
+2025-03-10 17:03:24,171 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:24,172 - INFO - Refreshing data for episode 26
+2025-03-10 17:03:24,172 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:24,495 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:24,501 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:24,598 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:24,830 - INFO - STOP LOSS hit for long at 2070.142182142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:24,850 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:25,167 - INFO - STOP LOSS hit for long at 2038.0235821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:25,189 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:25,207 - INFO - STOP LOSS hit for long at 2017.337532142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:25,224 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:25,362 - INFO - CLOSED long at 2031.97 | PnL: 0.82% | $1.36
+2025-03-10 17:03:25,386 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7106821428572 | Take profit: 2057.3355767857142
+2025-03-10 17:03:25,588 - INFO - STOP LOSS hit for long at 2016.7106821428572 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:25,606 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1935821428572 | Take profit: 2044.5668767857144
+2025-03-10 17:03:25,816 - INFO - CLOSED long at 2003.71 | PnL: -0.53% | $-1.19
+2025-03-10 17:03:25,852 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:26,384 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.36, Avg Loss=$-1.17
+2025-03-10 17:03:26,385 - INFO - Episode 26: Reward=1.45, Balance=$95.50, Win Rate=16.7%, Trades=6, Episode PnL=$-4.50, Total PnL=$-107.32, Max Drawdown=4.5%, Pred Accuracy=99.6%
+2025-03-10 17:03:26,385 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:26,385 - INFO - Refreshing data for episode 27
+2025-03-10 17:03:26,385 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:26,698 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:26,705 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:26,759 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2913321428573 | Take profit: 2116.073626785714
+2025-03-10 17:03:26,778 - INFO - CLOSED long at 2081.0 | PnL: -0.18% | $-0.55
+2025-03-10 17:03:26,779 - INFO - OPENED SHORT at 2081.0 | Stop loss: 2091.4399178571425 | Take profit: 2049.732623214286
+2025-03-10 17:03:26,799 - INFO - CLOSED short at 2084.25 | PnL: -0.16% | $-0.50
+2025-03-10 17:03:26,799 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.793832142857 | Take profit: 2115.566126785714
+2025-03-10 17:03:26,855 - INFO - CLOSED long at 2083.07 | PnL: -0.06% | $-0.30
+2025-03-10 17:03:26,876 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.659732142857 | Take profit: 2106.2484267857144
+2025-03-10 17:03:26,916 - INFO - STOP LOSS hit for long at 2064.659732142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:26,934 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7100821428571 | Take profit: 2081.8173767857143
+2025-03-10 17:03:27,234 - INFO - STOP LOSS hit for long at 2040.7100821428571 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:27,257 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:27,275 - INFO - STOP LOSS hit for long at 2017.337532142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:27,294 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:27,895 - INFO - STOP LOSS hit for long at 2005.4273821428571 | PnL: -0.50% | $-1.13
+2025-03-10 17:03:27,939 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:28,217 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.19
+2025-03-10 17:03:28,217 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3211178571428 | Take profit: 1979.0490232142859
+2025-03-10 17:03:28,266 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-0.98
+2025-03-10 17:03:28,266 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7556821428573 | Take profit: 2048.2005767857145
+2025-03-10 17:03:28,403 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.19, Avg Loss=$-0.87
+2025-03-10 17:03:28,403 - INFO - Episode 27: Reward=-3.83, Balance=$93.27, Win Rate=11.1%, Trades=9, Episode PnL=$-6.37, Total PnL=$-114.06, Max Drawdown=5.9%, Pred Accuracy=99.5%
+2025-03-10 17:03:28,403 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:28,403 - INFO - Refreshing data for episode 28
+2025-03-10 17:03:28,403 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:28,701 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:28,707 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:28,742 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:28,817 - INFO - CLOSED long at 2085.37 | PnL: 0.23% | $0.26
+2025-03-10 17:03:28,837 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.654532142857 | Take profit: 2115.4240267857144
+2025-03-10 17:03:28,904 - INFO - STOP LOSS hit for long at 2073.654532142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:03:28,924 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:29,285 - INFO - STOP LOSS hit for long at 2038.0235821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:29,304 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:29,327 - INFO - STOP LOSS hit for long at 2017.337532142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:29,348 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:29,806 - INFO - CLOSED long at 2026.46 | PnL: 0.54% | $0.84
+2025-03-10 17:03:29,807 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.627217857143 | Take profit: 1996.0107232142857
+2025-03-10 17:03:29,848 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.88
+2025-03-10 17:03:29,848 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.999532142857 | Take profit: 2045.3890267857141
+2025-03-10 17:03:30,009 - INFO - STOP LOSS hit for long at 2004.999532142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:30,028 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:30,470 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.66, Avg Loss=$-1.17
+2025-03-10 17:03:30,471 - INFO - Episode 28: Reward=6.07, Balance=$97.30, Win Rate=42.9%, Trades=7, Episode PnL=$-3.54, Total PnL=$-116.76, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:03:30,471 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:30,471 - INFO - Refreshing data for episode 29
+2025-03-10 17:03:30,471 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:30,772 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:30,779 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:30,814 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.142182142857 | Take profit: 2111.8410767857144
+2025-03-10 17:03:30,867 - INFO - CLOSED long at 2084.25 | PnL: 0.18% | $0.15
+2025-03-10 17:03:30,888 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9082321428573 | Take profit: 2116.702926785714
+2025-03-10 17:03:30,961 - INFO - STOP LOSS hit for long at 2074.9082321428573 | PnL: -0.50% | $-1.19
+2025-03-10 17:03:30,981 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235821428573 | Take profit: 2079.076876785715
+2025-03-10 17:03:31,325 - INFO - STOP LOSS hit for long at 2038.0235821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:31,345 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337532142857 | Take profit: 2057.9750267857144
+2025-03-10 17:03:31,364 - INFO - STOP LOSS hit for long at 2017.337532142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:31,383 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273821428571 | Take profit: 2045.8254767857143
+2025-03-10 17:03:32,041 - INFO - STOP LOSS hit for long at 2005.4273821428571 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:32,062 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992821428572 | Take profit: 2035.2897767857146
+2025-03-10 17:03:32,474 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.15, Avg Loss=$-1.16
+2025-03-10 17:03:32,474 - INFO - Episode 29: Reward=2.79, Balance=$95.49, Win Rate=20.0%, Trades=5, Episode PnL=$-4.51, Total PnL=$-121.26, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:03:32,474 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:32,474 - INFO - Refreshing data for episode 30
+2025-03-10 17:03:32,474 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:32,764 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:32,769 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:33,096 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.1416 | Take profit: 2111.84195
+2025-03-10 17:03:33,246 - INFO - STOP LOSS hit for long at 2070.1416 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:33,268 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0230000000001 | Take profit: 2079.07775
+2025-03-10 17:03:33,302 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.65
+2025-03-10 17:03:33,323 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5900499999998 | Take profit: 2083.7366
+2025-03-10 17:03:33,573 - INFO - STOP LOSS hit for long at 2042.5900499999998 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:33,595 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.49095 | Take profit: 2067.3139
+2025-03-10 17:03:33,632 - INFO - STOP LOSS hit for long at 2026.49095 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:33,651 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4268 | Take profit: 2045.82635
+2025-03-10 17:03:33,723 - INFO - CLOSED long at 2021.97 | PnL: 0.32% | $0.41
+2025-03-10 17:03:33,743 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1079 | Take profit: 2065.90305
+2025-03-10 17:03:33,876 - INFO - STOP LOSS hit for long at 2025.1079 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:33,910 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.56095 | Take profit: 2053.1039
+2025-03-10 17:03:34,028 - INFO - STOP LOSS hit for long at 2012.56095 | PnL: -0.50% | $-1.13
+2025-03-10 17:03:34,046 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7951000000003 | Take profit: 2040.0814500000001
+2025-03-10 17:03:34,444 - INFO - STOP LOSS hit for long at 1999.7951000000003 | PnL: -0.50% | $-1.11
+2025-03-10 17:03:34,466 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4221 | Take profit: 2034.6004500000001
+2025-03-10 17:03:34,746 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-1.07
+2025-03-10 17:03:34,747 - INFO - Episode 30: Reward=16.15, Balance=$92.90, Win Rate=12.5%, Trades=8, Episode PnL=$-7.10, Total PnL=$-128.37, Max Drawdown=7.1%, Pred Accuracy=99.6%
+2025-03-10 17:03:34,849 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:03:34,849 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:03:34,849 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:35,263 - INFO - Visualization saved for episode 30
+2025-03-10 17:03:36,033 - INFO - Visualization saved for episode 30
+2025-03-10 17:03:36,039 - INFO - Refreshing data for episode 31
+2025-03-10 17:03:36,040 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:36,353 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:36,359 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:36,393 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141425 | Take profit: 2111.8422125
+2025-03-10 17:03:36,473 - INFO - CLOSED long at 2085.37 | PnL: 0.23% | $0.26
+2025-03-10 17:03:36,492 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.653775 | Take profit: 2115.4251624999997
+2025-03-10 17:03:36,546 - INFO - STOP LOSS hit for long at 2073.653775 | PnL: -0.50% | $-1.19
+2025-03-10 17:03:36,585 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.709325 | Take profit: 2081.8185125
+2025-03-10 17:03:36,671 - INFO - CLOSED long at 2053.22 | PnL: 0.11% | $0.02
+2025-03-10 17:03:36,671 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.5217749999997 | Take profit: 2022.3681874999997
+2025-03-10 17:03:36,737 - INFO - CLOSED short at 2054.03 | PnL: -0.04% | $-0.27
+2025-03-10 17:03:36,737 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7241750000003 | Take profit: 2084.8939625000003
+2025-03-10 17:03:36,850 - INFO - STOP LOSS hit for long at 2043.7241750000003 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:36,870 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7543249999999 | Take profit: 2072.6835125000002
+2025-03-10 17:03:36,912 - INFO - STOP LOSS hit for long at 2031.7543249999999 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:36,935 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262575 | Take profit: 2040.5587624999998
+2025-03-10 17:03:36,971 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.19
+2025-03-10 17:03:37,005 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.436475 | Take profit: 2049.9170624999997
+2025-03-10 17:03:37,084 - INFO - CLOSED long at 2021.97 | PnL: 0.12% | $0.04
+2025-03-10 17:03:37,133 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.107725 | Take profit: 2065.9033124999996
+2025-03-10 17:03:37,260 - INFO - CLOSED long at 2020.7 | PnL: -0.72% | $-1.56
+2025-03-10 17:03:37,283 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.560775 | Take profit: 2053.1041625000003
+2025-03-10 17:03:37,416 - INFO - STOP LOSS hit for long at 2012.560775 | PnL: -0.50% | $-1.13
+2025-03-10 17:03:37,461 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7949250000001 | Take profit: 2040.0817125000003
+2025-03-10 17:03:37,605 - INFO - CLOSED long at 2010.92 | PnL: 0.05% | $-0.09
+2025-03-10 17:03:37,624 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9939249999998 | Take profit: 2040.2847124999998
+2025-03-10 17:03:37,855 - INFO - STOP LOSS hit for long at 1999.9939249999998 | PnL: -0.50% | $-1.11
+2025-03-10 17:03:37,894 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4219249999999 | Take profit: 2034.6007125
+2025-03-10 17:03:38,111 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.13, Avg Loss=$-0.96
+2025-03-10 17:03:38,112 - INFO - Episode 31: Reward=16.19, Balance=$92.84, Win Rate=33.3%, Trades=12, Episode PnL=$-7.18, Total PnL=$-135.53, Max Drawdown=7.4%, Pred Accuracy=99.6%
+2025-03-10 17:03:38,112 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:38,112 - INFO - Refreshing data for episode 32
+2025-03-10 17:03:38,113 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:38,428 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:38,434 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:38,570 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141425 | Take profit: 2111.8422125
+2025-03-10 17:03:38,916 - INFO - STOP LOSS hit for long at 2070.141425 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:38,935 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0228250000002 | Take profit: 2079.0780125
+2025-03-10 17:03:39,022 - INFO - CLOSED long at 2053.22 | PnL: 0.24% | $0.27
+2025-03-10 17:03:39,062 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.783775 | Take profit: 2089.0351625000003
+2025-03-10 17:03:39,173 - INFO - STOP LOSS hit for long at 2047.783775 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:39,192 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.694575 | Take profit: 2074.6627625
+2025-03-10 17:03:39,285 - INFO - CLOSED long at 2027.51 | PnL: -0.80% | $-1.74
+2025-03-10 17:03:39,306 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262575 | Take profit: 2040.5587624999998
+2025-03-10 17:03:40,125 - INFO - STOP LOSS hit for long at 2000.262575 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:40,144 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4219249999999 | Take profit: 2034.6007125
+2025-03-10 17:03:40,414 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-1.31
+2025-03-10 17:03:40,414 - INFO - Episode 32: Reward=13.92, Balance=$95.04, Win Rate=20.0%, Trades=5, Episode PnL=$-4.96, Total PnL=$-140.49, Max Drawdown=5.0%, Pred Accuracy=99.6%
+2025-03-10 17:03:40,414 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:40,414 - INFO - Refreshing data for episode 33
+2025-03-10 17:03:40,414 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:40,715 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:40,721 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:40,755 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141425 | Take profit: 2111.8422125
+2025-03-10 17:03:40,889 - INFO - STOP LOSS hit for long at 2070.141425 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:40,912 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0228250000002 | Take profit: 2079.0780125
+2025-03-10 17:03:41,222 - INFO - STOP LOSS hit for long at 2038.0228250000002 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:41,240 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336775 | Take profit: 2057.9761624999996
+2025-03-10 17:03:41,258 - INFO - STOP LOSS hit for long at 2017.336775 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:41,277 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426625 | Take profit: 2045.8266125
+2025-03-10 17:03:41,630 - INFO - CLOSED long at 2015.31 | PnL: -0.01% | $-0.21
+2025-03-10 17:03:41,630 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.422225 | Take profit: 1985.0268375
+2025-03-10 17:03:41,648 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.09
+2025-03-10 17:03:41,649 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1928249999999 | Take profit: 2044.5680124999997
+2025-03-10 17:03:41,871 - INFO - STOP LOSS hit for long at 2004.1928249999999 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:41,908 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.098525 | Take profit: 2035.2909125
+2025-03-10 17:03:42,131 - INFO - CLOSED long at 2009.04 | PnL: 0.19% | $0.17
+2025-03-10 17:03:42,131 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1208749999998 | Take profit: 1978.8508875
+2025-03-10 17:03:42,151 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:03:42,151 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.023825 | Take profit: 2038.2750125
+2025-03-10 17:03:42,327 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.17, Avg Loss=$-0.72
+2025-03-10 17:03:42,328 - INFO - Episode 33: Reward=12.99, Balance=$95.12, Win Rate=12.5%, Trades=8, Episode PnL=$-4.84, Total PnL=$-145.37, Max Drawdown=5.0%, Pred Accuracy=99.6%
+2025-03-10 17:03:42,328 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:42,328 - INFO - Refreshing data for episode 34
+2025-03-10 17:03:42,329 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:42,627 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:42,634 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:43,013 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:43,163 - INFO - STOP LOSS hit for long at 2070.141282142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:43,195 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226821428573 | Take profit: 2079.0782267857144
+2025-03-10 17:03:43,534 - INFO - STOP LOSS hit for long at 2038.0226821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:43,556 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:03:43,590 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:43,631 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:03:44,288 - INFO - STOP LOSS hit for long at 2005.426482142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:44,311 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983821428572 | Take profit: 2035.2911267857141
+2025-03-10 17:03:44,764 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:03:44,765 - INFO - Episode 34: Reward=15.35, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-150.01, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:03:44,765 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:44,765 - INFO - Refreshing data for episode 35
+2025-03-10 17:03:44,765 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:45,061 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:45,067 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:45,493 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:45,619 - INFO - CLOSED long at 2075.07 | PnL: -0.26% | $-0.72
+2025-03-10 17:03:45,640 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3356321428573 | Take profit: 2098.7793767857142
+2025-03-10 17:03:45,660 - INFO - STOP LOSS hit for long at 2057.3356321428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:45,678 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7091821428571 | Take profit: 2081.8187267857143
+2025-03-10 17:03:45,921 - INFO - STOP LOSS hit for long at 2040.7091821428571 | PnL: -0.50% | $-1.16
+2025-03-10 17:03:45,939 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:03:45,960 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:45,982 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:03:46,083 - INFO - CLOSED long at 2035.32 | PnL: 0.98% | $1.66
+2025-03-10 17:03:46,107 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7045321428573 | Take profit: 2068.5526767857145
+2025-03-10 17:03:46,150 - INFO - STOP LOSS hit for long at 2027.7045321428573 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:46,170 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1126821428572 | Take profit: 2060.8082267857144
+2025-03-10 17:03:46,268 - INFO - STOP LOSS hit for long at 2020.1126821428572 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:46,289 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1926821428572 | Take profit: 2044.5682267857144
+2025-03-10 17:03:46,476 - INFO - STOP LOSS hit for long at 2004.1926821428572 | PnL: -0.50% | $-1.13
+2025-03-10 17:03:46,495 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983821428572 | Take profit: 2035.2911267857141
+2025-03-10 17:03:46,512 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:03:46,512 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.176317857143 | Take profit: 1977.9247732142856
+2025-03-10 17:03:46,531 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.85
+2025-03-10 17:03:46,531 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.227482142857 | Take profit: 2045.623826785714
+2025-03-10 17:03:46,591 - INFO - STOP LOSS hit for long at 2005.227482142857 | PnL: -0.50% | $-1.10
+2025-03-10 17:03:46,613 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.053682142857 | Take profit: 2032.1852267857141
+2025-03-10 17:03:46,824 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.87, Avg Loss=$-1.06
+2025-03-10 17:03:46,824 - INFO - Episode 35: Reward=16.00, Balance=$92.17, Win Rate=18.2%, Trades=11, Episode PnL=$-7.91, Total PnL=$-157.84, Max Drawdown=7.8%, Pred Accuracy=99.7%
+2025-03-10 17:03:46,824 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:46,824 - INFO - Refreshing data for episode 36
+2025-03-10 17:03:46,825 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:47,129 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:47,136 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:47,171 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:47,323 - INFO - STOP LOSS hit for long at 2070.141282142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:47,343 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226821428573 | Take profit: 2079.0782267857144
+2025-03-10 17:03:47,573 - INFO - STOP LOSS hit for long at 2038.0226821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:47,591 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:03:47,613 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:47,631 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:03:47,983 - INFO - CLOSED long at 2026.46 | PnL: 0.54% | $0.84
+2025-03-10 17:03:48,003 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.998632142857 | Take profit: 2045.3903767857144
+2025-03-10 17:03:48,091 - INFO - STOP LOSS hit for long at 2004.998632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:48,112 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983821428572 | Take profit: 2035.2911267857141
+2025-03-10 17:03:48,445 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.84, Avg Loss=$-1.16
+2025-03-10 17:03:48,445 - INFO - Episode 36: Reward=17.19, Balance=$96.18, Win Rate=20.0%, Trades=5, Episode PnL=$-3.82, Total PnL=$-161.66, Max Drawdown=3.8%, Pred Accuracy=99.7%
+2025-03-10 17:03:48,445 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:48,446 - INFO - Refreshing data for episode 37
+2025-03-10 17:03:48,446 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:48,762 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:48,767 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:48,804 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:48,945 - INFO - STOP LOSS hit for long at 2070.141282142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:48,961 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226821428573 | Take profit: 2079.0782267857144
+2025-03-10 17:03:49,191 - INFO - STOP LOSS hit for long at 2038.0226821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:49,211 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:03:49,232 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:49,253 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:03:49,840 - INFO - STOP LOSS hit for long at 2005.426482142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:49,874 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983821428572 | Take profit: 2035.2911267857141
+2025-03-10 17:03:50,338 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:03:50,339 - INFO - Episode 37: Reward=15.35, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-166.31, Max Drawdown=4.6%, Pred Accuracy=99.6%
+2025-03-10 17:03:50,339 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:50,339 - INFO - Refreshing data for episode 38
+2025-03-10 17:03:50,339 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:50,723 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:50,729 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:50,762 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:50,799 - INFO - CLOSED long at 2081.0 | PnL: 0.02% | $-0.16
+2025-03-10 17:03:50,817 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7929321428574 | Take profit: 2115.567476785714
+2025-03-10 17:03:50,908 - INFO - STOP LOSS hit for long at 2073.7929321428574 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:50,927 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226821428573 | Take profit: 2079.0782267857144
+2025-03-10 17:03:51,273 - INFO - STOP LOSS hit for long at 2038.0226821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:51,292 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:03:51,311 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:51,332 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:03:51,990 - INFO - STOP LOSS hit for long at 2005.426482142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:52,013 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983821428572 | Take profit: 2035.2911267857141
+2025-03-10 17:03:52,473 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.96
+2025-03-10 17:03:52,473 - INFO - Episode 38: Reward=14.52, Balance=$95.20, Win Rate=0.0%, Trades=5, Episode PnL=$-4.80, Total PnL=$-171.10, Max Drawdown=4.8%, Pred Accuracy=99.6%
+2025-03-10 17:03:52,475 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:52,475 - INFO - Refreshing data for episode 39
+2025-03-10 17:03:52,475 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:53,002 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:53,007 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:53,040 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:53,178 - INFO - STOP LOSS hit for long at 2070.141282142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:53,213 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226821428573 | Take profit: 2079.0782267857144
+2025-03-10 17:03:53,530 - INFO - STOP LOSS hit for long at 2038.0226821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:53,551 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:03:53,570 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:53,607 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:03:54,230 - INFO - STOP LOSS hit for long at 2005.426482142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:03:54,247 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983821428572 | Take profit: 2035.2911267857141
+2025-03-10 17:03:54,692 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:03:54,692 - INFO - Episode 39: Reward=15.15, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-175.75, Max Drawdown=4.6%, Pred Accuracy=99.6%
+2025-03-10 17:03:54,693 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:54,693 - INFO - Refreshing data for episode 40
+2025-03-10 17:03:54,693 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:55,365 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:55,371 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:56,111 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:56,263 - INFO - STOP LOSS hit for long at 2070.141282142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:56,285 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226821428573 | Take profit: 2079.0782267857144
+2025-03-10 17:03:56,626 - INFO - STOP LOSS hit for long at 2038.0226821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:03:56,645 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:03:56,664 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:03:56,685 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:03:56,761 - INFO - CLOSED long at 2021.97 | PnL: 0.32% | $0.42
+2025-03-10 17:03:56,761 - INFO - OPENED SHORT at 2021.97 | Stop loss: 2032.115667857143 | Take profit: 1991.5867232142857
+2025-03-10 17:03:56,795 - INFO - CLOSED short at 2035.32 | PnL: -0.66% | $-1.45
+2025-03-10 17:03:56,795 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1075821428572 | Take profit: 2065.903526785714
+2025-03-10 17:03:56,949 - INFO - CLOSED long at 2030.3 | PnL: -0.25% | $-0.65
+2025-03-10 17:03:56,949 - INFO - OPENED SHORT at 2030.3 | Stop loss: 2040.487317857143 | Take profit: 1999.7917732142857
+2025-03-10 17:03:56,981 - INFO - CLOSED short at 2020.7 | PnL: 0.47% | $0.69
+2025-03-10 17:03:56,981 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.560682142857 | Take profit: 2051.0642267857143
+2025-03-10 17:03:57,091 - INFO - STOP LOSS hit for long at 2010.560682142857 | PnL: -0.50% | $-1.13
+2025-03-10 17:03:57,113 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7947821428572 | Take profit: 2040.0819267857146
+2025-03-10 17:03:57,537 - INFO - STOP LOSS hit for long at 1999.7947821428572 | PnL: -0.50% | $-1.12
+2025-03-10 17:03:57,556 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4217821428572 | Take profit: 2034.6009267857141
+2025-03-10 17:03:57,797 - INFO - CLOSED long at 2017.88 | PnL: 0.67% | $1.04
+2025-03-10 17:03:57,819 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0235321428572 | Take profit: 2044.3956767857142
+2025-03-10 17:03:57,876 - INFO - Trade Analysis: Win Rate=14.3% in uptrends, 0.0% in downtrends | Avg Win=$0.72, Avg Loss=$-1.12
+2025-03-10 17:03:57,876 - INFO - Episode 40: Reward=14.27, Balance=$94.30, Win Rate=30.0%, Trades=10, Episode PnL=$-5.46, Total PnL=$-181.45, Max Drawdown=6.7%, Pred Accuracy=99.6%
+2025-03-10 17:03:57,990 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:03:57,991 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:03:57,991 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:03:58,417 - INFO - Visualization saved for episode 40
+2025-03-10 17:03:59,142 - INFO - Visualization saved for episode 40
+2025-03-10 17:03:59,149 - INFO - Refreshing data for episode 41
+2025-03-10 17:03:59,149 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:03:59,436 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:03:59,443 - INFO - Initialized environment with 100 candles
+2025-03-10 17:03:59,700 - INFO - OPENED LONG at 2080.58 | Stop loss: 2070.141282142857 | Take profit: 2111.842426785714
+2025-03-10 17:03:59,855 - INFO - STOP LOSS hit for long at 2070.141282142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:03:59,878 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226821428573 | Take profit: 2079.0782267857144
+2025-03-10 17:04:00,131 - INFO - STOP LOSS hit for long at 2038.0226821428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:00,152 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336632142857 | Take profit: 2057.9763767857144
+2025-03-10 17:04:00,172 - INFO - STOP LOSS hit for long at 2017.336632142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:04:00,193 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426482142857 | Take profit: 2045.8268267857143
+2025-03-10 17:04:00,649 - INFO - STOP LOSS hit for long at 2005.426482142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:04:00,668 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983821428572 | Take profit: 2035.2911267857141
+2025-03-10 17:04:00,685 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:04:00,686 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.176317857143 | Take profit: 1977.9247732142856
+2025-03-10 17:04:00,705 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.86
+2025-03-10 17:04:00,706 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.227482142857 | Take profit: 2045.623826785714
+2025-03-10 17:04:00,765 - INFO - STOP LOSS hit for long at 2005.227482142857 | PnL: -0.50% | $-1.12
+2025-03-10 17:04:00,790 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.053682142857 | Take profit: 2032.1852267857141
+2025-03-10 17:04:00,898 - INFO - CLOSED long at 2008.1 | PnL: 0.30% | $0.37
+2025-03-10 17:04:00,917 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1579821428572 | Take profit: 2039.4323267857144
+2025-03-10 17:04:01,008 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.23, Avg Loss=$-1.10
+2025-03-10 17:04:01,009 - INFO - Episode 41: Reward=14.95, Balance=$93.82, Win Rate=25.0%, Trades=8, Episode PnL=$-6.26, Total PnL=$-187.63, Max Drawdown=6.5%, Pred Accuracy=99.6%
+2025-03-10 17:04:01,009 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:01,009 - INFO - Refreshing data for episode 42
+2025-03-10 17:04:01,010 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:01,482 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:01,488 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:01,523 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2933392857144 | Take profit: 2116.0706160714285
+2025-03-10 17:04:01,642 - INFO - CLOSED long at 2075.07 | PnL: -0.46% | $-1.11
+2025-03-10 17:04:01,662 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3385392857144 | Take profit: 2098.7750160714286
+2025-03-10 17:04:01,681 - INFO - STOP LOSS hit for long at 2057.3385392857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:01,703 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7120892857142 | Take profit: 2081.8143660714286
+2025-03-10 17:04:01,928 - INFO - STOP LOSS hit for long at 2040.7120892857142 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:01,947 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3395392857144 | Take profit: 2057.9720160714287
+2025-03-10 17:04:01,967 - INFO - STOP LOSS hit for long at 2017.3395392857144 | PnL: -0.50% | $-1.14
+2025-03-10 17:04:01,986 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4293892857143 | Take profit: 2045.8224660714286
+2025-03-10 17:04:02,461 - INFO - STOP LOSS hit for long at 2005.4293892857143 | PnL: -0.50% | $-1.13
+2025-03-10 17:04:02,477 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1012892857145 | Take profit: 2035.2867660714287
+2025-03-10 17:04:02,677 - INFO - CLOSED long at 2002.6 | PnL: -0.13% | $-0.42
+2025-03-10 17:04:02,677 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6459107142855 | Take profit: 1972.5116339285712
+2025-03-10 17:04:02,697 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:04:02,697 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.245639285714 | Take profit: 2032.3737160714284
+2025-03-10 17:04:02,876 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.90
+2025-03-10 17:04:02,877 - INFO - Episode 42: Reward=8.60, Balance=$93.71, Win Rate=0.0%, Trades=7, Episode PnL=$-5.87, Total PnL=$-193.92, Max Drawdown=5.7%, Pred Accuracy=99.6%
+2025-03-10 17:04:02,877 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:02,877 - INFO - Refreshing data for episode 43
+2025-03-10 17:04:02,877 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:04,444 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:04,450 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:04,482 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2931285714285 | Take profit: 2116.070932142857
+2025-03-10 17:04:04,616 - INFO - STOP LOSS hit for long at 2074.2931285714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:04,636 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0253785714287 | Take profit: 2079.0741821428574
+2025-03-10 17:04:04,864 - INFO - CLOSED long at 2042.0 | PnL: -0.31% | $-0.79
+2025-03-10 17:04:04,883 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4933285714285 | Take profit: 2067.3103321428575
+2025-03-10 17:04:04,921 - INFO - STOP LOSS hit for long at 2026.4933285714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:04,939 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4291785714286 | Take profit: 2045.8227821428572
+2025-03-10 17:04:05,419 - INFO - STOP LOSS hit for long at 2005.4291785714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:04:05,452 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1010785714286 | Take profit: 2035.2870821428573
+2025-03-10 17:04:05,737 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.19
+2025-03-10 17:04:05,737 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3193214285714 | Take profit: 1979.0517178571429
+2025-03-10 17:04:05,756 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.00
+2025-03-10 17:04:05,756 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7574785714287 | Take profit: 2048.1978821428575
+2025-03-10 17:04:05,922 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.19, Avg Loss=$-1.06
+2025-03-10 17:04:05,922 - INFO - Episode 43: Reward=10.30, Balance=$94.91, Win Rate=16.7%, Trades=6, Episode PnL=$-5.28, Total PnL=$-199.01, Max Drawdown=4.3%, Pred Accuracy=99.6%
+2025-03-10 17:04:05,922 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:05,922 - INFO - Refreshing data for episode 44
+2025-03-10 17:04:05,923 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:06,385 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:06,390 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:06,578 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2931285714285 | Take profit: 2116.070932142857
+2025-03-10 17:04:06,615 - INFO - CLOSED long at 2084.25 | PnL: -0.02% | $-0.24
+2025-03-10 17:04:06,615 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7043714285714 | Take profit: 2052.9365678571426
+2025-03-10 17:04:06,635 - INFO - CLOSED short at 2085.37 | PnL: -0.05% | $-0.30
+2025-03-10 17:04:06,635 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9100285714285 | Take profit: 2116.7002321428567
+2025-03-10 17:04:06,709 - INFO - STOP LOSS hit for long at 2074.9100285714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:06,732 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0253785714287 | Take profit: 2079.0741821428574
+2025-03-10 17:04:06,853 - INFO - CLOSED long at 2058.11 | PnL: 0.48% | $0.73
+2025-03-10 17:04:06,853 - INFO - OPENED SHORT at 2058.11 | Stop loss: 2068.4336714285714 | Take profit: 2027.188667857143
+2025-03-10 17:04:06,891 - INFO - CLOSED short at 2054.03 | PnL: 0.20% | $0.19
+2025-03-10 17:04:06,891 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7267285714288 | Take profit: 2084.890132142857
+2025-03-10 17:04:07,018 - INFO - STOP LOSS hit for long at 2043.7267285714288 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:07,035 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7568785714284 | Take profit: 2072.679682142857
+2025-03-10 17:04:07,070 - INFO - STOP LOSS hit for long at 2031.7568785714284 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:07,091 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2651285714285 | Take profit: 2040.554932142857
+2025-03-10 17:04:07,440 - INFO - CLOSED long at 2020.89 | PnL: 0.52% | $0.81
+2025-03-10 17:04:07,440 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0275714285715 | Take profit: 1990.526967857143
+2025-03-10 17:04:07,457 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.34
+2025-03-10 17:04:07,457 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2003285714284 | Take profit: 2045.589332142857
+2025-03-10 17:04:07,718 - INFO - STOP LOSS hit for long at 2005.2003285714284 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:07,754 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1010785714286 | Take profit: 2035.2870821428573
+2025-03-10 17:04:08,200 - INFO - Trade Analysis: Win Rate=28.6% in uptrends, 0.0% in downtrends | Avg Win=$0.52, Avg Loss=$-0.87
+2025-03-10 17:04:08,201 - INFO - Episode 44: Reward=15.25, Balance=$96.85, Win Rate=40.0%, Trades=10, Episode PnL=$-4.45, Total PnL=$-202.16, Max Drawdown=3.1%, Pred Accuracy=99.5%
+2025-03-10 17:04:08,201 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:08,202 - INFO - Refreshing data for episode 45
+2025-03-10 17:04:08,202 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:08,968 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:08,977 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:09,393 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2931285714285 | Take profit: 2116.070932142857
+2025-03-10 17:04:09,545 - INFO - STOP LOSS hit for long at 2074.2931285714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:09,567 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0253785714287 | Take profit: 2079.0741821428574
+2025-03-10 17:04:09,995 - INFO - STOP LOSS hit for long at 2038.0253785714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:10,042 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3393285714285 | Take profit: 2057.9723321428573
+2025-03-10 17:04:10,079 - INFO - STOP LOSS hit for long at 2017.3393285714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:10,131 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4291785714286 | Take profit: 2045.8227821428572
+2025-03-10 17:04:10,532 - INFO - CLOSED long at 2015.31 | PnL: -0.01% | $-0.21
+2025-03-10 17:04:10,572 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1953785714286 | Take profit: 2044.5641821428574
+2025-03-10 17:04:10,714 - INFO - CLOSED long at 2010.92 | PnL: -0.17% | $-0.51
+2025-03-10 17:04:10,736 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9964785714285 | Take profit: 2040.280882142857
+2025-03-10 17:04:11,097 - INFO - STOP LOSS hit for long at 1999.9964785714285 | PnL: -0.50% | $-1.13
+2025-03-10 17:04:11,123 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4244785714286 | Take profit: 2034.5968821428573
+2025-03-10 17:04:11,488 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.89
+2025-03-10 17:04:11,489 - INFO - Episode 45: Reward=24.37, Balance=$94.64, Win Rate=0.0%, Trades=6, Episode PnL=$-5.36, Total PnL=$-207.52, Max Drawdown=5.4%, Pred Accuracy=99.6%
+2025-03-10 17:04:11,489 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:11,489 - INFO - Refreshing data for episode 46
+2025-03-10 17:04:11,490 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:11,808 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:11,816 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:11,852 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.292246428571 | Take profit: 2116.0722553571427
+2025-03-10 17:04:12,064 - INFO - STOP LOSS hit for long at 2074.292246428571 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:12,110 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0244964285716 | Take profit: 2079.075505357143
+2025-03-10 17:04:12,531 - INFO - STOP LOSS hit for long at 2038.0244964285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:12,579 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3384464285714 | Take profit: 2057.9736553571424
+2025-03-10 17:04:12,602 - INFO - STOP LOSS hit for long at 2017.3384464285714 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:12,625 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4282964285715 | Take profit: 2045.8241053571426
+2025-03-10 17:04:13,336 - INFO - CLOSED long at 2003.71 | PnL: -0.59% | $-1.30
+2025-03-10 17:04:13,336 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7625535714285 | Take profit: 1973.603344642857
+2025-03-10 17:04:13,377 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.32
+2025-03-10 17:04:13,377 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1001964285715 | Take profit: 2035.288405357143
+2025-03-10 17:04:13,904 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.03
+2025-03-10 17:04:13,904 - INFO - Episode 46: Reward=24.64, Balance=$94.86, Win Rate=0.0%, Trades=5, Episode PnL=$-3.83, Total PnL=$-212.65, Max Drawdown=3.5%, Pred Accuracy=99.6%
+2025-03-10 17:04:13,904 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:13,905 - INFO - Refreshing data for episode 47
+2025-03-10 17:04:13,905 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:14,227 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:14,234 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:14,272 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2920285714285 | Take profit: 2116.0725821428573
+2025-03-10 17:04:14,425 - INFO - STOP LOSS hit for long at 2074.2920285714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:14,456 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0242785714288 | Take profit: 2079.0758321428575
+2025-03-10 17:04:14,836 - INFO - CLOSED long at 2036.71 | PnL: -0.57% | $-1.29
+2025-03-10 17:04:14,862 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3382285714285 | Take profit: 2057.9739821428575
+2025-03-10 17:04:14,888 - INFO - STOP LOSS hit for long at 2017.3382285714285 | PnL: -0.50% | $-1.15
+2025-03-10 17:04:14,914 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4280785714286 | Take profit: 2045.8244321428572
+2025-03-10 17:04:15,644 - INFO - STOP LOSS hit for long at 2005.4280785714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:04:15,662 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0999785714287 | Take profit: 2035.2887321428575
+2025-03-10 17:04:16,037 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.19
+2025-03-10 17:04:16,037 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3204214285713 | Take profit: 1979.0500678571427
+2025-03-10 17:04:16,063 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-0.99
+2025-03-10 17:04:16,063 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7563785714287 | Take profit: 2048.199532142857
+2025-03-10 17:04:16,147 - INFO - CLOSED long at 2021.01 | PnL: 0.16% | $0.10
+2025-03-10 17:04:16,147 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1492714285712 | Take profit: 1990.643517857143
+2025-03-10 17:04:16,167 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.15, Avg Loss=$-1.15
+2025-03-10 17:04:16,168 - INFO - Episode 47: Reward=25.42, Balance=$94.53, Win Rate=28.6%, Trades=7, Episode PnL=$-5.77, Total PnL=$-218.12, Max Drawdown=4.8%, Pred Accuracy=99.6%
+2025-03-10 17:04:16,168 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:16,168 - INFO - Refreshing data for episode 48
+2025-03-10 17:04:16,169 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:16,474 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:16,481 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:16,592 - INFO - OPENED SHORT at 2084.75 | Stop loss: 2095.208125 | Take profit: 2053.4271875
+2025-03-10 17:04:16,652 - INFO - CLOSED short at 2081.0 | PnL: 0.18% | $0.16
+2025-03-10 17:04:16,653 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.560625 | Take profit: 2112.2665625
+2025-03-10 17:04:16,844 - INFO - STOP LOSS hit for long at 2070.560625 | PnL: -0.50% | $-1.19
+2025-03-10 17:04:16,865 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0241250000001 | Take profit: 2079.0760625000003
+2025-03-10 17:04:17,244 - INFO - STOP LOSS hit for long at 2038.0241250000001 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:17,265 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.338075 | Take profit: 2057.9742125
+2025-03-10 17:04:17,289 - INFO - STOP LOSS hit for long at 2017.338075 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:17,314 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.427925 | Take profit: 2045.8246625
+2025-03-10 17:04:17,714 - INFO - CLOSED long at 2015.31 | PnL: -0.01% | $-0.21
+2025-03-10 17:04:17,732 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1941249999998 | Take profit: 2044.5660625
+2025-03-10 17:04:18,038 - INFO - CLOSED long at 2003.71 | PnL: -0.53% | $-1.19
+2025-03-10 17:04:18,038 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.762925 | Take profit: 1973.6027875
+2025-03-10 17:04:18,064 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.32
+2025-03-10 17:04:18,064 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.099825 | Take profit: 2035.2889625
+2025-03-10 17:04:18,580 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.16, Avg Loss=$-0.87
+2025-03-10 17:04:18,580 - INFO - Episode 48: Reward=23.89, Balance=$94.92, Win Rate=14.3%, Trades=7, Episode PnL=$-3.89, Total PnL=$-223.20, Max Drawdown=3.6%, Pred Accuracy=99.6%
+2025-03-10 17:04:18,581 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:18,581 - INFO - Refreshing data for episode 49
+2025-03-10 17:04:18,581 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:18,892 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:18,901 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:19,064 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.291875 | Take profit: 2116.0728125
+2025-03-10 17:04:19,262 - INFO - STOP LOSS hit for long at 2074.291875 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:19,285 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0241250000001 | Take profit: 2079.0760625000003
+2025-03-10 17:04:19,664 - INFO - STOP LOSS hit for long at 2038.0241250000001 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:19,684 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.338075 | Take profit: 2057.9742125
+2025-03-10 17:04:19,711 - INFO - STOP LOSS hit for long at 2017.338075 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:19,742 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.427925 | Take profit: 2045.8246625
+2025-03-10 17:04:20,448 - INFO - STOP LOSS hit for long at 2005.427925 | PnL: -0.50% | $-1.14
+2025-03-10 17:04:20,470 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.099825 | Take profit: 2035.2889625
+2025-03-10 17:04:21,012 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:04:21,013 - INFO - Episode 49: Reward=28.94, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-227.85, Max Drawdown=4.7%, Pred Accuracy=99.6%
+2025-03-10 17:04:21,013 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:04:21,013 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:04:21,141 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:04:21,601 - INFO - Training results saved to training_results.png
+2025-03-10 17:04:21,714 - INFO - Model saved to models/trading_agent_continuous_0.pt
+2025-03-10 17:04:26,716 - INFO - Starting training batch 2
+2025-03-10 17:04:26,716 - INFO - Refreshing data for new training batch
+2025-03-10 17:04:26,716 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:27,065 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:04:27,073 - INFO - Initialized environment with 500 candles
+2025-03-10 17:04:27,073 - INFO - Updated environment with fresh candles
+2025-03-10 17:04:27,073 - INFO - Starting training on device: cuda
+2025-03-10 17:04:27,075 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:04:27,075 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:04:27,213 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:04:27,220 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:04:27,225 - INFO - Refreshing data for episode 0
+2025-03-10 17:04:27,226 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:27,520 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:27,527 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:28,209 - INFO - OPENED SHORT at 2084.75 | Stop loss: 2095.208125 | Take profit: 2053.4271875
+2025-03-10 17:04:28,397 - INFO - TAKE PROFIT hit for short at 2053.4271875 | PnL: 1.50% | $2.76
+2025-03-10 17:04:28,418 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2893750000003 | Take profit: 2020.1834375
+2025-03-10 17:04:28,729 - INFO - TAKE PROFIT hit for short at 2020.1834375 | PnL: 1.50% | $2.83
+2025-03-10 17:04:28,752 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6520749999997 | Take profit: 1985.2553375
+2025-03-10 17:04:28,857 - INFO - STOP LOSS hit for short at 2025.6520749999997 | PnL: -0.50% | $-1.25
+2025-03-10 17:04:28,878 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1540250000003 | Take profit: 2007.3094875000002
+2025-03-10 17:04:29,063 - INFO - CLOSED short at 2015.31 | PnL: 1.11% | $2.07
+2025-03-10 17:04:29,063 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.199075 | Take profit: 2045.5912125
+2025-03-10 17:04:29,084 - INFO - CLOSED long at 2014.3 | PnL: -0.05% | $-0.31
+2025-03-10 17:04:29,084 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.4058750000002 | Take profit: 1984.0339374999999
+2025-03-10 17:04:29,173 - INFO - STOP LOSS hit for short at 2024.4058750000002 | PnL: -0.50% | $-1.26
+2025-03-10 17:04:29,196 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2199249999996 | Take profit: 1984.8317875
+2025-03-10 17:04:29,409 - INFO - CLOSED short at 2010.34 | PnL: 0.24% | $0.28
+2025-03-10 17:04:29,409 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2539249999998 | Take profit: 2040.5466625000001
+2025-03-10 17:04:29,433 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.44
+2025-03-10 17:04:29,433 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1045249999997 | Take profit: 1977.8579874999998
+2025-03-10 17:04:29,695 - INFO - STOP LOSS hit for short at 2018.1045249999997 | PnL: -0.50% | $-1.24
+2025-03-10 17:04:29,715 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3453750000003 | Take profit: 1991.8154375000001
+2025-03-10 17:04:29,756 - INFO - Trade Analysis: Win Rate=57.1% in uptrends, 0.0% in downtrends | Avg Win=$1.99, Avg Loss=$-0.90
+2025-03-10 17:04:29,757 - INFO - Episode 0: Reward=-18.01, Balance=$103.45, Win Rate=44.4%, Trades=9, Episode PnL=$4.21, Total PnL=$-224.41, Max Drawdown=2.0%, Pred Accuracy=99.0%
+2025-03-10 17:04:29,872 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:04:29,873 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:04:30,413 - INFO - Visualization saved for episode 0
+2025-03-10 17:04:31,252 - INFO - Visualization saved for episode 0
+2025-03-10 17:04:31,261 - INFO - Refreshing data for episode 1
+2025-03-10 17:04:31,261 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:31,580 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:31,587 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:31,806 - INFO - OPENED SHORT at 2084.75 | Stop loss: 2095.208125 | Take profit: 2053.4271875
+2025-03-10 17:04:31,946 - INFO - CLOSED short at 2067.71 | PnL: 0.82% | $1.41
+2025-03-10 17:04:31,947 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3370750000004 | Take profit: 2098.7772125
+2025-03-10 17:04:31,978 - INFO - CLOSED long at 2048.3 | PnL: -0.94% | $-2.07
+2025-03-10 17:04:31,980 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.575875 | Take profit: 2017.5239375000003
+2025-03-10 17:04:32,439 - INFO - TAKE PROFIT hit for short at 2017.5239375000003 | PnL: 1.50% | $2.74
+2025-03-10 17:04:32,484 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6520749999997 | Take profit: 1985.2553375
+2025-03-10 17:04:32,569 - INFO - CLOSED short at 2019.57 | PnL: -0.20% | $-0.60
+2025-03-10 17:04:32,596 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6671749999998 | Take profit: 1984.2900375
+2025-03-10 17:04:32,618 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.93
+2025-03-10 17:04:32,619 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.825775 | Take profit: 2052.3511125
+2025-03-10 17:04:32,641 - INFO - CLOSED long at 2035.32 | PnL: 0.66% | $1.11
+2025-03-10 17:04:32,641 - INFO - OPENED SHORT at 2035.32 | Stop loss: 2045.530975 | Take profit: 2004.7386374999999
+2025-03-10 17:04:32,684 - INFO - CLOSED short at 2031.97 | PnL: 0.16% | $0.13
+2025-03-10 17:04:32,684 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.775775 | Take profit: 2062.5011125
+2025-03-10 17:04:32,704 - INFO - CLOSED long at 2026.88 | PnL: -0.25% | $-0.70
+2025-03-10 17:04:32,704 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.0487750000002 | Take profit: 1996.4252375
+2025-03-10 17:04:32,822 - INFO - CLOSED short at 2021.06 | PnL: 0.29% | $0.37
+2025-03-10 17:04:32,823 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.920325 | Take profit: 2051.4274625
+2025-03-10 17:04:32,880 - INFO - CLOSED long at 2020.89 | PnL: -0.01% | $-0.22
+2025-03-10 17:04:32,880 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0288250000003 | Take profit: 1990.5250875000002
+2025-03-10 17:04:33,080 - INFO - CLOSED short at 2015.11 | PnL: 0.29% | $0.37
+2025-03-10 17:04:33,080 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.000075 | Take profit: 2045.3882124999998
+2025-03-10 17:04:33,105 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.62
+2025-03-10 17:04:33,105 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0089750000002 | Take profit: 1980.7046375
+2025-03-10 17:04:33,152 - INFO - CLOSED short at 2014.04 | PnL: -0.16% | $-0.51
+2025-03-10 17:04:33,153 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.935425 | Take profit: 2044.3021625
+2025-03-10 17:04:33,252 - INFO - CLOSED long at 2003.71 | PnL: -0.51% | $-1.21
+2025-03-10 17:04:33,252 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.762925 | Take profit: 1973.6027875
+2025-03-10 17:04:33,371 - INFO - STOP LOSS hit for short at 2013.762925 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:33,393 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2539249999998 | Take profit: 2040.5466625000001
+2025-03-10 17:04:33,441 - INFO - CLOSED long at 2001.83 | PnL: -0.42% | $-1.01
+2025-03-10 17:04:33,441 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8735250000002 | Take profit: 1971.7509875
+2025-03-10 17:04:33,561 - INFO - CLOSED short at 2009.04 | PnL: -0.36% | $-0.88
+2025-03-10 17:04:33,561 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.960425 | Take profit: 2039.2271624999998
+2025-03-10 17:04:33,611 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.28
+2025-03-10 17:04:33,611 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.174875 | Take profit: 1977.9269375
+2025-03-10 17:04:33,722 - INFO - CLOSED short at 2017.88 | PnL: -0.49% | $-1.11
+2025-03-10 17:04:33,722 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.756225 | Take profit: 2048.1997625
+2025-03-10 17:04:33,771 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.53
+2025-03-10 17:04:33,771 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2350250000002 | Take profit: 1983.8664875000002
+2025-03-10 17:04:33,855 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.02, Avg Loss=$-0.85
+2025-03-10 17:04:33,856 - INFO - Episode 1: Reward=-31.24, Balance=$94.29, Win Rate=30.0%, Trades=20, Episode PnL=$-0.18, Total PnL=$-230.11, Max Drawdown=3.9%, Pred Accuracy=99.0%
+2025-03-10 17:04:33,856 - INFO - Refreshing data for episode 2
+2025-03-10 17:04:33,857 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:34,182 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:34,190 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:34,227 - INFO - OPENED SHORT at 2084.75 | Stop loss: 2095.208125 | Take profit: 2053.4271875
+2025-03-10 17:04:34,268 - INFO - CLOSED short at 2084.25 | PnL: 0.02% | $-0.15
+2025-03-10 17:04:34,268 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.794375 | Take profit: 2115.5653125
+2025-03-10 17:04:34,292 - INFO - CLOSED long at 2085.37 | PnL: 0.05% | $-0.09
+2025-03-10 17:04:34,293 - INFO - OPENED SHORT at 2085.37 | Stop loss: 2095.831225 | Take profit: 2054.0378875
+2025-03-10 17:04:34,314 - INFO - CLOSED short at 2084.11 | PnL: 0.06% | $-0.08
+2025-03-10 17:04:34,315 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.655075 | Take profit: 2115.4232125
+2025-03-10 17:04:34,339 - INFO - CLOSED long at 2083.07 | PnL: -0.05% | $-0.29
+2025-03-10 17:04:34,339 - INFO - OPENED SHORT at 2083.07 | Stop loss: 2093.519725 | Take profit: 2051.7723875
+2025-03-10 17:04:34,435 - INFO - TAKE PROFIT hit for short at 2051.7723875 | PnL: 1.50% | $2.74
+2025-03-10 17:04:34,482 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2893750000003 | Take profit: 2020.1834375
+2025-03-10 17:04:34,891 - INFO - TAKE PROFIT hit for short at 2020.1834375 | PnL: 1.50% | $2.82
+2025-03-10 17:04:34,958 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6520749999997 | Take profit: 1985.2553375
+2025-03-10 17:04:35,064 - INFO - STOP LOSS hit for short at 2025.6520749999997 | PnL: -0.50% | $-1.24
+2025-03-10 17:04:35,087 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1540250000003 | Take profit: 2007.3094875000002
+2025-03-10 17:04:35,161 - INFO - CLOSED short at 2030.3 | PnL: 0.37% | $0.56
+2025-03-10 17:04:35,221 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.8378750000002 | Take profit: 1990.3379375000002
+2025-03-10 17:04:35,357 - INFO - CLOSED short at 2020.89 | PnL: -0.01% | $-0.22
+2025-03-10 17:04:35,358 - INFO - OPENED LONG at 2020.89 | Stop loss: 2010.751175 | Take profit: 2051.2549125
+2025-03-10 17:04:35,379 - INFO - CLOSED long at 2015.31 | PnL: -0.28% | $-0.77
+2025-03-10 17:04:35,379 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.420925 | Take profit: 1985.0287875
+2025-03-10 17:04:35,405 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.10
+2025-03-10 17:04:35,454 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.963775 | Take profit: 1979.6802375
+2025-03-10 17:04:35,474 - INFO - STOP LOSS hit for short at 2019.963775 | PnL: -0.50% | $-1.22
+2025-03-10 17:04:35,495 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.293325 | Take profit: 2056.9084625
+2025-03-10 17:04:35,516 - INFO - CLOSED long at 2015.11 | PnL: -0.56% | $-1.32
+2025-03-10 17:04:35,559 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.995225 | Take profit: 2040.2827625
+2025-03-10 17:04:35,601 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:04:35,740 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2201750000002 | Take profit: 1975.0310375000001
+2025-03-10 17:04:35,773 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:04:35,869 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7864749999999 | Take profit: 2031.9090124999998
+2025-03-10 17:04:35,897 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:04:36,187 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.756225 | Take profit: 2048.1997625
+2025-03-10 17:04:36,231 - INFO - CLOSED long at 2023.76 | PnL: 0.29% | $0.38
+2025-03-10 17:04:36,301 - INFO - Trade Analysis: Win Rate=28.6% in uptrends, 0.0% in downtrends | Avg Win=$1.34, Avg Loss=$-0.51
+2025-03-10 17:04:36,301 - INFO - Episode 2: Reward=-18.16, Balance=$100.54, Win Rate=29.4%, Trades=17, Episode PnL=$1.69, Total PnL=$-229.58, Max Drawdown=4.6%, Pred Accuracy=99.1%
+2025-03-10 17:04:36,302 - INFO - Refreshing data for episode 3
+2025-03-10 17:04:36,302 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:36,607 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:36,614 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:36,651 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.291875 | Take profit: 2116.0728125
+2025-03-10 17:04:36,684 - INFO - CLOSED long at 2081.0 | PnL: -0.18% | $-0.55
+2025-03-10 17:04:36,755 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.655075 | Take profit: 2115.4232125
+2025-03-10 17:04:36,777 - INFO - CLOSED long at 2083.07 | PnL: -0.05% | $-0.29
+2025-03-10 17:04:36,917 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.591175 | Take profit: 2083.7349125
+2025-03-10 17:04:36,942 - INFO - CLOSED long at 2053.22 | PnL: 0.02% | $-0.16
+2025-03-10 17:04:36,974 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7850750000002 | Take profit: 2089.0332125
+2025-03-10 17:04:37,023 - INFO - CLOSED long at 2054.03 | PnL: -0.20% | $-0.58
+2025-03-10 17:04:37,110 - INFO - OPENED SHORT at 2046.76 | Stop loss: 2057.028175 | Take profit: 2016.0070374999998
+2025-03-10 17:04:37,164 - INFO - CLOSED short at 2043.95 | PnL: 0.14% | $0.07
+2025-03-10 17:04:37,232 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.755625 | Take profit: 2072.6815625
+2025-03-10 17:04:37,254 - INFO - CLOSED long at 2036.71 | PnL: -0.26% | $-0.70
+2025-03-10 17:04:37,702 - INFO - OPENED LONG at 2020.89 | Stop loss: 2010.751175 | Take profit: 2051.2549125
+2025-03-10 17:04:37,727 - INFO - CLOSED long at 2015.31 | PnL: -0.28% | $-0.72
+2025-03-10 17:04:38,597 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.149425 | Take profit: 1990.6432875
+2025-03-10 17:04:38,631 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.07, Avg Loss=$-0.50
+2025-03-10 17:04:38,633 - INFO - Episode 3: Reward=-5.06, Balance=$97.06, Win Rate=14.3%, Trades=7, Episode PnL=$-2.94, Total PnL=$-232.51, Max Drawdown=2.9%, Pred Accuracy=99.1%
+2025-03-10 17:04:38,633 - INFO - Refreshing data for episode 4
+2025-03-10 17:04:38,633 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:38,950 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:38,956 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:39,114 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.655075 | Take profit: 2115.4232125
+2025-03-10 17:04:39,133 - INFO - CLOSED long at 2083.07 | PnL: -0.05% | $-0.29
+2025-03-10 17:04:39,548 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3035750000001 | Take profit: 2044.6777124999999
+2025-03-10 17:04:39,594 - INFO - CLOSED long at 2014.56 | PnL: 0.01% | $-0.18
+2025-03-10 17:04:39,662 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1540250000003 | Take profit: 2007.3094875000002
+2025-03-10 17:04:39,689 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.38
+2025-03-10 17:04:39,808 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0288250000003 | Take profit: 1990.5250875000002
+2025-03-10 17:04:39,828 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.35
+2025-03-10 17:04:39,893 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7962250000003 | Take profit: 2040.0797625000002
+2025-03-10 17:04:39,918 - INFO - CLOSED long at 2021.15 | PnL: 0.56% | $0.91
+2025-03-10 17:04:39,940 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.293325 | Take profit: 2056.9084625
+2025-03-10 17:04:39,968 - INFO - STOP LOSS hit for long at 2016.293325 | PnL: -0.50% | $-1.20
+2025-03-10 17:04:40,564 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.54, Avg Loss=$-0.56
+2025-03-10 17:04:40,565 - INFO - Episode 4: Reward=3.16, Balance=$99.96, Win Rate=50.0%, Trades=6, Episode PnL=$-0.04, Total PnL=$-232.56, Max Drawdown=1.2%, Pred Accuracy=99.2%
+2025-03-10 17:04:40,565 - INFO - Refreshing data for episode 5
+2025-03-10 17:04:40,565 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:40,875 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:40,884 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:41,386 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.620275 | Take profit: 2114.3676125
+2025-03-10 17:04:41,427 - INFO - CLOSED long at 2067.71 | PnL: -0.74% | $-1.65
+2025-03-10 17:04:41,564 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.334525 | Take profit: 2023.1679875000002
+2025-03-10 17:04:41,603 - INFO - CLOSED short at 2046.76 | PnL: 0.35% | $0.49
+2025-03-10 17:04:42,373 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.174875 | Take profit: 1977.9269375
+2025-03-10 17:04:42,470 - INFO - CLOSED short at 2008.03 | PnL: 0.00% | $-0.19
+2025-03-10 17:04:42,580 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.250475 | Take profit: 1969.1801375
+2025-03-10 17:04:42,626 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.70
+2025-03-10 17:04:42,976 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.49, Avg Loss=$-0.85
+2025-03-10 17:04:42,977 - INFO - Episode 5: Reward=-5.39, Balance=$97.95, Win Rate=25.0%, Trades=4, Episode PnL=$-2.05, Total PnL=$-234.60, Max Drawdown=2.0%, Pred Accuracy=99.2%
+2025-03-10 17:04:42,977 - INFO - Refreshing data for episode 6
+2025-03-10 17:04:42,977 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:43,278 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:43,284 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:43,648 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3370750000004 | Take profit: 2098.7772125
+2025-03-10 17:04:43,669 - INFO - STOP LOSS hit for long at 2057.3370750000004 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:43,981 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.845125 | Take profit: 2074.8130625
+2025-03-10 17:04:44,007 - INFO - CLOSED long at 2043.59 | PnL: -0.02% | $-0.24
+2025-03-10 17:04:45,358 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.71
+2025-03-10 17:04:45,358 - INFO - Episode 6: Reward=-0.27, Balance=$98.57, Win Rate=0.0%, Trades=2, Episode PnL=$-1.43, Total PnL=$-236.03, Max Drawdown=1.4%, Pred Accuracy=99.3%
+2025-03-10 17:04:45,358 - INFO - Refreshing data for episode 7
+2025-03-10 17:04:45,359 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:45,652 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:45,658 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:45,967 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.291875 | Take profit: 2116.0728125
+2025-03-10 17:04:46,101 - INFO - STOP LOSS hit for long at 2074.291875 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:46,771 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.109025 | Take profit: 2065.9013625
+2025-03-10 17:04:46,870 - INFO - CLOSED long at 2020.7 | PnL: -0.72% | $-1.59
+2025-03-10 17:04:47,716 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.756225 | Take profit: 2048.1997625
+2025-03-10 17:04:47,866 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.39
+2025-03-10 17:04:47,867 - INFO - Episode 7: Reward=15.23, Balance=$97.23, Win Rate=0.0%, Trades=2, Episode PnL=$-2.77, Total PnL=$-238.81, Max Drawdown=2.8%, Pred Accuracy=99.4%
+2025-03-10 17:04:47,867 - INFO - Refreshing data for episode 8
+2025-03-10 17:04:47,867 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:48,176 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:48,185 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:48,259 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.291860714286 | Take profit: 2116.0728339285715
+2025-03-10 17:04:48,408 - INFO - STOP LOSS hit for long at 2074.291860714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:48,496 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5911607142855 | Take profit: 2083.7349339285715
+2025-03-10 17:04:48,690 - INFO - STOP LOSS hit for long at 2042.5911607142855 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:48,760 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2638607142858 | Take profit: 2040.5568339285712
+2025-03-10 17:04:48,801 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.20
+2025-03-10 17:04:48,822 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.702239285714 | Take profit: 1989.2248660714286
+2025-03-10 17:04:48,887 - INFO - STOP LOSS hit for short at 2029.702239285714 | PnL: -0.50% | $-1.16
+2025-03-10 17:04:49,200 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.2933107142858 | Take profit: 2056.9084839285715
+2025-03-10 17:04:49,225 - INFO - STOP LOSS hit for long at 2016.2933107142858 | PnL: -0.50% | $-1.14
+2025-03-10 17:04:49,494 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1895107142857 | Take profit: 2029.2598839285718
+2025-03-10 17:04:49,750 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.20, Avg Loss=$-1.16
+2025-03-10 17:04:49,750 - INFO - Episode 8: Reward=21.41, Balance=$95.54, Win Rate=20.0%, Trades=5, Episode PnL=$-4.46, Total PnL=$-243.26, Max Drawdown=4.5%, Pred Accuracy=99.5%
+2025-03-10 17:04:49,750 - INFO - Refreshing data for episode 9
+2025-03-10 17:04:49,750 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:50,089 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:50,097 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:50,177 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7943607142856 | Take profit: 2115.5653339285714
+2025-03-10 17:04:50,287 - INFO - STOP LOSS hit for long at 2073.7943607142856 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:50,334 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7106107142858 | Take profit: 2081.8165839285716
+2025-03-10 17:04:50,459 - INFO - CLOSED long at 2054.03 | PnL: 0.15% | $0.09
+2025-03-10 17:04:50,459 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.3345392857145 | Take profit: 2023.1679660714287
+2025-03-10 17:04:50,508 - INFO - CLOSED short at 2046.76 | PnL: 0.35% | $0.49
+2025-03-10 17:04:50,508 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4918107142857 | Take profit: 2077.5129839285714
+2025-03-10 17:04:50,653 - INFO - STOP LOSS hit for long at 2036.4918107142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:50,675 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2638607142858 | Take profit: 2040.5568339285712
+2025-03-10 17:04:50,921 - INFO - CLOSED long at 2020.7 | PnL: 0.51% | $0.80
+2025-03-10 17:04:50,921 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.8378892857145 | Take profit: 1990.3379160714285
+2025-03-10 17:04:51,018 - INFO - CLOSED short at 2015.31 | PnL: 0.27% | $0.32
+2025-03-10 17:04:51,018 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1990607142857 | Take profit: 2045.5912339285715
+2025-03-10 17:04:51,270 - INFO - STOP LOSS hit for long at 2005.1990607142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:51,296 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.099810714286 | Take profit: 2035.2889839285715
+2025-03-10 17:04:51,939 - INFO - Trade Analysis: Win Rate=40.0% in uptrends, 0.0% in downtrends | Avg Win=$0.43, Avg Loss=$-1.18
+2025-03-10 17:04:51,939 - INFO - Episode 9: Reward=30.01, Balance=$98.18, Win Rate=57.1%, Trades=7, Episode PnL=$-2.72, Total PnL=$-245.09, Max Drawdown=1.8%, Pred Accuracy=99.6%
+2025-03-10 17:04:51,939 - INFO - Refreshing data for episode 10
+2025-03-10 17:04:51,940 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:52,258 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:52,267 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:53,200 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.291860714286 | Take profit: 2116.0728339285715
+2025-03-10 17:04:53,349 - INFO - STOP LOSS hit for long at 2074.291860714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:53,369 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.024110714286 | Take profit: 2079.0760839285717
+2025-03-10 17:04:53,705 - INFO - CLOSED long at 2042.0 | PnL: -0.31% | $-0.79
+2025-03-10 17:04:53,706 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.244389285714 | Take profit: 2011.3184160714286
+2025-03-10 17:04:53,752 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.31
+2025-03-10 17:04:53,752 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4920607142858 | Take profit: 2067.3122339285715
+2025-03-10 17:04:53,773 - INFO - CLOSED long at 2027.51 | PnL: -0.45% | $-1.07
+2025-03-10 17:04:53,773 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.6819392857142 | Take profit: 1997.0457660714285
+2025-03-10 17:04:53,794 - INFO - CLOSED short at 2010.35 | PnL: 0.85% | $1.43
+2025-03-10 17:04:53,795 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2638607142858 | Take profit: 2040.5568339285712
+2025-03-10 17:04:54,692 - INFO - CLOSED long at 2001.83 | PnL: -0.42% | $-1.02
+2025-03-10 17:04:54,716 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0551107142855 | Take profit: 2032.1830839285712
+2025-03-10 17:04:55,075 - INFO - Trade Analysis: Win Rate=66.7% in uptrends, 0.0% in downtrends | Avg Win=$0.87, Avg Loss=$-1.01
+2025-03-10 17:04:55,076 - INFO - Episode 10: Reward=24.75, Balance=$97.67, Win Rate=33.3%, Trades=6, Episode PnL=$-0.47, Total PnL=$-247.41, Max Drawdown=2.3%, Pred Accuracy=99.8%
+2025-03-10 17:04:55,197 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:04:55,198 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:04:55,702 - INFO - Visualization saved for episode 10
+2025-03-10 17:04:56,501 - INFO - Visualization saved for episode 10
+2025-03-10 17:04:56,506 - INFO - Refreshing data for episode 11
+2025-03-10 17:04:56,506 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:56,814 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:56,824 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:57,015 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2917714285713 | Take profit: 2116.072967857143
+2025-03-10 17:04:57,166 - INFO - STOP LOSS hit for long at 2074.2917714285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:57,198 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0240214285716 | Take profit: 2079.076217857143
+2025-03-10 17:04:57,507 - INFO - STOP LOSS hit for long at 2038.0240214285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:57,551 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2637714285713 | Take profit: 2040.5569678571428
+2025-03-10 17:04:58,014 - INFO - CLOSED long at 2010.08 | PnL: -0.01% | $-0.22
+2025-03-10 17:04:58,038 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9353214285713 | Take profit: 2044.3023178571427
+2025-03-10 17:04:58,079 - INFO - STOP LOSS hit for long at 2003.9353214285713 | PnL: -0.50% | $-1.15
+2025-03-10 17:04:58,137 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2288214285713 | Take profit: 2045.6218178571428
+2025-03-10 17:04:58,198 - INFO - STOP LOSS hit for long at 2005.2288214285713 | PnL: -0.50% | $-1.14
+2025-03-10 17:04:58,218 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0550214285713 | Take profit: 2032.1832178571426
+2025-03-10 17:04:58,481 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.97
+2025-03-10 17:04:58,482 - INFO - Episode 11: Reward=26.78, Balance=$95.14, Win Rate=0.0%, Trades=5, Episode PnL=$-4.86, Total PnL=$-252.28, Max Drawdown=4.9%, Pred Accuracy=99.9%
+2025-03-10 17:04:58,482 - INFO - Refreshing data for episode 12
+2025-03-10 17:04:58,482 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:04:58,796 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:04:58,804 - INFO - Initialized environment with 100 candles
+2025-03-10 17:04:58,839 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2917714285713 | Take profit: 2116.072967857143
+2025-03-10 17:04:59,001 - INFO - STOP LOSS hit for long at 2074.2917714285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:04:59,023 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0240214285716 | Take profit: 2079.076217857143
+2025-03-10 17:04:59,047 - INFO - CLOSED long at 2051.0 | PnL: 0.13% | $0.06
+2025-03-10 17:04:59,047 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2894785714284 | Take profit: 2020.1832821428573
+2025-03-10 17:04:59,071 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.52
+2025-03-10 17:04:59,071 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2579714285714 | Take profit: 2074.214367857143
+2025-03-10 17:04:59,246 - INFO - CLOSED long at 2044.1 | PnL: 0.03% | $-0.14
+2025-03-10 17:04:59,246 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.3549785714285 | Take profit: 2013.386782142857
+2025-03-10 17:04:59,270 - INFO - CLOSED short at 2043.59 | PnL: 0.02% | $-0.15
+2025-03-10 17:04:59,270 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3375714285714 | Take profit: 2074.295567857143
+2025-03-10 17:04:59,340 - INFO - STOP LOSS hit for long at 2033.3375714285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:04:59,366 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2637714285713 | Take profit: 2040.5569678571428
+2025-03-10 17:04:59,750 - INFO - CLOSED long at 2007.96 | PnL: -0.12% | $-0.42
+2025-03-10 17:04:59,751 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.0342785714283 | Take profit: 1977.7888821428571
+2025-03-10 17:04:59,771 - INFO - CLOSED short at 2009.88 | PnL: -0.10% | $-0.38
+2025-03-10 17:04:59,771 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7961214285715 | Take profit: 2040.079917857143
+2025-03-10 17:05:00,075 - INFO - CLOSED long at 2002.1 | PnL: -0.39% | $-0.93
+2025-03-10 17:05:00,101 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1894214285714 | Take profit: 2029.2600178571429
+2025-03-10 17:05:00,352 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.29, Avg Loss=$-0.62
+2025-03-10 17:05:00,353 - INFO - Episode 12: Reward=22.20, Balance=$96.21, Win Rate=22.2%, Trades=9, Episode PnL=$-3.29, Total PnL=$-256.07, Max Drawdown=3.8%, Pred Accuracy=99.6%
+2025-03-10 17:05:00,353 - INFO - Refreshing data for episode 13
+2025-03-10 17:05:00,353 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:00,669 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:00,675 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:00,805 - INFO - OPENED LONG at 2084.75 | Stop loss: 2074.2917714285713 | Take profit: 2116.072967857143
+2025-03-10 17:05:01,023 - INFO - STOP LOSS hit for long at 2074.2917714285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:01,044 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0240214285716 | Take profit: 2079.076217857143
+2025-03-10 17:05:01,411 - INFO - STOP LOSS hit for long at 2038.0240214285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:01,474 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4278214285714 | Take profit: 2045.8248178571428
+2025-03-10 17:05:02,203 - INFO - STOP LOSS hit for long at 2005.4278214285714 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:02,224 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0997214285717 | Take profit: 2035.2891178571429
+2025-03-10 17:05:02,246 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:05:02,269 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2288214285713 | Take profit: 2045.6218178571428
+2025-03-10 17:05:02,339 - INFO - STOP LOSS hit for long at 2005.2288214285713 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:02,399 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1894214285714 | Take profit: 2029.2600178571429
+2025-03-10 17:05:02,709 - INFO - CLOSED long at 2021.01 | PnL: 1.09% | $1.86
+2025-03-10 17:05:02,710 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1495285714284 | Take profit: 1990.6431321428572
+2025-03-10 17:05:02,729 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.97, Avg Loss=$-1.16
+2025-03-10 17:05:02,729 - INFO - Episode 13: Reward=16.90, Balance=$97.29, Win Rate=33.3%, Trades=6, Episode PnL=$-4.56, Total PnL=$-258.77, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:05:02,730 - INFO - Refreshing data for episode 14
+2025-03-10 17:05:02,730 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:03,047 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:03,056 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:03,363 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5620642857143 | Take profit: 2112.2644035714284
+2025-03-10 17:05:03,487 - INFO - STOP LOSS hit for long at 2070.5620642857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:03,528 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7120642857144 | Take profit: 2081.8144035714286
+2025-03-10 17:05:03,877 - INFO - STOP LOSS hit for long at 2040.7120642857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:03,900 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3395142857141 | Take profit: 2057.972053571428
+2025-03-10 17:05:03,923 - INFO - STOP LOSS hit for long at 2017.3395142857141 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:03,949 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4293642857142 | Take profit: 2045.8225035714283
+2025-03-10 17:05:04,686 - INFO - STOP LOSS hit for long at 2005.4293642857142 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:04,711 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1012642857145 | Take profit: 2035.2868035714287
+2025-03-10 17:05:05,229 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:05:05,229 - INFO - Episode 14: Reward=14.92, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-263.43, Max Drawdown=4.7%, Pred Accuracy=99.6%
+2025-03-10 17:05:05,229 - INFO - Refreshing data for episode 15
+2025-03-10 17:05:05,230 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:05,569 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:05,577 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:06,059 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5620642857143 | Take profit: 2112.2644035714284
+2025-03-10 17:05:06,194 - INFO - STOP LOSS hit for long at 2070.5620642857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:06,217 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0255642857146 | Take profit: 2079.0739035714287
+2025-03-10 17:05:06,509 - INFO - STOP LOSS hit for long at 2038.0255642857146 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:06,535 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3395142857141 | Take profit: 2057.972053571428
+2025-03-10 17:05:06,559 - INFO - STOP LOSS hit for long at 2017.3395142857141 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:06,584 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4293642857142 | Take profit: 2045.8225035714283
+2025-03-10 17:05:07,160 - INFO - STOP LOSS hit for long at 2005.4293642857142 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:07,189 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1012642857145 | Take profit: 2035.2868035714287
+2025-03-10 17:05:07,618 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:05:07,618 - INFO - Episode 15: Reward=28.87, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-268.08, Max Drawdown=4.7%, Pred Accuracy=99.8%
+2025-03-10 17:05:07,619 - INFO - Refreshing data for episode 16
+2025-03-10 17:05:07,619 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:07,927 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:07,934 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:07,972 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5619785714284 | Take profit: 2112.2645321428568
+2025-03-10 17:05:08,116 - INFO - STOP LOSS hit for long at 2070.5619785714284 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:08,139 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0254785714287 | Take profit: 2079.074032142857
+2025-03-10 17:05:08,460 - INFO - STOP LOSS hit for long at 2038.0254785714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:08,486 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3394285714285 | Take profit: 2057.9721821428575
+2025-03-10 17:05:08,513 - INFO - STOP LOSS hit for long at 2017.3394285714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:08,539 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4292785714285 | Take profit: 2045.822632142857
+2025-03-10 17:05:09,095 - INFO - STOP LOSS hit for long at 2005.4292785714285 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:09,120 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1011785714286 | Take profit: 2035.2869321428573
+2025-03-10 17:05:09,254 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.47
+2025-03-10 17:05:09,254 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1435214285716 | Take profit: 1972.0189678571428
+2025-03-10 17:05:09,282 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:05:09,282 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1908785714286 | Take profit: 2029.257832142857
+2025-03-10 17:05:09,764 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.08, Avg Loss=$-1.03
+2025-03-10 17:05:09,764 - INFO - Episode 16: Reward=27.95, Balance=$94.96, Win Rate=16.7%, Trades=6, Episode PnL=$-4.57, Total PnL=$-273.12, Max Drawdown=4.7%, Pred Accuracy=99.8%
+2025-03-10 17:05:09,765 - INFO - Refreshing data for episode 17
+2025-03-10 17:05:09,765 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:10,116 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:10,123 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:10,158 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5614178571427 | Take profit: 2112.265373214286
+2025-03-10 17:05:10,274 - INFO - STOP LOSS hit for long at 2070.5614178571427 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:10,340 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2588678571428 | Take profit: 2074.2130232142854
+2025-03-10 17:05:10,657 - INFO - STOP LOSS hit for long at 2033.2588678571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:10,678 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2646678571427 | Take profit: 2040.5556232142853
+2025-03-10 17:05:10,742 - INFO - CLOSED long at 2019.57 | PnL: 0.46% | $0.69
+2025-03-10 17:05:10,829 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.826567857143 | Take profit: 2052.349923214286
+2025-03-10 17:05:11,144 - INFO - STOP LOSS hit for long at 2011.826567857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:11,183 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.797017857143 | Take profit: 2040.0785732142856
+2025-03-10 17:05:11,666 - INFO - STOP LOSS hit for long at 1999.797017857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:11,712 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4240178571429 | Take profit: 2034.5975732142856
+2025-03-10 17:05:11,754 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.37
+2025-03-10 17:05:11,755 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6465821428571 | Take profit: 1972.510626785714
+2025-03-10 17:05:11,781 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:05:11,781 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2449678571427 | Take profit: 2032.3747232142857
+2025-03-10 17:05:12,045 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.69, Avg Loss=$-0.87
+2025-03-10 17:05:12,046 - INFO - Episode 17: Reward=26.51, Balance=$95.50, Win Rate=14.3%, Trades=7, Episode PnL=$-4.14, Total PnL=$-277.63, Max Drawdown=4.0%, Pred Accuracy=99.8%
+2025-03-10 17:05:12,046 - INFO - Refreshing data for episode 18
+2025-03-10 17:05:12,046 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:12,362 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:12,368 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:12,592 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5614178571427 | Take profit: 2112.265373214286
+2025-03-10 17:05:12,709 - INFO - STOP LOSS hit for long at 2070.5614178571427 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:12,730 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.024917857143 | Take profit: 2079.074873214286
+2025-03-10 17:05:13,093 - INFO - STOP LOSS hit for long at 2038.024917857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:13,114 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.338867857143 | Take profit: 2057.9730232142856
+2025-03-10 17:05:13,139 - INFO - STOP LOSS hit for long at 2017.338867857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:13,181 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4287178571428 | Take profit: 2045.8234732142855
+2025-03-10 17:05:13,887 - INFO - STOP LOSS hit for long at 2005.4287178571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:13,907 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.100617857143 | Take profit: 2035.2877732142858
+2025-03-10 17:05:14,558 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:05:14,558 - INFO - Episode 18: Reward=15.11, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-282.28, Max Drawdown=4.7%, Pred Accuracy=99.7%
+2025-03-10 17:05:14,558 - INFO - Refreshing data for episode 19
+2025-03-10 17:05:14,559 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:14,884 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:14,893 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:14,928 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.561275 | Take profit: 2112.2655875
+2025-03-10 17:05:15,065 - INFO - STOP LOSS hit for long at 2070.561275 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:15,083 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0247750000003 | Take profit: 2079.0750875000003
+2025-03-10 17:05:15,145 - INFO - CLOSED long at 2052.89 | PnL: 0.22% | $0.24
+2025-03-10 17:05:15,174 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.920175 | Take profit: 2084.0688874999996
+2025-03-10 17:05:15,445 - INFO - STOP LOSS hit for long at 2042.920175 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:15,466 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.492725 | Take profit: 2067.3112375
+2025-03-10 17:05:15,510 - INFO - STOP LOSS hit for long at 2026.492725 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:15,536 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4285750000001 | Take profit: 2045.8236874999998
+2025-03-10 17:05:16,271 - INFO - STOP LOSS hit for long at 2005.4285750000001 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:16,294 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.100475 | Take profit: 2035.2879874999999
+2025-03-10 17:05:16,459 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.47
+2025-03-10 17:05:16,460 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1442249999998 | Take profit: 1972.0179124999997
+2025-03-10 17:05:16,515 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:05:16,515 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.190175 | Take profit: 2029.2588875
+2025-03-10 17:05:16,859 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.16, Avg Loss=$-1.03
+2025-03-10 17:05:16,860 - INFO - Episode 19: Reward=15.58, Balance=$95.19, Win Rate=28.6%, Trades=7, Episode PnL=$-4.34, Total PnL=$-287.09, Max Drawdown=4.4%, Pred Accuracy=99.7%
+2025-03-10 17:05:16,860 - INFO - Refreshing data for episode 20
+2025-03-10 17:05:16,860 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:17,203 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:17,210 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:17,674 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.560821428571 | Take profit: 2112.266267857143
+2025-03-10 17:05:17,814 - INFO - STOP LOSS hit for long at 2070.560821428571 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:17,840 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0243214285715 | Take profit: 2079.075767857143
+2025-03-10 17:05:18,134 - INFO - STOP LOSS hit for long at 2038.0243214285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:18,160 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3382714285715 | Take profit: 2057.9739178571426
+2025-03-10 17:05:18,185 - INFO - STOP LOSS hit for long at 2017.3382714285715 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:18,209 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4281214285713 | Take profit: 2045.8243678571428
+2025-03-10 17:05:18,732 - INFO - STOP LOSS hit for long at 2005.4281214285713 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:18,753 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1000214285716 | Take profit: 2035.2886678571429
+2025-03-10 17:05:18,981 - INFO - CLOSED long at 2009.04 | PnL: 0.19% | $0.18
+2025-03-10 17:05:18,981 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1193785714288 | Take profit: 1978.8531321428572
+2025-03-10 17:05:19,003 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:05:19,004 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0253214285715 | Take profit: 2038.2727678571425
+2025-03-10 17:05:19,177 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.18, Avg Loss=$-0.95
+2025-03-10 17:05:19,177 - INFO - Episode 20: Reward=28.41, Balance=$95.42, Win Rate=16.7%, Trades=6, Episode PnL=$-4.75, Total PnL=$-291.67, Max Drawdown=4.7%, Pred Accuracy=99.8%
+2025-03-10 17:05:19,299 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:05:19,299 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:05:19,299 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:20,152 - INFO - Visualization saved for episode 20
+2025-03-10 17:05:21,009 - INFO - Visualization saved for episode 20
+2025-03-10 17:05:21,014 - INFO - Refreshing data for episode 21
+2025-03-10 17:05:21,014 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:21,321 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:21,328 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:21,585 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.560371428571 | Take profit: 2112.2669428571426
+2025-03-10 17:05:21,707 - INFO - CLOSED long at 2075.07 | PnL: -0.28% | $-0.76
+2025-03-10 17:05:21,707 - INFO - OPENED SHORT at 2075.07 | Stop loss: 2085.479978571429 | Take profit: 2043.8920071428572
+2025-03-10 17:05:21,732 - INFO - CLOSED short at 2067.71 | PnL: 0.35% | $0.50
+2025-03-10 17:05:21,732 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3368214285715 | Take profit: 2098.7775928571427
+2025-03-10 17:05:21,782 - INFO - STOP LOSS hit for long at 2057.3368214285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:21,822 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7103714285715 | Take profit: 2081.816942857143
+2025-03-10 17:05:22,130 - INFO - STOP LOSS hit for long at 2040.7103714285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:22,158 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3378214285715 | Take profit: 2057.974592857143
+2025-03-10 17:05:22,200 - INFO - STOP LOSS hit for long at 2017.3378214285715 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:22,252 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4276714285713 | Take profit: 2045.825042857143
+2025-03-10 17:05:22,900 - INFO - CLOSED long at 2003.71 | PnL: -0.59% | $-1.30
+2025-03-10 17:05:22,901 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7631785714284 | Take profit: 1973.6024071428574
+2025-03-10 17:05:22,923 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.32
+2025-03-10 17:05:22,924 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0995714285714 | Take profit: 2035.2893428571429
+2025-03-10 17:05:23,501 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.50, Avg Loss=$-0.98
+2025-03-10 17:05:23,502 - INFO - Episode 21: Reward=23.79, Balance=$94.62, Win Rate=14.3%, Trades=7, Episode PnL=$-3.32, Total PnL=$-297.05, Max Drawdown=3.8%, Pred Accuracy=99.9%
+2025-03-10 17:05:23,502 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:23,502 - INFO - Refreshing data for episode 22
+2025-03-10 17:05:23,503 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:23,801 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:23,808 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:23,966 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.560371428571 | Take profit: 2112.2669428571426
+2025-03-10 17:05:24,108 - INFO - STOP LOSS hit for long at 2070.560371428571 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:24,130 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0238714285717 | Take profit: 2079.0764428571433
+2025-03-10 17:05:24,443 - INFO - STOP LOSS hit for long at 2038.0238714285717 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:24,464 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3378214285715 | Take profit: 2057.974592857143
+2025-03-10 17:05:24,491 - INFO - STOP LOSS hit for long at 2017.3378214285715 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:24,515 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4276714285713 | Take profit: 2045.825042857143
+2025-03-10 17:05:24,677 - INFO - CLOSED long at 2031.97 | PnL: 0.82% | $1.36
+2025-03-10 17:05:24,677 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1644785714286 | Take profit: 2001.4385071428574
+2025-03-10 17:05:24,702 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.29
+2025-03-10 17:05:24,702 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7109714285716 | Take profit: 2057.335142857143
+2025-03-10 17:05:24,840 - INFO - STOP LOSS hit for long at 2016.7109714285716 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:24,866 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1938714285716 | Take profit: 2044.5664428571429
+2025-03-10 17:05:25,076 - INFO - CLOSED long at 2008.61 | PnL: -0.28% | $-0.73
+2025-03-10 17:05:25,077 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6876785714283 | Take profit: 1978.428907142857
+2025-03-10 17:05:25,097 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.27
+2025-03-10 17:05:25,097 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6568214285714 | Take profit: 2033.817592857143
+2025-03-10 17:05:25,121 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:05:25,121 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2204285714288 | Take profit: 1975.030657142857
+2025-03-10 17:05:25,153 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.47
+2025-03-10 17:05:25,153 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0248714285713 | Take profit: 2038.2734428571425
+2025-03-10 17:05:25,597 - INFO - Trade Analysis: Win Rate=28.6% in uptrends, 0.0% in downtrends | Avg Win=$0.64, Avg Loss=$-0.85
+2025-03-10 17:05:25,598 - INFO - Episode 22: Reward=27.44, Balance=$96.00, Win Rate=30.0%, Trades=10, Episode PnL=$-4.58, Total PnL=$-301.05, Max Drawdown=3.5%, Pred Accuracy=99.9%
+2025-03-10 17:05:25,598 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:25,598 - INFO - Refreshing data for episode 23
+2025-03-10 17:05:25,598 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:25,891 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:25,899 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:25,935 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.560371428571 | Take profit: 2112.2669428571426
+2025-03-10 17:05:26,072 - INFO - STOP LOSS hit for long at 2070.560371428571 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:26,094 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0238714285717 | Take profit: 2079.0764428571433
+2025-03-10 17:05:26,388 - INFO - STOP LOSS hit for long at 2038.0238714285717 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:26,413 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3378214285715 | Take profit: 2057.974592857143
+2025-03-10 17:05:26,437 - INFO - STOP LOSS hit for long at 2017.3378214285715 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:26,462 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4276714285713 | Take profit: 2045.825042857143
+2025-03-10 17:05:26,511 - INFO - CLOSED long at 2019.57 | PnL: 0.20% | $0.19
+2025-03-10 17:05:26,511 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.7024785714284 | Take profit: 1989.224507142857
+2025-03-10 17:05:26,532 - INFO - CLOSED short at 2014.56 | PnL: 0.25% | $0.28
+2025-03-10 17:05:26,533 - INFO - OPENED LONG at 2014.56 | Stop loss: 2004.4525714285714 | Take profit: 2044.8303428571426
+2025-03-10 17:05:26,648 - INFO - CLOSED long at 2026.88 | PnL: 0.61% | $0.98
+2025-03-10 17:05:26,648 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.0490285714286 | Take profit: 1996.4248571428573
+2025-03-10 17:05:26,673 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.52
+2025-03-10 17:05:26,673 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1138714285712 | Take profit: 2060.806442857143
+2025-03-10 17:05:26,786 - INFO - STOP LOSS hit for long at 2020.1138714285712 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:26,807 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1938714285716 | Take profit: 2044.5664428571429
+2025-03-10 17:05:26,849 - INFO - CLOSED long at 2009.88 | PnL: -0.22% | $-0.60
+2025-03-10 17:05:26,873 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0096214285716 | Take profit: 2051.519192857143
+2025-03-10 17:05:26,947 - INFO - STOP LOSS hit for long at 2011.0096214285716 | PnL: -0.50% | $-1.13
+2025-03-10 17:05:26,968 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9949714285713 | Take profit: 2040.2831428571428
+2025-03-10 17:05:27,234 - INFO - STOP LOSS hit for long at 1999.9949714285713 | PnL: -0.50% | $-1.12
+2025-03-10 17:05:27,258 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4229714285714 | Take profit: 2034.599142857143
+2025-03-10 17:05:27,644 - INFO - Trade Analysis: Win Rate=12.5% in uptrends, 0.0% in downtrends | Avg Win=$0.48, Avg Loss=$-1.00
+2025-03-10 17:05:27,644 - INFO - Episode 23: Reward=29.14, Balance=$93.41, Win Rate=27.3%, Trades=11, Episode PnL=$-7.75, Total PnL=$-307.63, Max Drawdown=6.6%, Pred Accuracy=99.9%
+2025-03-10 17:05:27,644 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:27,644 - INFO - Refreshing data for episode 24
+2025-03-10 17:05:27,644 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:27,942 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:27,951 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:28,190 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.560371428571 | Take profit: 2112.2669428571426
+2025-03-10 17:05:28,332 - INFO - STOP LOSS hit for long at 2070.560371428571 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:28,370 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0238714285717 | Take profit: 2079.0764428571433
+2025-03-10 17:05:28,718 - INFO - STOP LOSS hit for long at 2038.0238714285717 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:28,741 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3378214285715 | Take profit: 2057.974592857143
+2025-03-10 17:05:28,796 - INFO - STOP LOSS hit for long at 2017.3378214285715 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:28,835 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4276714285713 | Take profit: 2045.825042857143
+2025-03-10 17:05:29,086 - INFO - CLOSED long at 2020.7 | PnL: 0.26% | $0.30
+2025-03-10 17:05:29,086 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.8381285714286 | Take profit: 1990.3375571428571
+2025-03-10 17:05:29,112 - INFO - CLOSED short at 2022.71 | PnL: -0.10% | $-0.38
+2025-03-10 17:05:29,113 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5618214285714 | Take profit: 2053.102592857143
+2025-03-10 17:05:29,305 - INFO - STOP LOSS hit for long at 2012.5618214285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:29,346 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7959714285716 | Take profit: 2040.080142857143
+2025-03-10 17:05:29,796 - INFO - STOP LOSS hit for long at 1999.7959714285716 | PnL: -0.50% | $-1.13
+2025-03-10 17:05:29,820 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4229714285714 | Take profit: 2034.599142857143
+2025-03-10 17:05:30,186 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.30, Avg Loss=$-1.03
+2025-03-10 17:05:30,186 - INFO - Episode 24: Reward=28.34, Balance=$94.14, Win Rate=14.3%, Trades=7, Episode PnL=$-6.16, Total PnL=$-313.49, Max Drawdown=5.9%, Pred Accuracy=99.8%
+2025-03-10 17:05:30,186 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:30,186 - INFO - Refreshing data for episode 25
+2025-03-10 17:05:30,186 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:30,503 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:30,513 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:30,911 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5600785714287 | Take profit: 2112.267382142857
+2025-03-10 17:05:31,046 - INFO - STOP LOSS hit for long at 2070.5600785714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:31,070 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235785714287 | Take profit: 2079.0768821428574
+2025-03-10 17:05:31,465 - INFO - STOP LOSS hit for long at 2038.0235785714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:31,485 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3375285714285 | Take profit: 2057.975032142857
+2025-03-10 17:05:31,519 - INFO - STOP LOSS hit for long at 2017.3375285714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:31,541 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273785714286 | Take profit: 2045.825482142857
+2025-03-10 17:05:32,307 - INFO - STOP LOSS hit for long at 2005.4273785714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:32,330 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992785714288 | Take profit: 2035.2897821428571
+2025-03-10 17:05:32,931 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:05:32,931 - INFO - Episode 25: Reward=27.67, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-318.14, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:05:32,933 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:32,933 - INFO - Refreshing data for episode 26
+2025-03-10 17:05:32,933 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:33,244 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:33,250 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:33,286 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5600785714287 | Take profit: 2112.267382142857
+2025-03-10 17:05:33,413 - INFO - STOP LOSS hit for long at 2070.5600785714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:33,432 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235785714287 | Take profit: 2079.0768821428574
+2025-03-10 17:05:33,776 - INFO - STOP LOSS hit for long at 2038.0235785714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:33,797 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3375285714285 | Take profit: 2057.975032142857
+2025-03-10 17:05:33,820 - INFO - STOP LOSS hit for long at 2017.3375285714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:33,840 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273785714286 | Take profit: 2045.825482142857
+2025-03-10 17:05:34,177 - INFO - CLOSED long at 2021.06 | PnL: 0.27% | $0.33
+2025-03-10 17:05:34,198 - INFO - OPENED LONG at 2020.89 | Stop loss: 2010.7506285714287 | Take profit: 2051.2557321428576
+2025-03-10 17:05:34,258 - INFO - STOP LOSS hit for long at 2010.7506285714287 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:34,284 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7956785714287 | Take profit: 2040.0805821428573
+2025-03-10 17:05:34,739 - INFO - STOP LOSS hit for long at 1999.7956785714287 | PnL: -0.50% | $-1.13
+2025-03-10 17:05:34,794 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4226785714286 | Take profit: 2034.599582142857
+2025-03-10 17:05:34,941 - INFO - CLOSED long at 2009.04 | PnL: 0.23% | $0.24
+2025-03-10 17:05:34,941 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1201214285716 | Take profit: 1978.852017857143
+2025-03-10 17:05:34,962 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:05:34,962 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0245785714285 | Take profit: 2038.2738821428572
+2025-03-10 17:05:35,125 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.28, Avg Loss=$-0.98
+2025-03-10 17:05:35,126 - INFO - Episode 26: Reward=29.97, Balance=$94.68, Win Rate=25.0%, Trades=8, Episode PnL=$-5.55, Total PnL=$-323.46, Max Drawdown=5.5%, Pred Accuracy=99.7%
+2025-03-10 17:05:35,126 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:35,126 - INFO - Refreshing data for episode 27
+2025-03-10 17:05:35,126 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:35,443 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:35,451 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:35,603 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5600785714287 | Take profit: 2112.267382142857
+2025-03-10 17:05:35,739 - INFO - STOP LOSS hit for long at 2070.5600785714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:35,759 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235785714287 | Take profit: 2079.0768821428574
+2025-03-10 17:05:35,909 - INFO - CLOSED long at 2050.18 | PnL: 0.09% | $-0.02
+2025-03-10 17:05:35,931 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4912785714287 | Take profit: 2077.513782142857
+2025-03-10 17:05:36,047 - INFO - STOP LOSS hit for long at 2036.4912785714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:36,068 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2633285714285 | Take profit: 2040.557632142857
+2025-03-10 17:05:36,288 - INFO - CLOSED long at 2020.7 | PnL: 0.51% | $0.80
+2025-03-10 17:05:36,314 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5615285714287 | Take profit: 2053.103032142857
+2025-03-10 17:05:36,433 - INFO - STOP LOSS hit for long at 2012.5615285714287 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:36,455 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7956785714287 | Take profit: 2040.0805821428573
+2025-03-10 17:05:36,816 - INFO - STOP LOSS hit for long at 1999.7956785714287 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:36,845 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4226785714286 | Take profit: 2034.599582142857
+2025-03-10 17:05:37,140 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.80, Avg Loss=$-0.94
+2025-03-10 17:05:37,140 - INFO - Episode 27: Reward=29.51, Balance=$96.11, Win Rate=16.7%, Trades=6, Episode PnL=$-3.89, Total PnL=$-327.35, Max Drawdown=3.9%, Pred Accuracy=99.6%
+2025-03-10 17:05:37,141 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:37,141 - INFO - Refreshing data for episode 28
+2025-03-10 17:05:37,141 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:37,452 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:37,461 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:37,498 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5600785714287 | Take profit: 2112.267382142857
+2025-03-10 17:05:37,571 - INFO - CLOSED long at 2083.07 | PnL: 0.10% | $-0.00
+2025-03-10 17:05:37,572 - INFO - OPENED SHORT at 2083.07 | Stop loss: 2093.5202714285715 | Take profit: 2051.771567857143
+2025-03-10 17:05:37,591 - INFO - CLOSED short at 2075.07 | PnL: 0.38% | $0.56
+2025-03-10 17:05:37,591 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.659728571429 | Take profit: 2106.248432142857
+2025-03-10 17:05:37,631 - INFO - STOP LOSS hit for long at 2064.659728571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:05:37,654 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7100785714285 | Take profit: 2081.8173821428572
+2025-03-10 17:05:37,924 - INFO - STOP LOSS hit for long at 2040.7100785714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:37,945 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3375285714285 | Take profit: 2057.975032142857
+2025-03-10 17:05:37,970 - INFO - STOP LOSS hit for long at 2017.3375285714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:37,994 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273785714286 | Take profit: 2045.825482142857
+2025-03-10 17:05:38,551 - INFO - STOP LOSS hit for long at 2005.4273785714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:38,576 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992785714288 | Take profit: 2035.2897821428571
+2025-03-10 17:05:39,002 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.56, Avg Loss=$-0.94
+2025-03-10 17:05:39,003 - INFO - Episode 28: Reward=28.92, Balance=$95.88, Win Rate=16.7%, Trades=6, Episode PnL=$-4.12, Total PnL=$-331.47, Max Drawdown=4.1%, Pred Accuracy=99.6%
+2025-03-10 17:05:39,003 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:39,003 - INFO - Refreshing data for episode 29
+2025-03-10 17:05:39,003 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:39,313 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:39,322 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:39,359 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5600785714287 | Take profit: 2112.267382142857
+2025-03-10 17:05:39,522 - INFO - STOP LOSS hit for long at 2070.5600785714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:39,551 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235785714287 | Take profit: 2079.0768821428574
+2025-03-10 17:05:39,594 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.65
+2025-03-10 17:05:39,596 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.7624714285716 | Take profit: 2012.8049678571429
+2025-03-10 17:05:39,623 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.08
+2025-03-10 17:05:39,623 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5906285714284 | Take profit: 2083.7357321428567
+2025-03-10 17:05:39,870 - INFO - STOP LOSS hit for long at 2042.5906285714284 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:39,913 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4915285714285 | Take profit: 2067.313032142857
+2025-03-10 17:05:39,970 - INFO - STOP LOSS hit for long at 2026.4915285714285 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:39,990 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273785714286 | Take profit: 2045.825482142857
+2025-03-10 17:05:40,703 - INFO - STOP LOSS hit for long at 2005.4273785714286 | PnL: -0.50% | $-1.12
+2025-03-10 17:05:40,746 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992785714288 | Take profit: 2035.2897821428571
+2025-03-10 17:05:41,245 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.05
+2025-03-10 17:05:41,246 - INFO - Episode 29: Reward=24.47, Balance=$93.68, Win Rate=0.0%, Trades=6, Episode PnL=$-5.67, Total PnL=$-337.78, Max Drawdown=6.3%, Pred Accuracy=99.5%
+2025-03-10 17:05:41,246 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:41,246 - INFO - Refreshing data for episode 30
+2025-03-10 17:05:41,246 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:41,553 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:41,562 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:41,962 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5600785714287 | Take profit: 2112.267382142857
+2025-03-10 17:05:42,022 - INFO - CLOSED long at 2084.11 | PnL: 0.15% | $0.10
+2025-03-10 17:05:42,023 - INFO - OPENED SHORT at 2084.11 | Stop loss: 2094.5654714285715 | Take profit: 2052.795967857143
+2025-03-10 17:05:42,046 - INFO - CLOSED short at 2083.07 | PnL: 0.05% | $-0.10
+2025-03-10 17:05:42,046 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.619728571429 | Take profit: 2114.3684321428573
+2025-03-10 17:05:42,071 - INFO - CLOSED long at 2075.07 | PnL: -0.38% | $-0.95
+2025-03-10 17:05:42,097 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3365285714285 | Take profit: 2098.7780321428572
+2025-03-10 17:05:42,124 - INFO - STOP LOSS hit for long at 2057.3365285714285 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:42,147 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7100785714285 | Take profit: 2081.8173821428572
+2025-03-10 17:05:42,505 - INFO - STOP LOSS hit for long at 2040.7100785714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:42,527 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3375285714285 | Take profit: 2057.975032142857
+2025-03-10 17:05:42,575 - INFO - STOP LOSS hit for long at 2017.3375285714285 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:42,613 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273785714286 | Take profit: 2045.825482142857
+2025-03-10 17:05:43,383 - INFO - STOP LOSS hit for long at 2005.4273785714286 | PnL: -0.50% | $-1.13
+2025-03-10 17:05:43,435 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2207214285713 | Take profit: 1975.030217857143
+2025-03-10 17:05:43,485 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.46
+2025-03-10 17:05:43,486 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0245785714285 | Take profit: 2038.2738821428572
+2025-03-10 17:05:43,702 - INFO - CLOSED long at 2009.04 | PnL: 0.05% | $-0.10
+2025-03-10 17:05:43,726 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0245785714285 | Take profit: 2038.2738821428572
+2025-03-10 17:05:43,982 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.10, Avg Loss=$-0.78
+2025-03-10 17:05:43,982 - INFO - Episode 30: Reward=23.34, Balance=$93.89, Win Rate=11.1%, Trades=9, Episode PnL=$-6.21, Total PnL=$-343.90, Max Drawdown=6.1%, Pred Accuracy=99.5%
+2025-03-10 17:05:44,101 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:05:44,101 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:05:44,101 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:44,625 - INFO - Visualization saved for episode 30
+2025-03-10 17:05:45,817 - INFO - Visualization saved for episode 30
+2025-03-10 17:05:45,823 - INFO - Refreshing data for episode 31
+2025-03-10 17:05:45,823 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:46,117 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:46,126 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:46,159 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5600785714287 | Take profit: 2112.267382142857
+2025-03-10 17:05:46,293 - INFO - STOP LOSS hit for long at 2070.5600785714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:46,321 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235785714287 | Take profit: 2079.0768821428574
+2025-03-10 17:05:46,623 - INFO - STOP LOSS hit for long at 2038.0235785714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:46,649 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3375285714285 | Take profit: 2057.975032142857
+2025-03-10 17:05:46,676 - INFO - STOP LOSS hit for long at 2017.3375285714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:46,699 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273785714286 | Take profit: 2045.825482142857
+2025-03-10 17:05:47,254 - INFO - STOP LOSS hit for long at 2005.4273785714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:47,276 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992785714288 | Take profit: 2035.2897821428571
+2025-03-10 17:05:47,737 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:05:47,738 - INFO - Episode 31: Reward=15.15, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-348.55, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:05:47,738 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:47,738 - INFO - Refreshing data for episode 32
+2025-03-10 17:05:47,738 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:48,067 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:48,075 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:48,113 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5598464285713 | Take profit: 2112.2677303571427
+2025-03-10 17:05:48,244 - INFO - STOP LOSS hit for long at 2070.5598464285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:48,262 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233464285716 | Take profit: 2079.077230357143
+2025-03-10 17:05:48,544 - INFO - STOP LOSS hit for long at 2038.0233464285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:48,564 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3372964285713 | Take profit: 2057.975380357143
+2025-03-10 17:05:48,585 - INFO - STOP LOSS hit for long at 2017.3372964285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:48,606 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271464285714 | Take profit: 2045.8258303571429
+2025-03-10 17:05:49,124 - INFO - STOP LOSS hit for long at 2005.4271464285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:49,150 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990464285715 | Take profit: 2035.290130357143
+2025-03-10 17:05:49,784 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:05:49,786 - INFO - Episode 32: Reward=13.90, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-353.20, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:05:49,786 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:49,786 - INFO - Refreshing data for episode 33
+2025-03-10 17:05:49,786 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:50,094 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:50,103 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:50,139 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5598464285713 | Take profit: 2112.2677303571427
+2025-03-10 17:05:50,264 - INFO - STOP LOSS hit for long at 2070.5598464285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:50,288 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233464285716 | Take profit: 2079.077230357143
+2025-03-10 17:05:50,641 - INFO - STOP LOSS hit for long at 2038.0233464285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:50,666 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3372964285713 | Take profit: 2057.975380357143
+2025-03-10 17:05:50,691 - INFO - STOP LOSS hit for long at 2017.3372964285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:50,714 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271464285714 | Take profit: 2045.8258303571429
+2025-03-10 17:05:51,439 - INFO - STOP LOSS hit for long at 2005.4271464285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:51,460 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990464285715 | Take profit: 2035.290130357143
+2025-03-10 17:05:52,114 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:05:52,114 - INFO - Episode 33: Reward=15.14, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-357.85, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:05:52,115 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:52,115 - INFO - Refreshing data for episode 34
+2025-03-10 17:05:52,115 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:52,415 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:52,422 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:52,458 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5598464285713 | Take profit: 2112.2677303571427
+2025-03-10 17:05:52,573 - INFO - CLOSED long at 2075.07 | PnL: -0.28% | $-0.76
+2025-03-10 17:05:52,595 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3362964285716 | Take profit: 2098.778380357143
+2025-03-10 17:05:52,619 - INFO - STOP LOSS hit for long at 2057.3362964285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:52,640 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7098464285714 | Take profit: 2081.817730357143
+2025-03-10 17:05:52,976 - INFO - STOP LOSS hit for long at 2040.7098464285714 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:52,995 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3372964285713 | Take profit: 2057.975380357143
+2025-03-10 17:05:53,015 - INFO - STOP LOSS hit for long at 2017.3372964285713 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:53,044 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271464285714 | Take profit: 2045.8258303571429
+2025-03-10 17:05:53,744 - INFO - STOP LOSS hit for long at 2005.4271464285714 | PnL: -0.50% | $-1.13
+2025-03-10 17:05:53,768 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990464285715 | Take profit: 2035.290130357143
+2025-03-10 17:05:54,295 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.07
+2025-03-10 17:05:54,296 - INFO - Episode 34: Reward=13.54, Balance=$94.63, Win Rate=0.0%, Trades=5, Episode PnL=$-5.37, Total PnL=$-363.22, Max Drawdown=5.4%, Pred Accuracy=99.5%
+2025-03-10 17:05:54,296 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:54,296 - INFO - Refreshing data for episode 35
+2025-03-10 17:05:54,296 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:54,584 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:54,591 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:55,145 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5598464285713 | Take profit: 2112.2677303571427
+2025-03-10 17:05:55,276 - INFO - STOP LOSS hit for long at 2070.5598464285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:55,298 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233464285716 | Take profit: 2079.077230357143
+2025-03-10 17:05:55,448 - INFO - CLOSED long at 2050.18 | PnL: 0.09% | $-0.02
+2025-03-10 17:05:55,449 - INFO - OPENED SHORT at 2050.18 | Stop loss: 2060.4660535714283 | Take profit: 2019.3745696428568
+2025-03-10 17:05:55,474 - INFO - CLOSED short at 2046.76 | PnL: 0.17% | $0.13
+2025-03-10 17:05:55,474 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4910464285715 | Take profit: 2077.514130357143
+2025-03-10 17:05:55,615 - INFO - STOP LOSS hit for long at 2036.4910464285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:55,638 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4369035714285 | Take profit: 1980.1420196428571
+2025-03-10 17:05:55,661 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.69
+2025-03-10 17:05:55,661 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271464285714 | Take profit: 2045.8258303571429
+2025-03-10 17:05:56,184 - INFO - STOP LOSS hit for long at 2005.4271464285714 | PnL: -0.50% | $-1.15
+2025-03-10 17:05:56,205 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990464285715 | Take profit: 2035.290130357143
+2025-03-10 17:05:56,383 - INFO - CLOSED long at 2004.48 | PnL: -0.03% | $-0.25
+2025-03-10 17:05:56,411 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5518464285715 | Take profit: 2032.6917303571427
+2025-03-10 17:05:56,669 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.13, Avg Loss=$-0.74
+2025-03-10 17:05:56,669 - INFO - Episode 35: Reward=24.56, Balance=$95.67, Win Rate=14.3%, Trades=7, Episode PnL=$-4.31, Total PnL=$-367.54, Max Drawdown=4.3%, Pred Accuracy=99.5%
+2025-03-10 17:05:56,671 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:56,671 - INFO - Refreshing data for episode 36
+2025-03-10 17:05:56,671 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:56,965 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:56,972 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:57,011 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5598464285713 | Take profit: 2112.2677303571427
+2025-03-10 17:05:57,136 - INFO - STOP LOSS hit for long at 2070.5598464285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:57,156 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233464285716 | Take profit: 2079.077230357143
+2025-03-10 17:05:57,444 - INFO - STOP LOSS hit for long at 2038.0233464285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:05:57,469 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3372964285713 | Take profit: 2057.975380357143
+2025-03-10 17:05:57,501 - INFO - STOP LOSS hit for long at 2017.3372964285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:57,525 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271464285714 | Take profit: 2045.8258303571429
+2025-03-10 17:05:58,017 - INFO - STOP LOSS hit for long at 2005.4271464285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:05:58,044 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990464285715 | Take profit: 2035.290130357143
+2025-03-10 17:05:58,133 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:05:58,134 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1053035714285 | Take profit: 1977.856819642857
+2025-03-10 17:05:58,157 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.39
+2025-03-10 17:05:58,157 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7856964285716 | Take profit: 2031.9101803571427
+2025-03-10 17:05:58,568 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.24, Avg Loss=$-1.16
+2025-03-10 17:05:58,568 - INFO - Episode 36: Reward=15.79, Balance=$95.82, Win Rate=33.3%, Trades=6, Episode PnL=$-4.26, Total PnL=$-371.72, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:05:58,568 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:05:58,569 - INFO - Refreshing data for episode 37
+2025-03-10 17:05:58,569 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:05:58,883 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:05:58,888 - INFO - Initialized environment with 100 candles
+2025-03-10 17:05:59,072 - INFO - OPENED LONG at 2081.0 | Stop loss: 2070.5598464285713 | Take profit: 2112.2677303571427
+2025-03-10 17:05:59,249 - INFO - STOP LOSS hit for long at 2070.5598464285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:05:59,272 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233464285716 | Take profit: 2079.077230357143
+2025-03-10 17:05:59,634 - INFO - CLOSED long at 2042.0 | PnL: -0.31% | $-0.79
+2025-03-10 17:05:59,657 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4912964285716 | Take profit: 2067.3133803571427
+2025-03-10 17:05:59,703 - INFO - STOP LOSS hit for long at 2026.4912964285716 | PnL: -0.50% | $-1.16
+2025-03-10 17:05:59,725 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271464285714 | Take profit: 2045.8258303571429
+2025-03-10 17:05:59,804 - INFO - CLOSED long at 2019.57 | PnL: 0.20% | $0.19
+2025-03-10 17:05:59,846 - INFO - OPENED LONG at 2014.56 | Stop loss: 2004.4520464285713 | Take profit: 2044.831130357143
+2025-03-10 17:06:00,384 - INFO - CLOSED long at 2014.04 | PnL: -0.03% | $-0.24
+2025-03-10 17:06:00,404 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6882035714284 | Take profit: 1978.428119642857
+2025-03-10 17:06:00,424 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.27
+2025-03-10 17:06:00,425 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6562964285715 | Take profit: 2033.8183803571428
+2025-03-10 17:06:00,615 - INFO - CLOSED long at 2001.83 | PnL: -0.09% | $-0.37
+2025-03-10 17:06:00,616 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8743035714285 | Take profit: 1971.749819642857
+2025-03-10 17:06:00,676 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.22
+2025-03-10 17:06:00,676 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0543464285713 | Take profit: 2032.1842303571427
+2025-03-10 17:06:01,034 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.23, Avg Loss=$-0.66
+2025-03-10 17:06:01,034 - INFO - Episode 37: Reward=9.15, Balance=$96.50, Win Rate=25.0%, Trades=8, Episode PnL=$-3.13, Total PnL=$-375.22, Max Drawdown=3.2%, Pred Accuracy=99.5%
+2025-03-10 17:06:01,035 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:01,035 - INFO - Refreshing data for episode 38
+2025-03-10 17:06:01,035 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:01,325 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:01,331 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:01,502 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7949892857146 | Take profit: 2115.564391071429
+2025-03-10 17:06:01,613 - INFO - STOP LOSS hit for long at 2073.7949892857146 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:01,634 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0247392857143 | Take profit: 2079.075141071429
+2025-03-10 17:06:01,922 - INFO - STOP LOSS hit for long at 2038.0247392857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:01,946 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3386892857143 | Take profit: 2057.9732910714283
+2025-03-10 17:06:01,968 - INFO - STOP LOSS hit for long at 2017.3386892857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:01,991 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4285392857141 | Take profit: 2045.8237410714285
+2025-03-10 17:06:02,545 - INFO - STOP LOSS hit for long at 2005.4285392857141 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:02,573 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1004392857144 | Take profit: 2035.2880410714286
+2025-03-10 17:06:03,029 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:06:03,030 - INFO - Episode 38: Reward=13.88, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-379.87, Max Drawdown=4.7%, Pred Accuracy=99.6%
+2025-03-10 17:06:03,030 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:03,030 - INFO - Refreshing data for episode 39
+2025-03-10 17:06:03,030 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:03,387 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:03,394 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:03,430 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.794575 | Take profit: 2115.5650124999997
+2025-03-10 17:06:03,538 - INFO - STOP LOSS hit for long at 2073.794575 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:03,558 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.024325 | Take profit: 2079.0757625000006
+2025-03-10 17:06:03,840 - INFO - STOP LOSS hit for long at 2038.024325 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:03,860 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.338275 | Take profit: 2057.9739125
+2025-03-10 17:06:03,883 - INFO - STOP LOSS hit for long at 2017.338275 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:03,904 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.428125 | Take profit: 2045.8243625000002
+2025-03-10 17:06:04,013 - INFO - CLOSED long at 2035.32 | PnL: 0.98% | $1.67
+2025-03-10 17:06:04,034 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.706175 | Take profit: 2068.5502125000003
+2025-03-10 17:06:04,057 - INFO - CLOSED long at 2031.97 | PnL: -0.29% | $-0.76
+2025-03-10 17:06:04,057 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1640249999998 | Take profit: 2001.4391875000001
+2025-03-10 17:06:04,081 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.29
+2025-03-10 17:06:04,081 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7114250000002 | Take profit: 2057.3344625000004
+2025-03-10 17:06:04,215 - INFO - STOP LOSS hit for long at 2016.7114250000002 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:04,237 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1943250000002 | Take profit: 2044.5657625
+2025-03-10 17:06:04,280 - INFO - CLOSED long at 2009.88 | PnL: -0.22% | $-0.61
+2025-03-10 17:06:04,280 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.963575 | Take profit: 1979.6805375000001
+2025-03-10 17:06:04,303 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.25
+2025-03-10 17:06:04,303 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0100750000001 | Take profit: 2051.5185125000003
+2025-03-10 17:06:04,371 - INFO - CLOSED long at 2010.92 | PnL: -0.51% | $-1.13
+2025-03-10 17:06:04,372 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.008775 | Take profit: 1980.7049375000001
+2025-03-10 17:06:04,397 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:06:04,397 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.995425 | Take profit: 2040.2824624999998
+2025-03-10 17:06:04,639 - INFO - STOP LOSS hit for long at 1999.995425 | PnL: -0.50% | $-1.11
+2025-03-10 17:06:04,666 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.423425 | Take profit: 2034.5984625
+2025-03-10 17:06:04,953 - INFO - Trade Analysis: Win Rate=12.5% in uptrends, 0.0% in downtrends | Avg Win=$0.98, Avg Loss=$-0.96
+2025-03-10 17:06:04,953 - INFO - Episode 39: Reward=20.03, Balance=$92.34, Win Rate=16.7%, Trades=12, Episode PnL=$-5.16, Total PnL=$-387.53, Max Drawdown=7.7%, Pred Accuracy=99.6%
+2025-03-10 17:06:04,953 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:04,955 - INFO - Refreshing data for episode 40
+2025-03-10 17:06:04,955 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:05,269 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:05,277 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:05,714 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.794575 | Take profit: 2115.5650124999997
+2025-03-10 17:06:05,951 - INFO - STOP LOSS hit for long at 2073.794575 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:05,974 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.024325 | Take profit: 2079.0757625000006
+2025-03-10 17:06:06,121 - INFO - CLOSED long at 2050.18 | PnL: 0.09% | $-0.02
+2025-03-10 17:06:06,121 - INFO - OPENED SHORT at 2050.18 | Stop loss: 2060.4650749999996 | Take profit: 2019.3760375
+2025-03-10 17:06:06,156 - INFO - CLOSED short at 2046.76 | PnL: 0.17% | $0.13
+2025-03-10 17:06:06,157 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.492025 | Take profit: 2077.5126625
+2025-03-10 17:06:06,376 - INFO - STOP LOSS hit for long at 2036.492025 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:06,400 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2640749999998 | Take profit: 2040.5565125
+2025-03-10 17:06:07,325 - INFO - STOP LOSS hit for long at 2000.2640749999998 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:07,349 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.423425 | Take profit: 2034.5984625
+2025-03-10 17:06:07,735 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.13, Avg Loss=$-0.88
+2025-03-10 17:06:07,735 - INFO - Episode 40: Reward=27.22, Balance=$96.60, Win Rate=20.0%, Trades=5, Episode PnL=$-3.38, Total PnL=$-390.92, Max Drawdown=3.4%, Pred Accuracy=99.6%
+2025-03-10 17:06:07,858 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:06:07,858 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:06:07,858 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:08,369 - INFO - Visualization saved for episode 40
+2025-03-10 17:06:09,548 - INFO - Visualization saved for episode 40
+2025-03-10 17:06:09,556 - INFO - Refreshing data for episode 41
+2025-03-10 17:06:09,557 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:09,864 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:09,874 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:09,909 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7942464285716 | Take profit: 2115.565505357143
+2025-03-10 17:06:10,012 - INFO - STOP LOSS hit for long at 2073.7942464285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:10,032 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0239964285715 | Take profit: 2079.076255357143
+2025-03-10 17:06:10,344 - INFO - STOP LOSS hit for long at 2038.0239964285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:10,368 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3379464285713 | Take profit: 2057.974405357143
+2025-03-10 17:06:10,394 - INFO - STOP LOSS hit for long at 2017.3379464285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:10,427 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4277964285714 | Take profit: 2045.824855357143
+2025-03-10 17:06:11,032 - INFO - STOP LOSS hit for long at 2005.4277964285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:11,061 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0996964285716 | Take profit: 2035.2891553571428
+2025-03-10 17:06:11,307 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.46
+2025-03-10 17:06:11,307 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3359535714285 | Take profit: 1972.2038946428572
+2025-03-10 17:06:11,328 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.82
+2025-03-10 17:06:11,328 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9602964285714 | Take profit: 2039.2273553571429
+2025-03-10 17:06:11,529 - INFO - CLOSED long at 2023.01 | PnL: 0.70% | $1.10
+2025-03-10 17:06:11,551 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.10, Avg Loss=$-0.99
+2025-03-10 17:06:11,552 - INFO - Episode 41: Reward=11.42, Balance=$95.18, Win Rate=14.3%, Trades=7, Episode PnL=$-4.36, Total PnL=$-395.74, Max Drawdown=4.8%, Pred Accuracy=99.5%
+2025-03-10 17:06:11,552 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:11,552 - INFO - Refreshing data for episode 42
+2025-03-10 17:06:11,552 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:11,837 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:11,846 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:11,884 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7942464285716 | Take profit: 2115.565505357143
+2025-03-10 17:06:12,006 - INFO - STOP LOSS hit for long at 2073.7942464285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:12,027 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0239964285715 | Take profit: 2079.076255357143
+2025-03-10 17:06:12,317 - INFO - STOP LOSS hit for long at 2038.0239964285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:12,340 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3379464285713 | Take profit: 2057.974405357143
+2025-03-10 17:06:12,365 - INFO - STOP LOSS hit for long at 2017.3379464285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:12,389 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4277964285714 | Take profit: 2045.824855357143
+2025-03-10 17:06:12,722 - INFO - CLOSED long at 2014.3 | PnL: -0.06% | $-0.31
+2025-03-10 17:06:12,722 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.4060035714285 | Take profit: 1984.033744642857
+2025-03-10 17:06:12,748 - INFO - CLOSED short at 2007.96 | PnL: 0.31% | $0.41
+2025-03-10 17:06:12,748 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8856964285715 | Take profit: 2038.1311553571427
+2025-03-10 17:06:13,483 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-0.95
+2025-03-10 17:06:13,484 - INFO - Episode 42: Reward=13.53, Balance=$96.59, Win Rate=20.0%, Trades=5, Episode PnL=$-3.10, Total PnL=$-399.15, Max Drawdown=3.5%, Pred Accuracy=99.6%
+2025-03-10 17:06:13,484 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:13,484 - INFO - Refreshing data for episode 43
+2025-03-10 17:06:13,485 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:13,788 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:13,795 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:14,164 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7942464285716 | Take profit: 2115.565505357143
+2025-03-10 17:06:14,274 - INFO - STOP LOSS hit for long at 2073.7942464285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:14,299 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0239964285715 | Take profit: 2079.076255357143
+2025-03-10 17:06:14,679 - INFO - STOP LOSS hit for long at 2038.0239964285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:14,708 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3379464285713 | Take profit: 2057.974405357143
+2025-03-10 17:06:14,737 - INFO - STOP LOSS hit for long at 2017.3379464285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:14,776 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4277964285714 | Take profit: 2045.824855357143
+2025-03-10 17:06:15,470 - INFO - STOP LOSS hit for long at 2005.4277964285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:15,495 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0996964285716 | Take profit: 2035.2891553571428
+2025-03-10 17:06:16,135 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:06:16,136 - INFO - Episode 43: Reward=27.69, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-403.80, Max Drawdown=4.7%, Pred Accuracy=99.6%
+2025-03-10 17:06:16,136 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:16,136 - INFO - Refreshing data for episode 44
+2025-03-10 17:06:16,137 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:16,425 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:16,433 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:16,472 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7942464285716 | Take profit: 2115.565505357143
+2025-03-10 17:06:16,597 - INFO - STOP LOSS hit for long at 2073.7942464285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:16,654 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2579464285716 | Take profit: 2074.214405357143
+2025-03-10 17:06:16,951 - INFO - CLOSED long at 2042.0 | PnL: -0.07% | $-0.34
+2025-03-10 17:06:16,952 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.244503571428 | Take profit: 2011.318244642857
+2025-03-10 17:06:16,975 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.31
+2025-03-10 17:06:16,975 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4919464285713 | Take profit: 2067.312405357143
+2025-03-10 17:06:17,030 - INFO - STOP LOSS hit for long at 2026.4919464285713 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:17,055 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4277964285714 | Take profit: 2045.824855357143
+2025-03-10 17:06:17,253 - INFO - CLOSED long at 2031.97 | PnL: 0.82% | $1.37
+2025-03-10 17:06:17,303 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7110964285716 | Take profit: 2057.334955357143
+2025-03-10 17:06:17,454 - INFO - STOP LOSS hit for long at 2016.7110964285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:17,477 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1939964285714 | Take profit: 2044.5662553571428
+2025-03-10 17:06:17,783 - INFO - STOP LOSS hit for long at 2004.1939964285714 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:17,806 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0996964285716 | Take profit: 2035.2891553571428
+2025-03-10 17:06:18,382 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.84, Avg Loss=$-1.00
+2025-03-10 17:06:18,383 - INFO - Episode 44: Reward=28.27, Balance=$96.66, Win Rate=28.6%, Trades=7, Episode PnL=$-3.00, Total PnL=$-407.14, Max Drawdown=3.3%, Pred Accuracy=99.6%
+2025-03-10 17:06:18,383 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:18,383 - INFO - Refreshing data for episode 45
+2025-03-10 17:06:18,383 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:18,694 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:18,701 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:19,320 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7941607142857 | Take profit: 2115.5656339285715
+2025-03-10 17:06:19,441 - INFO - STOP LOSS hit for long at 2073.7941607142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:19,468 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0239107142859 | Take profit: 2079.0763839285714
+2025-03-10 17:06:19,849 - INFO - STOP LOSS hit for long at 2038.0239107142859 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:19,870 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3378607142859 | Take profit: 2057.9745339285714
+2025-03-10 17:06:19,893 - INFO - STOP LOSS hit for long at 2017.3378607142859 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:19,921 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4277107142857 | Take profit: 2045.8249839285713
+2025-03-10 17:06:20,644 - INFO - STOP LOSS hit for long at 2005.4277107142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:20,669 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0996107142857 | Take profit: 2035.2892839285714
+2025-03-10 17:06:21,056 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.19
+2025-03-10 17:06:21,056 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3207892857142 | Take profit: 1979.0495160714286
+2025-03-10 17:06:21,119 - INFO - CLOSED short at 2023.76 | PnL: -0.72% | $-1.55
+2025-03-10 17:06:21,119 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6066107142856 | Take profit: 2054.1682839285713
+2025-03-10 17:06:21,319 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.19, Avg Loss=$-1.24
+2025-03-10 17:06:21,320 - INFO - Episode 45: Reward=24.39, Balance=$94.00, Win Rate=16.7%, Trades=6, Episode PnL=$-6.20, Total PnL=$-413.14, Max Drawdown=4.7%, Pred Accuracy=99.6%
+2025-03-10 17:06:21,320 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:21,320 - INFO - Refreshing data for episode 46
+2025-03-10 17:06:21,321 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:21,619 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:21,626 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:21,662 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.793692857143 | Take profit: 2115.5663357142857
+2025-03-10 17:06:21,774 - INFO - STOP LOSS hit for long at 2073.793692857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:21,802 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.023442857143 | Take profit: 2079.0770857142857
+2025-03-10 17:06:22,171 - INFO - CLOSED long at 2042.0 | PnL: -0.31% | $-0.79
+2025-03-10 17:06:22,195 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.491392857143 | Take profit: 2067.313235714286
+2025-03-10 17:06:22,242 - INFO - STOP LOSS hit for long at 2026.491392857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:22,268 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4272428571428 | Take profit: 2045.8256857142856
+2025-03-10 17:06:22,883 - INFO - CLOSED long at 2026.46 | PnL: 0.54% | $0.84
+2025-03-10 17:06:22,884 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6273571428571 | Take profit: 1996.0105142857142
+2025-03-10 17:06:22,936 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.88
+2025-03-10 17:06:22,937 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9993928571428 | Take profit: 2045.3892357142856
+2025-03-10 17:06:23,046 - INFO - STOP LOSS hit for long at 2004.9993928571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:23,069 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0991428571429 | Take profit: 2035.2899857142859
+2025-03-10 17:06:23,197 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:06:23,197 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1052071428571 | Take profit: 1977.8569642857142
+2025-03-10 17:06:23,249 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.40
+2025-03-10 17:06:23,250 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7857928571427 | Take profit: 2031.9100357142856
+2025-03-10 17:06:23,757 - INFO - Trade Analysis: Win Rate=40.0% in uptrends, 0.0% in downtrends | Avg Win=$0.55, Avg Loss=$-1.08
+2025-03-10 17:06:23,758 - INFO - Episode 46: Reward=30.33, Balance=$97.91, Win Rate=50.0%, Trades=8, Episode PnL=$-3.02, Total PnL=$-415.24, Max Drawdown=3.1%, Pred Accuracy=99.6%
+2025-03-10 17:06:23,758 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:23,758 - INFO - Refreshing data for episode 47
+2025-03-10 17:06:23,758 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:24,055 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:24,062 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:24,097 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7935107142857 | Take profit: 2115.5666089285714
+2025-03-10 17:06:24,202 - INFO - STOP LOSS hit for long at 2073.7935107142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:24,224 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0232607142857 | Take profit: 2079.077358928572
+2025-03-10 17:06:24,598 - INFO - STOP LOSS hit for long at 2038.0232607142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:24,619 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3372107142857 | Take profit: 2057.9755089285713
+2025-03-10 17:06:24,641 - INFO - STOP LOSS hit for long at 2017.3372107142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:24,664 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4270607142855 | Take profit: 2045.8259589285715
+2025-03-10 17:06:24,952 - INFO - CLOSED long at 2026.88 | PnL: 0.56% | $0.88
+2025-03-10 17:06:24,952 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.0496392857142 | Take profit: 1996.4239410714288
+2025-03-10 17:06:24,990 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.51
+2025-03-10 17:06:24,990 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1132607142858 | Take profit: 2060.8073589285714
+2025-03-10 17:06:25,120 - INFO - STOP LOSS hit for long at 2020.1132607142858 | PnL: -0.50% | $-1.15
+2025-03-10 17:06:25,177 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1932607142855 | Take profit: 2044.5673589285714
+2025-03-10 17:06:25,491 - INFO - STOP LOSS hit for long at 2004.1932607142855 | PnL: -0.50% | $-1.13
+2025-03-10 17:06:25,515 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0989607142858 | Take profit: 2035.2902589285716
+2025-03-10 17:06:25,860 - INFO - CLOSED long at 2009.04 | PnL: 0.19% | $0.17
+2025-03-10 17:06:25,860 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1204392857142 | Take profit: 1978.8515410714285
+2025-03-10 17:06:25,880 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:06:25,880 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0242607142857 | Take profit: 2038.2743589285712
+2025-03-10 17:06:26,158 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.53, Avg Loss=$-0.91
+2025-03-10 17:06:26,159 - INFO - Episode 47: Reward=28.00, Balance=$94.65, Win Rate=22.2%, Trades=9, Episode PnL=$-6.40, Total PnL=$-420.58, Max Drawdown=5.4%, Pred Accuracy=99.6%
+2025-03-10 17:06:26,159 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:26,159 - INFO - Refreshing data for episode 48
+2025-03-10 17:06:26,160 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:26,475 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:26,485 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:26,519 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7935107142857 | Take profit: 2115.5666089285714
+2025-03-10 17:06:26,629 - INFO - STOP LOSS hit for long at 2073.7935107142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:26,649 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0232607142857 | Take profit: 2079.077358928572
+2025-03-10 17:06:26,998 - INFO - STOP LOSS hit for long at 2038.0232607142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:27,020 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3372107142857 | Take profit: 2057.9755089285713
+2025-03-10 17:06:27,050 - INFO - STOP LOSS hit for long at 2017.3372107142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:27,073 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4270607142855 | Take profit: 2045.8259589285715
+2025-03-10 17:06:27,189 - INFO - CLOSED long at 2021.97 | PnL: 0.32% | $0.42
+2025-03-10 17:06:27,225 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1081607142858 | Take profit: 2065.9026589285713
+2025-03-10 17:06:27,377 - INFO - STOP LOSS hit for long at 2025.1081607142858 | PnL: -0.50% | $-1.15
+2025-03-10 17:06:27,401 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5612107142858 | Take profit: 2053.1035089285715
+2025-03-10 17:06:27,502 - INFO - STOP LOSS hit for long at 2012.5612107142858 | PnL: -0.50% | $-1.13
+2025-03-10 17:06:27,520 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7953607142858 | Take profit: 2040.0810589285713
+2025-03-10 17:06:28,071 - INFO - STOP LOSS hit for long at 1999.7953607142858 | PnL: -0.50% | $-1.12
+2025-03-10 17:06:28,130 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4223607142858 | Take profit: 2034.6000589285716
+2025-03-10 17:06:28,492 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-1.15
+2025-03-10 17:06:28,493 - INFO - Episode 48: Reward=28.83, Balance=$93.51, Win Rate=14.3%, Trades=7, Episode PnL=$-6.49, Total PnL=$-427.07, Max Drawdown=6.5%, Pred Accuracy=99.6%
+2025-03-10 17:06:28,493 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:28,493 - INFO - Refreshing data for episode 49
+2025-03-10 17:06:28,493 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:28,842 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:28,850 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:28,884 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7935107142857 | Take profit: 2115.5666089285714
+2025-03-10 17:06:29,005 - INFO - STOP LOSS hit for long at 2073.7935107142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:29,027 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0232607142857 | Take profit: 2079.077358928572
+2025-03-10 17:06:29,377 - INFO - CLOSED long at 2042.0 | PnL: -0.31% | $-0.79
+2025-03-10 17:06:29,407 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4912107142857 | Take profit: 2067.313508928571
+2025-03-10 17:06:29,450 - INFO - STOP LOSS hit for long at 2026.4912107142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:29,469 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4270607142855 | Take profit: 2045.8259589285715
+2025-03-10 17:06:30,132 - INFO - CLOSED long at 2014.04 | PnL: -0.07% | $-0.33
+2025-03-10 17:06:30,133 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1454392857142 | Take profit: 1983.7765410714287
+2025-03-10 17:06:30,156 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.32
+2025-03-10 17:06:30,156 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5317107142855 | Take profit: 2038.7920089285715
+2025-03-10 17:06:30,218 - INFO - CLOSED long at 2008.1 | PnL: -0.03% | $-0.24
+2025-03-10 17:06:30,218 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1757392857144 | Take profit: 1977.9256410714286
+2025-03-10 17:06:30,237 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.87
+2025-03-10 17:06:30,237 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2280607142857 | Take profit: 2045.6229589285713
+2025-03-10 17:06:30,311 - INFO - STOP LOSS hit for long at 2005.2280607142857 | PnL: -0.50% | $-1.13
+2025-03-10 17:06:30,337 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0542607142856 | Take profit: 2032.1843589285713
+2025-03-10 17:06:30,752 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.32, Avg Loss=$-0.82
+2025-03-10 17:06:30,753 - INFO - Episode 49: Reward=21.37, Balance=$94.61, Win Rate=12.5%, Trades=8, Episode PnL=$-4.82, Total PnL=$-432.47, Max Drawdown=5.4%, Pred Accuracy=99.6%
+2025-03-10 17:06:30,753 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:06:30,753 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:06:30,884 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:06:31,332 - INFO - Training results saved to training_results.png
+2025-03-10 17:06:31,458 - INFO - Model saved to models/trading_agent_continuous_50.pt
+2025-03-10 17:06:36,470 - INFO - Starting training batch 3
+2025-03-10 17:06:36,470 - INFO - Refreshing data for new training batch
+2025-03-10 17:06:36,470 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:36,859 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:06:36,865 - INFO - Initialized environment with 500 candles
+2025-03-10 17:06:36,866 - INFO - Updated environment with fresh candles
+2025-03-10 17:06:36,866 - INFO - Starting training on device: cuda
+2025-03-10 17:06:36,866 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:06:36,866 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:06:37,034 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:06:37,041 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:06:37,047 - INFO - Refreshing data for episode 0
+2025-03-10 17:06:37,047 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:37,372 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:37,378 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:37,803 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7068464285717 | Take profit: 2052.9328553571427
+2025-03-10 17:06:37,940 - INFO - TAKE PROFIT hit for short at 2052.9328553571427 | PnL: 1.50% | $2.76
+2025-03-10 17:06:37,961 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2905964285715 | Take profit: 2020.1816053571429
+2025-03-10 17:06:38,105 - INFO - CLOSED short at 2046.76 | PnL: 0.21% | $0.22
+2025-03-10 17:06:38,130 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.2053464285714 | Take profit: 2013.2373553571429
+2025-03-10 17:06:38,260 - INFO - TAKE PROFIT hit for short at 2013.2373553571429 | PnL: 1.50% | $2.84
+2025-03-10 17:06:38,283 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6532964285714 | Take profit: 1985.2535053571428
+2025-03-10 17:06:38,398 - INFO - STOP LOSS hit for short at 2025.6532964285714 | PnL: -0.50% | $-1.25
+2025-03-10 17:06:38,420 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.1552464285714 | Take profit: 2007.307655357143
+2025-03-10 17:06:38,840 - INFO - TAKE PROFIT hit for short at 2007.307655357143 | PnL: 1.50% | $2.88
+2025-03-10 17:06:38,865 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2213964285718 | Take profit: 1975.029205357143
+2025-03-10 17:06:38,889 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.52
+2025-03-10 17:06:38,889 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0239035714285 | Take profit: 2038.274894642857
+2025-03-10 17:06:38,910 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.55
+2025-03-10 17:06:38,911 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4522964285716 | Take profit: 1985.056505357143
+2025-03-10 17:06:38,938 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.31
+2025-03-10 17:06:38,938 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2527035714284 | Take profit: 2040.5484946428571
+2025-03-10 17:06:38,963 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.46
+2025-03-10 17:06:38,964 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1057464285714 | Take profit: 1977.8561553571428
+2025-03-10 17:06:38,993 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.44
+2025-03-10 17:06:38,993 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7852535714285 | Take profit: 2031.910844642857
+2025-03-10 17:06:39,018 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.18
+2025-03-10 17:06:39,018 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1460964285714 | Take profit: 1972.0151053571426
+2025-03-10 17:06:39,042 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:06:39,042 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1883035714286 | Take profit: 2029.2616946428573
+2025-03-10 17:06:39,110 - INFO - CLOSED long at 2002.29 | PnL: 0.15% | $0.11
+2025-03-10 17:06:39,110 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3370464285713 | Take profit: 1972.2022553571428
+2025-03-10 17:06:39,132 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.93
+2025-03-10 17:06:39,132 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9592035714286 | Take profit: 2039.2289946428573
+2025-03-10 17:06:39,155 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.31
+2025-03-10 17:06:39,155 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1760964285713 | Take profit: 1977.9251053571427
+2025-03-10 17:06:39,178 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.33
+2025-03-10 17:06:39,179 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1582035714287 | Take profit: 2039.431994642857
+2025-03-10 17:06:39,242 - INFO - CLOSED long at 2023.76 | PnL: 0.72% | $1.30
+2025-03-10 17:06:39,243 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9143964285713 | Take profit: 1993.3502053571428
+2025-03-10 17:06:39,264 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.05
+2025-03-10 17:06:39,264 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0534035714286 | Take profit: 2052.586394642857
+2025-03-10 17:06:39,289 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.34
+2025-03-10 17:06:39,291 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1506464285715 | Take profit: 1990.6414553571428
+2025-03-10 17:06:39,333 - INFO - CLOSED short at 2023.01 | PnL: -0.10% | $-0.42
+2025-03-10 17:06:39,333 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8593535714285 | Take profit: 2053.408544642857
+2025-03-10 17:06:39,350 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.15, Avg Loss=$-0.48
+2025-03-10 17:06:39,351 - INFO - Episode 0: Reward=-17.61, Balance=$106.73, Win Rate=50.0%, Trades=20, Episode PnL=$6.05, Total PnL=$-425.74, Max Drawdown=1.2%, Pred Accuracy=99.1%
+2025-03-10 17:06:39,478 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:06:39,478 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:06:39,999 - INFO - Visualization saved for episode 0
+2025-03-10 17:06:41,186 - INFO - Visualization saved for episode 0
+2025-03-10 17:06:41,193 - INFO - Refreshing data for episode 1
+2025-03-10 17:06:41,193 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:41,515 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:41,524 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:41,765 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7068464285717 | Take profit: 2052.9328553571427
+2025-03-10 17:06:41,811 - INFO - CLOSED short at 2084.11 | PnL: 0.01% | $-0.18
+2025-03-10 17:06:41,812 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538535714285 | Take profit: 2115.4250446428573
+2025-03-10 17:06:41,829 - INFO - CLOSED long at 2083.07 | PnL: -0.05% | $-0.29
+2025-03-10 17:06:41,848 - INFO - OPENED SHORT at 2075.07 | Stop loss: 2085.4809464285718 | Take profit: 2043.8905553571428
+2025-03-10 17:06:41,913 - INFO - CLOSED short at 2051.0 | PnL: 1.16% | $2.07
+2025-03-10 17:06:41,913 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7094035714285 | Take profit: 2081.818394642857
+2025-03-10 17:06:42,000 - INFO - CLOSED long at 2052.89 | PnL: 0.09% | $-0.02
+2025-03-10 17:06:42,001 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.1900464285713 | Take profit: 2022.043255357143
+2025-03-10 17:06:42,168 - INFO - CLOSED short at 2046.76 | PnL: 0.30% | $0.40
+2025-03-10 17:06:42,168 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4906035714284 | Take profit: 2077.514794642857
+2025-03-10 17:06:42,190 - INFO - CLOSED long at 2043.95 | PnL: -0.14% | $-0.48
+2025-03-10 17:06:42,190 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.2053464285714 | Take profit: 2013.2373553571429
+2025-03-10 17:06:42,256 - INFO - CLOSED short at 2042.0 | PnL: 0.10% | $-0.01
+2025-03-10 17:06:42,256 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7544035714286 | Take profit: 2072.6833946428574
+2025-03-10 17:06:42,282 - INFO - CLOSED long at 2036.71 | PnL: -0.26% | $-0.72
+2025-03-10 17:06:42,282 - INFO - OPENED SHORT at 2036.71 | Stop loss: 2046.9291464285716 | Take profit: 2006.1059553571429
+2025-03-10 17:06:42,558 - INFO - CLOSED short at 2037.93 | PnL: -0.06% | $-0.32
+2025-03-10 17:06:42,560 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7047535714287 | Take profit: 2068.5523446428574
+2025-03-10 17:06:42,611 - INFO - STOP LOSS hit for long at 2027.7047535714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:06:42,634 - INFO - OPENED SHORT at 2030.3 | Stop loss: 2040.4870964285715 | Take profit: 1999.7921053571429
+2025-03-10 17:06:42,890 - INFO - CLOSED short at 2009.88 | PnL: 1.01% | $1.77
+2025-03-10 17:06:42,891 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7950035714287 | Take profit: 2040.0815946428575
+2025-03-10 17:06:42,953 - INFO - CLOSED long at 2026.46 | PnL: 0.82% | $1.44
+2025-03-10 17:06:42,953 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6278964285711 | Take profit: 1996.0097053571428
+2025-03-10 17:06:43,089 - INFO - CLOSED short at 2003.71 | PnL: 1.12% | $2.06
+2025-03-10 17:06:43,090 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6558535714285 | Take profit: 2033.819044642857
+2025-03-10 17:06:43,150 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.24
+2025-03-10 17:06:43,151 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1760964285713 | Take profit: 1977.9251053571427
+2025-03-10 17:06:43,284 - INFO - CLOSED short at 2008.03 | PnL: 0.00% | $-0.20
+2025-03-10 17:06:43,285 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9542535714286 | Take profit: 2038.2038446428571
+2025-03-10 17:06:43,324 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.84
+2025-03-10 17:06:43,324 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8747464285714 | Take profit: 1971.7491553571429
+2025-03-10 17:06:43,488 - INFO - CLOSED short at 2008.1 | PnL: -0.31% | $-0.84
+2025-03-10 17:06:43,488 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0239035714285 | Take profit: 2038.274894642857
+2025-03-10 17:06:43,594 - INFO - CLOSED long at 2014.13 | PnL: 0.30% | $0.41
+2025-03-10 17:06:43,594 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2362464285716 | Take profit: 1983.864655357143
+2025-03-10 17:06:43,730 - INFO - CLOSED short at 2021.01 | PnL: -0.34% | $-0.90
+2025-03-10 17:06:43,730 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8693535714285 | Take profit: 2051.378544642857
+2025-03-10 17:06:43,791 - INFO - Trade Analysis: Win Rate=36.4% in uptrends, 0.0% in downtrends | Avg Win=$1.20, Avg Loss=$-0.50
+2025-03-10 17:06:43,792 - INFO - Episode 1: Reward=-13.61, Balance=$102.41, Win Rate=36.8%, Trades=19, Episode PnL=$2.37, Total PnL=$-423.33, Max Drawdown=0.7%, Pred Accuracy=99.1%
+2025-03-10 17:06:43,792 - INFO - Refreshing data for episode 2
+2025-03-10 17:06:43,792 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:44,111 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:44,118 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:44,157 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7068464285717 | Take profit: 2052.9328553571427
+2025-03-10 17:06:44,290 - INFO - CLOSED short at 2067.71 | PnL: 0.79% | $1.36
+2025-03-10 17:06:44,291 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3358535714287 | Take profit: 2098.779044642857
+2025-03-10 17:06:44,315 - INFO - STOP LOSS hit for long at 2057.3358535714287 | PnL: -0.50% | $-1.20
+2025-03-10 17:06:44,349 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2905964285715 | Take profit: 2020.1816053571429
+2025-03-10 17:06:44,392 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.52
+2025-03-10 17:06:44,392 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2568535714286 | Take profit: 2074.216044642857
+2025-03-10 17:06:44,451 - INFO - CLOSED long at 2052.89 | PnL: 0.46% | $0.71
+2025-03-10 17:06:44,453 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.1900464285713 | Take profit: 2022.043255357143
+2025-03-10 17:06:44,497 - INFO - CLOSED short at 2053.22 | PnL: -0.02% | $-0.23
+2025-03-10 17:06:44,498 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.9183035714284 | Take profit: 2084.071694642857
+2025-03-10 17:06:44,553 - INFO - CLOSED long at 2054.03 | PnL: 0.04% | $-0.12
+2025-03-10 17:06:44,553 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.335746428572 | Take profit: 2023.166155357143
+2025-03-10 17:06:44,602 - INFO - CLOSED short at 2046.76 | PnL: 0.35% | $0.50
+2025-03-10 17:06:44,603 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4906035714284 | Take profit: 2077.514794642857
+2025-03-10 17:06:44,626 - INFO - CLOSED long at 2043.95 | PnL: -0.14% | $-0.47
+2025-03-10 17:06:44,626 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.2053464285714 | Take profit: 2013.2373553571429
+2025-03-10 17:06:44,652 - INFO - CLOSED short at 2044.1 | PnL: -0.01% | $-0.21
+2025-03-10 17:06:44,652 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8439035714284 | Take profit: 2074.8148946428573
+2025-03-10 17:06:44,755 - INFO - STOP LOSS hit for long at 2033.8439035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:06:44,801 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2626535714285 | Take profit: 2040.558644642857
+2025-03-10 17:06:44,853 - INFO - CLOSED long at 2015.54 | PnL: 0.26% | $0.31
+2025-03-10 17:06:44,854 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6532964285714 | Take profit: 1985.2535053571428
+2025-03-10 17:06:44,903 - INFO - CLOSED short at 2014.41 | PnL: 0.06% | $-0.09
+2025-03-10 17:06:44,904 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3023535714285 | Take profit: 2044.679544642857
+2025-03-10 17:06:44,958 - INFO - CLOSED long at 2014.56 | PnL: 0.01% | $-0.18
+2025-03-10 17:06:44,959 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6683964285714 | Take profit: 1984.288205357143
+2025-03-10 17:06:44,982 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.92
+2025-03-10 17:06:44,983 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8245535714286 | Take profit: 2052.352944642857
+2025-03-10 17:06:45,324 - INFO - STOP LOSS hit for long at 2011.8245535714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:45,345 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7950035714287 | Take profit: 2040.0815946428575
+2025-03-10 17:06:45,835 - INFO - STOP LOSS hit for long at 1999.7950035714287 | PnL: -0.50% | $-1.15
+2025-03-10 17:06:45,859 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220035714286 | Take profit: 2034.6005946428572
+2025-03-10 17:06:46,235 - INFO - Trade Analysis: Win Rate=27.3% in uptrends, 0.0% in downtrends | Avg Win=$0.68, Avg Loss=$-0.63
+2025-03-10 17:06:46,235 - INFO - Episode 2: Reward=5.82, Balance=$96.47, Win Rate=31.2%, Trades=16, Episode PnL=$-3.77, Total PnL=$-426.86, Max Drawdown=3.7%, Pred Accuracy=99.2%
+2025-03-10 17:06:46,235 - INFO - Refreshing data for episode 3
+2025-03-10 17:06:46,235 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:46,555 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:46,561 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:46,595 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7931535714283 | Take profit: 2115.567144642857
+2025-03-10 17:06:46,711 - INFO - STOP LOSS hit for long at 2073.7931535714283 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:46,741 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0229035714287 | Take profit: 2079.0778946428572
+2025-03-10 17:06:47,095 - INFO - CLOSED long at 2042.0 | PnL: -0.31% | $-0.79
+2025-03-10 17:06:47,123 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4908535714287 | Take profit: 2067.3140446428574
+2025-03-10 17:06:47,219 - INFO - STOP LOSS hit for long at 2026.4908535714287 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:47,258 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267035714286 | Take profit: 2045.826494642857
+2025-03-10 17:06:47,982 - INFO - STOP LOSS hit for long at 2005.4267035714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:06:48,031 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0986035714286 | Take profit: 2035.290794642857
+2025-03-10 17:06:48,652 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.07
+2025-03-10 17:06:48,653 - INFO - Episode 3: Reward=11.89, Balance=$95.72, Win Rate=0.0%, Trades=4, Episode PnL=$-4.28, Total PnL=$-431.14, Max Drawdown=4.3%, Pred Accuracy=99.3%
+2025-03-10 17:06:48,653 - INFO - Refreshing data for episode 4
+2025-03-10 17:06:48,653 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:48,964 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:48,971 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:49,003 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7931535714283 | Take profit: 2115.567144642857
+2025-03-10 17:06:49,120 - INFO - STOP LOSS hit for long at 2073.7931535714283 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:49,158 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0229035714287 | Take profit: 2079.0778946428572
+2025-03-10 17:06:49,589 - INFO - STOP LOSS hit for long at 2038.0229035714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:49,630 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368535714287 | Take profit: 2057.9760446428572
+2025-03-10 17:06:49,673 - INFO - STOP LOSS hit for long at 2017.3368535714287 | PnL: -0.50% | $-1.15
+2025-03-10 17:06:49,724 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267035714286 | Take profit: 2045.826494642857
+2025-03-10 17:06:50,089 - INFO - CLOSED long at 2015.31 | PnL: -0.01% | $-0.21
+2025-03-10 17:06:50,089 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4221464285715 | Take profit: 1985.0269553571427
+2025-03-10 17:06:50,127 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.09
+2025-03-10 17:06:50,127 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1929035714284 | Take profit: 2044.5678946428568
+2025-03-10 17:06:50,396 - INFO - STOP LOSS hit for long at 2004.1929035714284 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:50,439 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0986035714286 | Take profit: 2035.290794642857
+2025-03-10 17:06:50,630 - INFO - CLOSED long at 1999.22 | PnL: -0.30% | $-0.74
+2025-03-10 17:06:50,655 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220035714286 | Take profit: 2034.6005946428572
+2025-03-10 17:06:51,030 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.81
+2025-03-10 17:06:51,031 - INFO - Episode 4: Reward=8.96, Balance=$94.31, Win Rate=0.0%, Trades=7, Episode PnL=$-5.48, Total PnL=$-436.83, Max Drawdown=5.7%, Pred Accuracy=99.3%
+2025-03-10 17:06:51,031 - INFO - Refreshing data for episode 5
+2025-03-10 17:06:51,031 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:51,346 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:51,355 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:51,767 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7931535714283 | Take profit: 2115.567144642857
+2025-03-10 17:06:51,883 - INFO - STOP LOSS hit for long at 2073.7931535714283 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:51,904 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0229035714287 | Take profit: 2079.0778946428572
+2025-03-10 17:06:52,184 - INFO - STOP LOSS hit for long at 2038.0229035714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:52,221 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368535714287 | Take profit: 2057.9760446428572
+2025-03-10 17:06:52,262 - INFO - STOP LOSS hit for long at 2017.3368535714287 | PnL: -0.50% | $-1.15
+2025-03-10 17:06:52,308 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267035714286 | Take profit: 2045.826494642857
+2025-03-10 17:06:52,887 - INFO - STOP LOSS hit for long at 2005.4267035714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:53,001 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2527035714284 | Take profit: 2040.5484946428571
+2025-03-10 17:06:53,126 - INFO - STOP LOSS hit for long at 2000.2527035714284 | PnL: -0.50% | $-1.13
+2025-03-10 17:06:53,266 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7550035714287 | Take profit: 2048.2015946428573
+2025-03-10 17:06:53,474 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:06:53,474 - INFO - Episode 5: Reward=11.76, Balance=$94.22, Win Rate=0.0%, Trades=5, Episode PnL=$-5.78, Total PnL=$-442.60, Max Drawdown=5.8%, Pred Accuracy=99.4%
+2025-03-10 17:06:53,475 - INFO - Refreshing data for episode 6
+2025-03-10 17:06:53,475 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:53,788 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:53,796 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:53,891 - INFO - OPENED SHORT at 2084.25 | Stop loss: 2094.7068464285717 | Take profit: 2052.9328553571427
+2025-03-10 17:06:53,932 - INFO - CLOSED short at 2084.11 | PnL: 0.01% | $-0.18
+2025-03-10 17:06:53,932 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538535714285 | Take profit: 2115.4250446428573
+2025-03-10 17:06:53,996 - INFO - STOP LOSS hit for long at 2073.6538535714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:54,054 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2568535714286 | Take profit: 2074.216044642857
+2025-03-10 17:06:54,171 - INFO - CLOSED long at 2046.76 | PnL: 0.16% | $0.11
+2025-03-10 17:06:54,240 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3364535714286 | Take profit: 2074.2972446428566
+2025-03-10 17:06:54,303 - INFO - STOP LOSS hit for long at 2033.3364535714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:54,432 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8245535714286 | Take profit: 2052.352944642857
+2025-03-10 17:06:54,681 - INFO - STOP LOSS hit for long at 2011.8245535714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:06:54,700 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7950035714287 | Take profit: 2040.0815946428575
+2025-03-10 17:06:55,018 - INFO - STOP LOSS hit for long at 1999.7950035714287 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:55,036 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220035714286 | Take profit: 2034.6005946428572
+2025-03-10 17:06:55,193 - INFO - CLOSED long at 2023.76 | PnL: 0.96% | $1.61
+2025-03-10 17:06:55,243 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8693535714285 | Take profit: 2051.378544642857
+2025-03-10 17:06:55,304 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.86, Avg Loss=$-0.97
+2025-03-10 17:06:55,304 - INFO - Episode 6: Reward=12.29, Balance=$96.90, Win Rate=28.6%, Trades=7, Episode PnL=$-3.10, Total PnL=$-445.70, Max Drawdown=4.7%, Pred Accuracy=99.5%
+2025-03-10 17:06:55,304 - INFO - Refreshing data for episode 7
+2025-03-10 17:06:55,306 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:55,606 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:55,615 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:55,655 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7931535714283 | Take profit: 2115.567144642857
+2025-03-10 17:06:55,794 - INFO - STOP LOSS hit for long at 2073.7931535714283 | PnL: -0.50% | $-1.18
+2025-03-10 17:06:55,846 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7094035714285 | Take profit: 2081.818394642857
+2025-03-10 17:06:55,957 - INFO - CLOSED long at 2054.03 | PnL: 0.15% | $0.09
+2025-03-10 17:06:56,007 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4906035714284 | Take profit: 2077.514794642857
+2025-03-10 17:06:56,146 - INFO - STOP LOSS hit for long at 2036.4906035714284 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:56,171 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2626535714285 | Take profit: 2040.558644642857
+2025-03-10 17:06:56,526 - INFO - CLOSED long at 2014.3 | PnL: 0.20% | $0.19
+2025-03-10 17:06:56,570 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7950035714287 | Take profit: 2040.0815946428575
+2025-03-10 17:06:56,865 - INFO - STOP LOSS hit for long at 1999.7950035714287 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:56,887 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220035714286 | Take profit: 2034.6005946428572
+2025-03-10 17:06:57,031 - INFO - CLOSED long at 2017.88 | PnL: 0.67% | $1.08
+2025-03-10 17:06:57,144 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6654535714285 | Take profit: 2048.110244642857
+2025-03-10 17:06:57,190 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.45, Avg Loss=$-1.17
+2025-03-10 17:06:57,190 - INFO - Episode 7: Reward=15.18, Balance=$97.85, Win Rate=50.0%, Trades=6, Episode PnL=$-2.15, Total PnL=$-447.85, Max Drawdown=3.2%, Pred Accuracy=99.6%
+2025-03-10 17:06:57,191 - INFO - Refreshing data for episode 8
+2025-03-10 17:06:57,191 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:57,503 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:57,508 - INFO - Initialized environment with 100 candles
+2025-03-10 17:06:57,626 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7931535714283 | Take profit: 2115.567144642857
+2025-03-10 17:06:57,767 - INFO - CLOSED long at 2075.07 | PnL: -0.44% | $-1.06
+2025-03-10 17:06:57,788 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3358535714287 | Take profit: 2098.779044642857
+2025-03-10 17:06:57,810 - INFO - STOP LOSS hit for long at 2057.3358535714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:06:57,851 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2568535714286 | Take profit: 2074.216044642857
+2025-03-10 17:06:58,015 - INFO - CLOSED long at 2050.18 | PnL: 0.33% | $0.44
+2025-03-10 17:06:58,103 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6946535714287 | Take profit: 2074.6626446428572
+2025-03-10 17:06:58,218 - INFO - STOP LOSS hit for long at 2033.6946535714287 | PnL: -0.50% | $-1.16
+2025-03-10 17:06:58,269 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267035714286 | Take profit: 2045.826494642857
+2025-03-10 17:06:58,873 - INFO - CLOSED long at 2015.11 | PnL: -0.02% | $-0.23
+2025-03-10 17:06:58,959 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9342035714285 | Take profit: 2044.303994642857
+2025-03-10 17:06:59,003 - INFO - STOP LOSS hit for long at 2003.9342035714285 | PnL: -0.50% | $-1.14
+2025-03-10 17:06:59,022 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0986035714286 | Take profit: 2035.290794642857
+2025-03-10 17:06:59,222 - INFO - CLOSED long at 1999.22 | PnL: -0.30% | $-0.74
+2025-03-10 17:06:59,271 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220035714286 | Take profit: 2034.6005946428572
+2025-03-10 17:06:59,336 - INFO - CLOSED long at 2002.29 | PnL: -0.11% | $-0.39
+2025-03-10 17:06:59,358 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9592035714286 | Take profit: 2039.2289946428573
+2025-03-10 17:06:59,634 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.84
+2025-03-10 17:06:59,634 - INFO - Episode 8: Reward=6.30, Balance=$94.53, Win Rate=12.5%, Trades=8, Episode PnL=$-5.47, Total PnL=$-453.33, Max Drawdown=5.5%, Pred Accuracy=99.7%
+2025-03-10 17:06:59,634 - INFO - Refreshing data for episode 9
+2025-03-10 17:06:59,635 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:06:59,943 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:06:59,952 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:00,152 - INFO - OPENED LONG at 2084.25 | Stop loss: 2073.7931535714283 | Take profit: 2115.567144642857
+2025-03-10 17:07:00,260 - INFO - STOP LOSS hit for long at 2073.7931535714283 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:00,311 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7094035714285 | Take profit: 2081.818394642857
+2025-03-10 17:07:00,382 - INFO - CLOSED long at 2052.89 | PnL: 0.09% | $-0.02
+2025-03-10 17:07:00,460 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7838535714288 | Take profit: 2089.0350446428574
+2025-03-10 17:07:00,555 - INFO - STOP LOSS hit for long at 2047.7838535714288 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:00,586 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6946535714287 | Take profit: 2074.6626446428572
+2025-03-10 17:07:00,694 - INFO - STOP LOSS hit for long at 2033.6946535714287 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:00,773 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267035714286 | Take profit: 2045.826494642857
+2025-03-10 17:07:01,488 - INFO - STOP LOSS hit for long at 2005.4267035714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:01,556 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1760964285713 | Take profit: 1977.9251053571427
+2025-03-10 17:07:01,593 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.86
+2025-03-10 17:07:01,593 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2277035714285 | Take profit: 2045.6234946428572
+2025-03-10 17:07:01,728 - INFO - STOP LOSS hit for long at 2005.2277035714285 | PnL: -0.50% | $-1.12
+2025-03-10 17:07:01,753 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0539035714285 | Take profit: 2032.1848946428572
+2025-03-10 17:07:02,044 - INFO - CLOSED long at 2022.2 | PnL: 1.00% | $1.66
+2025-03-10 17:07:02,119 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6654535714285 | Take profit: 2048.110244642857
+2025-03-10 17:07:02,136 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.30
+2025-03-10 17:07:02,155 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.98, Avg Loss=$-0.95
+2025-03-10 17:07:02,155 - INFO - Episode 9: Reward=25.67, Balance=$95.31, Win Rate=22.2%, Trades=9, Episode PnL=$-4.69, Total PnL=$-458.01, Max Drawdown=6.6%, Pred Accuracy=99.8%
+2025-03-10 17:07:02,155 - INFO - Refreshing data for episode 10
+2025-03-10 17:07:02,156 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:02,460 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:02,468 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:02,902 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9088857142856 | Take profit: 2116.701946428572
+2025-03-10 17:07:02,995 - INFO - STOP LOSS hit for long at 2074.9088857142856 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:03,022 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0242357142859 | Take profit: 2079.075896428572
+2025-03-10 17:07:03,063 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.65
+2025-03-10 17:07:03,085 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5912857142857 | Take profit: 2083.7347464285713
+2025-03-10 17:07:03,370 - INFO - STOP LOSS hit for long at 2042.5912857142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:03,392 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4921857142856 | Take profit: 2067.312046428571
+2025-03-10 17:07:03,442 - INFO - STOP LOSS hit for long at 2026.4921857142856 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:03,466 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4280357142857 | Take profit: 2045.8244964285711
+2025-03-10 17:07:03,694 - INFO - CLOSED long at 2037.93 | PnL: 1.11% | $1.91
+2025-03-10 17:07:03,721 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.7758857142858 | Take profit: 2062.5009464285718
+2025-03-10 17:07:03,782 - INFO - STOP LOSS hit for long at 2021.7758857142858 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:03,822 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9204357142855 | Take profit: 2051.4272964285715
+2025-03-10 17:07:03,839 - INFO - CLOSED long at 2020.89 | PnL: -0.01% | $-0.21
+2025-03-10 17:07:03,863 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1991857142855 | Take profit: 2045.5910464285714
+2025-03-10 17:07:04,120 - INFO - CLOSED long at 2010.08 | PnL: -0.26% | $-0.68
+2025-03-10 17:07:04,151 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9355357142856 | Take profit: 2044.3019964285713
+2025-03-10 17:07:04,194 - INFO - STOP LOSS hit for long at 2003.9355357142856 | PnL: -0.50% | $-1.13
+2025-03-10 17:07:04,219 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.099935714286 | Take profit: 2035.2887964285715
+2025-03-10 17:07:04,852 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.91, Avg Loss=$-0.91
+2025-03-10 17:07:04,852 - INFO - Episode 10: Reward=22.83, Balance=$94.59, Win Rate=11.1%, Trades=9, Episode PnL=$-5.41, Total PnL=$-463.43, Max Drawdown=5.4%, Pred Accuracy=99.8%
+2025-03-10 17:07:04,987 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:07:04,988 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:07:05,529 - INFO - Visualization saved for episode 10
+2025-03-10 17:07:06,722 - INFO - Visualization saved for episode 10
+2025-03-10 17:07:06,729 - INFO - Refreshing data for episode 11
+2025-03-10 17:07:06,729 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:07,031 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:07,040 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:07,163 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9083 | Take profit: 2116.702825
+2025-03-10 17:07:07,256 - INFO - STOP LOSS hit for long at 2074.9083 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:07,280 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.02365 | Take profit: 2079.0767750000005
+2025-03-10 17:07:07,602 - INFO - STOP LOSS hit for long at 2038.02365 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:07,644 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2633999999998 | Take profit: 2040.557525
+2025-03-10 17:07:08,438 - INFO - STOP LOSS hit for long at 2000.2633999999998 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:08,470 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.42275 | Take profit: 2034.5994750000002
+2025-03-10 17:07:08,774 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:07:08,775 - INFO - Episode 11: Reward=26.61, Balance=$96.49, Win Rate=0.0%, Trades=3, Episode PnL=$-3.51, Total PnL=$-466.94, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:07:08,775 - INFO - Refreshing data for episode 12
+2025-03-10 17:07:08,775 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:09,092 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:09,099 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:09,133 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9083 | Take profit: 2116.702825
+2025-03-10 17:07:09,232 - INFO - STOP LOSS hit for long at 2074.9083 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:09,282 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.71015 | Take profit: 2081.817275
+2025-03-10 17:07:09,391 - INFO - CLOSED long at 2054.03 | PnL: 0.15% | $0.09
+2025-03-10 17:07:09,392 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.3350000000005 | Take profit: 2023.1672750000002
+2025-03-10 17:07:09,418 - INFO - CLOSED short at 2050.18 | PnL: 0.19% | $0.17
+2025-03-10 17:07:09,418 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.8942499999998 | Take profit: 2080.984975
+2025-03-10 17:07:09,508 - INFO - CLOSED long at 2043.59 | PnL: -0.32% | $-0.82
+2025-03-10 17:07:09,534 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.75515 | Take profit: 2072.682275
+2025-03-10 17:07:09,584 - INFO - STOP LOSS hit for long at 2031.75515 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:09,606 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2633999999998 | Take profit: 2040.557525
+2025-03-10 17:07:09,743 - INFO - CLOSED long at 2035.32 | PnL: 1.24% | $2.18
+2025-03-10 17:07:09,766 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7055 | Take profit: 2068.5512249999997
+2025-03-10 17:07:09,817 - INFO - STOP LOSS hit for long at 2027.7055 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:09,841 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.11365 | Take profit: 2060.806775
+2025-03-10 17:07:09,957 - INFO - STOP LOSS hit for long at 2020.11365 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:09,980 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.19365 | Take profit: 2044.5667750000002
+2025-03-10 17:07:10,097 - INFO - CLOSED long at 2015.11 | PnL: 0.04% | $-0.11
+2025-03-10 17:07:10,121 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8305500000001 | Take profit: 2041.1360750000001
+2025-03-10 17:07:10,404 - INFO - STOP LOSS hit for long at 2000.8305500000001 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:10,430 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.42275 | Take profit: 2034.5994750000002
+2025-03-10 17:07:10,884 - INFO - CLOSED long at 2022.99 | PnL: 0.92% | $1.55
+2025-03-10 17:07:10,907 - INFO - Trade Analysis: Win Rate=16.7% in uptrends, 0.0% in downtrends | Avg Win=$1.00, Avg Loss=$-0.97
+2025-03-10 17:07:10,907 - INFO - Episode 12: Reward=28.35, Balance=$97.23, Win Rate=36.4%, Trades=11, Episode PnL=$-2.86, Total PnL=$-469.71, Max Drawdown=4.3%, Pred Accuracy=99.7%
+2025-03-10 17:07:10,908 - INFO - Refreshing data for episode 13
+2025-03-10 17:07:10,908 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:11,245 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:11,252 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:11,358 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9083 | Take profit: 2116.702825
+2025-03-10 17:07:11,518 - INFO - STOP LOSS hit for long at 2074.9083 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:11,539 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.02365 | Take profit: 2079.0767750000005
+2025-03-10 17:07:11,923 - INFO - STOP LOSS hit for long at 2038.02365 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:11,944 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3375999999998 | Take profit: 2057.974925
+2025-03-10 17:07:11,967 - INFO - STOP LOSS hit for long at 2017.3375999999998 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:11,987 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42745 | Take profit: 2045.825375
+2025-03-10 17:07:12,410 - INFO - CLOSED long at 2015.31 | PnL: -0.01% | $-0.21
+2025-03-10 17:07:12,433 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.19365 | Take profit: 2044.5667750000002
+2025-03-10 17:07:12,746 - INFO - STOP LOSS hit for long at 2004.19365 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:12,769 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0993500000002 | Take profit: 2035.289675
+2025-03-10 17:07:13,348 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.97
+2025-03-10 17:07:13,349 - INFO - Episode 13: Reward=25.29, Balance=$95.14, Win Rate=0.0%, Trades=5, Episode PnL=$-4.86, Total PnL=$-474.57, Max Drawdown=4.9%, Pred Accuracy=99.7%
+2025-03-10 17:07:13,349 - INFO - Refreshing data for episode 14
+2025-03-10 17:07:13,350 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:13,676 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:13,683 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:13,806 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9083 | Take profit: 2116.702825
+2025-03-10 17:07:13,956 - INFO - STOP LOSS hit for long at 2074.9083 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:13,978 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.02365 | Take profit: 2079.0767750000005
+2025-03-10 17:07:14,323 - INFO - STOP LOSS hit for long at 2038.02365 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:14,343 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3375999999998 | Take profit: 2057.974925
+2025-03-10 17:07:14,365 - INFO - STOP LOSS hit for long at 2017.3375999999998 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:14,385 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42745 | Take profit: 2045.825375
+2025-03-10 17:07:14,819 - INFO - CLOSED long at 2007.96 | PnL: -0.38% | $-0.90
+2025-03-10 17:07:14,819 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.03465 | Take profit: 1977.788325
+2025-03-10 17:07:14,840 - INFO - CLOSED short at 2009.88 | PnL: -0.10% | $-0.37
+2025-03-10 17:07:14,840 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.79575 | Take profit: 2040.0804750000002
+2025-03-10 17:07:15,276 - INFO - STOP LOSS hit for long at 1999.79575 | PnL: -0.50% | $-1.13
+2025-03-10 17:07:15,296 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.42275 | Take profit: 2034.5994750000002
+2025-03-10 17:07:15,704 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.98
+2025-03-10 17:07:15,704 - INFO - Episode 14: Reward=23.12, Balance=$94.09, Win Rate=0.0%, Trades=6, Episode PnL=$-5.00, Total PnL=$-480.47, Max Drawdown=5.9%, Pred Accuracy=99.8%
+2025-03-10 17:07:15,704 - INFO - Refreshing data for episode 15
+2025-03-10 17:07:15,706 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:16,013 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:16,019 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:16,697 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.908164285714 | Take profit: 2116.7030285714286
+2025-03-10 17:07:16,795 - INFO - STOP LOSS hit for long at 2074.908164285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:16,823 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235142857146 | Take profit: 2079.0769785714288
+2025-03-10 17:07:17,190 - INFO - STOP LOSS hit for long at 2038.0235142857146 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:17,213 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3374642857143 | Take profit: 2057.9751285714283
+2025-03-10 17:07:17,234 - INFO - STOP LOSS hit for long at 2017.3374642857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:17,258 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273142857144 | Take profit: 2045.8255785714284
+2025-03-10 17:07:17,413 - INFO - CLOSED long at 2035.32 | PnL: 0.98% | $1.67
+2025-03-10 17:07:17,456 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7053642857143 | Take profit: 2068.551428571429
+2025-03-10 17:07:17,534 - INFO - STOP LOSS hit for long at 2027.7053642857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:17,557 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1135142857142 | Take profit: 2060.8069785714283
+2025-03-10 17:07:17,667 - INFO - CLOSED long at 2015.31 | PnL: -0.74% | $-1.60
+2025-03-10 17:07:17,667 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4215357142857 | Take profit: 1985.0278714285714
+2025-03-10 17:07:17,691 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.09
+2025-03-10 17:07:17,693 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1935142857142 | Take profit: 2044.5669785714288
+2025-03-10 17:07:18,028 - INFO - STOP LOSS hit for long at 2004.1935142857142 | PnL: -0.50% | $-1.13
+2025-03-10 17:07:18,048 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992142857144 | Take profit: 2035.2898785714285
+2025-03-10 17:07:18,457 - INFO - CLOSED long at 2014.13 | PnL: 0.45% | $0.64
+2025-03-10 17:07:18,478 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6062142857143 | Take profit: 2054.1688785714286
+2025-03-10 17:07:18,689 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.16, Avg Loss=$-1.07
+2025-03-10 17:07:18,690 - INFO - Episode 15: Reward=25.56, Balance=$94.83, Win Rate=22.2%, Trades=9, Episode PnL=$-3.58, Total PnL=$-485.65, Max Drawdown=5.8%, Pred Accuracy=99.8%
+2025-03-10 17:07:18,690 - INFO - Refreshing data for episode 16
+2025-03-10 17:07:18,690 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:19,004 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:19,012 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:19,047 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.908164285714 | Take profit: 2116.7030285714286
+2025-03-10 17:07:19,135 - INFO - STOP LOSS hit for long at 2074.908164285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:19,157 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235142857146 | Take profit: 2079.0769785714288
+2025-03-10 17:07:19,543 - INFO - STOP LOSS hit for long at 2038.0235142857146 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:19,564 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3374642857143 | Take profit: 2057.9751285714283
+2025-03-10 17:07:19,585 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.82
+2025-03-10 17:07:19,586 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4367357142858 | Take profit: 1980.1422714285713
+2025-03-10 17:07:19,608 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.67
+2025-03-10 17:07:19,609 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273142857144 | Take profit: 2045.8255785714284
+2025-03-10 17:07:19,700 - INFO - CLOSED long at 2021.97 | PnL: 0.32% | $0.41
+2025-03-10 17:07:19,700 - INFO - OPENED SHORT at 2021.97 | Stop loss: 2032.1148357142858 | Take profit: 1991.5879714285713
+2025-03-10 17:07:19,755 - INFO - CLOSED short at 2035.32 | PnL: -0.66% | $-1.43
+2025-03-10 17:07:19,755 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1084142857142 | Take profit: 2065.9022785714287
+2025-03-10 17:07:19,940 - INFO - STOP LOSS hit for long at 2025.1084142857142 | PnL: -0.50% | $-1.11
+2025-03-10 17:07:19,961 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5614642857145 | Take profit: 2053.103128571429
+2025-03-10 17:07:20,071 - INFO - STOP LOSS hit for long at 2012.5614642857145 | PnL: -0.50% | $-1.10
+2025-03-10 17:07:20,098 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7956142857145 | Take profit: 2040.0806785714287
+2025-03-10 17:07:20,503 - INFO - CLOSED long at 2001.83 | PnL: -0.40% | $-0.90
+2025-03-10 17:07:20,503 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8741357142858 | Take profit: 1971.7500714285713
+2025-03-10 17:07:20,542 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.20
+2025-03-10 17:07:20,542 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.054514285714 | Take profit: 2032.1839785714287
+2025-03-10 17:07:21,041 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-1.07
+2025-03-10 17:07:21,042 - INFO - Episode 16: Reward=16.39, Balance=$90.82, Win Rate=10.0%, Trades=10, Episode PnL=$-6.87, Total PnL=$-494.83, Max Drawdown=8.1%, Pred Accuracy=99.8%
+2025-03-10 17:07:21,042 - INFO - Refreshing data for episode 17
+2025-03-10 17:07:21,042 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:21,371 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:21,379 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:21,685 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.908164285714 | Take profit: 2116.7030285714286
+2025-03-10 17:07:21,794 - INFO - STOP LOSS hit for long at 2074.908164285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:21,820 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235142857146 | Take profit: 2079.0769785714288
+2025-03-10 17:07:22,107 - INFO - STOP LOSS hit for long at 2038.0235142857146 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:22,130 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3374642857143 | Take profit: 2057.9751285714283
+2025-03-10 17:07:22,155 - INFO - STOP LOSS hit for long at 2017.3374642857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:22,179 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273142857144 | Take profit: 2045.8255785714284
+2025-03-10 17:07:22,721 - INFO - CLOSED long at 2008.61 | PnL: -0.34% | $-0.84
+2025-03-10 17:07:22,722 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6880357142857 | Take profit: 1978.4283714285714
+2025-03-10 17:07:22,743 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.27
+2025-03-10 17:07:22,743 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6564642857143 | Take profit: 2033.8181285714288
+2025-03-10 17:07:23,231 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-1.09
+2025-03-10 17:07:23,231 - INFO - Episode 17: Reward=26.10, Balance=$95.92, Win Rate=20.0%, Trades=5, Episode PnL=$-3.24, Total PnL=$-498.91, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:07:23,233 - INFO - Refreshing data for episode 18
+2025-03-10 17:07:23,233 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:23,531 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:23,537 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:23,573 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.908164285714 | Take profit: 2116.7030285714286
+2025-03-10 17:07:23,653 - INFO - STOP LOSS hit for long at 2074.908164285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:23,677 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235142857146 | Take profit: 2079.0769785714288
+2025-03-10 17:07:23,953 - INFO - STOP LOSS hit for long at 2038.0235142857146 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:24,047 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3029642857143 | Take profit: 2044.6786285714288
+2025-03-10 17:07:24,615 - INFO - STOP LOSS hit for long at 2004.3029642857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:24,638 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992142857144 | Take profit: 2035.2898785714285
+2025-03-10 17:07:25,154 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:07:25,154 - INFO - Episode 18: Reward=26.38, Balance=$96.49, Win Rate=0.0%, Trades=3, Episode PnL=$-3.51, Total PnL=$-502.42, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:07:25,154 - INFO - Refreshing data for episode 19
+2025-03-10 17:07:25,156 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:25,456 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:25,463 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:25,629 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.908014285714 | Take profit: 2116.7032535714284
+2025-03-10 17:07:25,762 - INFO - STOP LOSS hit for long at 2074.908014285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:25,785 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233642857145 | Take profit: 2079.0772035714285
+2025-03-10 17:07:26,157 - INFO - STOP LOSS hit for long at 2038.0233642857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:26,180 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3373142857142 | Take profit: 2057.9753535714285
+2025-03-10 17:07:26,203 - INFO - STOP LOSS hit for long at 2017.3373142857142 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:26,230 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271642857143 | Take profit: 2045.8258035714287
+2025-03-10 17:07:27,014 - INFO - STOP LOSS hit for long at 2005.4271642857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:27,041 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990642857146 | Take profit: 2035.2901035714285
+2025-03-10 17:07:27,725 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:07:27,726 - INFO - Episode 19: Reward=26.94, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-507.07, Max Drawdown=4.6%, Pred Accuracy=99.8%
+2025-03-10 17:07:27,726 - INFO - Refreshing data for episode 20
+2025-03-10 17:07:27,726 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:28,036 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:28,044 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:28,441 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.908014285714 | Take profit: 2116.7032535714284
+2025-03-10 17:07:28,531 - INFO - STOP LOSS hit for long at 2074.908014285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:28,550 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233642857145 | Take profit: 2079.0772035714285
+2025-03-10 17:07:28,960 - INFO - STOP LOSS hit for long at 2038.0233642857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:28,980 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3373142857142 | Take profit: 2057.9753535714285
+2025-03-10 17:07:29,004 - INFO - STOP LOSS hit for long at 2017.3373142857142 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:29,028 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271642857143 | Take profit: 2045.8258035714287
+2025-03-10 17:07:29,821 - INFO - STOP LOSS hit for long at 2005.4271642857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:29,842 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990642857146 | Take profit: 2035.2901035714285
+2025-03-10 17:07:30,109 - INFO - CLOSED long at 2004.48 | PnL: -0.03% | $-0.25
+2025-03-10 17:07:30,109 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5375357142855 | Take profit: 1974.3600964285713
+2025-03-10 17:07:30,137 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:07:30,138 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5518642857144 | Take profit: 2032.6917035714284
+2025-03-10 17:07:30,227 - INFO - CLOSED long at 2009.24 | PnL: 0.33% | $0.43
+2025-03-10 17:07:30,227 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3213357142856 | Take profit: 1979.0486964285715
+2025-03-10 17:07:30,252 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.00
+2025-03-10 17:07:30,252 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7554642857142 | Take profit: 2048.2009035714286
+2025-03-10 17:07:30,513 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.43, Avg Loss=$-0.84
+2025-03-10 17:07:30,514 - INFO - Episode 20: Reward=22.68, Balance=$94.53, Win Rate=12.5%, Trades=8, Episode PnL=$-5.66, Total PnL=$-512.54, Max Drawdown=4.6%, Pred Accuracy=99.9%
+2025-03-10 17:07:30,638 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:07:30,638 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:07:30,638 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:31,109 - INFO - Visualization saved for episode 20
+2025-03-10 17:07:32,016 - INFO - Visualization saved for episode 20
+2025-03-10 17:07:32,023 - INFO - Refreshing data for episode 21
+2025-03-10 17:07:32,023 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:32,326 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:32,335 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:32,550 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9079535714286 | Take profit: 2116.703344642857
+2025-03-10 17:07:32,638 - INFO - STOP LOSS hit for long at 2074.9079535714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:32,658 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233035714289 | Take profit: 2079.0772946428574
+2025-03-10 17:07:33,018 - INFO - STOP LOSS hit for long at 2038.0233035714289 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:33,039 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3372535714284 | Take profit: 2057.975444642857
+2025-03-10 17:07:33,062 - INFO - STOP LOSS hit for long at 2017.3372535714284 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:33,085 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271035714285 | Take profit: 2045.825894642857
+2025-03-10 17:07:33,827 - INFO - STOP LOSS hit for long at 2005.4271035714285 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:33,849 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0990035714285 | Take profit: 2035.2901946428572
+2025-03-10 17:07:34,128 - INFO - CLOSED long at 2004.48 | PnL: -0.03% | $-0.25
+2025-03-10 17:07:34,150 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5518035714285 | Take profit: 2032.691794642857
+2025-03-10 17:07:34,540 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.98
+2025-03-10 17:07:34,541 - INFO - Episode 21: Reward=25.22, Balance=$95.10, Win Rate=0.0%, Trades=5, Episode PnL=$-4.90, Total PnL=$-517.44, Max Drawdown=4.9%, Pred Accuracy=99.9%
+2025-03-10 17:07:34,541 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:34,541 - INFO - Refreshing data for episode 22
+2025-03-10 17:07:34,541 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:34,847 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:34,856 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:34,891 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9079535714286 | Take profit: 2116.703344642857
+2025-03-10 17:07:34,974 - INFO - STOP LOSS hit for long at 2074.9079535714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:34,994 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233035714289 | Take profit: 2079.0772946428574
+2025-03-10 17:07:35,050 - INFO - CLOSED long at 2052.89 | PnL: 0.22% | $0.24
+2025-03-10 17:07:35,071 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.9187035714283 | Take profit: 2084.071094642857
+2025-03-10 17:07:35,325 - INFO - STOP LOSS hit for long at 2042.9187035714283 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:35,350 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4912535714286 | Take profit: 2067.313444642857
+2025-03-10 17:07:35,399 - INFO - STOP LOSS hit for long at 2026.4912535714286 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:35,428 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4271035714285 | Take profit: 2045.825894642857
+2025-03-10 17:07:35,627 - INFO - CLOSED long at 2037.93 | PnL: 1.11% | $1.92
+2025-03-10 17:07:35,627 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.154846428571 | Take profit: 2007.3082553571428
+2025-03-10 17:07:35,693 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.37
+2025-03-10 17:07:35,693 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.7749535714286 | Take profit: 2062.502344642857
+2025-03-10 17:07:35,770 - INFO - STOP LOSS hit for long at 2021.7749535714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:35,800 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5612535714286 | Take profit: 2053.1034446428575
+2025-03-10 17:07:35,934 - INFO - STOP LOSS hit for long at 2012.5612535714286 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:35,984 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7954035714288 | Take profit: 2040.0809946428571
+2025-03-10 17:07:36,515 - INFO - STOP LOSS hit for long at 1999.7954035714288 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:36,539 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4224035714285 | Take profit: 2034.5999946428574
+2025-03-10 17:07:36,955 - INFO - Trade Analysis: Win Rate=14.3% in uptrends, 0.0% in downtrends | Avg Win=$0.85, Avg Loss=$-1.16
+2025-03-10 17:07:36,955 - INFO - Episode 22: Reward=30.51, Balance=$95.55, Win Rate=33.3%, Trades=9, Episode PnL=$-6.37, Total PnL=$-521.89, Max Drawdown=4.4%, Pred Accuracy=99.9%
+2025-03-10 17:07:36,956 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:36,956 - INFO - Refreshing data for episode 23
+2025-03-10 17:07:36,956 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:37,261 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:37,268 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:37,306 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9079535714286 | Take profit: 2116.703344642857
+2025-03-10 17:07:37,392 - INFO - STOP LOSS hit for long at 2074.9079535714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:37,413 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0233035714289 | Take profit: 2079.0772946428574
+2025-03-10 17:07:37,563 - INFO - CLOSED long at 2058.11 | PnL: 0.48% | $0.74
+2025-03-10 17:07:37,604 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7246535714287 | Take profit: 2084.893244642857
+2025-03-10 17:07:37,766 - INFO - STOP LOSS hit for long at 2043.7246535714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:37,789 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7548035714287 | Take profit: 2072.682794642857
+2025-03-10 17:07:37,838 - INFO - STOP LOSS hit for long at 2031.7548035714287 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:37,857 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2630535714284 | Take profit: 2040.558044642857
+2025-03-10 17:07:38,811 - INFO - STOP LOSS hit for long at 2000.2630535714284 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:38,851 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4224035714285 | Take profit: 2034.5999946428574
+2025-03-10 17:07:39,309 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.74, Avg Loss=$-1.17
+2025-03-10 17:07:39,310 - INFO - Episode 23: Reward=28.12, Balance=$96.06, Win Rate=20.0%, Trades=5, Episode PnL=$-3.94, Total PnL=$-525.83, Max Drawdown=3.9%, Pred Accuracy=99.8%
+2025-03-10 17:07:39,310 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:39,310 - INFO - Refreshing data for episode 24
+2025-03-10 17:07:39,310 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:39,600 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:39,610 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:39,672 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.654125 | Take profit: 2115.4246375000002
+2025-03-10 17:07:39,740 - INFO - STOP LOSS hit for long at 2073.654125 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:39,762 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0231750000003 | Take profit: 2079.0774875
+2025-03-10 17:07:40,153 - INFO - STOP LOSS hit for long at 2038.0231750000003 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:40,176 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337125 | Take profit: 2057.9756375
+2025-03-10 17:07:40,197 - INFO - STOP LOSS hit for long at 2017.337125 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:40,220 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4269749999999 | Take profit: 2045.8260875
+2025-03-10 17:07:40,959 - INFO - STOP LOSS hit for long at 2005.4269749999999 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:40,977 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0988750000001 | Take profit: 2035.2903875000002
+2025-03-10 17:07:41,590 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:07:41,590 - INFO - Episode 24: Reward=12.93, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-530.48, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:07:41,590 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:41,591 - INFO - Refreshing data for episode 25
+2025-03-10 17:07:41,591 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:41,889 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:41,898 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:42,710 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.907592857143 | Take profit: 2116.703885714285
+2025-03-10 17:07:42,735 - INFO - CLOSED long at 2084.11 | PnL: -0.06% | $-0.32
+2025-03-10 17:07:42,735 - INFO - OPENED SHORT at 2084.11 | Stop loss: 2094.566107142857 | Take profit: 2052.7950142857144
+2025-03-10 17:07:42,763 - INFO - CLOSED short at 2083.07 | PnL: 0.05% | $-0.10
+2025-03-10 17:07:42,763 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.619092857143 | Take profit: 2114.3693857142857
+2025-03-10 17:07:42,814 - INFO - STOP LOSS hit for long at 2072.619092857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:42,835 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022942857143 | Take profit: 2079.077835714286
+2025-03-10 17:07:43,082 - INFO - CLOSED long at 2043.59 | PnL: -0.23% | $-0.64
+2025-03-10 17:07:43,103 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7544428571427 | Take profit: 2072.683335714286
+2025-03-10 17:07:43,147 - INFO - STOP LOSS hit for long at 2031.7544428571427 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:43,171 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2626928571426 | Take profit: 2040.5585857142858
+2025-03-10 17:07:43,921 - INFO - STOP LOSS hit for long at 2000.2626928571426 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:43,943 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220428571427 | Take profit: 2034.6005357142856
+2025-03-10 17:07:44,239 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.75
+2025-03-10 17:07:44,240 - INFO - Episode 25: Reward=8.37, Balance=$95.47, Win Rate=0.0%, Trades=6, Episode PnL=$-4.21, Total PnL=$-535.01, Max Drawdown=4.5%, Pred Accuracy=99.6%
+2025-03-10 17:07:44,240 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:44,240 - INFO - Refreshing data for episode 26
+2025-03-10 17:07:44,242 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:44,551 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:44,557 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:44,593 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9075249999996 | Take profit: 2116.7039875
+2025-03-10 17:07:44,681 - INFO - STOP LOSS hit for long at 2074.9075249999996 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:44,709 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022875 | Take profit: 2079.0779375
+2025-03-10 17:07:44,997 - INFO - STOP LOSS hit for long at 2038.022875 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:45,019 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368249999999 | Take profit: 2057.9760875
+2025-03-10 17:07:45,042 - INFO - STOP LOSS hit for long at 2017.3368249999999 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:45,067 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.426675 | Take profit: 2045.8265375
+2025-03-10 17:07:45,134 - INFO - CLOSED long at 2014.56 | PnL: -0.05% | $-0.28
+2025-03-10 17:07:45,134 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.668425 | Take profit: 1984.2881625
+2025-03-10 17:07:45,158 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.88
+2025-03-10 17:07:45,159 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.824525 | Take profit: 2052.3529875
+2025-03-10 17:07:45,429 - INFO - STOP LOSS hit for long at 2011.824525 | PnL: -0.50% | $-1.13
+2025-03-10 17:07:45,477 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.794975 | Take profit: 2040.0816375
+2025-03-10 17:07:45,949 - INFO - STOP LOSS hit for long at 1999.794975 | PnL: -0.50% | $-1.11
+2025-03-10 17:07:46,013 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.421975 | Take profit: 2034.6006375000002
+2025-03-10 17:07:46,389 - INFO - CLOSED long at 2023.01 | PnL: 0.92% | $1.51
+2025-03-10 17:07:46,389 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1606749999999 | Take profit: 1992.6114125
+2025-03-10 17:07:46,443 - INFO - CLOSED short at 2022.99 | PnL: 0.00% | $-0.18
+2025-03-10 17:07:46,443 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8394250000001 | Take profit: 2053.3882875
+2025-03-10 17:07:46,490 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.51, Avg Loss=$-0.89
+2025-03-10 17:07:46,490 - INFO - Episode 26: Reward=9.27, Balance=$94.41, Win Rate=11.1%, Trades=9, Episode PnL=$-6.82, Total PnL=$-540.60, Max Drawdown=6.9%, Pred Accuracy=99.5%
+2025-03-10 17:07:46,491 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:46,491 - INFO - Refreshing data for episode 27
+2025-03-10 17:07:46,491 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:46,803 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:46,809 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:46,844 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9074892857143 | Take profit: 2116.7040410714285
+2025-03-10 17:07:46,927 - INFO - STOP LOSS hit for long at 2074.9074892857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:46,949 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0228392857146 | Take profit: 2079.077991071429
+2025-03-10 17:07:47,306 - INFO - STOP LOSS hit for long at 2038.0228392857146 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:47,328 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3367892857143 | Take profit: 2057.9761410714286
+2025-03-10 17:07:47,348 - INFO - STOP LOSS hit for long at 2017.3367892857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:47,371 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4266392857141 | Take profit: 2045.8265910714285
+2025-03-10 17:07:48,121 - INFO - STOP LOSS hit for long at 2005.4266392857141 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:48,157 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0985392857144 | Take profit: 2035.2908910714289
+2025-03-10 17:07:48,818 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:07:48,819 - INFO - Episode 27: Reward=13.14, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-545.24, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:07:48,819 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:48,820 - INFO - Refreshing data for episode 28
+2025-03-10 17:07:48,820 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:49,126 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:49,135 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:49,288 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9074892857143 | Take profit: 2116.7040410714285
+2025-03-10 17:07:49,382 - INFO - STOP LOSS hit for long at 2074.9074892857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:49,408 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0228392857146 | Take profit: 2079.077991071429
+2025-03-10 17:07:49,577 - INFO - CLOSED long at 2046.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:07:49,577 - INFO - OPENED SHORT at 2046.76 | Stop loss: 2057.0294607142855 | Take profit: 2016.0051089285714
+2025-03-10 17:07:49,596 - INFO - CLOSED short at 2043.95 | PnL: 0.14% | $0.07
+2025-03-10 17:07:49,596 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6945892857145 | Take profit: 2074.6627410714286
+2025-03-10 17:07:49,705 - INFO - STOP LOSS hit for long at 2033.6945892857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:49,730 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2625892857143 | Take profit: 2040.5587410714284
+2025-03-10 17:07:49,939 - INFO - CLOSED long at 2030.3 | PnL: 0.99% | $1.71
+2025-03-10 17:07:49,940 - INFO - OPENED SHORT at 2030.3 | Stop loss: 2040.487160714286 | Take profit: 1999.7920089285712
+2025-03-10 17:07:49,960 - INFO - CLOSED short at 2020.7 | PnL: 0.47% | $0.73
+2025-03-10 17:07:49,961 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.5608392857143 | Take profit: 2051.0639910714285
+2025-03-10 17:07:50,104 - INFO - STOP LOSS hit for long at 2010.5608392857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:50,127 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7949392857142 | Take profit: 2040.0816910714286
+2025-03-10 17:07:50,441 - INFO - STOP LOSS hit for long at 1999.7949392857142 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:50,463 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4219392857144 | Take profit: 2034.6006910714289
+2025-03-10 17:07:50,682 - INFO - CLOSED long at 2017.79 | PnL: 0.66% | $1.08
+2025-03-10 17:07:50,703 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8592892857143 | Take profit: 2053.4086410714285
+2025-03-10 17:07:50,742 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.90, Avg Loss=$-1.01
+2025-03-10 17:07:50,743 - INFO - Episode 28: Reward=16.74, Balance=$98.55, Win Rate=44.4%, Trades=9, Episode PnL=$-2.82, Total PnL=$-546.69, Max Drawdown=2.6%, Pred Accuracy=99.5%
+2025-03-10 17:07:50,743 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:50,743 - INFO - Refreshing data for episode 29
+2025-03-10 17:07:50,744 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:51,057 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:51,063 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:51,100 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.9074607142857 | Take profit: 2116.7040839285714
+2025-03-10 17:07:51,189 - INFO - STOP LOSS hit for long at 2074.9074607142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:51,211 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022810714286 | Take profit: 2079.0780339285716
+2025-03-10 17:07:51,509 - INFO - STOP LOSS hit for long at 2038.022810714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:51,535 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3367607142857 | Take profit: 2057.9761839285716
+2025-03-10 17:07:51,556 - INFO - STOP LOSS hit for long at 2017.3367607142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:51,579 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4266107142857 | Take profit: 2045.8266339285713
+2025-03-10 17:07:51,690 - INFO - CLOSED long at 2035.32 | PnL: 0.98% | $1.67
+2025-03-10 17:07:51,691 - INFO - OPENED SHORT at 2035.32 | Stop loss: 2045.5322892857143 | Take profit: 2004.7366660714285
+2025-03-10 17:07:51,715 - INFO - CLOSED short at 2037.93 | PnL: -0.13% | $-0.44
+2025-03-10 17:07:51,717 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7046607142859 | Take profit: 2068.5524839285713
+2025-03-10 17:07:51,761 - INFO - STOP LOSS hit for long at 2027.7046607142859 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:51,785 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1128107142856 | Take profit: 2060.8080339285716
+2025-03-10 17:07:51,911 - INFO - STOP LOSS hit for long at 2020.1128107142856 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:51,939 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1928107142858 | Take profit: 2044.5680339285714
+2025-03-10 17:07:52,165 - INFO - STOP LOSS hit for long at 2004.1928107142858 | PnL: -0.50% | $-1.13
+2025-03-10 17:07:52,188 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0985107142858 | Take profit: 2035.2909339285716
+2025-03-10 17:07:52,504 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:07:52,505 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1761892857141 | Take profit: 1977.9249660714286
+2025-03-10 17:07:52,567 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.29
+2025-03-10 17:07:52,567 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1581107142858 | Take profit: 2039.4321339285714
+2025-03-10 17:07:52,829 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.88, Avg Loss=$-0.96
+2025-03-10 17:07:52,830 - INFO - Episode 29: Reward=12.08, Balance=$94.09, Win Rate=20.0%, Trades=10, Episode PnL=$-7.66, Total PnL=$-552.60, Max Drawdown=5.7%, Pred Accuracy=99.5%
+2025-03-10 17:07:52,830 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:52,830 - INFO - Refreshing data for episode 30
+2025-03-10 17:07:52,830 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:53,138 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:53,146 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:53,863 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.906932142857 | Take profit: 2116.704876785714
+2025-03-10 17:07:53,955 - INFO - STOP LOSS hit for long at 2074.906932142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:53,983 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0222821428574 | Take profit: 2079.0788267857147
+2025-03-10 17:07:54,066 - INFO - CLOSED long at 2053.22 | PnL: 0.24% | $0.27
+2025-03-10 17:07:54,066 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.5223178571428 | Take profit: 2022.3673732142856
+2025-03-10 17:07:54,093 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.66
+2025-03-10 17:07:54,093 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7832321428573 | Take profit: 2089.0359767857144
+2025-03-10 17:07:54,213 - INFO - STOP LOSS hit for long at 2047.7832321428573 | PnL: -0.50% | $-1.16
+2025-03-10 17:07:54,261 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6940321428572 | Take profit: 2074.663576785714
+2025-03-10 17:07:54,393 - INFO - STOP LOSS hit for long at 2033.6940321428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:54,422 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262032142857 | Take profit: 2040.5595767857142
+2025-03-10 17:07:55,039 - INFO - CLOSED long at 2026.46 | PnL: 0.80% | $1.32
+2025-03-10 17:07:55,082 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9982321428572 | Take profit: 2045.3909767857142
+2025-03-10 17:07:55,197 - INFO - STOP LOSS hit for long at 2004.9982321428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:55,222 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0979821428573 | Take profit: 2035.2917267857144
+2025-03-10 17:07:55,265 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.77
+2025-03-10 17:07:55,266 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4529178571427 | Take profit: 1985.0555732142857
+2025-03-10 17:07:55,289 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.28
+2025-03-10 17:07:55,290 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.252082142857 | Take profit: 2040.549426785714
+2025-03-10 17:07:55,454 - INFO - STOP LOSS hit for long at 2000.252082142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:55,491 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4213821428573 | Take profit: 2034.601526785714
+2025-03-10 17:07:55,847 - INFO - Trade Analysis: Win Rate=14.3% in uptrends, 0.0% in downtrends | Avg Win=$0.66, Avg Loss=$-1.08
+2025-03-10 17:07:55,847 - INFO - Episode 30: Reward=15.36, Balance=$96.19, Win Rate=40.0%, Trades=10, Episode PnL=$-4.85, Total PnL=$-556.41, Max Drawdown=3.9%, Pred Accuracy=99.5%
+2025-03-10 17:07:55,976 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:07:55,977 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:07:55,977 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:56,491 - INFO - Visualization saved for episode 30
+2025-03-10 17:07:57,406 - INFO - Visualization saved for episode 30
+2025-03-10 17:07:57,412 - INFO - Refreshing data for episode 31
+2025-03-10 17:07:57,413 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:57,708 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:57,715 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:57,816 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.906932142857 | Take profit: 2116.704876785714
+2025-03-10 17:07:57,914 - INFO - STOP LOSS hit for long at 2074.906932142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:57,934 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0222821428574 | Take profit: 2079.0788267857147
+2025-03-10 17:07:58,226 - INFO - STOP LOSS hit for long at 2038.0222821428574 | PnL: -0.50% | $-1.17
+2025-03-10 17:07:58,248 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3362321428572 | Take profit: 2057.976976785714
+2025-03-10 17:07:58,271 - INFO - STOP LOSS hit for long at 2017.3362321428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:07:58,294 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4260821428572 | Take profit: 2045.8274267857141
+2025-03-10 17:07:58,360 - INFO - CLOSED long at 2014.56 | PnL: -0.05% | $-0.28
+2025-03-10 17:07:58,383 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8239321428573 | Take profit: 2052.353876785714
+2025-03-10 17:07:58,648 - INFO - STOP LOSS hit for long at 2011.8239321428573 | PnL: -0.50% | $-1.14
+2025-03-10 17:07:58,677 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.794382142857 | Take profit: 2040.0825267857147
+2025-03-10 17:07:58,907 - INFO - CLOSED long at 2008.1 | PnL: -0.09% | $-0.35
+2025-03-10 17:07:58,907 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1767178571429 | Take profit: 1977.9241732142855
+2025-03-10 17:07:58,930 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.86
+2025-03-10 17:07:58,930 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.227082142857 | Take profit: 2045.624426785714
+2025-03-10 17:07:58,997 - INFO - STOP LOSS hit for long at 2005.227082142857 | PnL: -0.50% | $-1.11
+2025-03-10 17:07:59,018 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0532821428571 | Take profit: 2032.185826785714
+2025-03-10 17:07:59,394 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.91
+2025-03-10 17:07:59,395 - INFO - Episode 31: Reward=7.47, Balance=$92.76, Win Rate=0.0%, Trades=8, Episode PnL=$-6.89, Total PnL=$-563.65, Max Drawdown=7.2%, Pred Accuracy=99.5%
+2025-03-10 17:07:59,395 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:07:59,395 - INFO - Refreshing data for episode 32
+2025-03-10 17:07:59,395 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:07:59,711 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:07:59,718 - INFO - Initialized environment with 100 candles
+2025-03-10 17:07:59,758 - INFO - OPENED LONG at 2085.37 | Stop loss: 2074.906932142857 | Take profit: 2116.704876785714
+2025-03-10 17:07:59,839 - INFO - STOP LOSS hit for long at 2074.906932142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:07:59,858 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0222821428574 | Take profit: 2079.0788267857147
+2025-03-10 17:08:00,093 - INFO - CLOSED long at 2044.1 | PnL: -0.21% | $-0.59
+2025-03-10 17:08:00,111 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.335832142857 | Take profit: 2074.298176785714
+2025-03-10 17:08:00,181 - INFO - STOP LOSS hit for long at 2033.335832142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:00,200 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262032142857 | Take profit: 2040.5595767857142
+2025-03-10 17:08:00,994 - INFO - STOP LOSS hit for long at 2000.262032142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:01,021 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4213821428573 | Take profit: 2034.601526785714
+2025-03-10 17:08:01,227 - INFO - CLOSED long at 2022.2 | PnL: 0.88% | $1.48
+2025-03-10 17:08:01,250 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8687321428572 | Take profit: 2051.3794767857144
+2025-03-10 17:08:01,345 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.48, Avg Loss=$-1.02
+2025-03-10 17:08:01,345 - INFO - Episode 32: Reward=12.75, Balance=$97.39, Win Rate=20.0%, Trades=5, Episode PnL=$-2.61, Total PnL=$-566.26, Max Drawdown=4.1%, Pred Accuracy=99.5%
+2025-03-10 17:08:01,346 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:01,346 - INFO - Refreshing data for episode 33
+2025-03-10 17:08:01,346 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:01,639 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:01,647 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:01,793 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6544642857143 | Take profit: 2115.424128571429
+2025-03-10 17:08:01,909 - INFO - STOP LOSS hit for long at 2073.6544642857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:01,932 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0235142857146 | Take profit: 2079.0769785714288
+2025-03-10 17:08:02,050 - INFO - CLOSED long at 2058.11 | PnL: 0.48% | $0.74
+2025-03-10 17:08:02,050 - INFO - OPENED SHORT at 2058.11 | Stop loss: 2068.435535714286 | Take profit: 2027.1858714285715
+2025-03-10 17:08:02,072 - INFO - CLOSED short at 2054.03 | PnL: 0.20% | $0.19
+2025-03-10 17:08:02,072 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7248642857146 | Take profit: 2084.892928571429
+2025-03-10 17:08:02,171 - INFO - CLOSED long at 2043.95 | PnL: -0.49% | $-1.16
+2025-03-10 17:08:02,218 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8445142857142 | Take profit: 2074.8139785714284
+2025-03-10 17:08:02,303 - INFO - CLOSED long at 2042.0 | PnL: -0.10% | $-0.39
+2025-03-10 17:08:02,303 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.2449857142856 | Take profit: 2011.3175214285714
+2025-03-10 17:08:02,327 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.31
+2025-03-10 17:08:02,327 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4914642857143 | Take profit: 2067.3131285714285
+2025-03-10 17:08:02,373 - INFO - STOP LOSS hit for long at 2026.4914642857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:02,399 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4273142857144 | Take profit: 2045.8255785714284
+2025-03-10 17:08:03,194 - INFO - STOP LOSS hit for long at 2005.4273142857144 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:03,219 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0992142857144 | Take profit: 2035.2898785714285
+2025-03-10 17:08:03,438 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.48
+2025-03-10 17:08:03,494 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1889142857144 | Take profit: 2029.2607785714285
+2025-03-10 17:08:03,916 - INFO - CLOSED long at 2031.56 | PnL: 1.62% | $2.85
+2025-03-10 17:08:03,916 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7527857142857 | Take profit: 2001.0341214285713
+2025-03-10 17:08:03,936 - INFO - Trade Analysis: Win Rate=40.0% in uptrends, 0.0% in downtrends | Avg Win=$1.02, Avg Loss=$-0.92
+2025-03-10 17:08:03,937 - INFO - Episode 33: Reward=12.50, Balance=$98.56, Win Rate=40.0%, Trades=10, Episode PnL=$-4.64, Total PnL=$-567.70, Max Drawdown=4.3%, Pred Accuracy=99.4%
+2025-03-10 17:08:03,937 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:03,937 - INFO - Refreshing data for episode 34
+2025-03-10 17:08:03,937 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:04,263 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:04,269 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:04,305 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6544071428575 | Take profit: 2115.4242142857142
+2025-03-10 17:08:04,375 - INFO - STOP LOSS hit for long at 2073.6544071428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:04,398 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0234571428573 | Take profit: 2079.0770642857146
+2025-03-10 17:08:04,776 - INFO - STOP LOSS hit for long at 2038.0234571428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:04,799 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.337407142857 | Take profit: 2057.975214285714
+2025-03-10 17:08:04,823 - INFO - STOP LOSS hit for long at 2017.337407142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:04,846 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4272571428571 | Take profit: 2045.8256642857143
+2025-03-10 17:08:05,603 - INFO - STOP LOSS hit for long at 2005.4272571428571 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:05,626 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0991571428572 | Take profit: 2035.2899642857144
+2025-03-10 17:08:06,316 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:08:06,317 - INFO - Episode 34: Reward=13.13, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-572.35, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:08:06,317 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:06,317 - INFO - Refreshing data for episode 35
+2025-03-10 17:08:06,317 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:06,627 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:06,635 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:07,035 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538678571433 | Take profit: 2115.425023214286
+2025-03-10 17:08:07,103 - INFO - STOP LOSS hit for long at 2073.6538678571433 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:07,123 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022917857143 | Take profit: 2079.0778732142862
+2025-03-10 17:08:07,144 - INFO - CLOSED long at 2051.0 | PnL: 0.13% | $0.06
+2025-03-10 17:08:07,144 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.290582142857 | Take profit: 2020.1816267857143
+2025-03-10 17:08:07,168 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.52
+2025-03-10 17:08:07,169 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2568678571429 | Take profit: 2074.2160232142855
+2025-03-10 17:08:07,503 - INFO - STOP LOSS hit for long at 2033.2568678571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:07,522 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4373321428568 | Take profit: 1980.141376785714
+2025-03-10 17:08:07,547 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.69
+2025-03-10 17:08:07,547 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267178571429 | Take profit: 2045.8264732142854
+2025-03-10 17:08:07,657 - INFO - CLOSED long at 2035.32 | PnL: 0.98% | $1.69
+2025-03-10 17:08:07,682 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7047678571428 | Take profit: 2068.552323214286
+2025-03-10 17:08:07,749 - INFO - STOP LOSS hit for long at 2027.7047678571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:07,800 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.112917857143 | Take profit: 2060.807873214286
+2025-03-10 17:08:07,951 - INFO - STOP LOSS hit for long at 2020.112917857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:07,972 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.192917857143 | Take profit: 2044.5678732142858
+2025-03-10 17:08:08,305 - INFO - STOP LOSS hit for long at 2004.192917857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:08,329 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.098617857143 | Take profit: 2035.2907732142855
+2025-03-10 17:08:08,611 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.46
+2025-03-10 17:08:08,665 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9592178571427 | Take profit: 2039.2289732142856
+2025-03-10 17:08:08,823 - INFO - CLOSED long at 2022.2 | PnL: 0.66% | $1.04
+2025-03-10 17:08:08,848 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8693678571428 | Take profit: 2051.378523214286
+2025-03-10 17:08:09,017 - INFO - Trade Analysis: Win Rate=14.3% in uptrends, 0.0% in downtrends | Avg Win=$0.83, Avg Loss=$-1.00
+2025-03-10 17:08:09,017 - INFO - Episode 35: Reward=13.93, Balance=$96.32, Win Rate=36.4%, Trades=11, Episode PnL=$-3.74, Total PnL=$-576.03, Max Drawdown=4.7%, Pred Accuracy=99.4%
+2025-03-10 17:08:09,019 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:09,019 - INFO - Refreshing data for episode 36
+2025-03-10 17:08:09,019 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:09,323 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:09,330 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:09,496 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538678571433 | Take profit: 2115.425023214286
+2025-03-10 17:08:09,560 - INFO - STOP LOSS hit for long at 2073.6538678571433 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:09,583 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022917857143 | Take profit: 2079.0778732142862
+2025-03-10 17:08:09,889 - INFO - STOP LOSS hit for long at 2038.022917857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:09,917 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368678571428 | Take profit: 2057.9760232142858
+2025-03-10 17:08:09,942 - INFO - STOP LOSS hit for long at 2017.3368678571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:09,968 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267178571429 | Take profit: 2045.8264732142854
+2025-03-10 17:08:10,469 - INFO - CLOSED long at 2010.92 | PnL: -0.23% | $-0.62
+2025-03-10 17:08:10,494 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9940178571428 | Take profit: 2040.2845732142855
+2025-03-10 17:08:10,662 - INFO - CLOSED long at 2008.03 | PnL: -0.10% | $-0.38
+2025-03-10 17:08:10,662 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1057321428573 | Take profit: 1977.8561767857143
+2025-03-10 17:08:10,688 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.39
+2025-03-10 17:08:10,688 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7852678571426 | Take profit: 2031.9108232142858
+2025-03-10 17:08:11,110 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.39, Avg Loss=$-0.90
+2025-03-10 17:08:11,110 - INFO - Episode 36: Reward=10.77, Balance=$95.88, Win Rate=16.7%, Trades=6, Episode PnL=$-3.74, Total PnL=$-580.15, Max Drawdown=4.1%, Pred Accuracy=99.4%
+2025-03-10 17:08:11,111 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:11,111 - INFO - Refreshing data for episode 37
+2025-03-10 17:08:11,111 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:11,416 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:11,424 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:11,460 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538678571433 | Take profit: 2115.425023214286
+2025-03-10 17:08:11,530 - INFO - STOP LOSS hit for long at 2073.6538678571433 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:11,553 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022917857143 | Take profit: 2079.0778732142862
+2025-03-10 17:08:11,842 - INFO - STOP LOSS hit for long at 2038.022917857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:11,870 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368678571428 | Take profit: 2057.9760232142858
+2025-03-10 17:08:11,892 - INFO - STOP LOSS hit for long at 2017.3368678571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:11,916 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267178571429 | Take profit: 2045.8264732142854
+2025-03-10 17:08:12,473 - INFO - STOP LOSS hit for long at 2005.4267178571429 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:12,498 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.098617857143 | Take profit: 2035.2907732142855
+2025-03-10 17:08:13,042 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:08:13,042 - INFO - Episode 37: Reward=13.13, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-584.80, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:08:13,043 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:13,043 - INFO - Refreshing data for episode 38
+2025-03-10 17:08:13,043 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:13,357 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:13,366 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:13,404 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538678571433 | Take profit: 2115.425023214286
+2025-03-10 17:08:13,571 - INFO - STOP LOSS hit for long at 2073.6538678571433 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:13,673 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022917857143 | Take profit: 2079.0778732142862
+2025-03-10 17:08:14,008 - INFO - STOP LOSS hit for long at 2038.022917857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:14,054 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368678571428 | Take profit: 2057.9760232142858
+2025-03-10 17:08:14,104 - INFO - STOP LOSS hit for long at 2017.3368678571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:14,127 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267178571429 | Take profit: 2045.8264732142854
+2025-03-10 17:08:14,656 - INFO - CLOSED long at 2015.11 | PnL: -0.02% | $-0.23
+2025-03-10 17:08:14,680 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8298178571429 | Take profit: 2041.137173214286
+2025-03-10 17:08:15,040 - INFO - STOP LOSS hit for long at 2000.8298178571429 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:15,064 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220178571427 | Take profit: 2034.6005732142858
+2025-03-10 17:08:15,395 - INFO - CLOSED long at 2017.79 | PnL: 0.66% | $1.05
+2025-03-10 17:08:15,422 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8593678571428 | Take profit: 2053.4085232142857
+2025-03-10 17:08:15,503 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.05, Avg Loss=$-0.98
+2025-03-10 17:08:15,505 - INFO - Episode 38: Reward=12.63, Balance=$96.18, Win Rate=16.7%, Trades=6, Episode PnL=$-3.82, Total PnL=$-588.62, Max Drawdown=4.9%, Pred Accuracy=99.4%
+2025-03-10 17:08:15,505 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:15,505 - INFO - Refreshing data for episode 39
+2025-03-10 17:08:15,505 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:15,801 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:15,808 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:16,119 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538678571433 | Take profit: 2115.425023214286
+2025-03-10 17:08:16,184 - INFO - STOP LOSS hit for long at 2073.6538678571433 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:16,208 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.022917857143 | Take profit: 2079.0778732142862
+2025-03-10 17:08:16,605 - INFO - STOP LOSS hit for long at 2038.022917857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:16,629 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368678571428 | Take profit: 2057.9760232142858
+2025-03-10 17:08:16,662 - INFO - STOP LOSS hit for long at 2017.3368678571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:16,687 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4267178571429 | Take profit: 2045.8264732142854
+2025-03-10 17:08:17,220 - INFO - CLOSED long at 2009.88 | PnL: -0.28% | $-0.72
+2025-03-10 17:08:17,220 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9649821428573 | Take profit: 1979.6784267857145
+2025-03-10 17:08:17,266 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.24
+2025-03-10 17:08:17,266 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.008667857143 | Take profit: 2051.5206232142855
+2025-03-10 17:08:17,344 - INFO - STOP LOSS hit for long at 2011.008667857143 | PnL: -0.50% | $-1.12
+2025-03-10 17:08:17,364 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9940178571428 | Take profit: 2040.2845732142855
+2025-03-10 17:08:17,698 - INFO - STOP LOSS hit for long at 1999.9940178571428 | PnL: -0.50% | $-1.10
+2025-03-10 17:08:17,720 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4220178571427 | Take profit: 2034.6005732142858
+2025-03-10 17:08:18,143 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.10
+2025-03-10 17:08:18,144 - INFO - Episode 39: Reward=8.13, Balance=$92.30, Win Rate=0.0%, Trades=7, Episode PnL=$-6.97, Total PnL=$-596.32, Max Drawdown=7.7%, Pred Accuracy=99.4%
+2025-03-10 17:08:18,144 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:18,144 - INFO - Refreshing data for episode 40
+2025-03-10 17:08:18,144 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:18,442 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:18,449 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:19,223 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6538142857144 | Take profit: 2115.4251035714287
+2025-03-10 17:08:19,301 - INFO - STOP LOSS hit for long at 2073.6538142857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:19,325 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0228642857146 | Take profit: 2079.0779535714287
+2025-03-10 17:08:19,739 - INFO - STOP LOSS hit for long at 2038.0228642857146 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:19,759 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3368142857144 | Take profit: 2057.976103571428
+2025-03-10 17:08:19,785 - INFO - STOP LOSS hit for long at 2017.3368142857144 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:19,812 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4266642857144 | Take profit: 2045.8265535714283
+2025-03-10 17:08:20,566 - INFO - STOP LOSS hit for long at 2005.4266642857144 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:20,588 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0985642857142 | Take profit: 2035.290853571429
+2025-03-10 17:08:21,237 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:08:21,237 - INFO - Episode 40: Reward=13.06, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-600.96, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:08:21,369 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:08:21,369 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:08:21,370 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:21,882 - INFO - Visualization saved for episode 40
+2025-03-10 17:08:22,796 - INFO - Visualization saved for episode 40
+2025-03-10 17:08:22,803 - INFO - Refreshing data for episode 41
+2025-03-10 17:08:22,803 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:23,119 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:23,125 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:23,336 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.653310714286 | Take profit: 2115.425858928572
+2025-03-10 17:08:23,409 - INFO - STOP LOSS hit for long at 2073.653310714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:23,455 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7088607142857 | Take profit: 2081.8192089285717
+2025-03-10 17:08:23,715 - INFO - CLOSED long at 2043.95 | PnL: -0.34% | $-0.86
+2025-03-10 17:08:23,716 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.2058892857144 | Take profit: 2013.2365410714285
+2025-03-10 17:08:23,785 - INFO - CLOSED short at 2042.0 | PnL: 0.10% | $-0.01
+2025-03-10 17:08:23,785 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7538607142858 | Take profit: 2072.6842089285715
+2025-03-10 17:08:23,832 - INFO - STOP LOSS hit for long at 2031.7538607142858 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:23,857 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2621107142857 | Take profit: 2040.5594589285715
+2025-03-10 17:08:24,599 - INFO - CLOSED long at 2014.04 | PnL: 0.18% | $0.16
+2025-03-10 17:08:24,600 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.146339285714 | Take profit: 1983.7751910714285
+2025-03-10 17:08:24,621 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.32
+2025-03-10 17:08:24,621 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5308107142857 | Take profit: 2038.7933589285713
+2025-03-10 17:08:25,003 - INFO - CLOSED long at 2009.04 | PnL: 0.02% | $-0.15
+2025-03-10 17:08:25,003 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1213392857142 | Take profit: 1978.8501910714288
+2025-03-10 17:08:25,036 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:08:25,037 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0233607142857 | Take profit: 2038.2757089285712
+2025-03-10 17:08:25,383 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.24, Avg Loss=$-0.58
+2025-03-10 17:08:25,383 - INFO - Episode 41: Reward=7.73, Balance=$97.02, Win Rate=25.0%, Trades=8, Episode PnL=$-2.13, Total PnL=$-603.95, Max Drawdown=3.2%, Pred Accuracy=99.4%
+2025-03-10 17:08:25,384 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:25,384 - INFO - Refreshing data for episode 42
+2025-03-10 17:08:25,384 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:25,688 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:25,695 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:25,729 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.652842857143 | Take profit: 2115.426560714286
+2025-03-10 17:08:25,798 - INFO - STOP LOSS hit for long at 2073.652842857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:25,820 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021892857143 | Take profit: 2079.079410714286
+2025-03-10 17:08:26,206 - INFO - STOP LOSS hit for long at 2038.021892857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:26,231 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.335842857143 | Take profit: 2057.977560714286
+2025-03-10 17:08:26,261 - INFO - STOP LOSS hit for long at 2017.335842857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:26,286 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4256928571428 | Take profit: 2045.8280107142857
+2025-03-10 17:08:27,025 - INFO - STOP LOSS hit for long at 2005.4256928571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:27,069 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0228928571428 | Take profit: 2038.2764107142855
+2025-03-10 17:08:27,400 - INFO - CLOSED long at 2008.1 | PnL: 0.00% | $-0.19
+2025-03-10 17:08:27,439 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.753992857143 | Take profit: 2048.2031107142857
+2025-03-10 17:08:27,740 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.97
+2025-03-10 17:08:27,741 - INFO - Episode 42: Reward=10.98, Balance=$95.17, Win Rate=0.0%, Trades=5, Episode PnL=$-4.83, Total PnL=$-608.78, Max Drawdown=4.8%, Pred Accuracy=99.5%
+2025-03-10 17:08:27,741 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:27,741 - INFO - Refreshing data for episode 43
+2025-03-10 17:08:27,741 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:28,050 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:28,057 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:28,095 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.652842857143 | Take profit: 2115.426560714286
+2025-03-10 17:08:28,159 - INFO - STOP LOSS hit for long at 2073.652842857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:28,182 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021892857143 | Take profit: 2079.079410714286
+2025-03-10 17:08:28,553 - INFO - STOP LOSS hit for long at 2038.021892857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:28,576 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.335842857143 | Take profit: 2057.977560714286
+2025-03-10 17:08:28,602 - INFO - STOP LOSS hit for long at 2017.335842857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:28,626 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4256928571428 | Take profit: 2045.8280107142857
+2025-03-10 17:08:29,348 - INFO - STOP LOSS hit for long at 2005.4256928571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:29,370 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.097592857143 | Take profit: 2035.2923107142858
+2025-03-10 17:08:29,415 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.76
+2025-03-10 17:08:29,438 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2516928571429 | Take profit: 2040.5500107142857
+2025-03-10 17:08:29,567 - INFO - STOP LOSS hit for long at 2000.2516928571429 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:29,599 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.420992857143 | Take profit: 2034.602110714286
+2025-03-10 17:08:29,885 - INFO - CLOSED long at 2017.79 | PnL: 0.66% | $1.05
+2025-03-10 17:08:29,886 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9155571428569 | Take profit: 1987.4682392857142
+2025-03-10 17:08:29,944 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.68
+2025-03-10 17:08:29,944 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.858342857143 | Take profit: 2053.410060714286
+2025-03-10 17:08:30,065 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.91, Avg Loss=$-1.08
+2025-03-10 17:08:30,065 - INFO - Episode 43: Reward=13.19, Balance=$95.36, Win Rate=25.0%, Trades=8, Episode PnL=$-5.70, Total PnL=$-613.42, Max Drawdown=5.0%, Pred Accuracy=99.5%
+2025-03-10 17:08:30,065 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:30,065 - INFO - Refreshing data for episode 44
+2025-03-10 17:08:30,067 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:30,371 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:30,378 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:30,437 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.618042857143 | Take profit: 2114.3709607142855
+2025-03-10 17:08:30,485 - INFO - STOP LOSS hit for long at 2072.618042857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:30,506 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021892857143 | Take profit: 2079.079410714286
+2025-03-10 17:08:30,577 - INFO - CLOSED long at 2052.89 | PnL: 0.22% | $0.24
+2025-03-10 17:08:30,577 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.1910571428566 | Take profit: 2022.0417392857141
+2025-03-10 17:08:30,597 - INFO - CLOSED short at 2053.22 | PnL: -0.02% | $-0.23
+2025-03-10 17:08:30,597 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.9172928571427 | Take profit: 2084.0732107142853
+2025-03-10 17:08:30,903 - INFO - STOP LOSS hit for long at 2042.9172928571427 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:30,930 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.489842857143 | Take profit: 2067.3155607142858
+2025-03-10 17:08:30,976 - INFO - STOP LOSS hit for long at 2026.489842857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:31,000 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4256928571428 | Take profit: 2045.8280107142857
+2025-03-10 17:08:31,791 - INFO - STOP LOSS hit for long at 2005.4256928571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:31,815 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.097592857143 | Take profit: 2035.2923107142858
+2025-03-10 17:08:32,549 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.24, Avg Loss=$-0.97
+2025-03-10 17:08:32,549 - INFO - Episode 44: Reward=12.35, Balance=$95.37, Win Rate=16.7%, Trades=6, Episode PnL=$-4.87, Total PnL=$-618.06, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:08:32,549 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:32,549 - INFO - Refreshing data for episode 45
+2025-03-10 17:08:32,550 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:32,851 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:32,861 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:33,276 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.652703571429 | Take profit: 2115.4267696428574
+2025-03-10 17:08:33,342 - INFO - STOP LOSS hit for long at 2073.652703571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:33,365 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0217535714287 | Take profit: 2079.0796196428573
+2025-03-10 17:08:33,524 - INFO - CLOSED long at 2054.03 | PnL: 0.28% | $0.35
+2025-03-10 17:08:33,613 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4894535714286 | Take profit: 2077.516519642857
+2025-03-10 17:08:33,780 - INFO - STOP LOSS hit for long at 2036.4894535714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:33,807 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2615035714286 | Take profit: 2040.560369642857
+2025-03-10 17:08:34,679 - INFO - STOP LOSS hit for long at 2000.2615035714286 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:34,718 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4208535714286 | Take profit: 2034.6023196428573
+2025-03-10 17:08:35,060 - INFO - CLOSED long at 2022.99 | PnL: 0.92% | $1.57
+2025-03-10 17:08:35,082 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3654535714284 | Take profit: 2062.088519642857
+2025-03-10 17:08:35,135 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.96, Avg Loss=$-1.17
+2025-03-10 17:08:35,137 - INFO - Episode 45: Reward=15.63, Balance=$98.40, Win Rate=40.0%, Trades=5, Episode PnL=$-1.60, Total PnL=$-619.65, Max Drawdown=3.2%, Pred Accuracy=99.5%
+2025-03-10 17:08:35,137 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:35,137 - INFO - Refreshing data for episode 46
+2025-03-10 17:08:35,137 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:35,446 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:35,452 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:35,576 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.652703571429 | Take profit: 2115.4267696428574
+2025-03-10 17:08:35,710 - INFO - STOP LOSS hit for long at 2073.652703571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:35,741 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0217535714287 | Take profit: 2079.0796196428573
+2025-03-10 17:08:35,879 - INFO - CLOSED long at 2054.03 | PnL: 0.28% | $0.35
+2025-03-10 17:08:35,880 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.336896428572 | Take profit: 2023.1644303571431
+2025-03-10 17:08:35,906 - INFO - CLOSED short at 2050.18 | PnL: 0.19% | $0.17
+2025-03-10 17:08:35,906 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.8923535714284 | Take profit: 2080.987819642857
+2025-03-10 17:08:36,153 - INFO - STOP LOSS hit for long at 2039.8923535714284 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:36,178 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3357035714284 | Take profit: 2057.9777696428573
+2025-03-10 17:08:36,203 - INFO - STOP LOSS hit for long at 2017.3357035714284 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:36,228 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255535714285 | Take profit: 2045.8282196428572
+2025-03-10 17:08:36,411 - INFO - CLOSED long at 2035.32 | PnL: 0.98% | $1.68
+2025-03-10 17:08:36,459 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7036035714286 | Take profit: 2068.5540696428575
+2025-03-10 17:08:36,499 - INFO - CLOSED long at 2031.97 | PnL: -0.29% | $-0.76
+2025-03-10 17:08:36,500 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1665964285717 | Take profit: 2001.435330357143
+2025-03-10 17:08:36,523 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.29
+2025-03-10 17:08:36,523 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7088535714288 | Take profit: 2057.338319642857
+2025-03-10 17:08:36,649 - INFO - STOP LOSS hit for long at 2016.7088535714288 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:36,670 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1917535714285 | Take profit: 2044.5696196428569
+2025-03-10 17:08:36,989 - INFO - STOP LOSS hit for long at 2004.1917535714285 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:37,012 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974535714288 | Take profit: 2035.292519642857
+2025-03-10 17:08:37,036 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:08:37,062 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2265535714284 | Take profit: 2045.6252196428572
+2025-03-10 17:08:37,180 - INFO - STOP LOSS hit for long at 2005.2265535714284 | PnL: -0.50% | $-1.13
+2025-03-10 17:08:37,236 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0527535714284 | Take profit: 2032.186619642857
+2025-03-10 17:08:37,599 - INFO - CLOSED long at 2017.79 | PnL: 0.78% | $1.27
+2025-03-10 17:08:37,646 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8582035714285 | Take profit: 2053.4102696428567
+2025-03-10 17:08:37,722 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.64, Avg Loss=$-1.10
+2025-03-10 17:08:37,723 - INFO - Episode 46: Reward=17.41, Balance=$96.13, Win Rate=46.2%, Trades=13, Episode PnL=$-3.46, Total PnL=$-623.53, Max Drawdown=5.1%, Pred Accuracy=99.4%
+2025-03-10 17:08:37,723 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:37,725 - INFO - Refreshing data for episode 47
+2025-03-10 17:08:37,725 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:38,015 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:38,020 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:38,075 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.6179035714285 | Take profit: 2114.3711696428572
+2025-03-10 17:08:38,119 - INFO - STOP LOSS hit for long at 2072.6179035714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:38,145 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0217535714287 | Take profit: 2079.0796196428573
+2025-03-10 17:08:38,545 - INFO - STOP LOSS hit for long at 2038.0217535714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:38,571 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3357035714284 | Take profit: 2057.9777696428573
+2025-03-10 17:08:38,595 - INFO - STOP LOSS hit for long at 2017.3357035714284 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:38,620 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255535714285 | Take profit: 2045.8282196428572
+2025-03-10 17:08:39,390 - INFO - STOP LOSS hit for long at 2005.4255535714285 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:39,442 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0227535714287 | Take profit: 2038.2766196428572
+2025-03-10 17:08:40,086 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:08:40,087 - INFO - Episode 47: Reward=12.70, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-628.17, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:08:40,087 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:40,087 - INFO - Refreshing data for episode 48
+2025-03-10 17:08:40,087 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:40,394 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:40,402 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:40,439 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.652703571429 | Take profit: 2115.4267696428574
+2025-03-10 17:08:40,499 - INFO - STOP LOSS hit for long at 2073.652703571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:40,519 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0217535714287 | Take profit: 2079.0796196428573
+2025-03-10 17:08:40,892 - INFO - STOP LOSS hit for long at 2038.0217535714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:40,913 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.6842964285715 | Take profit: 1997.042230357143
+2025-03-10 17:08:40,944 - INFO - CLOSED short at 2010.35 | PnL: 0.85% | $1.43
+2025-03-10 17:08:40,944 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2615035714286 | Take profit: 2040.560369642857
+2025-03-10 17:08:41,958 - INFO - STOP LOSS hit for long at 2000.2615035714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:42,009 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4208535714286 | Take profit: 2034.6023196428573
+2025-03-10 17:08:42,434 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$1.43, Avg Loss=$-1.17
+2025-03-10 17:08:42,434 - INFO - Episode 48: Reward=15.19, Balance=$97.91, Win Rate=25.0%, Trades=4, Episode PnL=$-2.09, Total PnL=$-630.26, Max Drawdown=2.4%, Pred Accuracy=99.5%
+2025-03-10 17:08:42,434 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:42,434 - INFO - Refreshing data for episode 49
+2025-03-10 17:08:42,436 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:43,175 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:43,182 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:43,533 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.652328571429 | Take profit: 2115.4273321428573
+2025-03-10 17:08:43,604 - INFO - STOP LOSS hit for long at 2073.652328571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:43,624 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0213785714288 | Take profit: 2079.0801821428577
+2025-03-10 17:08:43,994 - INFO - STOP LOSS hit for long at 2038.0213785714288 | PnL: -0.50% | $-1.17
+2025-03-10 17:08:44,016 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3353285714286 | Take profit: 2057.978332142857
+2025-03-10 17:08:44,041 - INFO - STOP LOSS hit for long at 2017.3353285714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:44,063 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4251785714287 | Take profit: 2045.8287821428573
+2025-03-10 17:08:44,331 - INFO - CLOSED long at 2026.88 | PnL: 0.56% | $0.88
+2025-03-10 17:08:44,332 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.0515214285713 | Take profit: 1996.421117857143
+2025-03-10 17:08:44,376 - INFO - CLOSED short at 2020.7 | PnL: 0.30% | $0.39
+2025-03-10 17:08:44,377 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.5593785714286 | Take profit: 2051.066182142857
+2025-03-10 17:08:44,527 - INFO - STOP LOSS hit for long at 2010.5593785714286 | PnL: -0.50% | $-1.16
+2025-03-10 17:08:44,565 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7934785714288 | Take profit: 2040.0838821428574
+2025-03-10 17:08:45,013 - INFO - STOP LOSS hit for long at 1999.7934785714288 | PnL: -0.50% | $-1.14
+2025-03-10 17:08:45,052 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4204785714287 | Take profit: 2034.602882142857
+2025-03-10 17:08:45,477 - INFO - Trade Analysis: Win Rate=16.7% in uptrends, 0.0% in downtrends | Avg Win=$0.63, Avg Loss=$-1.16
+2025-03-10 17:08:45,478 - INFO - Episode 49: Reward=14.73, Balance=$95.47, Win Rate=28.6%, Trades=7, Episode PnL=$-5.41, Total PnL=$-634.80, Max Drawdown=4.5%, Pred Accuracy=99.5%
+2025-03-10 17:08:45,478 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:08:45,478 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:08:45,594 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:08:46,011 - INFO - Training results saved to training_results.png
+2025-03-10 17:08:46,128 - INFO - Model saved to models/trading_agent_continuous_100.pt
+2025-03-10 17:08:51,136 - INFO - Starting training batch 4
+2025-03-10 17:08:51,136 - INFO - Refreshing data for new training batch
+2025-03-10 17:08:51,136 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:51,479 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:08:51,485 - INFO - Initialized environment with 500 candles
+2025-03-10 17:08:51,485 - INFO - Updated environment with fresh candles
+2025-03-10 17:08:51,485 - INFO - Starting training on device: cuda
+2025-03-10 17:08:51,485 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:08:51,485 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:08:51,629 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:08:51,637 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:08:51,642 - INFO - Refreshing data for episode 0
+2025-03-10 17:08:51,642 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:51,942 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:51,948 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:52,638 - INFO - OPENED SHORT at 2084.11 | Stop loss: 2094.567760714286 | Take profit: 2052.7925339285716
+2025-03-10 17:08:52,727 - INFO - TAKE PROFIT hit for short at 2052.7925339285716 | PnL: 1.50% | $2.76
+2025-03-10 17:08:52,749 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.292210714286 | Take profit: 2020.1791839285713
+2025-03-10 17:08:53,055 - INFO - TAKE PROFIT hit for short at 2020.1791839285713 | PnL: 1.50% | $2.83
+2025-03-10 17:08:53,082 - INFO - OPENED SHORT at 2015.54 | Stop loss: 2025.6549107142857 | Take profit: 1985.2510839285715
+2025-03-10 17:08:53,209 - INFO - STOP LOSS hit for short at 2025.6549107142857 | PnL: -0.50% | $-1.25
+2025-03-10 17:08:53,238 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.156860714286 | Take profit: 2007.3052339285714
+2025-03-10 17:08:53,285 - INFO - CLOSED short at 2026.88 | PnL: 0.54% | $0.91
+2025-03-10 17:08:53,285 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7083892857142 | Take profit: 2057.339016071429
+2025-03-10 17:08:53,309 - INFO - CLOSED long at 2030.3 | PnL: 0.17% | $0.14
+2025-03-10 17:08:53,309 - INFO - OPENED SHORT at 2030.3 | Stop loss: 2040.4887107142856 | Take profit: 1999.7896839285713
+2025-03-10 17:08:53,838 - INFO - TAKE PROFIT hit for short at 1999.7896839285713 | PnL: 1.50% | $2.90
+2025-03-10 17:08:53,860 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.539610714286 | Take profit: 1974.3569839285715
+2025-03-10 17:08:53,984 - INFO - STOP LOSS hit for short at 2014.539610714286 | PnL: -0.50% | $-1.28
+2025-03-10 17:08:54,011 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2378607142857 | Take profit: 1983.8622339285716
+2025-03-10 17:08:54,032 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.21
+2025-03-10 17:08:54,032 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6039892857143 | Take profit: 2054.1722160714285
+2025-03-10 17:08:54,058 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.37
+2025-03-10 17:08:54,058 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3482107142856 | Take profit: 1991.8111839285714
+2025-03-10 17:08:54,116 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.29
+2025-03-10 17:08:54,116 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8577392857144 | Take profit: 2053.4109660714284
+2025-03-10 17:08:54,143 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.21
+2025-03-10 17:08:54,143 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1421607142854 | Take profit: 1992.5893339285715
+2025-03-10 17:08:54,187 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.91, Avg Loss=$-0.77
+2025-03-10 17:08:54,187 - INFO - Episode 0: Reward=-22.14, Balance=$104.93, Win Rate=45.5%, Trades=11, Episode PnL=$5.36, Total PnL=$-629.87, Max Drawdown=1.2%, Pred Accuracy=98.7%
+2025-03-10 17:08:54,311 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:08:54,311 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:08:54,810 - INFO - Visualization saved for episode 0
+2025-03-10 17:08:55,690 - INFO - Visualization saved for episode 0
+2025-03-10 17:08:55,699 - INFO - Refreshing data for episode 1
+2025-03-10 17:08:55,699 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:56,022 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:56,028 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:56,322 - INFO - OPENED SHORT at 2084.11 | Stop loss: 2094.5679250000003 | Take profit: 2052.7922875
+2025-03-10 17:08:56,344 - INFO - CLOSED short at 2083.07 | PnL: 0.05% | $-0.10
+2025-03-10 17:08:56,344 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.617275 | Take profit: 2114.3721125
+2025-03-10 17:08:56,366 - INFO - CLOSED long at 2075.07 | PnL: -0.38% | $-0.95
+2025-03-10 17:08:56,366 - INFO - OPENED SHORT at 2075.07 | Stop loss: 2085.4827250000003 | Take profit: 2043.8878875000003
+2025-03-10 17:08:56,418 - INFO - CLOSED short at 2048.3 | PnL: 1.29% | $2.31
+2025-03-10 17:08:56,419 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0211250000002 | Take profit: 2079.0805625000003
+2025-03-10 17:08:56,445 - INFO - CLOSED long at 2051.0 | PnL: 0.13% | $0.06
+2025-03-10 17:08:56,445 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.292375 | Take profit: 2020.1789375
+2025-03-10 17:08:56,470 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.53
+2025-03-10 17:08:56,471 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.255075 | Take profit: 2074.2187125
+2025-03-10 17:08:56,516 - INFO - CLOSED long at 2052.89 | PnL: 0.46% | $0.72
+2025-03-10 17:08:56,516 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.191825 | Take profit: 2022.0405875
+2025-03-10 17:08:56,556 - INFO - CLOSED short at 2053.22 | PnL: -0.02% | $-0.23
+2025-03-10 17:08:56,556 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.9165249999996 | Take profit: 2084.0743625
+2025-03-10 17:08:56,648 - INFO - CLOSED long at 2054.03 | PnL: 0.04% | $-0.12
+2025-03-10 17:08:56,650 - INFO - OPENED SHORT at 2054.03 | Stop loss: 2064.337525 | Take profit: 2023.1634875000002
+2025-03-10 17:08:56,760 - INFO - CLOSED short at 2044.1 | PnL: 0.48% | $0.77
+2025-03-10 17:08:56,761 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.842125 | Take profit: 2074.8175625
+2025-03-10 17:08:56,779 - INFO - CLOSED long at 2043.59 | PnL: -0.02% | $-0.25
+2025-03-10 17:08:56,779 - INFO - OPENED SHORT at 2043.59 | Stop loss: 2053.8453250000002 | Take profit: 2012.8800875
+2025-03-10 17:08:56,847 - INFO - CLOSED short at 2027.51 | PnL: 0.79% | $1.39
+2025-03-10 17:08:56,847 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.335075 | Take profit: 2057.9787125000003
+2025-03-10 17:08:56,875 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.94
+2025-03-10 17:08:56,875 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4391249999996 | Take profit: 1980.1386874999998
+2025-03-10 17:08:56,923 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.72
+2025-03-10 17:08:56,923 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.424925 | Take profit: 2045.8291625
+2025-03-10 17:08:56,961 - INFO - CLOSED long at 2014.41 | PnL: -0.06% | $-0.31
+2025-03-10 17:08:56,962 - INFO - OPENED SHORT at 2014.41 | Stop loss: 2024.5194250000002 | Take profit: 1984.1377875
+2025-03-10 17:08:57,084 - INFO - CLOSED short at 2021.97 | PnL: -0.38% | $-0.94
+2025-03-10 17:08:57,127 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.157025 | Take profit: 2007.3049875000002
+2025-03-10 17:08:57,194 - INFO - CLOSED short at 2030.3 | PnL: 0.37% | $0.54
+2025-03-10 17:08:57,195 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1111250000001 | Take profit: 2060.8105625
+2025-03-10 17:08:57,214 - INFO - CLOSED long at 2020.7 | PnL: -0.47% | $-1.13
+2025-03-10 17:08:57,214 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.840875 | Take profit: 1990.3334375000002
+2025-03-10 17:08:57,262 - INFO - CLOSED short at 2021.06 | PnL: -0.02% | $-0.23
+2025-03-10 17:08:57,263 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.917325 | Take profit: 2051.4319625
+2025-03-10 17:08:57,392 - INFO - CLOSED long at 2014.3 | PnL: -0.33% | $-0.85
+2025-03-10 17:08:57,392 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.4088749999999 | Take profit: 1984.0294375
+2025-03-10 17:08:57,441 - INFO - CLOSED short at 2007.96 | PnL: 0.31% | $0.42
+2025-03-10 17:08:57,442 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8828250000001 | Take profit: 2038.1354625
+2025-03-10 17:08:57,479 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 17:08:57,480 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9667750000003 | Take profit: 1979.6757375000002
+2025-03-10 17:08:57,504 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.28
+2025-03-10 17:08:57,504 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.006875 | Take profit: 2051.5233125
+2025-03-10 17:08:57,529 - INFO - CLOSED long at 2026.46 | PnL: 0.26% | $0.31
+2025-03-10 17:08:57,529 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6296750000001 | Take profit: 1996.0070375
+2025-03-10 17:08:57,553 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.89
+2025-03-10 17:08:57,553 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.997075 | Take profit: 2045.3927124999998
+2025-03-10 17:08:57,575 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.60
+2025-03-10 17:08:57,576 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.011975 | Take profit: 1980.7001375
+2025-03-10 17:08:57,599 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:08:57,599 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.992225 | Take profit: 2040.2872625
+2025-03-10 17:08:57,623 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:08:57,625 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1475750000002 | Take profit: 1983.7733375
+2025-03-10 17:08:57,649 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.33
+2025-03-10 17:08:57,649 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.529575 | Take profit: 2038.7952125000002
+2025-03-10 17:08:57,711 - INFO - CLOSED long at 2005.16 | PnL: -0.17% | $-0.53
+2025-03-10 17:08:57,712 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.223175 | Take profit: 1975.0265375000001
+2025-03-10 17:08:57,763 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.48
+2025-03-10 17:08:57,763 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.022125 | Take profit: 2038.2775625
+2025-03-10 17:08:57,875 - INFO - CLOSED long at 2010.34 | PnL: 0.11% | $0.02
+2025-03-10 17:08:57,876 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.429075 | Take profit: 1980.1288375
+2025-03-10 17:08:57,899 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:08:57,900 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9524749999998 | Take profit: 2038.2065125000001
+2025-03-10 17:08:58,003 - INFO - CLOSED long at 2002.6 | PnL: -0.27% | $-0.71
+2025-03-10 17:08:58,004 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.650375 | Take profit: 1972.5049375
+2025-03-10 17:08:58,023 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:08:58,023 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2411749999999 | Take profit: 2032.3804125
+2025-03-10 17:08:58,044 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.45
+2025-03-10 17:08:58,044 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.122575 | Take profit: 1978.8483374999998
+2025-03-10 17:08:58,194 - INFO - CLOSED short at 2014.13 | PnL: -0.25% | $-0.68
+2025-03-10 17:08:58,195 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.021975 | Take profit: 2044.3980125000003
+2025-03-10 17:08:58,250 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.72
+2025-03-10 17:08:58,250 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9161749999998 | Take profit: 1993.3475374999998
+2025-03-10 17:08:58,312 - INFO - CLOSED short at 2021.01 | PnL: 0.14% | $0.07
+2025-03-10 17:08:58,312 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.867575 | Take profit: 2051.3812125000004
+2025-03-10 17:08:58,334 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.50
+2025-03-10 17:08:58,334 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9163250000001 | Take profit: 1987.4670875
+2025-03-10 17:08:58,357 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.68
+2025-03-10 17:08:58,357 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.857575 | Take profit: 2053.4112125
+2025-03-10 17:08:58,429 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.57, Avg Loss=$-0.59
+2025-03-10 17:08:58,430 - INFO - Episode 1: Reward=-17.26, Balance=$96.23, Win Rate=42.5%, Trades=40, Episode PnL=$1.65, Total PnL=$-633.64, Max Drawdown=0.0%, Pred Accuracy=98.8%
+2025-03-10 17:08:58,430 - INFO - Refreshing data for episode 2
+2025-03-10 17:08:58,430 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:08:58,726 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:08:58,731 - INFO - Initialized environment with 100 candles
+2025-03-10 17:08:58,872 - INFO - OPENED LONG at 2084.11 | Stop loss: 2073.6520750000004 | Take profit: 2115.4277125
+2025-03-10 17:08:59,089 - INFO - STOP LOSS hit for long at 2073.6520750000004 | PnL: -0.50% | $-1.18
+2025-03-10 17:08:59,116 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.578875 | Take profit: 2017.5194375
+2025-03-10 17:08:59,141 - INFO - CLOSED short at 2051.0 | PnL: -0.13% | $-0.45
+2025-03-10 17:08:59,141 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.707625 | Take profit: 2081.8210625
+2025-03-10 17:08:59,165 - INFO - CLOSED long at 2043.51 | PnL: -0.37% | $-0.90
+2025-03-10 17:08:59,165 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.764925 | Take profit: 2012.8012875
+2025-03-10 17:08:59,189 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.07
+2025-03-10 17:08:59,190 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.588175 | Take profit: 2083.7394124999996
+2025-03-10 17:08:59,236 - INFO - CLOSED long at 2058.11 | PnL: 0.25% | $0.29
+2025-03-10 17:08:59,236 - INFO - OPENED SHORT at 2058.11 | Stop loss: 2068.437925 | Take profit: 2027.1822875
+2025-03-10 17:08:59,260 - INFO - CLOSED short at 2054.03 | PnL: 0.20% | $0.19
+2025-03-10 17:08:59,260 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7224750000003 | Take profit: 2084.8965125000004
+2025-03-10 17:08:59,368 - INFO - STOP LOSS hit for long at 2043.7224750000003 | PnL: -0.50% | $-1.15
+2025-03-10 17:08:59,394 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.752625 | Take profit: 2072.6860625
+2025-03-10 17:08:59,441 - INFO - STOP LOSS hit for long at 2031.752625 | PnL: -0.50% | $-1.13
+2025-03-10 17:08:59,469 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.260875 | Take profit: 2040.5613125
+2025-03-10 17:08:59,539 - INFO - CLOSED long at 2019.57 | PnL: 0.46% | $0.67
+2025-03-10 17:08:59,539 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.705225 | Take profit: 1989.2203874999998
+2025-03-10 17:08:59,595 - INFO - CLOSED short at 2021.97 | PnL: -0.12% | $-0.41
+2025-03-10 17:08:59,595 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8227749999999 | Take profit: 2052.3556125
+2025-03-10 17:08:59,702 - INFO - CLOSED long at 2030.3 | PnL: 0.41% | $0.58
+2025-03-10 17:08:59,727 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.559125 | Take profit: 2051.0665625
+2025-03-10 17:08:59,845 - INFO - CLOSED long at 2014.3 | PnL: -0.32% | $-0.78
+2025-03-10 17:08:59,846 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.4088749999999 | Take profit: 1984.0294375
+2025-03-10 17:08:59,897 - INFO - CLOSED short at 2009.88 | PnL: 0.22% | $0.22
+2025-03-10 17:08:59,897 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7932250000001 | Take profit: 2040.0842625
+2025-03-10 17:09:00,027 - INFO - CLOSED long at 2010.08 | PnL: 0.01% | $-0.17
+2025-03-10 17:09:00,027 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.167775 | Take profit: 1979.8727375
+2025-03-10 17:09:00,123 - INFO - CLOSED short at 2005.16 | PnL: 0.24% | $0.27
+2025-03-10 17:09:00,123 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.096825 | Take profit: 2035.2934625
+2025-03-10 17:09:00,146 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:09:00,146 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.177875 | Take profit: 1977.9224375
+2025-03-10 17:09:00,399 - INFO - CLOSED short at 2008.1 | PnL: 0.00% | $-0.19
+2025-03-10 17:09:00,399 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.022125 | Take profit: 2038.2775625
+2025-03-10 17:09:00,422 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:09:00,424 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.323575 | Take profit: 1979.0453375000002
+2025-03-10 17:09:00,445 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-0.99
+2025-03-10 17:09:00,446 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7532250000002 | Take profit: 2048.2042625
+2025-03-10 17:09:00,473 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.53
+2025-03-10 17:09:00,474 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.238025 | Take profit: 1983.8619875000002
+2025-03-10 17:09:00,498 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.06
+2025-03-10 17:09:00,498 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.603825 | Take profit: 2054.1724625
+2025-03-10 17:09:00,520 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.32
+2025-03-10 17:09:00,521 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.348375 | Take profit: 1991.8109375000001
+2025-03-10 17:09:00,545 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.07
+2025-03-10 17:09:00,545 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.867575 | Take profit: 2051.3812125000004
+2025-03-10 17:09:00,567 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.47
+2025-03-10 17:09:00,568 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9163250000001 | Take profit: 1987.4670875
+2025-03-10 17:09:00,592 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.64
+2025-03-10 17:09:00,618 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.837675 | Take profit: 2053.3909125
+2025-03-10 17:09:00,642 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.58
+2025-03-10 17:09:00,643 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.755175 | Take profit: 2001.0305375
+2025-03-10 17:09:00,662 - INFO - Trade Analysis: Win Rate=23.1% in uptrends, 0.0% in downtrends | Avg Win=$0.36, Avg Loss=$-0.64
+2025-03-10 17:09:00,663 - INFO - Episode 2: Reward=-14.62, Balance=$91.30, Win Rate=30.8%, Trades=26, Episode PnL=$-7.08, Total PnL=$-642.34, Max Drawdown=9.3%, Pred Accuracy=98.9%
+2025-03-10 17:09:00,663 - INFO - Refreshing data for episode 3
+2025-03-10 17:09:00,663 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:01,428 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:01,435 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:01,467 - INFO - OPENED SHORT at 2083.07 | Stop loss: 2093.521171428572 | Take profit: 2051.770217857143
+2025-03-10 17:09:01,510 - INFO - CLOSED short at 2067.71 | PnL: 0.74% | $1.25
+2025-03-10 17:09:01,510 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3356285714285 | Take profit: 2098.7793821428572
+2025-03-10 17:09:01,528 - INFO - STOP LOSS hit for long at 2057.3356285714285 | PnL: -0.50% | $-1.20
+2025-03-10 17:09:01,576 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.763371428571 | Take profit: 2012.8036178571429
+2025-03-10 17:09:01,602 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.10
+2025-03-10 17:09:01,602 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5897285714284 | Take profit: 2083.737082142857
+2025-03-10 17:09:01,751 - INFO - CLOSED long at 2044.1 | PnL: -0.43% | $-1.03
+2025-03-10 17:09:01,751 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.3563214285714 | Take profit: 2013.3847678571428
+2025-03-10 17:09:01,774 - INFO - CLOSED short at 2043.59 | PnL: 0.02% | $-0.14
+2025-03-10 17:09:01,774 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3362285714284 | Take profit: 2074.2975821428568
+2025-03-10 17:09:01,848 - INFO - STOP LOSS hit for long at 2033.3362285714284 | PnL: -0.50% | $-1.16
+2025-03-10 17:09:01,873 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2624285714287 | Take profit: 2040.558982142857
+2025-03-10 17:09:02,007 - INFO - CLOSED long at 2035.32 | PnL: 1.24% | $2.17
+2025-03-10 17:09:02,035 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7045285714287 | Take profit: 2068.552682142857
+2025-03-10 17:09:02,078 - INFO - STOP LOSS hit for long at 2027.7045285714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:02,100 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1126785714287 | Take profit: 2060.808232142857
+2025-03-10 17:09:02,206 - INFO - STOP LOSS hit for long at 2020.1126785714287 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:02,228 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1926785714286 | Take profit: 2044.5682321428574
+2025-03-10 17:09:02,366 - INFO - CLOSED long at 2010.92 | PnL: -0.17% | $-0.51
+2025-03-10 17:09:02,393 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9937785714285 | Take profit: 2040.284932142857
+2025-03-10 17:09:02,746 - INFO - STOP LOSS hit for long at 1999.9937785714285 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:02,766 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4217785714286 | Take profit: 2034.6009321428571
+2025-03-10 17:09:03,196 - INFO - Trade Analysis: Win Rate=12.5% in uptrends, 0.0% in downtrends | Avg Win=$1.71, Avg Loss=$-0.95
+2025-03-10 17:09:03,196 - INFO - Episode 3: Reward=7.50, Balance=$94.83, Win Rate=18.2%, Trades=11, Episode PnL=$-4.14, Total PnL=$-647.51, Max Drawdown=5.2%, Pred Accuracy=98.8%
+2025-03-10 17:09:03,196 - INFO - Refreshing data for episode 4
+2025-03-10 17:09:03,197 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:03,940 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:03,947 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:04,010 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6587214285714 | Take profit: 2106.2499428571427
+2025-03-10 17:09:04,056 - INFO - STOP LOSS hit for long at 2064.6587214285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:04,120 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5896214285713 | Take profit: 2083.737242857143
+2025-03-10 17:09:04,347 - INFO - STOP LOSS hit for long at 2042.5896214285713 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:04,550 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.7037785714283 | Take profit: 1989.222557142857
+2025-03-10 17:09:04,627 - INFO - CLOSED short at 2035.32 | PnL: -0.78% | $-1.69
+2025-03-10 17:09:04,627 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1074714285714 | Take profit: 2065.903692857143
+2025-03-10 17:09:04,797 - INFO - STOP LOSS hit for long at 2025.1074714285714 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:04,844 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5605214285715 | Take profit: 2053.104542857143
+2025-03-10 17:09:04,943 - INFO - CLOSED long at 2014.3 | PnL: -0.42% | $-0.96
+2025-03-10 17:09:04,962 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8842714285715 | Take profit: 2038.1332928571428
+2025-03-10 17:09:05,683 - INFO - CLOSED long at 2009.04 | PnL: 0.05% | $-0.09
+2025-03-10 17:09:05,683 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1211285714287 | Take profit: 1978.8505071428572
+2025-03-10 17:09:05,794 - INFO - STOP LOSS hit for short at 2019.1211285714287 | PnL: -0.50% | $-1.11
+2025-03-10 17:09:06,047 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.05
+2025-03-10 17:09:06,048 - INFO - Episode 4: Reward=-1.04, Balance=$92.67, Win Rate=0.0%, Trades=7, Episode PnL=$-7.24, Total PnL=$-654.84, Max Drawdown=7.3%, Pred Accuracy=98.9%
+2025-03-10 17:09:06,048 - INFO - Refreshing data for episode 5
+2025-03-10 17:09:06,048 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:06,354 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:06,359 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:06,772 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.658142857143 | Take profit: 2106.2508107142858
+2025-03-10 17:09:06,819 - INFO - STOP LOSS hit for long at 2064.658142857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:07,178 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2617428571427 | Take profit: 2040.5600107142857
+2025-03-10 17:09:07,301 - INFO - CLOSED long at 2014.56 | PnL: 0.21% | $0.21
+2025-03-10 17:09:07,325 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8236428571429 | Take profit: 2052.354310714286
+2025-03-10 17:09:07,401 - INFO - CLOSED long at 2031.97 | PnL: 0.49% | $0.77
+2025-03-10 17:09:07,422 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.709092857143 | Take profit: 2057.3379607142856
+2025-03-10 17:09:07,495 - INFO - CLOSED long at 2022.71 | PnL: -0.21% | $-0.60
+2025-03-10 17:09:07,536 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9181928571427 | Take profit: 2051.4306607142853
+2025-03-10 17:09:07,589 - INFO - CLOSED long at 2020.89 | PnL: -0.01% | $-0.21
+2025-03-10 17:09:07,659 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1969428571429 | Take profit: 2045.594410714286
+2025-03-10 17:09:07,782 - INFO - CLOSED long at 2026.46 | PnL: 0.55% | $0.88
+2025-03-10 17:09:07,782 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6288071428573 | Take profit: 1996.0083392857143
+2025-03-10 17:09:07,800 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.90
+2025-03-10 17:09:07,801 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9979428571428 | Take profit: 2045.3914107142857
+2025-03-10 17:09:07,935 - INFO - CLOSED long at 2003.71 | PnL: -0.57% | $-1.32
+2025-03-10 17:09:08,017 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0229928571428 | Take profit: 2038.2762607142859
+2025-03-10 17:09:08,183 - INFO - CLOSED long at 1999.22 | PnL: -0.44% | $-1.06
+2025-03-10 17:09:08,207 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4210928571429 | Take profit: 2034.6019607142857
+2025-03-10 17:09:08,490 - INFO - CLOSED long at 2023.76 | PnL: 0.96% | $1.67
+2025-03-10 17:09:08,512 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0524928571429 | Take profit: 2052.5877607142857
+2025-03-10 17:09:08,552 - INFO - CLOSED long at 2017.79 | PnL: -0.22% | $-0.63
+2025-03-10 17:09:08,618 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3656928571427 | Take profit: 2062.0881607142856
+2025-03-10 17:09:08,642 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.52
+2025-03-10 17:09:08,669 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.89, Avg Loss=$-0.79
+2025-03-10 17:09:08,670 - INFO - Episode 5: Reward=4.80, Balance=$98.92, Win Rate=41.7%, Trades=12, Episode PnL=$-1.96, Total PnL=$-655.92, Max Drawdown=1.6%, Pred Accuracy=99.0%
+2025-03-10 17:09:08,670 - INFO - Refreshing data for episode 6
+2025-03-10 17:09:08,670 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:08,967 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:08,977 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:09,326 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334942857143 | Take profit: 2098.7804107142856
+2025-03-10 17:09:09,350 - INFO - STOP LOSS hit for long at 2057.334942857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:09,371 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7084928571428 | Take profit: 2081.8197607142856
+2025-03-10 17:09:09,459 - INFO - CLOSED long at 2058.11 | PnL: 0.35% | $0.48
+2025-03-10 17:09:09,481 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.723342857143 | Take profit: 2084.895210714286
+2025-03-10 17:09:09,589 - INFO - STOP LOSS hit for long at 2043.723342857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:09,611 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.2465071428574 | Take profit: 2011.3152392857144
+2025-03-10 17:09:09,635 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.31
+2025-03-10 17:09:09,635 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.489942857143 | Take profit: 2067.3154107142855
+2025-03-10 17:09:09,661 - INFO - CLOSED long at 2027.51 | PnL: -0.45% | $-1.07
+2025-03-10 17:09:09,688 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2617428571427 | Take profit: 2040.5600107142857
+2025-03-10 17:09:10,059 - INFO - CLOSED long at 2014.3 | PnL: 0.20% | $0.18
+2025-03-10 17:09:10,082 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.883692857143 | Take profit: 2038.1341607142858
+2025-03-10 17:09:10,106 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 17:09:10,135 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.007742857143 | Take profit: 2051.522010714286
+2025-03-10 17:09:10,208 - INFO - STOP LOSS hit for long at 2011.007742857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:10,229 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9930928571428 | Take profit: 2040.285960714286
+2025-03-10 17:09:10,278 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.33
+2025-03-10 17:09:10,302 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.654942857143 | Take profit: 2033.8204107142858
+2025-03-10 17:09:10,895 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.32, Avg Loss=$-0.82
+2025-03-10 17:09:10,896 - INFO - Episode 6: Reward=11.08, Balance=$96.06, Win Rate=33.3%, Trades=9, Episode PnL=$-3.94, Total PnL=$-659.87, Max Drawdown=3.9%, Pred Accuracy=99.1%
+2025-03-10 17:09:10,896 - INFO - Refreshing data for episode 7
+2025-03-10 17:09:10,896 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:11,207 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:11,215 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:11,249 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.618142857143 | Take profit: 2114.370810714286
+2025-03-10 17:09:11,295 - INFO - STOP LOSS hit for long at 2072.618142857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:11,323 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021992857143 | Take profit: 2079.0792607142857
+2025-03-10 17:09:11,410 - INFO - CLOSED long at 2053.22 | PnL: 0.24% | $0.27
+2025-03-10 17:09:11,429 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.782942857143 | Take profit: 2089.036410714286
+2025-03-10 17:09:11,459 - INFO - CLOSED long at 2054.03 | PnL: -0.20% | $-0.58
+2025-03-10 17:09:11,482 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.8925928571427 | Take profit: 2080.9874607142856
+2025-03-10 17:09:11,604 - INFO - CLOSED long at 2036.71 | PnL: -0.66% | $-1.47
+2025-03-10 17:09:11,627 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3359428571428 | Take profit: 2057.9774107142853
+2025-03-10 17:09:11,653 - INFO - STOP LOSS hit for long at 2017.3359428571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:11,677 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4257928571428 | Take profit: 2045.8278607142859
+2025-03-10 17:09:11,820 - INFO - CLOSED long at 2031.97 | PnL: 0.82% | $1.35
+2025-03-10 17:09:11,820 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1663571428574 | Take profit: 2001.4356892857145
+2025-03-10 17:09:11,841 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.29
+2025-03-10 17:09:11,841 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.709092857143 | Take profit: 2057.3379607142856
+2025-03-10 17:09:11,976 - INFO - STOP LOSS hit for long at 2016.709092857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:11,998 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1919928571428 | Take profit: 2044.5692607142857
+2025-03-10 17:09:12,196 - INFO - CLOSED long at 2008.61 | PnL: -0.28% | $-0.72
+2025-03-10 17:09:12,217 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.654942857143 | Take profit: 2033.8204107142858
+2025-03-10 17:09:12,265 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.22
+2025-03-10 17:09:12,290 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2267928571428 | Take profit: 2045.624860714286
+2025-03-10 17:09:12,355 - INFO - STOP LOSS hit for long at 2005.2267928571428 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:12,375 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0529928571427 | Take profit: 2032.1862607142857
+2025-03-10 17:09:12,869 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.53, Avg Loss=$-1.06
+2025-03-10 17:09:12,870 - INFO - Episode 7: Reward=10.40, Balance=$94.74, Win Rate=36.4%, Trades=11, Episode PnL=$-6.60, Total PnL=$-665.12, Max Drawdown=5.3%, Pred Accuracy=99.1%
+2025-03-10 17:09:12,870 - INFO - Refreshing data for episode 8
+2025-03-10 17:09:12,870 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:13,229 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:13,236 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:13,362 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.618142857143 | Take profit: 2114.370810714286
+2025-03-10 17:09:13,468 - INFO - STOP LOSS hit for long at 2072.618142857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:13,491 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021992857143 | Take profit: 2079.0792607142857
+2025-03-10 17:09:13,863 - INFO - STOP LOSS hit for long at 2038.021992857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:13,886 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3359428571428 | Take profit: 2057.9774107142853
+2025-03-10 17:09:13,912 - INFO - STOP LOSS hit for long at 2017.3359428571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:13,936 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4257928571428 | Take profit: 2045.8278607142859
+2025-03-10 17:09:14,653 - INFO - STOP LOSS hit for long at 2005.4257928571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:14,688 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0976928571429 | Take profit: 2035.2921607142857
+2025-03-10 17:09:15,312 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:09:15,312 - INFO - Episode 8: Reward=27.69, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-669.77, Max Drawdown=4.6%, Pred Accuracy=99.3%
+2025-03-10 17:09:15,313 - INFO - Refreshing data for episode 9
+2025-03-10 17:09:15,313 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:15,604 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:15,612 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:15,742 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.618142857143 | Take profit: 2114.370810714286
+2025-03-10 17:09:15,860 - INFO - STOP LOSS hit for long at 2072.618142857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:15,887 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021992857143 | Take profit: 2079.0792607142857
+2025-03-10 17:09:16,269 - INFO - STOP LOSS hit for long at 2038.021992857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:16,292 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3359428571428 | Take profit: 2057.9774107142853
+2025-03-10 17:09:16,316 - INFO - STOP LOSS hit for long at 2017.3359428571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:16,342 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4257928571428 | Take profit: 2045.8278607142859
+2025-03-10 17:09:16,571 - INFO - CLOSED long at 2026.88 | PnL: 0.56% | $0.88
+2025-03-10 17:09:16,615 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1119928571427 | Take profit: 2060.8092607142853
+2025-03-10 17:09:16,760 - INFO - STOP LOSS hit for long at 2020.1119928571427 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:16,789 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1919928571428 | Take profit: 2044.5692607142857
+2025-03-10 17:09:17,011 - INFO - CLOSED long at 2010.08 | PnL: -0.21% | $-0.59
+2025-03-10 17:09:17,011 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.166907142857 | Take profit: 1979.8740392857142
+2025-03-10 17:09:17,057 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.56
+2025-03-10 17:09:17,059 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9332928571428 | Take profit: 2044.3053607142856
+2025-03-10 17:09:17,102 - INFO - STOP LOSS hit for long at 2003.9332928571428 | PnL: -0.50% | $-1.12
+2025-03-10 17:09:17,124 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0976928571429 | Take profit: 2035.2921607142857
+2025-03-10 17:09:17,543 - INFO - CLOSED long at 2017.88 | PnL: 0.63% | $0.99
+2025-03-10 17:09:17,566 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0228428571431 | Take profit: 2044.396710714286
+2025-03-10 17:09:17,867 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.93, Avg Loss=$-0.99
+2025-03-10 17:09:17,867 - INFO - Episode 9: Reward=26.58, Balance=$94.94, Win Rate=22.2%, Trades=9, Episode PnL=$-4.48, Total PnL=$-674.83, Max Drawdown=6.0%, Pred Accuracy=99.4%
+2025-03-10 17:09:17,867 - INFO - Refreshing data for episode 10
+2025-03-10 17:09:17,868 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:18,184 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:18,190 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:18,580 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.618142857143 | Take profit: 2114.370810714286
+2025-03-10 17:09:18,625 - INFO - STOP LOSS hit for long at 2072.618142857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:18,650 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021992857143 | Take profit: 2079.0792607142857
+2025-03-10 17:09:18,703 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.65
+2025-03-10 17:09:18,723 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5890428571427 | Take profit: 2083.7381107142855
+2025-03-10 17:09:18,751 - INFO - CLOSED long at 2053.22 | PnL: 0.02% | $-0.16
+2025-03-10 17:09:18,751 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.522607142857 | Take profit: 2022.3669392857141
+2025-03-10 17:09:18,775 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.65
+2025-03-10 17:09:18,775 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.782942857143 | Take profit: 2089.036410714286
+2025-03-10 17:09:18,849 - INFO - STOP LOSS hit for long at 2047.782942857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:18,872 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.693742857143 | Take profit: 2074.6640107142857
+2025-03-10 17:09:19,068 - INFO - CLOSED long at 2036.71 | PnL: -0.35% | $-0.86
+2025-03-10 17:09:19,094 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3359428571428 | Take profit: 2057.9774107142853
+2025-03-10 17:09:19,116 - INFO - STOP LOSS hit for long at 2017.3359428571428 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:19,142 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4257928571428 | Take profit: 2045.8278607142859
+2025-03-10 17:09:19,481 - INFO - CLOSED long at 2020.7 | PnL: 0.26% | $0.29
+2025-03-10 17:09:19,506 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.559942857143 | Take profit: 2053.105410714286
+2025-03-10 17:09:19,617 - INFO - STOP LOSS hit for long at 2012.559942857143 | PnL: -0.50% | $-1.12
+2025-03-10 17:09:19,642 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.794092857143 | Take profit: 2040.082960714286
+2025-03-10 17:09:19,967 - INFO - CLOSED long at 2008.1 | PnL: -0.09% | $-0.35
+2025-03-10 17:09:19,987 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2267928571428 | Take profit: 2045.624860714286
+2025-03-10 17:09:20,032 - INFO - CLOSED long at 2008.03 | PnL: -0.36% | $-0.85
+2025-03-10 17:09:20,052 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7843428571427 | Take profit: 2031.9122107142855
+2025-03-10 17:09:20,255 - INFO - CLOSED long at 2002.29 | PnL: 0.02% | $-0.14
+2025-03-10 17:09:20,281 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9582928571429 | Take profit: 2039.2303607142856
+2025-03-10 17:09:20,650 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.29, Avg Loss=$-0.75
+2025-03-10 17:09:20,650 - INFO - Episode 10: Reward=16.19, Balance=$92.06, Win Rate=8.3%, Trades=12, Episode PnL=$-7.78, Total PnL=$-682.77, Max Drawdown=7.9%, Pred Accuracy=99.6%
+2025-03-10 17:09:20,771 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:09:20,772 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:09:21,615 - INFO - Visualization saved for episode 10
+2025-03-10 17:09:22,479 - INFO - Visualization saved for episode 10
+2025-03-10 17:09:22,485 - INFO - Refreshing data for episode 11
+2025-03-10 17:09:22,485 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:22,807 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:22,813 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:22,846 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.617725 | Take profit: 2114.3714375
+2025-03-10 17:09:22,890 - INFO - STOP LOSS hit for long at 2072.617725 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:22,921 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021575 | Take profit: 2079.0798875
+2025-03-10 17:09:23,194 - INFO - STOP LOSS hit for long at 2038.021575 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:23,214 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.335525 | Take profit: 2057.9780375
+2025-03-10 17:09:23,239 - INFO - STOP LOSS hit for long at 2017.335525 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:23,261 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4253749999998 | Take profit: 2045.8284875000002
+2025-03-10 17:09:23,760 - INFO - STOP LOSS hit for long at 2005.4253749999998 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:23,784 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.097275 | Take profit: 2035.2927875000003
+2025-03-10 17:09:24,309 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:09:24,310 - INFO - Episode 11: Reward=26.92, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-687.42, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:09:24,310 - INFO - Refreshing data for episode 12
+2025-03-10 17:09:24,310 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:24,628 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:24,637 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:24,672 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.617725 | Take profit: 2114.3714375
+2025-03-10 17:09:24,715 - INFO - STOP LOSS hit for long at 2072.617725 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:24,742 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021575 | Take profit: 2079.0798875
+2025-03-10 17:09:25,026 - INFO - CLOSED long at 2042.0 | PnL: -0.31% | $-0.79
+2025-03-10 17:09:25,026 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.246925 | Take profit: 2011.3146124999998
+2025-03-10 17:09:25,052 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.31
+2025-03-10 17:09:25,053 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.489525 | Take profit: 2067.3160374999998
+2025-03-10 17:09:25,104 - INFO - STOP LOSS hit for long at 2026.489525 | PnL: -0.50% | $-1.16
+2025-03-10 17:09:25,130 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4253749999998 | Take profit: 2045.8284875000002
+2025-03-10 17:09:25,679 - INFO - STOP LOSS hit for long at 2005.4253749999998 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:25,703 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.097275 | Take profit: 2035.2927875000003
+2025-03-10 17:09:25,829 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.48
+2025-03-10 17:09:25,848 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.186975 | Take profit: 2029.2636875
+2025-03-10 17:09:26,158 - INFO - CLOSED long at 2022.99 | PnL: 1.19% | $2.04
+2025-03-10 17:09:26,185 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3652749999999 | Take profit: 2062.0887875000003
+2025-03-10 17:09:26,231 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$1.17, Avg Loss=$-0.95
+2025-03-10 17:09:26,231 - INFO - Episode 12: Reward=26.03, Balance=$97.59, Win Rate=28.6%, Trades=7, Episode PnL=$-1.62, Total PnL=$-689.83, Max Drawdown=4.5%, Pred Accuracy=99.7%
+2025-03-10 17:09:26,231 - INFO - Refreshing data for episode 13
+2025-03-10 17:09:26,231 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:26,542 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:26,549 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:26,886 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.617160714286 | Take profit: 2114.3722839285715
+2025-03-10 17:09:26,934 - INFO - STOP LOSS hit for long at 2072.617160714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:26,959 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021010714286 | Take profit: 2079.0807339285716
+2025-03-10 17:09:27,318 - INFO - STOP LOSS hit for long at 2038.021010714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:27,341 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3349607142857 | Take profit: 2057.978883928571
+2025-03-10 17:09:27,361 - INFO - STOP LOSS hit for long at 2017.3349607142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:27,408 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3004607142857 | Take profit: 2044.6823839285717
+2025-03-10 17:09:27,468 - INFO - CLOSED long at 2021.97 | PnL: 0.38% | $0.52
+2025-03-10 17:09:27,468 - INFO - OPENED SHORT at 2021.97 | Stop loss: 2032.1173392857145 | Take profit: 1991.5842160714285
+2025-03-10 17:09:27,517 - INFO - CLOSED short at 2035.32 | PnL: -0.66% | $-1.45
+2025-03-10 17:09:27,518 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1059107142858 | Take profit: 2065.9060339285716
+2025-03-10 17:09:27,696 - INFO - STOP LOSS hit for long at 2025.1059107142858 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:27,729 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5589607142858 | Take profit: 2053.1068839285713
+2025-03-10 17:09:27,853 - INFO - STOP LOSS hit for long at 2012.5589607142858 | PnL: -0.50% | $-1.12
+2025-03-10 17:09:27,887 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7931107142858 | Take profit: 2040.0844339285718
+2025-03-10 17:09:27,981 - INFO - CLOSED long at 2026.46 | PnL: 0.82% | $1.33
+2025-03-10 17:09:27,981 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6297892857144 | Take profit: 1996.0068660714285
+2025-03-10 17:09:28,046 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.86
+2025-03-10 17:09:28,046 - INFO - OPENED LONG at 2015.11 | Stop loss: 2004.9969607142855 | Take profit: 2045.3928839285713
+2025-03-10 17:09:28,160 - INFO - STOP LOSS hit for long at 2004.9969607142855 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:28,183 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0967107142858 | Take profit: 2035.2936339285714
+2025-03-10 17:09:28,899 - INFO - Trade Analysis: Win Rate=12.5% in uptrends, 0.0% in downtrends | Avg Win=$0.90, Avg Loss=$-1.19
+2025-03-10 17:09:28,899 - INFO - Episode 13: Reward=27.28, Balance=$94.38, Win Rate=30.0%, Trades=10, Episode PnL=$-7.47, Total PnL=$-695.45, Max Drawdown=6.7%, Pred Accuracy=99.7%
+2025-03-10 17:09:28,899 - INFO - Refreshing data for episode 14
+2025-03-10 17:09:28,899 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:29,207 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:29,214 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:29,276 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.656775 | Take profit: 2106.2528625
+2025-03-10 17:09:29,324 - INFO - STOP LOSS hit for long at 2064.656775 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:29,348 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.707125 | Take profit: 2081.8218125
+2025-03-10 17:09:29,717 - INFO - STOP LOSS hit for long at 2040.707125 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:29,741 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3345749999999 | Take profit: 2057.9794625
+2025-03-10 17:09:29,765 - INFO - STOP LOSS hit for long at 2017.3345749999999 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:29,793 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.424425 | Take profit: 2045.8299125
+2025-03-10 17:09:30,544 - INFO - STOP LOSS hit for long at 2005.424425 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:30,565 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.096325 | Take profit: 2035.2942125
+2025-03-10 17:09:31,279 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:09:31,279 - INFO - Episode 14: Reward=26.74, Balance=$95.36, Win Rate=0.0%, Trades=4, Episode PnL=$-4.64, Total PnL=$-700.09, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:09:31,280 - INFO - Refreshing data for episode 15
+2025-03-10 17:09:31,280 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:31,587 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:31,593 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:31,967 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.6164892857146 | Take profit: 2114.373291071429
+2025-03-10 17:09:32,006 - INFO - STOP LOSS hit for long at 2072.6164892857146 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:32,030 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0203392857145 | Take profit: 2079.0817410714285
+2025-03-10 17:09:32,348 - INFO - STOP LOSS hit for long at 2038.0203392857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:32,388 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3342892857142 | Take profit: 2057.9798910714285
+2025-03-10 17:09:32,444 - INFO - STOP LOSS hit for long at 2017.3342892857142 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:32,477 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4241392857143 | Take profit: 2045.8303410714284
+2025-03-10 17:09:32,613 - INFO - CLOSED long at 2031.97 | PnL: 0.82% | $1.35
+2025-03-10 17:09:32,632 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.052560714286 | Take profit: 1996.4195589285716
+2025-03-10 17:09:32,655 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.52
+2025-03-10 17:09:32,655 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1103392857142 | Take profit: 2060.8117410714285
+2025-03-10 17:09:32,695 - INFO - CLOSED long at 2020.7 | PnL: -0.47% | $-1.09
+2025-03-10 17:09:32,750 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5582892857144 | Take profit: 2053.1078910714286
+2025-03-10 17:09:32,897 - INFO - STOP LOSS hit for long at 2012.5582892857144 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:32,920 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7924392857144 | Take profit: 2040.0854410714287
+2025-03-10 17:09:33,369 - INFO - STOP LOSS hit for long at 1999.7924392857144 | PnL: -0.50% | $-1.12
+2025-03-10 17:09:33,391 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4194392857144 | Take profit: 2034.6044410714287
+2025-03-10 17:09:33,845 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.35, Avg Loss=$-1.05
+2025-03-10 17:09:33,846 - INFO - Episode 15: Reward=23.77, Balance=$93.98, Win Rate=12.5%, Trades=8, Episode PnL=$-6.02, Total PnL=$-706.11, Max Drawdown=6.0%, Pred Accuracy=99.7%
+2025-03-10 17:09:33,846 - INFO - Refreshing data for episode 16
+2025-03-10 17:09:33,846 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:34,146 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:34,154 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:34,318 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.6164892857146 | Take profit: 2114.373291071429
+2025-03-10 17:09:34,359 - INFO - STOP LOSS hit for long at 2072.6164892857146 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:34,384 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0203392857145 | Take profit: 2079.0817410714285
+2025-03-10 17:09:34,673 - INFO - STOP LOSS hit for long at 2038.0203392857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:34,699 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3342892857142 | Take profit: 2057.9798910714285
+2025-03-10 17:09:34,724 - INFO - STOP LOSS hit for long at 2017.3342892857142 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:34,749 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4241392857143 | Take profit: 2045.8303410714284
+2025-03-10 17:09:34,922 - INFO - CLOSED long at 2031.97 | PnL: 0.82% | $1.35
+2025-03-10 17:09:34,922 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1680107142859 | Take profit: 2001.4332089285715
+2025-03-10 17:09:34,945 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.29
+2025-03-10 17:09:34,945 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7074392857144 | Take profit: 2057.3404410714284
+2025-03-10 17:09:35,089 - INFO - STOP LOSS hit for long at 2016.7074392857144 | PnL: -0.50% | $-1.16
+2025-03-10 17:09:35,109 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1903392857141 | Take profit: 2044.5717410714285
+2025-03-10 17:09:35,246 - INFO - CLOSED long at 2010.92 | PnL: -0.17% | $-0.51
+2025-03-10 17:09:35,246 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0127607142858 | Take profit: 1980.6989589285715
+2025-03-10 17:09:35,273 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:09:35,273 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9914392857143 | Take profit: 2040.2884410714282
+2025-03-10 17:09:35,502 - INFO - STOP LOSS hit for long at 1999.9914392857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:35,523 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4194392857144 | Take profit: 2034.6044410714287
+2025-03-10 17:09:35,797 - INFO - CLOSED long at 2022.99 | PnL: 0.92% | $1.54
+2025-03-10 17:09:35,797 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1431107142857 | Take profit: 1992.5879089285713
+2025-03-10 17:09:35,822 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-0.99
+2025-03-10 17:09:35,822 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3640392857142 | Take profit: 2062.0906410714283
+2025-03-10 17:09:35,868 - INFO - Trade Analysis: Win Rate=12.5% in uptrends, 0.0% in downtrends | Avg Win=$1.06, Avg Loss=$-0.93
+2025-03-10 17:09:35,868 - INFO - Episode 16: Reward=25.33, Balance=$95.77, Win Rate=27.3%, Trades=11, Episode PnL=$-6.62, Total PnL=$-710.35, Max Drawdown=4.8%, Pred Accuracy=99.7%
+2025-03-10 17:09:35,869 - INFO - Refreshing data for episode 17
+2025-03-10 17:09:35,869 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:36,164 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:36,172 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:36,210 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.6164892857146 | Take profit: 2114.373291071429
+2025-03-10 17:09:36,257 - INFO - STOP LOSS hit for long at 2072.6164892857146 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:36,279 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0203392857145 | Take profit: 2079.0817410714285
+2025-03-10 17:09:36,587 - INFO - STOP LOSS hit for long at 2038.0203392857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:36,611 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3342892857142 | Take profit: 2057.9798910714285
+2025-03-10 17:09:36,634 - INFO - STOP LOSS hit for long at 2017.3342892857142 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:36,663 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4241392857143 | Take profit: 2045.8303410714284
+2025-03-10 17:09:36,709 - INFO - CLOSED long at 2019.57 | PnL: 0.20% | $0.19
+2025-03-10 17:09:36,709 - INFO - OPENED SHORT at 2019.57 | Stop loss: 2029.7060107142856 | Take profit: 1989.2192089285716
+2025-03-10 17:09:36,735 - INFO - CLOSED short at 2014.56 | PnL: 0.25% | $0.28
+2025-03-10 17:09:36,735 - INFO - OPENED LONG at 2014.56 | Stop loss: 2004.4490392857142 | Take profit: 2044.8356410714287
+2025-03-10 17:09:36,842 - INFO - CLOSED long at 2026.88 | PnL: 0.61% | $0.97
+2025-03-10 17:09:36,843 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.052560714286 | Take profit: 1996.4195589285716
+2025-03-10 17:09:36,867 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.52
+2025-03-10 17:09:36,868 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1103392857142 | Take profit: 2060.8117410714285
+2025-03-10 17:09:36,979 - INFO - STOP LOSS hit for long at 2020.1103392857142 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:37,001 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1903392857141 | Take profit: 2044.5717410714285
+2025-03-10 17:09:37,240 - INFO - STOP LOSS hit for long at 2004.1903392857141 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:37,268 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0960392857144 | Take profit: 2035.2946410714285
+2025-03-10 17:09:37,944 - INFO - Trade Analysis: Win Rate=14.3% in uptrends, 0.0% in downtrends | Avg Win=$0.48, Avg Loss=$-1.05
+2025-03-10 17:09:37,945 - INFO - Episode 17: Reward=28.06, Balance=$95.14, Win Rate=33.3%, Trades=9, Episode PnL=$-6.03, Total PnL=$-715.21, Max Drawdown=4.9%, Pred Accuracy=99.7%
+2025-03-10 17:09:37,945 - INFO - Refreshing data for episode 18
+2025-03-10 17:09:37,945 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:38,683 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:38,691 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:38,925 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6564428571432 | Take profit: 2106.253360714286
+2025-03-10 17:09:38,967 - INFO - STOP LOSS hit for long at 2064.6564428571432 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:38,991 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7067928571428 | Take profit: 2081.822310714286
+2025-03-10 17:09:39,245 - INFO - CLOSED long at 2043.95 | PnL: -0.34% | $-0.86
+2025-03-10 17:09:39,246 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.207957142857 | Take profit: 2013.2334392857142
+2025-03-10 17:09:39,279 - INFO - CLOSED short at 2044.1 | PnL: -0.01% | $-0.21
+2025-03-10 17:09:39,279 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8412928571427 | Take profit: 2074.8188107142855
+2025-03-10 17:09:39,374 - INFO - STOP LOSS hit for long at 2033.8412928571427 | PnL: -0.50% | $-1.16
+2025-03-10 17:09:39,395 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2600428571427 | Take profit: 2040.5625607142858
+2025-03-10 17:09:40,358 - INFO - CLOSED long at 1999.22 | PnL: -0.55% | $-1.24
+2025-03-10 17:09:40,399 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4193928571428 | Take profit: 2034.6045107142859
+2025-03-10 17:09:40,891 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.93
+2025-03-10 17:09:40,891 - INFO - Episode 18: Reward=20.77, Balance=$95.36, Win Rate=0.0%, Trades=5, Episode PnL=$-3.78, Total PnL=$-719.86, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:09:40,891 - INFO - Refreshing data for episode 19
+2025-03-10 17:09:40,892 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:41,190 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:41,197 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:41,232 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:09:41,281 - INFO - STOP LOSS hit for long at 2072.616442857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:41,302 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:09:41,646 - INFO - STOP LOSS hit for long at 2038.020292857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:41,681 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.334242857143 | Take profit: 2057.979960714286
+2025-03-10 17:09:41,701 - INFO - STOP LOSS hit for long at 2017.334242857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:41,721 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4240928571428 | Take profit: 2045.8304107142858
+2025-03-10 17:09:42,157 - INFO - CLOSED long at 2007.96 | PnL: -0.38% | $-0.90
+2025-03-10 17:09:42,157 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.038007142857 | Take profit: 1977.7832892857143
+2025-03-10 17:09:42,183 - INFO - CLOSED short at 2009.88 | PnL: -0.10% | $-0.37
+2025-03-10 17:09:42,183 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7923928571429 | Take profit: 2040.0855107142859
+2025-03-10 17:09:42,609 - INFO - STOP LOSS hit for long at 1999.7923928571429 | PnL: -0.50% | $-1.12
+2025-03-10 17:09:42,631 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4193928571428 | Take profit: 2034.6045107142859
+2025-03-10 17:09:43,131 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.98
+2025-03-10 17:09:43,131 - INFO - Episode 19: Reward=23.12, Balance=$94.10, Win Rate=0.0%, Trades=6, Episode PnL=$-5.00, Total PnL=$-725.75, Max Drawdown=5.9%, Pred Accuracy=99.7%
+2025-03-10 17:09:43,132 - INFO - Refreshing data for episode 20
+2025-03-10 17:09:43,132 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:43,438 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:43,446 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:43,939 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:09:44,105 - INFO - STOP LOSS hit for long at 2072.616442857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:44,126 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:09:44,168 - INFO - CLOSED long at 2043.51 | PnL: -0.23% | $-0.65
+2025-03-10 17:09:44,168 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.7657571428567 | Take profit: 2012.8000392857143
+2025-03-10 17:09:44,191 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.08
+2025-03-10 17:09:44,192 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5873428571426 | Take profit: 2083.7406607142857
+2025-03-10 17:09:44,397 - INFO - STOP LOSS hit for long at 2042.5873428571426 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:44,422 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.488242857143 | Take profit: 2067.3179607142856
+2025-03-10 17:09:44,470 - INFO - STOP LOSS hit for long at 2026.488242857143 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:44,492 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4240928571428 | Take profit: 2045.8304107142858
+2025-03-10 17:09:45,077 - INFO - STOP LOSS hit for long at 2005.4240928571428 | PnL: -0.50% | $-1.12
+2025-03-10 17:09:45,096 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0959928571428 | Take profit: 2035.2947107142857
+2025-03-10 17:09:45,207 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.46
+2025-03-10 17:09:45,229 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1856928571428 | Take profit: 2029.2656107142855
+2025-03-10 17:09:45,547 - INFO - TAKE PROFIT hit for long at 2029.2656107142855 | PnL: 1.50% | $2.57
+2025-03-10 17:09:45,566 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.030742857143 | Take profit: 2058.6904607142856
+2025-03-10 17:09:45,585 - INFO - Trade Analysis: Win Rate=16.7% in uptrends, 0.0% in downtrends | Avg Win=$2.57, Avg Loss=$-0.97
+2025-03-10 17:09:45,585 - INFO - Episode 20: Reward=20.53, Balance=$95.79, Win Rate=12.5%, Trades=8, Episode PnL=$-3.56, Total PnL=$-729.96, Max Drawdown=6.8%, Pred Accuracy=99.7%
+2025-03-10 17:09:45,707 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:09:45,708 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:09:45,708 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:09:46,210 - INFO - Visualization saved for episode 20
+2025-03-10 17:09:47,415 - INFO - Visualization saved for episode 20
+2025-03-10 17:09:47,423 - INFO - Refreshing data for episode 21
+2025-03-10 17:09:47,424 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:47,805 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:47,815 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:48,105 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:09:48,149 - INFO - STOP LOSS hit for long at 2072.616442857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:48,171 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:09:48,550 - INFO - STOP LOSS hit for long at 2038.020292857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:48,572 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.334242857143 | Take profit: 2057.979960714286
+2025-03-10 17:09:48,596 - INFO - STOP LOSS hit for long at 2017.334242857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:48,621 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4240928571428 | Take profit: 2045.8304107142858
+2025-03-10 17:09:49,128 - INFO - CLOSED long at 2021.15 | PnL: 0.28% | $0.34
+2025-03-10 17:09:49,168 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.2894928571427 | Take profit: 2056.9142107142857
+2025-03-10 17:09:49,214 - INFO - STOP LOSS hit for long at 2016.2894928571427 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:49,263 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8271928571428 | Take profit: 2041.1411107142858
+2025-03-10 17:09:49,386 - INFO - CLOSED long at 2008.1 | PnL: -0.14% | $-0.45
+2025-03-10 17:09:49,408 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2250928571427 | Take profit: 2045.6274107142854
+2025-03-10 17:09:49,490 - INFO - STOP LOSS hit for long at 2005.2250928571427 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:49,537 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0512928571427 | Take profit: 2032.1888107142859
+2025-03-10 17:09:49,921 - INFO - CLOSED long at 2031.56 | PnL: 1.47% | $2.53
+2025-03-10 17:09:49,921 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7560071428572 | Take profit: 2001.0292892857142
+2025-03-10 17:09:49,964 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.12
+2025-03-10 17:09:49,964 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.030742857143 | Take profit: 2058.6904607142856
+2025-03-10 17:09:49,993 - INFO - Trade Analysis: Win Rate=16.7% in uptrends, 0.0% in downtrends | Avg Win=$1.00, Avg Loss=$-1.04
+2025-03-10 17:09:49,993 - INFO - Episode 21: Reward=28.91, Balance=$96.77, Win Rate=33.3%, Trades=9, Episode PnL=$-5.76, Total PnL=$-733.19, Max Drawdown=5.9%, Pred Accuracy=99.7%
+2025-03-10 17:09:49,994 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:09:49,994 - INFO - Refreshing data for episode 22
+2025-03-10 17:09:49,994 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:50,442 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:50,449 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:50,613 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:09:50,662 - INFO - STOP LOSS hit for long at 2072.616442857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:50,686 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:09:50,971 - INFO - STOP LOSS hit for long at 2038.020292857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:50,996 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.334242857143 | Take profit: 2057.979960714286
+2025-03-10 17:09:51,021 - INFO - STOP LOSS hit for long at 2017.334242857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:51,047 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4240928571428 | Take profit: 2045.8304107142858
+2025-03-10 17:09:51,624 - INFO - STOP LOSS hit for long at 2005.4240928571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:51,646 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0959928571428 | Take profit: 2035.2947107142857
+2025-03-10 17:09:51,734 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:09:51,779 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0512928571427 | Take profit: 2032.1888107142859
+2025-03-10 17:09:52,191 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.08, Avg Loss=$-1.16
+2025-03-10 17:09:52,192 - INFO - Episode 22: Reward=27.34, Balance=$95.44, Win Rate=20.0%, Trades=5, Episode PnL=$-4.56, Total PnL=$-737.75, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:09:52,192 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:09:52,192 - INFO - Refreshing data for episode 23
+2025-03-10 17:09:52,192 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:52,664 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:52,672 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:52,708 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:09:52,763 - INFO - STOP LOSS hit for long at 2072.616442857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:52,786 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:09:53,009 - INFO - CLOSED long at 2044.1 | PnL: -0.21% | $-0.59
+2025-03-10 17:09:53,033 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3338428571426 | Take profit: 2074.3011607142853
+2025-03-10 17:09:53,101 - INFO - STOP LOSS hit for long at 2033.3338428571426 | PnL: -0.50% | $-1.16
+2025-03-10 17:09:53,124 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2600428571427 | Take profit: 2040.5625607142858
+2025-03-10 17:09:53,258 - INFO - CLOSED long at 2021.97 | PnL: 0.58% | $0.91
+2025-03-10 17:09:53,258 - INFO - OPENED SHORT at 2021.97 | Stop loss: 2032.1180571428572 | Take profit: 1991.5831392857142
+2025-03-10 17:09:53,282 - INFO - CLOSED short at 2035.32 | PnL: -0.66% | $-1.46
+2025-03-10 17:09:53,282 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1051928571426 | Take profit: 2065.907110714286
+2025-03-10 17:09:53,393 - INFO - CLOSED long at 2020.7 | PnL: -0.72% | $-1.55
+2025-03-10 17:09:53,418 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.558242857143 | Take profit: 2053.1079607142856
+2025-03-10 17:09:53,547 - INFO - STOP LOSS hit for long at 2012.558242857143 | PnL: -0.50% | $-1.12
+2025-03-10 17:09:53,570 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7923928571429 | Take profit: 2040.0855107142859
+2025-03-10 17:09:53,925 - INFO - STOP LOSS hit for long at 1999.7923928571429 | PnL: -0.50% | $-1.11
+2025-03-10 17:09:53,948 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4193928571428 | Take profit: 2034.6045107142859
+2025-03-10 17:09:54,282 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.91, Avg Loss=$-1.17
+2025-03-10 17:09:54,283 - INFO - Episode 23: Reward=20.14, Balance=$92.73, Win Rate=12.5%, Trades=8, Episode PnL=$-8.18, Total PnL=$-745.02, Max Drawdown=7.3%, Pred Accuracy=99.7%
+2025-03-10 17:09:54,283 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:09:54,283 - INFO - Refreshing data for episode 24
+2025-03-10 17:09:54,283 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:54,795 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:54,804 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:54,943 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:09:55,058 - INFO - STOP LOSS hit for long at 2072.616442857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:09:55,084 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:09:55,172 - INFO - CLOSED long at 2053.22 | PnL: 0.24% | $0.27
+2025-03-10 17:09:55,197 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7812428571428 | Take profit: 2089.038960714286
+2025-03-10 17:09:55,292 - INFO - STOP LOSS hit for long at 2047.7812428571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:09:55,342 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.692042857143 | Take profit: 2074.666560714286
+2025-03-10 17:09:55,456 - INFO - CLOSED long at 2042.0 | PnL: -0.10% | $-0.38
+2025-03-10 17:09:55,457 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.248207142857 | Take profit: 2011.3126892857142
+2025-03-10 17:09:55,481 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.30
+2025-03-10 17:09:55,481 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.488242857143 | Take profit: 2067.3179607142856
+2025-03-10 17:09:55,536 - INFO - STOP LOSS hit for long at 2026.488242857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:09:55,564 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4240928571428 | Take profit: 2045.8304107142858
+2025-03-10 17:09:56,333 - INFO - STOP LOSS hit for long at 2005.4240928571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:09:56,362 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0959928571428 | Take profit: 2035.2947107142857
+2025-03-10 17:09:57,087 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.29, Avg Loss=$-1.01
+2025-03-10 17:09:57,088 - INFO - Episode 24: Reward=27.27, Balance=$95.55, Win Rate=28.6%, Trades=7, Episode PnL=$-4.07, Total PnL=$-749.47, Max Drawdown=4.5%, Pred Accuracy=99.7%
+2025-03-10 17:09:57,088 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:09:57,088 - INFO - Refreshing data for episode 25
+2025-03-10 17:09:57,089 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:09:57,396 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:09:57,405 - INFO - Initialized environment with 100 candles
+2025-03-10 17:09:57,817 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:09:57,861 - INFO - CLOSED long at 2067.71 | PnL: -0.74% | $-1.64
+2025-03-10 17:09:57,886 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:09:58,179 - INFO - STOP LOSS hit for long at 2038.020292857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:09:58,212 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.334242857143 | Take profit: 2057.979960714286
+2025-03-10 17:09:58,257 - INFO - STOP LOSS hit for long at 2017.334242857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:09:58,286 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4240928571428 | Take profit: 2045.8304107142858
+2025-03-10 17:09:58,986 - INFO - STOP LOSS hit for long at 2005.4240928571428 | PnL: -0.50% | $-1.13
+2025-03-10 17:09:59,033 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0959928571428 | Take profit: 2035.2947107142857
+2025-03-10 17:09:59,264 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.45
+2025-03-10 17:09:59,265 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.339657142857 | Take profit: 1972.1983392857144
+2025-03-10 17:09:59,308 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.81
+2025-03-10 17:09:59,309 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9565928571428 | Take profit: 2039.232910714286
+2025-03-10 17:09:59,547 - INFO - CLOSED long at 2021.01 | PnL: 0.60% | $0.91
+2025-03-10 17:09:59,570 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6628428571428 | Take profit: 2048.1141607142854
+2025-03-10 17:09:59,703 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.91, Avg Loss=$-1.06
+2025-03-10 17:09:59,703 - INFO - Episode 25: Reward=21.27, Balance=$94.56, Win Rate=14.3%, Trades=7, Episode PnL=$-4.99, Total PnL=$-754.91, Max Drawdown=5.4%, Pred Accuracy=99.7%
+2025-03-10 17:09:59,705 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:09:59,705 - INFO - Refreshing data for episode 26
+2025-03-10 17:09:59,705 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:00,003 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:00,012 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:00,180 - INFO - OPENED LONG at 2083.07 | Stop loss: 2072.616442857143 | Take profit: 2114.373360714286
+2025-03-10 17:10:00,270 - INFO - STOP LOSS hit for long at 2072.616442857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:00,294 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.020292857143 | Take profit: 2079.081810714286
+2025-03-10 17:10:00,669 - INFO - STOP LOSS hit for long at 2038.020292857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:00,690 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.334242857143 | Take profit: 2057.979960714286
+2025-03-10 17:10:00,713 - INFO - STOP LOSS hit for long at 2017.334242857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:00,736 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4240928571428 | Take profit: 2045.8304107142858
+2025-03-10 17:10:01,365 - INFO - CLOSED long at 2010.92 | PnL: -0.23% | $-0.62
+2025-03-10 17:10:01,365 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0128071428574 | Take profit: 1980.6988892857144
+2025-03-10 17:10:01,409 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:10:01,409 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9913928571427 | Take profit: 2040.2885107142856
+2025-03-10 17:10:01,704 - INFO - STOP LOSS hit for long at 1999.9913928571427 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:01,747 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4193928571428 | Take profit: 2034.6045107142859
+2025-03-10 17:10:02,268 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.89
+2025-03-10 17:10:02,269 - INFO - Episode 26: Reward=23.70, Balance=$94.63, Win Rate=0.0%, Trades=6, Episode PnL=$-4.74, Total PnL=$-760.28, Max Drawdown=5.4%, Pred Accuracy=99.6%
+2025-03-10 17:10:02,271 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:02,271 - INFO - Refreshing data for episode 27
+2025-03-10 17:10:02,271 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:02,569 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:02,575 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:02,609 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6592250000003 | Take profit: 2106.2491875
+2025-03-10 17:10:02,654 - INFO - STOP LOSS hit for long at 2064.6592250000003 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:02,681 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.709575 | Take profit: 2081.8181375
+2025-03-10 17:10:02,858 - INFO - CLOSED long at 2043.95 | PnL: -0.34% | $-0.86
+2025-03-10 17:10:02,859 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.205175 | Take profit: 2013.2376125
+2025-03-10 17:10:02,887 - INFO - CLOSED short at 2044.1 | PnL: -0.01% | $-0.21
+2025-03-10 17:10:02,887 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8440749999997 | Take profit: 2074.8146375
+2025-03-10 17:10:03,054 - INFO - STOP LOSS hit for long at 2033.8440749999997 | PnL: -0.50% | $-1.16
+2025-03-10 17:10:03,078 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262825 | Take profit: 2040.5583874999998
+2025-03-10 17:10:04,087 - INFO - STOP LOSS hit for long at 2000.262825 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:04,144 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.422175 | Take profit: 2034.6003375
+2025-03-10 17:10:04,687 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.91
+2025-03-10 17:10:04,688 - INFO - Episode 27: Reward=9.63, Balance=$95.45, Win Rate=0.0%, Trades=5, Episode PnL=$-3.69, Total PnL=$-764.83, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:10:04,688 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:04,688 - INFO - Refreshing data for episode 28
+2025-03-10 17:10:04,688 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:04,984 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:04,992 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:05,027 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6588571428574 | Take profit: 2106.2497392857144
+2025-03-10 17:10:05,071 - INFO - STOP LOSS hit for long at 2064.6588571428574 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:05,092 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7092071428572 | Take profit: 2081.8186892857143
+2025-03-10 17:10:05,426 - INFO - STOP LOSS hit for long at 2040.7092071428572 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:05,486 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2624571428569 | Take profit: 2040.5589392857144
+2025-03-10 17:10:06,458 - INFO - STOP LOSS hit for long at 2000.2624571428569 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:06,509 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4218071428572 | Take profit: 2034.6008892857144
+2025-03-10 17:10:06,747 - INFO - CLOSED long at 2014.13 | PnL: 0.48% | $0.72
+2025-03-10 17:10:06,771 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6054071428573 | Take profit: 2054.1700892857143
+2025-03-10 17:10:07,067 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.72, Avg Loss=$-1.17
+2025-03-10 17:10:07,067 - INFO - Episode 28: Reward=15.22, Balance=$97.22, Win Rate=25.0%, Trades=4, Episode PnL=$-2.78, Total PnL=$-767.61, Max Drawdown=3.5%, Pred Accuracy=99.4%
+2025-03-10 17:10:07,068 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:07,068 - INFO - Refreshing data for episode 29
+2025-03-10 17:10:07,068 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:07,365 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:07,376 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:07,416 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6588571428574 | Take profit: 2106.2497392857144
+2025-03-10 17:10:07,479 - INFO - STOP LOSS hit for long at 2064.6588571428574 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:07,529 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7092071428572 | Take profit: 2081.8186892857143
+2025-03-10 17:10:07,859 - INFO - STOP LOSS hit for long at 2040.7092071428572 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:07,884 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3366571428571 | Take profit: 2057.976339285714
+2025-03-10 17:10:07,915 - INFO - STOP LOSS hit for long at 2017.3366571428571 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:07,941 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4265071428572 | Take profit: 2045.826789285714
+2025-03-10 17:10:08,581 - INFO - STOP LOSS hit for long at 2005.4265071428572 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:08,610 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0984071428572 | Take profit: 2035.2910892857142
+2025-03-10 17:10:08,730 - INFO - CLOSED long at 2001.83 | PnL: -0.17% | $-0.50
+2025-03-10 17:10:08,756 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.053707142857 | Take profit: 2032.1851892857144
+2025-03-10 17:10:09,256 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.03
+2025-03-10 17:10:09,257 - INFO - Episode 29: Reward=11.20, Balance=$94.85, Win Rate=0.0%, Trades=5, Episode PnL=$-5.15, Total PnL=$-772.76, Max Drawdown=5.1%, Pred Accuracy=99.3%
+2025-03-10 17:10:09,257 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:09,259 - INFO - Refreshing data for episode 30
+2025-03-10 17:10:09,259 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:09,560 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:09,568 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:10,023 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6588071428573 | Take profit: 2106.2498142857144
+2025-03-10 17:10:10,076 - INFO - STOP LOSS hit for long at 2064.6588071428573 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:10,102 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.709157142857 | Take profit: 2081.818764285714
+2025-03-10 17:10:10,130 - INFO - CLOSED long at 2043.51 | PnL: -0.37% | $-0.90
+2025-03-10 17:10:10,159 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5897071428572 | Take profit: 2083.737114285714
+2025-03-10 17:10:10,208 - INFO - CLOSED long at 2058.11 | PnL: 0.25% | $0.30
+2025-03-10 17:10:10,235 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7240071428573 | Take profit: 2084.8942142857145
+2025-03-10 17:10:10,287 - INFO - CLOSED long at 2046.76 | PnL: -0.35% | $-0.88
+2025-03-10 17:10:10,287 - INFO - OPENED SHORT at 2046.76 | Stop loss: 2057.029642857143 | Take profit: 2016.0048357142857
+2025-03-10 17:10:10,313 - INFO - CLOSED short at 2043.95 | PnL: 0.14% | $0.07
+2025-03-10 17:10:10,313 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6944071428572 | Take profit: 2074.6630142857143
+2025-03-10 17:10:10,440 - INFO - STOP LOSS hit for long at 2033.6944071428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:10,468 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262407142857 | Take profit: 2040.559014285714
+2025-03-10 17:10:11,596 - INFO - STOP LOSS hit for long at 2000.262407142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:11,619 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4217571428571 | Take profit: 2034.6009642857143
+2025-03-10 17:10:11,919 - INFO - CLOSED long at 2023.76 | PnL: 0.96% | $1.61
+2025-03-10 17:10:11,944 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0531571428573 | Take profit: 2052.5867642857147
+2025-03-10 17:10:12,230 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.66, Avg Loss=$-1.05
+2025-03-10 17:10:12,230 - INFO - Episode 30: Reward=13.97, Balance=$96.73, Win Rate=37.5%, Trades=8, Episode PnL=$-2.40, Total PnL=$-776.03, Max Drawdown=4.9%, Pred Accuracy=99.3%
+2025-03-10 17:10:12,372 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:10:12,372 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:10:12,372 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:13,003 - INFO - Visualization saved for episode 30
+2025-03-10 17:10:14,344 - INFO - Visualization saved for episode 30
+2025-03-10 17:10:14,352 - INFO - Refreshing data for episode 31
+2025-03-10 17:10:14,352 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:14,654 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:14,662 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:14,755 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.657853571429 | Take profit: 2106.2512446428573
+2025-03-10 17:10:14,798 - INFO - STOP LOSS hit for long at 2064.657853571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:14,817 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7082035714286 | Take profit: 2081.820194642857
+2025-03-10 17:10:15,069 - INFO - STOP LOSS hit for long at 2040.7082035714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:15,094 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356535714286 | Take profit: 2057.9778446428572
+2025-03-10 17:10:15,118 - INFO - STOP LOSS hit for long at 2017.3356535714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:15,144 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255035714286 | Take profit: 2045.8282946428571
+2025-03-10 17:10:15,727 - INFO - STOP LOSS hit for long at 2005.4255035714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:15,755 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974035714287 | Take profit: 2035.292594642857
+2025-03-10 17:10:16,299 - INFO - CLOSED long at 2030.54 | PnL: 1.27% | $2.18
+2025-03-10 17:10:16,320 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.18, Avg Loss=$-1.16
+2025-03-10 17:10:16,321 - INFO - Episode 31: Reward=17.26, Balance=$97.54, Win Rate=20.0%, Trades=5, Episode PnL=$-2.46, Total PnL=$-778.50, Max Drawdown=4.6%, Pred Accuracy=99.3%
+2025-03-10 17:10:16,321 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:16,321 - INFO - Refreshing data for episode 32
+2025-03-10 17:10:16,321 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:16,633 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:16,640 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:16,675 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.657792857143 | Take profit: 2106.2513357142857
+2025-03-10 17:10:16,729 - INFO - STOP LOSS hit for long at 2064.657792857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:16,753 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708142857143 | Take profit: 2081.820285714286
+2025-03-10 17:10:17,031 - INFO - STOP LOSS hit for long at 2040.708142857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:17,063 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.335592857143 | Take profit: 2057.9779357142856
+2025-03-10 17:10:17,095 - INFO - STOP LOSS hit for long at 2017.335592857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:17,121 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425442857143 | Take profit: 2045.8283857142858
+2025-03-10 17:10:17,215 - INFO - CLOSED long at 2021.97 | PnL: 0.32% | $0.42
+2025-03-10 17:10:17,243 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1065428571426 | Take profit: 2065.9050857142856
+2025-03-10 17:10:17,326 - INFO - CLOSED long at 2026.88 | PnL: -0.41% | $-0.98
+2025-03-10 17:10:17,327 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.0512571428571 | Take profit: 1996.4215142857142
+2025-03-10 17:10:17,357 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.51
+2025-03-10 17:10:17,357 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.111642857143 | Take profit: 2060.8097857142857
+2025-03-10 17:10:17,469 - INFO - STOP LOSS hit for long at 2020.111642857143 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:17,493 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1916428571428 | Take profit: 2044.5697857142857
+2025-03-10 17:10:17,700 - INFO - STOP LOSS hit for long at 2004.1916428571428 | PnL: -0.50% | $-1.11
+2025-03-10 17:10:17,723 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.097342857143 | Take profit: 2035.2926857142857
+2025-03-10 17:10:17,999 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.19
+2025-03-10 17:10:17,999 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3230571428574 | Take profit: 1979.0461142857143
+2025-03-10 17:10:18,028 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-0.97
+2025-03-10 17:10:18,028 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.753742857143 | Take profit: 2048.2034857142858
+2025-03-10 17:10:18,279 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.30, Avg Loss=$-1.03
+2025-03-10 17:10:18,280 - INFO - Episode 32: Reward=11.06, Balance=$92.40, Win Rate=20.0%, Trades=10, Episode PnL=$-6.81, Total PnL=$-786.10, Max Drawdown=6.8%, Pred Accuracy=99.3%
+2025-03-10 17:10:18,280 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:18,280 - INFO - Refreshing data for episode 33
+2025-03-10 17:10:18,281 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:18,582 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:18,590 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:18,736 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.657792857143 | Take profit: 2106.2513357142857
+2025-03-10 17:10:18,846 - INFO - STOP LOSS hit for long at 2064.657792857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:18,868 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708142857143 | Take profit: 2081.820285714286
+2025-03-10 17:10:19,225 - INFO - STOP LOSS hit for long at 2040.708142857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:19,265 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.335592857143 | Take profit: 2057.9779357142856
+2025-03-10 17:10:19,289 - INFO - STOP LOSS hit for long at 2017.335592857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:19,315 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425442857143 | Take profit: 2045.8283857142858
+2025-03-10 17:10:19,454 - INFO - CLOSED long at 2037.93 | PnL: 1.11% | $1.92
+2025-03-10 17:10:19,455 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.156507142857 | Take profit: 2007.3057642857143
+2025-03-10 17:10:19,514 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.37
+2025-03-10 17:10:19,515 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.773292857143 | Take profit: 2062.5048357142855
+2025-03-10 17:10:19,659 - INFO - STOP LOSS hit for long at 2021.773292857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:19,678 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.559592857143 | Take profit: 2053.105935714286
+2025-03-10 17:10:19,789 - INFO - STOP LOSS hit for long at 2012.559592857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:19,813 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.793742857143 | Take profit: 2040.0834857142859
+2025-03-10 17:10:19,907 - INFO - CLOSED long at 2015.11 | PnL: 0.26% | $0.30
+2025-03-10 17:10:19,908 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.222407142857 | Take profit: 1984.8280642857142
+2025-03-10 17:10:19,967 - INFO - CLOSED short at 2010.92 | PnL: 0.21% | $0.21
+2025-03-10 17:10:19,967 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8285428571428 | Take profit: 2041.1390857142856
+2025-03-10 17:10:20,254 - INFO - STOP LOSS hit for long at 2000.8285428571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:20,300 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4207428571428 | Take profit: 2034.6024857142856
+2025-03-10 17:10:20,800 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.70, Avg Loss=$-1.16
+2025-03-10 17:10:20,801 - INFO - Episode 33: Reward=20.32, Balance=$95.82, Win Rate=40.0%, Trades=10, Episode PnL=$-6.40, Total PnL=$-790.28, Max Drawdown=4.2%, Pred Accuracy=99.3%
+2025-03-10 17:10:20,801 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:20,801 - INFO - Refreshing data for episode 34
+2025-03-10 17:10:20,801 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:21,105 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:21,111 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:21,490 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:21,533 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:21,554 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:21,921 - INFO - STOP LOSS hit for long at 2040.708032142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:21,944 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354821428572 | Take profit: 2057.9781017857144
+2025-03-10 17:10:21,967 - INFO - STOP LOSS hit for long at 2017.3354821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:21,990 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425332142857 | Take profit: 2045.8285517857141
+2025-03-10 17:10:22,770 - INFO - STOP LOSS hit for long at 2005.425332142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:22,793 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0972321428571 | Take profit: 2035.2928517857142
+2025-03-10 17:10:23,084 - INFO - CLOSED long at 2002.6 | PnL: -0.13% | $-0.43
+2025-03-10 17:10:23,084 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6499678571427 | Take profit: 1972.5055482142857
+2025-03-10 17:10:23,107 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:10:23,107 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2415821428572 | Take profit: 2032.3798017857143
+2025-03-10 17:10:23,522 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.87
+2025-03-10 17:10:23,522 - INFO - Episode 34: Reward=12.06, Balance=$94.77, Win Rate=0.0%, Trades=6, Episode PnL=$-4.80, Total PnL=$-795.50, Max Drawdown=4.6%, Pred Accuracy=99.3%
+2025-03-10 17:10:23,522 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:23,522 - INFO - Refreshing data for episode 35
+2025-03-10 17:10:23,523 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:23,819 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:23,826 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:24,273 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3344821428573 | Take profit: 2098.7811017857143
+2025-03-10 17:10:24,298 - INFO - STOP LOSS hit for long at 2057.3344821428573 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:24,321 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:24,369 - INFO - CLOSED long at 2052.89 | PnL: 0.09% | $-0.02
+2025-03-10 17:10:24,369 - INFO - OPENED SHORT at 2052.89 | Stop loss: 2063.191417857143 | Take profit: 2022.0411982142857
+2025-03-10 17:10:24,397 - INFO - CLOSED short at 2053.22 | PnL: -0.02% | $-0.23
+2025-03-10 17:10:24,398 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.916932142857 | Take profit: 2084.073751785714
+2025-03-10 17:10:24,697 - INFO - STOP LOSS hit for long at 2042.916932142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:24,721 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4894821428572 | Take profit: 2067.316101785714
+2025-03-10 17:10:24,768 - INFO - STOP LOSS hit for long at 2026.4894821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:24,789 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425332142857 | Take profit: 2045.8285517857141
+2025-03-10 17:10:25,388 - INFO - CLOSED long at 2010.92 | PnL: -0.23% | $-0.62
+2025-03-10 17:10:25,388 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.011567857143 | Take profit: 1980.7007482142858
+2025-03-10 17:10:25,433 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:10:25,433 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.992632142857 | Take profit: 2040.286651785714
+2025-03-10 17:10:25,700 - INFO - STOP LOSS hit for long at 1999.992632142857 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:25,751 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4206321428571 | Take profit: 2034.6026517857144
+2025-03-10 17:10:26,265 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.70
+2025-03-10 17:10:26,265 - INFO - Episode 35: Reward=8.93, Balance=$94.40, Win Rate=0.0%, Trades=8, Episode PnL=$-4.96, Total PnL=$-801.11, Max Drawdown=5.6%, Pred Accuracy=99.3%
+2025-03-10 17:10:26,265 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:26,266 - INFO - Refreshing data for episode 36
+2025-03-10 17:10:26,266 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:26,572 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:26,579 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:26,614 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:26,658 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:26,679 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:26,969 - INFO - STOP LOSS hit for long at 2040.708032142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:27,034 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2612821428572 | Take profit: 2040.5607017857144
+2025-03-10 17:10:27,080 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.20
+2025-03-10 17:10:27,080 - INFO - OPENED SHORT at 2014.41 | Stop loss: 2024.5190178571427 | Take profit: 1984.1383982142856
+2025-03-10 17:10:27,098 - INFO - CLOSED short at 2019.57 | PnL: -0.26% | $-0.68
+2025-03-10 17:10:27,098 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.4351821428572 | Take profit: 2049.919001785714
+2025-03-10 17:10:27,491 - INFO - STOP LOSS hit for long at 2009.4351821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:27,515 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7936321428574 | Take profit: 2040.0836517857147
+2025-03-10 17:10:27,896 - INFO - CLOSED long at 2008.03 | PnL: -0.09% | $-0.36
+2025-03-10 17:10:27,923 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.783882142857 | Take profit: 2031.9129017857144
+2025-03-10 17:10:28,493 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.20, Avg Loss=$-0.91
+2025-03-10 17:10:28,493 - INFO - Episode 36: Reward=11.97, Balance=$95.65, Win Rate=16.7%, Trades=6, Episode PnL=$-4.55, Total PnL=$-805.46, Max Drawdown=4.4%, Pred Accuracy=99.3%
+2025-03-10 17:10:28,493 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:28,493 - INFO - Refreshing data for episode 37
+2025-03-10 17:10:28,494 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:28,830 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:28,839 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:29,016 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:29,087 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:29,111 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:29,435 - INFO - STOP LOSS hit for long at 2040.708032142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:29,463 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354821428572 | Take profit: 2057.9781017857144
+2025-03-10 17:10:29,488 - INFO - STOP LOSS hit for long at 2017.3354821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:29,511 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425332142857 | Take profit: 2045.8285517857141
+2025-03-10 17:10:30,224 - INFO - STOP LOSS hit for long at 2005.425332142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:30,261 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0972321428571 | Take profit: 2035.2928517857142
+2025-03-10 17:10:30,918 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:10:30,919 - INFO - Episode 37: Reward=28.94, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-810.10, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:10:30,919 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:30,919 - INFO - Refreshing data for episode 38
+2025-03-10 17:10:30,920 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:31,231 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:31,238 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:31,366 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:31,451 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:31,468 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:31,794 - INFO - STOP LOSS hit for long at 2040.708032142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:31,841 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354821428572 | Take profit: 2057.9781017857144
+2025-03-10 17:10:31,867 - INFO - STOP LOSS hit for long at 2017.3354821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:31,891 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425332142857 | Take profit: 2045.8285517857141
+2025-03-10 17:10:31,963 - INFO - CLOSED long at 2014.56 | PnL: -0.05% | $-0.28
+2025-03-10 17:10:31,964 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.669767857143 | Take profit: 1984.2861482142855
+2025-03-10 17:10:31,986 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.88
+2025-03-10 17:10:31,986 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8231821428571 | Take profit: 2052.355001785714
+2025-03-10 17:10:32,372 - INFO - STOP LOSS hit for long at 2011.8231821428571 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:32,396 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7936321428574 | Take profit: 2040.0836517857147
+2025-03-10 17:10:32,759 - INFO - CLOSED long at 2015.34 | PnL: 0.27% | $0.32
+2025-03-10 17:10:32,759 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4536678571426 | Take profit: 1985.0544482142857
+2025-03-10 17:10:32,782 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.27
+2025-03-10 17:10:32,783 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.251332142857 | Take profit: 2040.550551785714
+2025-03-10 17:10:32,919 - INFO - STOP LOSS hit for long at 2000.251332142857 | PnL: -0.50% | $-1.12
+2025-03-10 17:10:32,960 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4206321428571 | Take profit: 2034.6026517857144
+2025-03-10 17:10:33,501 - INFO - Trade Analysis: Win Rate=14.3% in uptrends, 0.0% in downtrends | Avg Win=$0.30, Avg Loss=$-0.99
+2025-03-10 17:10:33,502 - INFO - Episode 38: Reward=13.40, Balance=$93.67, Win Rate=22.2%, Trades=9, Episode PnL=$-6.36, Total PnL=$-816.43, Max Drawdown=6.3%, Pred Accuracy=99.3%
+2025-03-10 17:10:33,502 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:33,502 - INFO - Refreshing data for episode 39
+2025-03-10 17:10:33,503 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:33,816 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:33,823 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:33,858 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:33,906 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:33,931 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:34,297 - INFO - STOP LOSS hit for long at 2040.708032142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:34,322 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354821428572 | Take profit: 2057.9781017857144
+2025-03-10 17:10:34,345 - INFO - STOP LOSS hit for long at 2017.3354821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:34,368 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425332142857 | Take profit: 2045.8285517857141
+2025-03-10 17:10:35,128 - INFO - STOP LOSS hit for long at 2005.425332142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:35,150 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0972321428571 | Take profit: 2035.2928517857142
+2025-03-10 17:10:35,549 - INFO - CLOSED long at 2017.88 | PnL: 0.63% | $1.00
+2025-03-10 17:10:35,549 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2028.0063678571428 | Take profit: 1987.5563482142857
+2025-03-10 17:10:35,579 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.16
+2025-03-10 17:10:35,579 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0223821428574 | Take profit: 2044.3974017857147
+2025-03-10 17:10:35,893 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.58, Avg Loss=$-1.16
+2025-03-10 17:10:35,894 - INFO - Episode 39: Reward=17.42, Balance=$96.52, Win Rate=33.3%, Trades=6, Episode PnL=$-4.48, Total PnL=$-819.91, Max Drawdown=4.6%, Pred Accuracy=99.3%
+2025-03-10 17:10:35,894 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:35,894 - INFO - Refreshing data for episode 40
+2025-03-10 17:10:35,895 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:36,194 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:36,203 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:36,623 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:36,668 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:36,698 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:36,758 - INFO - CLOSED long at 2053.22 | PnL: 0.11% | $0.02
+2025-03-10 17:10:36,759 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.523067857143 | Take profit: 2022.3662482142856
+2025-03-10 17:10:36,782 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.66
+2025-03-10 17:10:36,783 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7824821428574 | Take profit: 2089.0371017857146
+2025-03-10 17:10:36,858 - INFO - STOP LOSS hit for long at 2047.7824821428574 | PnL: -0.50% | $-1.16
+2025-03-10 17:10:36,894 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6932821428572 | Take profit: 2074.6647017857144
+2025-03-10 17:10:37,077 - INFO - STOP LOSS hit for long at 2033.6932821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:37,103 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2612821428572 | Take profit: 2040.5607017857144
+2025-03-10 17:10:38,046 - INFO - STOP LOSS hit for long at 2000.2612821428572 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:38,089 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4206321428571 | Take profit: 2034.6026517857144
+2025-03-10 17:10:38,260 - INFO - CLOSED long at 2008.1 | PnL: 0.18% | $0.15
+2025-03-10 17:10:38,285 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1568321428572 | Take profit: 2039.4340517857145
+2025-03-10 17:10:38,577 - INFO - CLOSED long at 2028.21 | PnL: 0.94% | $1.57
+2025-03-10 17:10:38,578 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.388017857143 | Take profit: 1997.7313982142857
+2025-03-10 17:10:38,617 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.41
+2025-03-10 17:10:38,617 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.350332142857 | Take profit: 2061.0535517857143
+2025-03-10 17:10:38,655 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.58, Avg Loss=$-0.95
+2025-03-10 17:10:38,656 - INFO - Episode 40: Reward=14.89, Balance=$96.05, Win Rate=33.3%, Trades=9, Episode PnL=$-5.54, Total PnL=$-823.86, Max Drawdown=5.3%, Pred Accuracy=99.4%
+2025-03-10 17:10:38,774 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:10:38,775 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:10:38,775 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:39,269 - INFO - Visualization saved for episode 40
+2025-03-10 17:10:40,107 - INFO - Visualization saved for episode 40
+2025-03-10 17:10:40,112 - INFO - Refreshing data for episode 41
+2025-03-10 17:10:40,114 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:40,428 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:40,434 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:40,678 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:40,724 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:40,749 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:41,113 - INFO - STOP LOSS hit for long at 2040.708032142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:41,133 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354821428572 | Take profit: 2057.9781017857144
+2025-03-10 17:10:41,154 - INFO - STOP LOSS hit for long at 2017.3354821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:41,175 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425332142857 | Take profit: 2045.8285517857141
+2025-03-10 17:10:41,493 - INFO - CLOSED long at 2020.7 | PnL: 0.26% | $0.30
+2025-03-10 17:10:41,493 - INFO - OPENED SHORT at 2020.7 | Stop loss: 2030.8404678571428 | Take profit: 1990.3340482142858
+2025-03-10 17:10:41,533 - INFO - CLOSED short at 2021.06 | PnL: -0.02% | $-0.22
+2025-03-10 17:10:41,557 - INFO - OPENED LONG at 2020.89 | Stop loss: 2010.7485821428572 | Take profit: 2051.2588017857142
+2025-03-10 17:10:41,630 - INFO - STOP LOSS hit for long at 2010.7485821428572 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:41,651 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7936321428574 | Take profit: 2040.0836517857147
+2025-03-10 17:10:42,131 - INFO - STOP LOSS hit for long at 1999.7936321428574 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:42,176 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4206321428571 | Take profit: 2034.6026517857144
+2025-03-10 17:10:42,607 - INFO - CLOSED long at 2030.54 | PnL: 1.30% | $2.22
+2025-03-10 17:10:42,643 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.26, Avg Loss=$-1.00
+2025-03-10 17:10:42,644 - INFO - Episode 41: Reward=16.34, Balance=$96.52, Win Rate=25.0%, Trades=8, Episode PnL=$-3.78, Total PnL=$-827.34, Max Drawdown=5.7%, Pred Accuracy=99.3%
+2025-03-10 17:10:42,644 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:42,644 - INFO - Refreshing data for episode 42
+2025-03-10 17:10:42,645 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:42,938 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:42,946 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:42,981 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:43,032 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:43,052 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:43,117 - INFO - CLOSED long at 2053.22 | PnL: 0.11% | $0.02
+2025-03-10 17:10:43,117 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.523067857143 | Take profit: 2022.3662482142856
+2025-03-10 17:10:43,144 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.66
+2025-03-10 17:10:43,144 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7824821428574 | Take profit: 2089.0371017857146
+2025-03-10 17:10:43,214 - INFO - STOP LOSS hit for long at 2047.7824821428574 | PnL: -0.50% | $-1.16
+2025-03-10 17:10:43,236 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6932821428572 | Take profit: 2074.6647017857144
+2025-03-10 17:10:43,451 - INFO - STOP LOSS hit for long at 2033.6932821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:43,475 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2612821428572 | Take profit: 2040.5607017857144
+2025-03-10 17:10:44,418 - INFO - STOP LOSS hit for long at 2000.2612821428572 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:44,443 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4206321428571 | Take profit: 2034.6026517857144
+2025-03-10 17:10:44,909 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.02, Avg Loss=$-1.06
+2025-03-10 17:10:44,910 - INFO - Episode 42: Reward=13.85, Balance=$94.74, Win Rate=16.7%, Trades=6, Episode PnL=$-5.28, Total PnL=$-832.60, Max Drawdown=5.3%, Pred Accuracy=99.3%
+2025-03-10 17:10:44,910 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:44,910 - INFO - Refreshing data for episode 43
+2025-03-10 17:10:44,910 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:45,213 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:45,220 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:45,353 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.6576821428575 | Take profit: 2106.2515017857145
+2025-03-10 17:10:45,445 - INFO - STOP LOSS hit for long at 2064.6576821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:45,465 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708032142857 | Take profit: 2081.8204517857143
+2025-03-10 17:10:45,714 - INFO - CLOSED long at 2043.59 | PnL: -0.36% | $-0.90
+2025-03-10 17:10:45,714 - INFO - OPENED SHORT at 2043.59 | Stop loss: 2053.8449178571427 | Take profit: 2012.8806982142855
+2025-03-10 17:10:45,757 - INFO - CLOSED short at 2042.0 | PnL: 0.08% | $-0.04
+2025-03-10 17:10:45,757 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7530321428571 | Take profit: 2072.685451785714
+2025-03-10 17:10:45,851 - INFO - STOP LOSS hit for long at 2031.7530321428571 | PnL: -0.50% | $-1.16
+2025-03-10 17:10:45,870 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2612821428572 | Take profit: 2040.5607017857144
+2025-03-10 17:10:46,019 - INFO - CLOSED long at 2037.93 | PnL: 1.37% | $2.42
+2025-03-10 17:10:46,019 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.156617857143 | Take profit: 2007.3055982142857
+2025-03-10 17:10:46,043 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.37
+2025-03-10 17:10:46,044 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.7731821428572 | Take profit: 2062.5050017857143
+2025-03-10 17:10:46,177 - INFO - STOP LOSS hit for long at 2021.7731821428572 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:46,224 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5594821428572 | Take profit: 2053.106101785714
+2025-03-10 17:10:46,297 - INFO - CLOSED long at 2015.31 | PnL: -0.37% | $-0.90
+2025-03-10 17:10:46,297 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4235178571425 | Take profit: 1985.0248982142855
+2025-03-10 17:10:46,320 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.10
+2025-03-10 17:10:46,320 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.191532142857 | Take profit: 2044.5699517857145
+2025-03-10 17:10:46,615 - INFO - STOP LOSS hit for long at 2004.191532142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:46,657 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0972321428571 | Take profit: 2035.2928517857142
+2025-03-10 17:10:46,701 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.77
+2025-03-10 17:10:46,702 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4536678571426 | Take profit: 1985.0544482142857
+2025-03-10 17:10:46,723 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.28
+2025-03-10 17:10:46,723 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.251332142857 | Take profit: 2040.550551785714
+2025-03-10 17:10:46,813 - INFO - STOP LOSS hit for long at 2000.251332142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:46,836 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4206321428571 | Take profit: 2034.6026517857144
+2025-03-10 17:10:47,284 - INFO - Trade Analysis: Win Rate=22.2% in uptrends, 0.0% in downtrends | Avg Win=$0.96, Avg Loss=$-0.86
+2025-03-10 17:10:47,284 - INFO - Episode 43: Reward=13.59, Balance=$96.09, Win Rate=30.8%, Trades=13, Episode PnL=$-5.30, Total PnL=$-836.51, Max Drawdown=3.9%, Pred Accuracy=99.3%
+2025-03-10 17:10:47,284 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:47,284 - INFO - Refreshing data for episode 44
+2025-03-10 17:10:47,285 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:47,582 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:47,589 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:47,713 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.657635714286 | Take profit: 2106.251571428572
+2025-03-10 17:10:47,806 - INFO - STOP LOSS hit for long at 2064.657635714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:47,844 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7079857142858 | Take profit: 2081.8205214285713
+2025-03-10 17:10:47,914 - INFO - CLOSED long at 2053.22 | PnL: 0.11% | $0.02
+2025-03-10 17:10:47,914 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.523114285714 | Take profit: 2022.3661785714285
+2025-03-10 17:10:47,943 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.66
+2025-03-10 17:10:47,943 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7824357142858 | Take profit: 2089.0371714285716
+2025-03-10 17:10:48,012 - INFO - STOP LOSS hit for long at 2047.7824357142858 | PnL: -0.50% | $-1.16
+2025-03-10 17:10:48,033 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6932357142857 | Take profit: 2074.6647714285714
+2025-03-10 17:10:48,230 - INFO - STOP LOSS hit for long at 2033.6932357142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:48,261 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2612357142857 | Take profit: 2040.5607714285713
+2025-03-10 17:10:49,275 - INFO - STOP LOSS hit for long at 2000.2612357142857 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:49,324 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4205857142858 | Take profit: 2034.6027214285714
+2025-03-10 17:10:49,822 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.02, Avg Loss=$-1.06
+2025-03-10 17:10:49,822 - INFO - Episode 44: Reward=13.87, Balance=$94.74, Win Rate=16.7%, Trades=6, Episode PnL=$-5.28, Total PnL=$-841.77, Max Drawdown=5.3%, Pred Accuracy=99.4%
+2025-03-10 17:10:49,822 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:49,822 - INFO - Refreshing data for episode 45
+2025-03-10 17:10:49,823 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:50,591 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:50,598 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:51,277 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.657285714286 | Take profit: 2106.2520964285713
+2025-03-10 17:10:51,320 - INFO - STOP LOSS hit for long at 2064.657285714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:51,356 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2550857142858 | Take profit: 2074.2186964285715
+2025-03-10 17:10:51,717 - INFO - STOP LOSS hit for long at 2033.2550857142858 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:51,746 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2608857142857 | Take profit: 2040.5612964285713
+2025-03-10 17:10:52,784 - INFO - STOP LOSS hit for long at 2000.2608857142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:52,835 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4202357142856 | Take profit: 2034.6032464285713
+2025-03-10 17:10:53,312 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:10:53,313 - INFO - Episode 45: Reward=28.38, Balance=$96.50, Win Rate=0.0%, Trades=3, Episode PnL=$-3.50, Total PnL=$-845.28, Max Drawdown=3.5%, Pred Accuracy=99.4%
+2025-03-10 17:10:53,313 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:53,313 - INFO - Refreshing data for episode 46
+2025-03-10 17:10:53,314 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:53,612 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:53,618 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:53,652 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.65725 | Take profit: 2106.2521500000003
+2025-03-10 17:10:53,695 - INFO - STOP LOSS hit for long at 2064.65725 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:53,716 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7076000000002 | Take profit: 2081.8211
+2025-03-10 17:10:54,027 - INFO - STOP LOSS hit for long at 2040.7076000000002 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:54,056 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.33505 | Take profit: 2057.97875
+2025-03-10 17:10:54,080 - INFO - STOP LOSS hit for long at 2017.33505 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:54,104 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4249 | Take profit: 2045.8292000000001
+2025-03-10 17:10:54,792 - INFO - STOP LOSS hit for long at 2005.4249 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:54,837 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0968000000003 | Take profit: 2035.2935
+2025-03-10 17:10:55,520 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:10:55,521 - INFO - Episode 46: Reward=15.14, Balance=$95.36, Win Rate=0.0%, Trades=4, Episode PnL=$-4.64, Total PnL=$-849.92, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:10:55,521 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:55,521 - INFO - Refreshing data for episode 47
+2025-03-10 17:10:55,521 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:55,819 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:55,826 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:55,926 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.65725 | Take profit: 2106.2521500000003
+2025-03-10 17:10:55,973 - INFO - STOP LOSS hit for long at 2064.65725 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:55,995 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7076000000002 | Take profit: 2081.8211
+2025-03-10 17:10:56,240 - INFO - STOP LOSS hit for long at 2040.7076000000002 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:56,264 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.33505 | Take profit: 2057.97875
+2025-03-10 17:10:56,285 - INFO - STOP LOSS hit for long at 2017.33505 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:56,310 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4249 | Take profit: 2045.8292000000001
+2025-03-10 17:10:56,831 - INFO - STOP LOSS hit for long at 2005.4249 | PnL: -0.50% | $-1.14
+2025-03-10 17:10:56,849 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0968000000003 | Take profit: 2035.2935
+2025-03-10 17:10:57,377 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:10:57,378 - INFO - Episode 47: Reward=28.92, Balance=$95.36, Win Rate=0.0%, Trades=4, Episode PnL=$-4.64, Total PnL=$-854.57, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:10:57,378 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:57,378 - INFO - Refreshing data for episode 48
+2025-03-10 17:10:57,378 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:57,676 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:57,683 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:57,719 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.65725 | Take profit: 2106.2521500000003
+2025-03-10 17:10:57,761 - INFO - STOP LOSS hit for long at 2064.65725 | PnL: -0.50% | $-1.18
+2025-03-10 17:10:57,782 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7076000000002 | Take profit: 2081.8211
+2025-03-10 17:10:58,032 - INFO - STOP LOSS hit for long at 2040.7076000000002 | PnL: -0.50% | $-1.17
+2025-03-10 17:10:58,056 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.33505 | Take profit: 2057.97875
+2025-03-10 17:10:58,081 - INFO - STOP LOSS hit for long at 2017.33505 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:58,125 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3005500000002 | Take profit: 2044.68225
+2025-03-10 17:10:58,194 - INFO - CLOSED long at 2021.97 | PnL: 0.38% | $0.52
+2025-03-10 17:10:58,218 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.106 | Take profit: 2065.9058999999997
+2025-03-10 17:10:58,335 - INFO - STOP LOSS hit for long at 2025.106 | PnL: -0.50% | $-1.15
+2025-03-10 17:10:58,357 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.55905 | Take profit: 2053.10675
+2025-03-10 17:10:58,481 - INFO - STOP LOSS hit for long at 2012.55905 | PnL: -0.50% | $-1.13
+2025-03-10 17:10:58,506 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7932000000003 | Take profit: 2040.0843000000002
+2025-03-10 17:10:58,865 - INFO - STOP LOSS hit for long at 1999.7932000000003 | PnL: -0.50% | $-1.12
+2025-03-10 17:10:58,889 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4202 | Take profit: 2034.6033
+2025-03-10 17:10:59,230 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.52, Avg Loss=$-1.15
+2025-03-10 17:10:59,231 - INFO - Episode 48: Reward=16.70, Balance=$93.62, Win Rate=14.3%, Trades=7, Episode PnL=$-6.38, Total PnL=$-860.95, Max Drawdown=6.4%, Pred Accuracy=99.3%
+2025-03-10 17:10:59,231 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:10:59,231 - INFO - Refreshing data for episode 49
+2025-03-10 17:10:59,232 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:10:59,519 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:10:59,526 - INFO - Initialized environment with 100 candles
+2025-03-10 17:10:59,789 - INFO - OPENED LONG at 2075.07 | Stop loss: 2064.65725 | Take profit: 2106.2521500000003
+2025-03-10 17:10:59,855 - INFO - CLOSED long at 2067.71 | PnL: -0.35% | $-0.89
+2025-03-10 17:10:59,882 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0211000000002 | Take profit: 2079.0806000000002
+2025-03-10 17:11:00,273 - INFO - STOP LOSS hit for long at 2038.0211000000002 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:00,294 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.33505 | Take profit: 2057.97875
+2025-03-10 17:11:00,320 - INFO - STOP LOSS hit for long at 2017.33505 | PnL: -0.50% | $-1.16
+2025-03-10 17:11:00,347 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4249 | Take profit: 2045.8292000000001
+2025-03-10 17:11:00,746 - INFO - CLOSED long at 2014.3 | PnL: -0.06% | $-0.31
+2025-03-10 17:11:00,773 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8828 | Take profit: 2038.1355
+2025-03-10 17:11:01,314 - INFO - CLOSED long at 2009.04 | PnL: 0.05% | $-0.09
+2025-03-10 17:11:01,361 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0221 | Take profit: 2038.2776
+2025-03-10 17:11:01,702 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.72
+2025-03-10 17:11:01,702 - INFO - Episode 49: Reward=10.41, Balance=$96.38, Win Rate=0.0%, Trades=5, Episode PnL=$-3.62, Total PnL=$-864.57, Max Drawdown=3.6%, Pred Accuracy=99.4%
+2025-03-10 17:11:01,702 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:11:01,703 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:11:01,831 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:11:02,286 - INFO - Training results saved to training_results.png
+2025-03-10 17:11:02,413 - INFO - Model saved to models/trading_agent_continuous_150.pt
+2025-03-10 17:11:07,413 - INFO - Starting training batch 5
+2025-03-10 17:11:07,413 - INFO - Refreshing data for new training batch
+2025-03-10 17:11:07,413 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:07,726 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:11:07,735 - INFO - Initialized environment with 500 candles
+2025-03-10 17:11:07,736 - INFO - Updated environment with fresh candles
+2025-03-10 17:11:07,736 - INFO - Starting training on device: cuda
+2025-03-10 17:11:07,736 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:11:07,736 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:11:07,861 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:11:07,869 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:11:07,874 - INFO - Refreshing data for episode 0
+2025-03-10 17:11:07,874 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:08,176 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:08,184 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:08,554 - INFO - OPENED SHORT at 2067.71 | Stop loss: 2078.0845178571426 | Take profit: 2036.6403982142858
+2025-03-10 17:11:08,882 - INFO - TAKE PROFIT hit for short at 2036.6403982142858 | PnL: 1.50% | $2.76
+2025-03-10 17:11:08,909 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4377178571426 | Take profit: 1980.1407982142855
+2025-03-10 17:11:09,030 - INFO - STOP LOSS hit for short at 2020.4377178571426 | PnL: -0.50% | $-1.22
+2025-03-10 17:11:09,052 - INFO - OPENED SHORT at 2035.32 | Stop loss: 2045.5325678571428 | Take profit: 2004.7362482142858
+2025-03-10 17:11:09,443 - INFO - CLOSED short at 2010.92 | PnL: 1.20% | $2.19
+2025-03-10 17:11:09,443 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8294321428573 | Take profit: 2041.1377517857145
+2025-03-10 17:11:09,467 - INFO - CLOSED long at 2010.08 | PnL: -0.04% | $-0.29
+2025-03-10 17:11:09,467 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1663678571429 | Take profit: 1979.8748482142855
+2025-03-10 17:11:09,491 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.60
+2025-03-10 17:11:09,491 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9338321428572 | Take profit: 2044.304551785714
+2025-03-10 17:11:09,516 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.75
+2025-03-10 17:11:09,517 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6890178571427 | Take profit: 1978.4268982142858
+2025-03-10 17:11:09,546 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.29
+2025-03-10 17:11:09,546 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6554821428572 | Take profit: 2033.8196017857142
+2025-03-10 17:11:09,570 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.06
+2025-03-10 17:11:09,570 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.221767857143 | Take profit: 1975.0286482142858
+2025-03-10 17:11:09,615 - INFO - STOP LOSS hit for short at 2015.221767857143 | PnL: -0.50% | $-1.21
+2025-03-10 17:11:09,639 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4276678571425 | Take profit: 1980.1309482142856
+2025-03-10 17:11:09,693 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.64
+2025-03-10 17:11:09,693 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.784882142857 | Take profit: 2031.9114017857141
+2025-03-10 17:11:09,747 - INFO - CLOSED long at 1999.22 | PnL: -0.13% | $-0.46
+2025-03-10 17:11:09,747 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.252067857143 | Take profit: 1969.1777482142859
+2025-03-10 17:11:09,844 - INFO - CLOSED short at 2009.04 | PnL: -0.49% | $-1.18
+2025-03-10 17:11:09,844 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.958832142857 | Take profit: 2039.2295517857144
+2025-03-10 17:11:09,865 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:11:09,865 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1764678571428 | Take profit: 1977.9245482142856
+2025-03-10 17:11:09,895 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.31
+2025-03-10 17:11:09,895 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1578321428572 | Take profit: 2039.4325517857142
+2025-03-10 17:11:09,937 - INFO - CLOSED long at 2014.13 | PnL: 0.24% | $0.28
+2025-03-10 17:11:09,937 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.236617857143 | Take profit: 1983.8640982142858
+2025-03-10 17:11:09,981 - INFO - CLOSED short at 2022.2 | PnL: -0.40% | $-0.98
+2025-03-10 17:11:09,981 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.053032142857 | Take profit: 2052.5869517857145
+2025-03-10 17:11:10,004 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.31
+2025-03-10 17:11:10,004 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1510178571427 | Take profit: 1990.6408982142857
+2025-03-10 17:11:10,048 - INFO - CLOSED short at 2023.01 | PnL: -0.10% | $-0.39
+2025-03-10 17:11:10,048 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.858982142857 | Take profit: 2053.4091017857145
+2025-03-10 17:11:10,091 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.62
+2025-03-10 17:11:10,091 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7537678571427 | Take profit: 2001.0326482142857
+2025-03-10 17:11:10,113 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:11:10,113 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0329821428572 | Take profit: 2058.6871017857143
+2025-03-10 17:11:10,138 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:11:10,138 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7286678571427 | Take profit: 2000.0279482142857
+2025-03-10 17:11:10,163 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.34
+2025-03-10 17:11:10,164 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7494821428572 | Take profit: 2055.3376017857145
+2025-03-10 17:11:10,185 - INFO - Trade Analysis: Win Rate=46.2% in uptrends, 0.0% in downtrends | Avg Win=$0.81, Avg Loss=$-0.62
+2025-03-10 17:11:10,186 - INFO - Episode 0: Reward=-19.52, Balance=$99.25, Win Rate=40.9%, Trades=22, Episode PnL=$0.47, Total PnL=$-865.31, Max Drawdown=1.6%, Pred Accuracy=98.7%
+2025-03-10 17:11:10,317 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:11:10,318 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:11:10,798 - INFO - Visualization saved for episode 0
+2025-03-10 17:11:11,665 - INFO - Visualization saved for episode 0
+2025-03-10 17:11:11,670 - INFO - Refreshing data for episode 1
+2025-03-10 17:11:11,671 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:11,957 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:11,966 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:12,270 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.335107142857 | Take profit: 2098.7801642857144
+2025-03-10 17:11:12,298 - INFO - STOP LOSS hit for long at 2057.335107142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:12,328 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.291342857143 | Take profit: 2020.1804857142859
+2025-03-10 17:11:12,378 - INFO - CLOSED short at 2052.89 | PnL: -0.09% | $-0.37
+2025-03-10 17:11:12,378 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.589207142857 | Take profit: 2083.7378642857143
+2025-03-10 17:11:12,578 - INFO - CLOSED long at 2046.76 | PnL: -0.30% | $-0.77
+2025-03-10 17:11:12,578 - INFO - OPENED SHORT at 2046.76 | Stop loss: 2057.030142857143 | Take profit: 2016.0040857142858
+2025-03-10 17:11:12,672 - INFO - CLOSED short at 2043.59 | PnL: 0.15% | $0.11
+2025-03-10 17:11:12,672 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.335707142857 | Take profit: 2074.2983642857143
+2025-03-10 17:11:12,694 - INFO - CLOSED long at 2042.0 | PnL: -0.08% | $-0.34
+2025-03-10 17:11:12,695 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.2463428571427 | Take profit: 2011.3154857142856
+2025-03-10 17:11:12,742 - INFO - CLOSED short at 2027.51 | PnL: 0.71% | $1.17
+2025-03-10 17:11:12,743 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3361071428571 | Take profit: 2057.977164285714
+2025-03-10 17:11:12,761 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.83
+2025-03-10 17:11:12,761 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4380928571427 | Take profit: 1980.1402357142856
+2025-03-10 17:11:12,782 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.68
+2025-03-10 17:11:12,783 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425957142857 | Take profit: 2045.8276142857144
+2025-03-10 17:11:12,858 - INFO - CLOSED long at 2014.56 | PnL: -0.05% | $-0.28
+2025-03-10 17:11:12,859 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6691428571428 | Take profit: 1984.2870857142857
+2025-03-10 17:11:12,946 - INFO - STOP LOSS hit for short at 2024.6691428571428 | PnL: -0.50% | $-1.13
+2025-03-10 17:11:12,984 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.155992857143 | Take profit: 2007.3065357142857
+2025-03-10 17:11:13,032 - INFO - CLOSED short at 2031.97 | PnL: 0.29% | $0.36
+2025-03-10 17:11:13,033 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.773807142857 | Take profit: 2062.5040642857143
+2025-03-10 17:11:13,079 - INFO - CLOSED long at 2030.3 | PnL: -0.08% | $-0.34
+2025-03-10 17:11:13,079 - INFO - OPENED SHORT at 2030.3 | Stop loss: 2040.4878428571428 | Take profit: 1999.7909857142856
+2025-03-10 17:11:13,104 - INFO - CLOSED short at 2020.7 | PnL: 0.47% | $0.69
+2025-03-10 17:11:13,105 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.5601571428572 | Take profit: 2051.0650142857144
+2025-03-10 17:11:13,127 - INFO - CLOSED long at 2022.71 | PnL: 0.10% | $-0.00
+2025-03-10 17:11:13,127 - INFO - OPENED SHORT at 2022.71 | Stop loss: 2032.859892857143 | Take profit: 1992.3148357142857
+2025-03-10 17:11:13,151 - INFO - CLOSED short at 2021.06 | PnL: 0.08% | $-0.03
+2025-03-10 17:11:13,151 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.918357142857 | Take profit: 2051.430414285714
+2025-03-10 17:11:13,196 - INFO - CLOSED long at 2015.31 | PnL: -0.28% | $-0.72
+2025-03-10 17:11:13,197 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4228928571426 | Take profit: 1985.0258357142857
+2025-03-10 17:11:13,224 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.09
+2025-03-10 17:11:13,224 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.192157142857 | Take profit: 2044.569014285714
+2025-03-10 17:11:13,260 - INFO - CLOSED long at 2007.96 | PnL: -0.31% | $-0.77
+2025-03-10 17:11:13,260 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.036142857143 | Take profit: 1977.7860857142857
+2025-03-10 17:11:13,323 - INFO - CLOSED short at 2009.88 | PnL: -0.10% | $-0.36
+2025-03-10 17:11:13,323 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7942571428573 | Take profit: 2040.0827142857145
+2025-03-10 17:11:13,442 - INFO - CLOSED long at 2015.11 | PnL: 0.26% | $0.29
+2025-03-10 17:11:13,442 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2218928571428 | Take profit: 1984.8288357142856
+2025-03-10 17:11:13,490 - INFO - CLOSED short at 2010.08 | PnL: 0.25% | $0.28
+2025-03-10 17:11:13,490 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.993257142857 | Take profit: 2040.2857142857142
+2025-03-10 17:11:13,539 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.32
+2025-03-10 17:11:13,539 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6893928571428 | Take profit: 1978.4263357142856
+2025-03-10 17:11:13,562 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.26
+2025-03-10 17:11:13,562 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.655107142857 | Take profit: 2033.8201642857146
+2025-03-10 17:11:13,827 - INFO - CLOSED long at 2001.83 | PnL: -0.09% | $-0.36
+2025-03-10 17:11:13,827 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8754928571427 | Take profit: 1971.7480357142856
+2025-03-10 17:11:13,877 - INFO - CLOSED short at 1999.22 | PnL: 0.13% | $0.06
+2025-03-10 17:11:13,877 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1875571428573 | Take profit: 2029.2628142857143
+2025-03-10 17:11:13,903 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.30
+2025-03-10 17:11:13,904 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5387428571428 | Take profit: 1974.3582857142858
+2025-03-10 17:11:13,929 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:11:13,929 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.550657142857 | Take profit: 2032.6935142857142
+2025-03-10 17:11:14,208 - INFO - CLOSED long at 2022.2 | PnL: 0.98% | $1.62
+2025-03-10 17:11:14,208 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3473428571428 | Take profit: 1991.812485714286
+2025-03-10 17:11:14,272 - INFO - CLOSED short at 2017.79 | PnL: 0.22% | $0.22
+2025-03-10 17:11:14,272 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.664707142857 | Take profit: 2048.111364285714
+2025-03-10 17:11:14,299 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.30
+2025-03-10 17:11:14,299 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1613928571428 | Take profit: 1992.6103357142858
+2025-03-10 17:11:14,325 - INFO - CLOSED short at 2022.99 | PnL: 0.00% | $-0.19
+2025-03-10 17:11:14,325 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8387071428572 | Take profit: 2053.3893642857142
+2025-03-10 17:11:14,372 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.30
+2025-03-10 17:11:14,373 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3873928571431 | Take profit: 1997.7323357142857
+2025-03-10 17:11:14,429 - INFO - CLOSED short at 2024.91 | PnL: 0.16% | $0.12
+2025-03-10 17:11:14,430 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7491071428572 | Take profit: 2055.3381642857144
+2025-03-10 17:11:14,473 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.43, Avg Loss=$-0.52
+2025-03-10 17:11:14,473 - INFO - Episode 1: Reward=-5.34, Balance=$96.28, Win Rate=42.4%, Trades=33, Episode PnL=$-0.79, Total PnL=$-869.03, Max Drawdown=5.3%, Pred Accuracy=98.8%
+2025-03-10 17:11:14,473 - INFO - Refreshing data for episode 2
+2025-03-10 17:11:14,473 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:14,784 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:14,791 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:14,923 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334782142857 | Take profit: 2098.7806517857143
+2025-03-10 17:11:14,972 - INFO - STOP LOSS hit for long at 2057.334782142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:15,012 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7083321428572 | Take profit: 2081.8200017857143
+2025-03-10 17:11:15,043 - INFO - CLOSED long at 2043.51 | PnL: -0.37% | $-0.90
+2025-03-10 17:11:15,043 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.764217857143 | Take profit: 2012.8023482142858
+2025-03-10 17:11:15,064 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.08
+2025-03-10 17:11:15,064 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.588882142857 | Take profit: 2083.7383517857143
+2025-03-10 17:11:15,085 - INFO - CLOSED long at 2053.22 | PnL: 0.02% | $-0.16
+2025-03-10 17:11:15,085 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.5227678571428 | Take profit: 2022.3666982142854
+2025-03-10 17:11:15,148 - INFO - CLOSED short at 2050.18 | PnL: 0.15% | $0.09
+2025-03-10 17:11:15,149 - INFO - OPENED LONG at 2050.18 | Stop loss: 2039.892432142857 | Take profit: 2080.9877017857143
+2025-03-10 17:11:15,169 - INFO - CLOSED long at 2046.76 | PnL: -0.17% | $-0.51
+2025-03-10 17:11:15,169 - INFO - OPENED SHORT at 2046.76 | Stop loss: 2057.030467857143 | Take profit: 2016.0035982142856
+2025-03-10 17:11:15,218 - INFO - CLOSED short at 2044.1 | PnL: 0.13% | $0.06
+2025-03-10 17:11:15,218 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.842832142857 | Take profit: 2074.816501785714
+2025-03-10 17:11:15,238 - INFO - CLOSED long at 2043.59 | PnL: -0.02% | $-0.24
+2025-03-10 17:11:15,238 - INFO - OPENED SHORT at 2043.59 | Stop loss: 2053.8446178571426 | Take profit: 2012.8811482142855
+2025-03-10 17:11:15,274 - INFO - CLOSED short at 2042.0 | PnL: 0.08% | $-0.04
+2025-03-10 17:11:15,274 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.753332142857 | Take profit: 2072.6850017857146
+2025-03-10 17:11:15,316 - INFO - CLOSED long at 2036.71 | PnL: -0.26% | $-0.68
+2025-03-10 17:11:15,316 - INFO - OPENED SHORT at 2036.71 | Stop loss: 2046.9302178571427 | Take profit: 2006.1043482142857
+2025-03-10 17:11:15,442 - INFO - CLOSED short at 2015.54 | PnL: 1.04% | $1.76
+2025-03-10 17:11:15,442 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4256321428572 | Take profit: 2045.8281017857141
+2025-03-10 17:11:15,505 - INFO - CLOSED long at 2014.56 | PnL: -0.05% | $-0.28
+2025-03-10 17:11:15,505 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.669467857143 | Take profit: 1984.2865982142857
+2025-03-10 17:11:15,528 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.89
+2025-03-10 17:11:15,528 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8234821428573 | Take profit: 2052.354551785714
+2025-03-10 17:11:15,841 - INFO - CLOSED long at 2020.89 | PnL: -0.05% | $-0.29
+2025-03-10 17:11:15,841 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.031117857143 | Take profit: 1990.5216482142857
+2025-03-10 17:11:15,862 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.33
+2025-03-10 17:11:15,862 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.196782142857 | Take profit: 2045.5946517857144
+2025-03-10 17:11:15,960 - INFO - CLOSED long at 2021.15 | PnL: 0.29% | $0.36
+2025-03-10 17:11:15,960 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2924178571427 | Take profit: 1990.7777482142858
+2025-03-10 17:11:15,982 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.69
+2025-03-10 17:11:15,983 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.2910321428571 | Take profit: 2056.9119017857142
+2025-03-10 17:11:16,007 - INFO - STOP LOSS hit for long at 2016.2910321428571 | PnL: -0.50% | $-1.13
+2025-03-10 17:11:16,030 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8287321428572 | Take profit: 2041.1388017857141
+2025-03-10 17:11:16,265 - INFO - CLOSED long at 2008.1 | PnL: -0.14% | $-0.45
+2025-03-10 17:11:16,266 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1771678571429 | Take profit: 1977.9234982142857
+2025-03-10 17:11:16,292 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.85
+2025-03-10 17:11:16,293 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2266321428572 | Take profit: 2045.6251017857142
+2025-03-10 17:11:16,365 - INFO - CLOSED long at 2001.83 | PnL: -0.67% | $-1.41
+2025-03-10 17:11:16,365 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.875817857143 | Take profit: 1971.7475482142856
+2025-03-10 17:11:16,387 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.20
+2025-03-10 17:11:16,388 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.052832142857 | Take profit: 2032.1865017857144
+2025-03-10 17:11:16,435 - INFO - CLOSED long at 2004.48 | PnL: 0.12% | $0.03
+2025-03-10 17:11:16,435 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5390678571428 | Take profit: 1974.3577982142856
+2025-03-10 17:11:16,660 - INFO - CLOSED short at 2009.24 | PnL: -0.24% | $-0.61
+2025-03-10 17:11:16,660 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1571321428573 | Take profit: 2039.4336017857142
+2025-03-10 17:11:16,683 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.59
+2025-03-10 17:11:16,683 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2028.0060678571429 | Take profit: 1987.556798214286
+2025-03-10 17:11:16,701 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.15
+2025-03-10 17:11:16,726 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6045321428571 | Take profit: 2054.1714017857144
+2025-03-10 17:11:16,771 - INFO - CLOSED long at 2021.01 | PnL: -0.14% | $-0.43
+2025-03-10 17:11:16,771 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.151717857143 | Take profit: 1990.6398482142856
+2025-03-10 17:11:16,792 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.11
+2025-03-10 17:11:16,792 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.664382142857 | Take profit: 2048.1118517857144
+2025-03-10 17:11:16,838 - INFO - CLOSED long at 2022.99 | PnL: 0.26% | $0.28
+2025-03-10 17:11:16,838 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.141617857143 | Take profit: 1992.5901482142858
+2025-03-10 17:11:16,881 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-0.94
+2025-03-10 17:11:16,881 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.365532142857 | Take profit: 2062.0884017857143
+2025-03-10 17:11:16,933 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.47
+2025-03-10 17:11:16,934 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3877178571427 | Take profit: 1997.7318482142857
+2025-03-10 17:11:16,981 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.38
+2025-03-10 17:11:16,982 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.350632142857 | Take profit: 2061.0531017857143
+2025-03-10 17:11:17,048 - INFO - Trade Analysis: Win Rate=31.2% in uptrends, 0.0% in downtrends | Avg Win=$0.38, Avg Loss=$-0.63
+2025-03-10 17:11:17,049 - INFO - Episode 2: Reward=-17.15, Balance=$89.96, Win Rate=31.2%, Trades=32, Episode PnL=$-5.50, Total PnL=$-879.07, Max Drawdown=8.2%, Pred Accuracy=98.8%
+2025-03-10 17:11:17,049 - INFO - Refreshing data for episode 3
+2025-03-10 17:11:17,049 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:17,344 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:17,350 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:17,386 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334678571429 | Take profit: 2098.780807142857
+2025-03-10 17:11:17,409 - INFO - STOP LOSS hit for long at 2057.334678571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:17,433 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7082285714287 | Take profit: 2081.820157142857
+2025-03-10 17:11:17,474 - INFO - CLOSED long at 2052.89 | PnL: 0.09% | $-0.02
+2025-03-10 17:11:17,517 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7826785714287 | Take profit: 2089.0368071428575
+2025-03-10 17:11:17,582 - INFO - STOP LOSS hit for long at 2047.7826785714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:17,627 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8427285714283 | Take profit: 2074.816657142857
+2025-03-10 17:11:17,735 - INFO - CLOSED long at 2036.71 | PnL: -0.36% | $-0.89
+2025-03-10 17:11:17,735 - INFO - OPENED SHORT at 2036.71 | Stop loss: 2046.9303214285717 | Take profit: 2006.104192857143
+2025-03-10 17:11:17,785 - INFO - CLOSED short at 2027.51 | PnL: 0.45% | $0.67
+2025-03-10 17:11:17,786 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356785714286 | Take profit: 2057.9778071428573
+2025-03-10 17:11:17,829 - INFO - STOP LOSS hit for long at 2017.3356785714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:17,853 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255285714285 | Take profit: 2045.828257142857
+2025-03-10 17:11:18,308 - INFO - CLOSED long at 2009.88 | PnL: -0.28% | $-0.72
+2025-03-10 17:11:18,333 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0074785714287 | Take profit: 2051.522407142857
+2025-03-10 17:11:18,400 - INFO - STOP LOSS hit for long at 2011.0074785714287 | PnL: -0.50% | $-1.13
+2025-03-10 17:11:18,424 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9928285714284 | Take profit: 2040.2863571428572
+2025-03-10 17:11:18,619 - INFO - CLOSED long at 2008.1 | PnL: -0.10% | $-0.37
+2025-03-10 17:11:18,673 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2515285714285 | Take profit: 2040.550257142857
+2025-03-10 17:11:18,757 - INFO - STOP LOSS hit for long at 2000.2515285714285 | PnL: -0.50% | $-1.11
+2025-03-10 17:11:18,801 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5502285714283 | Take profit: 2032.6941571428572
+2025-03-10 17:11:19,294 - INFO - Trade Analysis: Win Rate=16.7% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.86
+2025-03-10 17:11:19,296 - INFO - Episode 3: Reward=9.55, Balance=$92.94, Win Rate=10.0%, Trades=10, Episode PnL=$-6.18, Total PnL=$-886.14, Max Drawdown=7.1%, Pred Accuracy=98.9%
+2025-03-10 17:11:19,296 - INFO - Refreshing data for episode 4
+2025-03-10 17:11:19,296 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:20,032 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:20,038 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:20,155 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334678571429 | Take profit: 2098.780807142857
+2025-03-10 17:11:20,207 - INFO - STOP LOSS hit for long at 2057.334678571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:20,245 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7082285714287 | Take profit: 2081.820157142857
+2025-03-10 17:11:20,509 - INFO - CLOSED long at 2036.71 | PnL: -0.70% | $-1.55
+2025-03-10 17:11:20,552 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356785714286 | Take profit: 2057.9778071428573
+2025-03-10 17:11:20,590 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.81
+2025-03-10 17:11:20,713 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8233785714285 | Take profit: 2052.3547071428575
+2025-03-10 17:11:20,797 - INFO - CLOSED long at 2026.88 | PnL: 0.24% | $0.27
+2025-03-10 17:11:20,937 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9179285714283 | Take profit: 2051.431057142857
+2025-03-10 17:11:21,031 - INFO - CLOSED long at 2015.31 | PnL: -0.28% | $-0.72
+2025-03-10 17:11:21,306 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6546785714286 | Take profit: 2033.8208071428573
+2025-03-10 17:11:21,346 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:11:21,346 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2225714285714 | Take profit: 1975.027442857143
+2025-03-10 17:11:21,385 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.46
+2025-03-10 17:11:21,385 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0227285714284 | Take profit: 2038.2766571428572
+2025-03-10 17:11:21,964 - INFO - CLOSED long at 2028.21 | PnL: 1.00% | $1.67
+2025-03-10 17:11:21,965 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3878214285714 | Take profit: 1997.731692857143
+2025-03-10 17:11:21,987 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.41
+2025-03-10 17:11:21,987 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3505285714286 | Take profit: 2061.053257142857
+2025-03-10 17:11:22,025 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.97, Avg Loss=$-0.88
+2025-03-10 17:11:22,025 - INFO - Episode 4: Reward=1.87, Balance=$95.76, Win Rate=22.2%, Trades=9, Episode PnL=$-5.86, Total PnL=$-890.37, Max Drawdown=5.0%, Pred Accuracy=98.9%
+2025-03-10 17:11:22,025 - INFO - Refreshing data for episode 5
+2025-03-10 17:11:22,026 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:22,316 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:22,325 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:23,395 - INFO - OPENED SHORT at 2048.3 | Stop loss: 2058.578271428572 | Take profit: 2017.520342857143
+2025-03-10 17:11:23,480 - INFO - CLOSED short at 2053.22 | PnL: -0.24% | $-0.67
+2025-03-10 17:11:23,586 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6934785714286 | Take profit: 2074.664407142857
+2025-03-10 17:11:23,701 - INFO - STOP LOSS hit for long at 2033.6934785714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:23,807 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.4353785714286 | Take profit: 2049.918707142857
+2025-03-10 17:11:23,872 - INFO - CLOSED long at 2035.32 | PnL: 0.78% | $1.31
+2025-03-10 17:11:23,895 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7035785714286 | Take profit: 2068.554107142857
+2025-03-10 17:11:23,937 - INFO - STOP LOSS hit for long at 2027.7035785714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:24,324 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6546785714286 | Take profit: 2033.8208071428573
+2025-03-10 17:11:24,950 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.31, Avg Loss=$-1.01
+2025-03-10 17:11:24,950 - INFO - Episode 5: Reward=7.38, Balance=$98.29, Win Rate=25.0%, Trades=4, Episode PnL=$-1.71, Total PnL=$-892.08, Max Drawdown=1.8%, Pred Accuracy=99.0%
+2025-03-10 17:11:24,951 - INFO - Refreshing data for episode 6
+2025-03-10 17:11:24,951 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:25,243 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:25,251 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:25,288 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334678571429 | Take profit: 2098.780807142857
+2025-03-10 17:11:25,310 - INFO - STOP LOSS hit for long at 2057.334678571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:25,334 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7082285714287 | Take profit: 2081.820157142857
+2025-03-10 17:11:25,467 - INFO - CLOSED long at 2050.18 | PnL: -0.04% | $-0.27
+2025-03-10 17:11:25,492 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4894285714286 | Take profit: 2077.516557142857
+2025-03-10 17:11:25,612 - INFO - STOP LOSS hit for long at 2036.4894285714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:25,635 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2614785714284 | Take profit: 2040.560407142857
+2025-03-10 17:11:25,803 - INFO - CLOSED long at 2031.97 | PnL: 1.08% | $1.87
+2025-03-10 17:11:25,825 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7088285714287 | Take profit: 2057.3383571428576
+2025-03-10 17:11:25,892 - INFO - CLOSED long at 2022.71 | PnL: -0.21% | $-0.60
+2025-03-10 17:11:25,916 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9179285714283 | Take profit: 2051.431057142857
+2025-03-10 17:11:25,997 - INFO - STOP LOSS hit for long at 2010.9179285714283 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:26,039 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0074785714287 | Take profit: 2051.522407142857
+2025-03-10 17:11:26,102 - INFO - CLOSED long at 2010.92 | PnL: -0.51% | $-1.16
+2025-03-10 17:11:26,147 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9330285714286 | Take profit: 2044.305757142857
+2025-03-10 17:11:26,196 - INFO - STOP LOSS hit for long at 2003.9330285714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:26,225 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974285714287 | Take profit: 2035.292557142857
+2025-03-10 17:11:26,897 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.87, Avg Loss=$-0.95
+2025-03-10 17:11:26,898 - INFO - Episode 6: Reward=11.75, Balance=$95.18, Win Rate=12.5%, Trades=8, Episode PnL=$-4.82, Total PnL=$-896.90, Max Drawdown=4.8%, Pred Accuracy=99.1%
+2025-03-10 17:11:26,898 - INFO - Refreshing data for episode 7
+2025-03-10 17:11:26,898 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:27,197 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:27,205 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:27,334 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334678571429 | Take profit: 2098.780807142857
+2025-03-10 17:11:27,382 - INFO - STOP LOSS hit for long at 2057.334678571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:27,441 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7082285714287 | Take profit: 2081.820157142857
+2025-03-10 17:11:27,803 - INFO - STOP LOSS hit for long at 2040.7082285714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:27,840 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356785714286 | Take profit: 2057.9778071428573
+2025-03-10 17:11:27,861 - INFO - STOP LOSS hit for long at 2017.3356785714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:27,885 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255285714285 | Take profit: 2045.828257142857
+2025-03-10 17:11:28,698 - INFO - STOP LOSS hit for long at 2005.4255285714285 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:28,718 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974285714287 | Take profit: 2035.292557142857
+2025-03-10 17:11:28,803 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:11:28,803 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1069214285717 | Take profit: 1977.8543928571428
+2025-03-10 17:11:28,822 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.39
+2025-03-10 17:11:28,822 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7840785714286 | Take profit: 2031.912607142857
+2025-03-10 17:11:29,464 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.24, Avg Loss=$-1.16
+2025-03-10 17:11:29,464 - INFO - Episode 7: Reward=17.02, Balance=$95.83, Win Rate=33.3%, Trades=6, Episode PnL=$-4.25, Total PnL=$-901.07, Max Drawdown=4.6%, Pred Accuracy=99.2%
+2025-03-10 17:11:29,465 - INFO - Refreshing data for episode 8
+2025-03-10 17:11:29,465 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:29,777 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:29,784 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:29,821 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334592857143 | Take profit: 2098.780935714286
+2025-03-10 17:11:29,844 - INFO - STOP LOSS hit for long at 2057.334592857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:29,866 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708142857143 | Take profit: 2081.820285714286
+2025-03-10 17:11:30,207 - INFO - STOP LOSS hit for long at 2040.708142857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:30,239 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.335592857143 | Take profit: 2057.9779357142856
+2025-03-10 17:11:30,262 - INFO - STOP LOSS hit for long at 2017.335592857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:30,284 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.425442857143 | Take profit: 2045.8283857142858
+2025-03-10 17:11:31,093 - INFO - STOP LOSS hit for long at 2005.425442857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:31,115 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.097342857143 | Take profit: 2035.2926857142857
+2025-03-10 17:11:31,948 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:11:31,949 - INFO - Episode 8: Reward=15.05, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-905.72, Max Drawdown=4.6%, Pred Accuracy=99.4%
+2025-03-10 17:11:31,949 - INFO - Refreshing data for episode 9
+2025-03-10 17:11:31,950 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:32,248 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:32,257 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:32,293 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3345642857144 | Take profit: 2098.7809785714285
+2025-03-10 17:11:32,327 - INFO - STOP LOSS hit for long at 2057.3345642857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:32,356 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7081142857144 | Take profit: 2081.8203285714285
+2025-03-10 17:11:32,776 - INFO - STOP LOSS hit for long at 2040.7081142857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:32,804 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3355642857143 | Take profit: 2057.9779785714286
+2025-03-10 17:11:32,832 - INFO - STOP LOSS hit for long at 2017.3355642857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:32,885 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4254142857142 | Take profit: 2045.8284285714285
+2025-03-10 17:11:33,470 - INFO - CLOSED long at 2007.96 | PnL: -0.38% | $-0.90
+2025-03-10 17:11:33,498 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7937142857143 | Take profit: 2040.0835285714288
+2025-03-10 17:11:33,586 - INFO - CLOSED long at 2015.11 | PnL: 0.26% | $0.30
+2025-03-10 17:11:33,611 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8285142857144 | Take profit: 2041.1391285714287
+2025-03-10 17:11:34,020 - INFO - STOP LOSS hit for long at 2000.8285142857144 | PnL: -0.50% | $-1.13
+2025-03-10 17:11:34,075 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4207142857142 | Take profit: 2034.6025285714286
+2025-03-10 17:11:34,704 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.30, Avg Loss=$-1.11
+2025-03-10 17:11:34,704 - INFO - Episode 9: Reward=28.09, Balance=$94.76, Win Rate=16.7%, Trades=6, Episode PnL=$-5.24, Total PnL=$-910.96, Max Drawdown=5.2%, Pred Accuracy=99.6%
+2025-03-10 17:11:34,705 - INFO - Refreshing data for episode 10
+2025-03-10 17:11:34,705 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:35,011 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:35,022 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:35,565 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3345642857144 | Take profit: 2098.7809785714285
+2025-03-10 17:11:35,594 - INFO - STOP LOSS hit for long at 2057.3345642857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:35,625 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7081142857144 | Take profit: 2081.8203285714285
+2025-03-10 17:11:35,651 - INFO - CLOSED long at 2043.51 | PnL: -0.37% | $-0.90
+2025-03-10 17:11:35,679 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.588664285714 | Take profit: 2083.7386785714284
+2025-03-10 17:11:35,791 - INFO - CLOSED long at 2050.18 | PnL: -0.13% | $-0.45
+2025-03-10 17:11:35,792 - INFO - OPENED SHORT at 2050.18 | Stop loss: 2060.4677857142856 | Take profit: 2019.3719714285714
+2025-03-10 17:11:35,817 - INFO - CLOSED short at 2046.76 | PnL: 0.17% | $0.13
+2025-03-10 17:11:35,817 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4893142857143 | Take profit: 2077.5167285714288
+2025-03-10 17:11:35,985 - INFO - STOP LOSS hit for long at 2036.4893142857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:36,010 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2613642857143 | Take profit: 2040.5605785714286
+2025-03-10 17:11:36,591 - INFO - CLOSED long at 2015.31 | PnL: 0.25% | $0.28
+2025-03-10 17:11:36,591 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4234357142857 | Take profit: 1985.0250214285713
+2025-03-10 17:11:36,636 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.09
+2025-03-10 17:11:36,637 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1916142857142 | Take profit: 2044.5698285714284
+2025-03-10 17:11:36,789 - INFO - CLOSED long at 2010.92 | PnL: -0.17% | $-0.51
+2025-03-10 17:11:36,789 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0114857142858 | Take profit: 1980.7008714285714
+2025-03-10 17:11:36,817 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:11:36,818 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9927142857143 | Take profit: 2040.2865285714286
+2025-03-10 17:11:37,178 - INFO - STOP LOSS hit for long at 1999.9927142857143 | PnL: -0.50% | $-1.13
+2025-03-10 17:11:37,233 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5501142857142 | Take profit: 2032.6943285714285
+2025-03-10 17:11:37,581 - INFO - CLOSED long at 2017.79 | PnL: 0.76% | $1.23
+2025-03-10 17:11:37,582 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9158357142858 | Take profit: 1987.4678214285714
+2025-03-10 17:11:37,614 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.68
+2025-03-10 17:11:37,614 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8580642857144 | Take profit: 2053.4104785714285
+2025-03-10 17:11:37,894 - INFO - Trade Analysis: Win Rate=14.3% in uptrends, 0.0% in downtrends | Avg Win=$0.54, Avg Loss=$-0.69
+2025-03-10 17:11:37,894 - INFO - Episode 10: Reward=21.68, Balance=$95.42, Win Rate=25.0%, Trades=12, Episode PnL=$-5.13, Total PnL=$-915.54, Max Drawdown=5.1%, Pred Accuracy=99.8%
+2025-03-10 17:11:38,024 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:11:38,025 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:11:38,514 - INFO - Visualization saved for episode 10
+2025-03-10 17:11:39,389 - INFO - Visualization saved for episode 10
+2025-03-10 17:11:39,398 - INFO - Refreshing data for episode 11
+2025-03-10 17:11:39,398 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:39,708 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:39,716 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:39,800 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334557142857 | Take profit: 2098.7809892857144
+2025-03-10 17:11:39,821 - INFO - STOP LOSS hit for long at 2057.334557142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:39,846 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7081071428572 | Take profit: 2081.8203392857145
+2025-03-10 17:11:40,124 - INFO - STOP LOSS hit for long at 2040.7081071428572 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:40,150 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3355571428572 | Take profit: 2057.977989285714
+2025-03-10 17:11:40,174 - INFO - STOP LOSS hit for long at 2017.3355571428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:40,196 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4254071428572 | Take profit: 2045.8284392857145
+2025-03-10 17:11:40,746 - INFO - STOP LOSS hit for long at 2005.4254071428572 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:40,775 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.097307142857 | Take profit: 2035.2927392857143
+2025-03-10 17:11:41,361 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:11:41,362 - INFO - Episode 11: Reward=28.93, Balance=$95.35, Win Rate=0.0%, Trades=4, Episode PnL=$-4.65, Total PnL=$-920.18, Max Drawdown=4.6%, Pred Accuracy=99.9%
+2025-03-10 17:11:41,362 - INFO - Refreshing data for episode 12
+2025-03-10 17:11:41,362 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:41,666 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:41,672 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:41,707 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334557142857 | Take profit: 2098.7809892857144
+2025-03-10 17:11:41,734 - INFO - STOP LOSS hit for long at 2057.334557142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:41,759 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7081071428572 | Take profit: 2081.8203392857145
+2025-03-10 17:11:41,931 - INFO - CLOSED long at 2043.95 | PnL: -0.34% | $-0.86
+2025-03-10 17:11:41,931 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.206642857143 | Take profit: 2013.2354107142858
+2025-03-10 17:11:41,956 - INFO - CLOSED short at 2044.1 | PnL: -0.01% | $-0.21
+2025-03-10 17:11:41,957 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8426071428569 | Take profit: 2074.816839285714
+2025-03-10 17:11:42,053 - INFO - STOP LOSS hit for long at 2033.8426071428569 | PnL: -0.50% | $-1.16
+2025-03-10 17:11:42,084 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.261357142857 | Take profit: 2040.5605892857143
+2025-03-10 17:11:42,723 - INFO - CLOSED long at 2008.1 | PnL: -0.11% | $-0.40
+2025-03-10 17:11:42,746 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.226407142857 | Take profit: 2045.6254392857143
+2025-03-10 17:11:42,811 - INFO - STOP LOSS hit for long at 2005.226407142857 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:42,834 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.052607142857 | Take profit: 2032.186839285714
+2025-03-10 17:11:43,252 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.82
+2025-03-10 17:11:43,252 - INFO - Episode 12: Reward=23.57, Balance=$95.05, Win Rate=0.0%, Trades=6, Episode PnL=$-4.08, Total PnL=$-925.13, Max Drawdown=4.9%, Pred Accuracy=99.8%
+2025-03-10 17:11:43,253 - INFO - Refreshing data for episode 13
+2025-03-10 17:11:43,253 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:43,555 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:43,562 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:43,674 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334557142857 | Take profit: 2098.7809892857144
+2025-03-10 17:11:43,708 - INFO - STOP LOSS hit for long at 2057.334557142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:43,799 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.255557142857 | Take profit: 2074.2179892857143
+2025-03-10 17:11:44,140 - INFO - STOP LOSS hit for long at 2033.255557142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:44,184 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.261357142857 | Take profit: 2040.5605892857143
+2025-03-10 17:11:45,131 - INFO - STOP LOSS hit for long at 2000.261357142857 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:45,157 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4207071428573 | Take profit: 2034.6025392857143
+2025-03-10 17:11:45,462 - INFO - CLOSED long at 2021.01 | PnL: 0.82% | $1.37
+2025-03-10 17:11:45,487 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.664157142857 | Take profit: 2048.112189285714
+2025-03-10 17:11:45,509 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.31
+2025-03-10 17:11:45,533 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8381571428572 | Take profit: 2053.3901892857143
+2025-03-10 17:11:45,636 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.84, Avg Loss=$-1.17
+2025-03-10 17:11:45,637 - INFO - Episode 13: Reward=31.30, Balance=$98.17, Win Rate=40.0%, Trades=5, Episode PnL=$-1.83, Total PnL=$-926.95, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:11:45,637 - INFO - Refreshing data for episode 14
+2025-03-10 17:11:45,637 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:45,932 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:45,940 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:46,062 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334464285714 | Take profit: 2098.7811285714283
+2025-03-10 17:11:46,088 - INFO - STOP LOSS hit for long at 2057.334464285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:46,120 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7080142857144 | Take profit: 2081.8204785714283
+2025-03-10 17:11:46,365 - INFO - STOP LOSS hit for long at 2040.7080142857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:46,387 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354642857141 | Take profit: 2057.9781285714284
+2025-03-10 17:11:46,412 - INFO - STOP LOSS hit for long at 2017.3354642857141 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:46,440 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4253142857142 | Take profit: 2045.8285785714284
+2025-03-10 17:11:46,770 - INFO - CLOSED long at 2015.31 | PnL: -0.01% | $-0.21
+2025-03-10 17:11:46,771 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4235357142857 | Take profit: 1985.0248714285713
+2025-03-10 17:11:46,793 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.09
+2025-03-10 17:11:46,794 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1915142857142 | Take profit: 2044.5699785714285
+2025-03-10 17:11:47,021 - INFO - STOP LOSS hit for long at 2004.1915142857142 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:47,043 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0972142857145 | Take profit: 2035.292878571429
+2025-03-10 17:11:47,603 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.82
+2025-03-10 17:11:47,603 - INFO - Episode 14: Reward=26.10, Balance=$95.05, Win Rate=0.0%, Trades=6, Episode PnL=$-4.74, Total PnL=$-931.90, Max Drawdown=4.9%, Pred Accuracy=99.7%
+2025-03-10 17:11:47,604 - INFO - Refreshing data for episode 15
+2025-03-10 17:11:47,604 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:47,900 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:47,908 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:48,293 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334464285714 | Take profit: 2098.7811285714283
+2025-03-10 17:11:48,314 - INFO - STOP LOSS hit for long at 2057.334464285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:48,339 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7080142857144 | Take profit: 2081.8204785714283
+2025-03-10 17:11:48,828 - INFO - STOP LOSS hit for long at 2040.7080142857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:48,850 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354642857141 | Take profit: 2057.9781285714284
+2025-03-10 17:11:48,870 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.82
+2025-03-10 17:11:48,894 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4253142857142 | Take profit: 2045.8285785714284
+2025-03-10 17:11:49,646 - INFO - STOP LOSS hit for long at 2005.4253142857142 | PnL: -0.50% | $-1.13
+2025-03-10 17:11:49,667 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0972142857145 | Take profit: 2035.292878571429
+2025-03-10 17:11:50,342 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.32
+2025-03-10 17:11:50,343 - INFO - Episode 15: Reward=25.92, Balance=$94.70, Win Rate=0.0%, Trades=4, Episode PnL=$-5.30, Total PnL=$-937.20, Max Drawdown=5.3%, Pred Accuracy=99.8%
+2025-03-10 17:11:50,343 - INFO - Refreshing data for episode 16
+2025-03-10 17:11:50,343 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:50,645 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:50,653 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:50,806 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.334464285714 | Take profit: 2098.7811285714283
+2025-03-10 17:11:50,827 - INFO - STOP LOSS hit for long at 2057.334464285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:50,844 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7080142857144 | Take profit: 2081.8204785714283
+2025-03-10 17:11:51,087 - INFO - CLOSED long at 2043.59 | PnL: -0.36% | $-0.90
+2025-03-10 17:11:51,110 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7530142857142 | Take profit: 2072.6854785714286
+2025-03-10 17:11:51,156 - INFO - STOP LOSS hit for long at 2031.7530142857142 | PnL: -0.50% | $-1.16
+2025-03-10 17:11:51,180 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2612642857143 | Take profit: 2040.5607285714284
+2025-03-10 17:11:51,940 - INFO - STOP LOSS hit for long at 2000.2612642857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:51,964 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4206142857142 | Take profit: 2034.6026785714284
+2025-03-10 17:11:52,363 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.09
+2025-03-10 17:11:52,363 - INFO - Episode 16: Reward=26.85, Balance=$95.62, Win Rate=0.0%, Trades=4, Episode PnL=$-4.38, Total PnL=$-941.58, Max Drawdown=4.4%, Pred Accuracy=99.7%
+2025-03-10 17:11:52,365 - INFO - Refreshing data for episode 17
+2025-03-10 17:11:52,365 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:52,660 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:52,666 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:52,700 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3339964285715 | Take profit: 2098.7818303571426
+2025-03-10 17:11:52,726 - INFO - STOP LOSS hit for long at 2057.3339964285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:52,756 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7075464285715 | Take profit: 2081.821180357143
+2025-03-10 17:11:53,017 - INFO - STOP LOSS hit for long at 2040.7075464285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:53,035 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3349964285715 | Take profit: 2057.9788303571427
+2025-03-10 17:11:53,064 - INFO - STOP LOSS hit for long at 2017.3349964285715 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:53,086 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4248464285713 | Take profit: 2045.829280357143
+2025-03-10 17:11:53,609 - INFO - STOP LOSS hit for long at 2005.4248464285713 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:53,634 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0967464285716 | Take profit: 2035.2935803571427
+2025-03-10 17:11:54,182 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.16
+2025-03-10 17:11:54,182 - INFO - Episode 17: Reward=28.94, Balance=$95.36, Win Rate=0.0%, Trades=4, Episode PnL=$-4.64, Total PnL=$-946.22, Max Drawdown=4.6%, Pred Accuracy=99.8%
+2025-03-10 17:11:54,183 - INFO - Refreshing data for episode 18
+2025-03-10 17:11:54,183 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:54,489 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:54,497 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:54,717 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3339 | Take profit: 2098.781975
+2025-03-10 17:11:54,810 - INFO - STOP LOSS hit for long at 2057.3339 | PnL: -0.50% | $-1.18
+2025-03-10 17:11:54,837 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7074499999999 | Take profit: 2081.8213250000003
+2025-03-10 17:11:55,085 - INFO - STOP LOSS hit for long at 2040.7074499999999 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:55,131 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3349 | Take profit: 2057.978975
+2025-03-10 17:11:55,170 - INFO - STOP LOSS hit for long at 2017.3349 | PnL: -0.50% | $-1.15
+2025-03-10 17:11:55,211 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4247500000001 | Take profit: 2045.829425
+2025-03-10 17:11:55,908 - INFO - STOP LOSS hit for long at 2005.4247500000001 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:55,966 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09665 | Take profit: 2035.293725
+2025-03-10 17:11:56,030 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.76
+2025-03-10 17:11:56,055 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.25075 | Take profit: 2040.5514249999997
+2025-03-10 17:11:56,141 - INFO - STOP LOSS hit for long at 2000.25075 | PnL: -0.50% | $-1.14
+2025-03-10 17:11:56,166 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.42005 | Take profit: 2034.6035249999998
+2025-03-10 17:11:56,684 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.76, Avg Loss=$-1.16
+2025-03-10 17:11:56,685 - INFO - Episode 18: Reward=30.51, Balance=$94.98, Win Rate=16.7%, Trades=6, Episode PnL=$-5.02, Total PnL=$-951.24, Max Drawdown=5.0%, Pred Accuracy=99.8%
+2025-03-10 17:11:56,685 - INFO - Refreshing data for episode 19
+2025-03-10 17:11:56,685 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:56,982 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:56,990 - INFO - Initialized environment with 100 candles
+2025-03-10 17:11:57,112 - INFO - OPENED SHORT at 2067.71 | Stop loss: 2078.0861000000004 | Take profit: 2036.638025
+2025-03-10 17:11:57,174 - INFO - CLOSED short at 2048.3 | PnL: 0.94% | $1.65
+2025-03-10 17:11:57,174 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.02095 | Take profit: 2079.080825
+2025-03-10 17:11:57,516 - INFO - STOP LOSS hit for long at 2038.02095 | PnL: -0.50% | $-1.20
+2025-03-10 17:11:57,554 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3349 | Take profit: 2057.978975
+2025-03-10 17:11:57,602 - INFO - STOP LOSS hit for long at 2017.3349 | PnL: -0.50% | $-1.19
+2025-03-10 17:11:57,633 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4247500000001 | Take profit: 2045.829425
+2025-03-10 17:11:58,314 - INFO - STOP LOSS hit for long at 2005.4247500000001 | PnL: -0.50% | $-1.17
+2025-03-10 17:11:58,371 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09665 | Take profit: 2035.293725
+2025-03-10 17:11:59,109 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$1.65, Avg Loss=$-1.19
+2025-03-10 17:11:59,110 - INFO - Episode 19: Reward=30.13, Balance=$98.09, Win Rate=25.0%, Trades=4, Episode PnL=$-1.91, Total PnL=$-953.15, Max Drawdown=2.3%, Pred Accuracy=99.8%
+2025-03-10 17:11:59,110 - INFO - Refreshing data for episode 20
+2025-03-10 17:11:59,110 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:11:59,404 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:11:59,413 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:00,357 - INFO - OPENED LONG at 2067.71 | Stop loss: 2057.3339 | Take profit: 2098.781975
+2025-03-10 17:12:00,374 - INFO - STOP LOSS hit for long at 2057.3339 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:00,400 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7074499999999 | Take profit: 2081.8213250000003
+2025-03-10 17:12:00,639 - INFO - STOP LOSS hit for long at 2040.7074499999999 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:00,685 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3349 | Take profit: 2057.978975
+2025-03-10 17:12:00,725 - INFO - STOP LOSS hit for long at 2017.3349 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:00,764 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4247500000001 | Take profit: 2045.829425
+2025-03-10 17:12:00,828 - INFO - CLOSED long at 2019.57 | PnL: 0.20% | $0.19
+2025-03-10 17:12:00,852 - INFO - OPENED LONG at 2014.56 | Stop loss: 2004.44965 | Take profit: 2044.834725
+2025-03-10 17:12:01,345 - INFO - CLOSED long at 2015.11 | PnL: 0.03% | $-0.14
+2025-03-10 17:12:01,371 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8278500000001 | Take profit: 2041.140125
+2025-03-10 17:12:01,750 - INFO - STOP LOSS hit for long at 2000.8278500000001 | PnL: -0.50% | $-1.14
+2025-03-10 17:12:01,769 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.42005 | Take profit: 2034.6035249999998
+2025-03-10 17:12:02,253 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.19, Avg Loss=$-0.96
+2025-03-10 17:12:02,253 - INFO - Episode 20: Reward=28.82, Balance=$95.41, Win Rate=16.7%, Trades=6, Episode PnL=$-4.59, Total PnL=$-957.75, Max Drawdown=4.6%, Pred Accuracy=99.8%
+2025-03-10 17:12:02,383 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:12:02,384 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:12:02,384 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:02,860 - INFO - Visualization saved for episode 20
+2025-03-10 17:12:03,711 - INFO - Visualization saved for episode 20
+2025-03-10 17:12:03,716 - INFO - Refreshing data for episode 21
+2025-03-10 17:12:03,716 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:04,009 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:04,016 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:04,098 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0226964285714 | Take profit: 2079.0782053571434
+2025-03-10 17:12:04,200 - INFO - CLOSED long at 2058.11 | PnL: 0.48% | $0.74
+2025-03-10 17:12:04,223 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7240464285717 | Take profit: 2084.894155357143
+2025-03-10 17:12:04,332 - INFO - CLOSED long at 2043.59 | PnL: -0.51% | $-1.20
+2025-03-10 17:12:04,353 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7541964285715 | Take profit: 2072.6837053571426
+2025-03-10 17:12:04,394 - INFO - STOP LOSS hit for long at 2031.7541964285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:04,421 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2624464285714 | Take profit: 2040.5589553571426
+2025-03-10 17:12:04,780 - INFO - CLOSED long at 2014.3 | PnL: 0.20% | $0.19
+2025-03-10 17:12:04,781 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.4073035714284 | Take profit: 1984.031794642857
+2025-03-10 17:12:04,803 - INFO - CLOSED short at 2007.96 | PnL: 0.31% | $0.42
+2025-03-10 17:12:04,803 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8843964285713 | Take profit: 2038.1331053571428
+2025-03-10 17:12:05,594 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.45, Avg Loss=$-1.19
+2025-03-10 17:12:05,595 - INFO - Episode 21: Reward=29.62, Balance=$98.97, Win Rate=60.0%, Trades=5, Episode PnL=$-1.22, Total PnL=$-958.78, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:12:05,595 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:05,595 - INFO - Refreshing data for episode 22
+2025-03-10 17:12:05,596 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:05,885 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:05,893 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:05,969 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2566464285715 | Take profit: 2074.216355357143
+2025-03-10 17:12:06,234 - INFO - STOP LOSS hit for long at 2033.2566464285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:06,260 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2624464285714 | Take profit: 2040.5589553571426
+2025-03-10 17:12:06,394 - INFO - CLOSED long at 2035.32 | PnL: 1.24% | $2.22
+2025-03-10 17:12:06,417 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7045464285716 | Take profit: 2068.552655357143
+2025-03-10 17:12:06,460 - INFO - CLOSED long at 2026.88 | PnL: -0.54% | $-1.28
+2025-03-10 17:12:06,460 - INFO - OPENED SHORT at 2026.88 | Stop loss: 2037.050203571429 | Take profit: 1996.4230946428572
+2025-03-10 17:12:06,486 - INFO - CLOSED short at 2030.3 | PnL: -0.17% | $-0.53
+2025-03-10 17:12:06,487 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1126964285713 | Take profit: 2060.808205357143
+2025-03-10 17:12:06,594 - INFO - STOP LOSS hit for long at 2020.1126964285713 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:06,615 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1926964285715 | Take profit: 2044.5682053571427
+2025-03-10 17:12:06,846 - INFO - STOP LOSS hit for long at 2004.1926964285715 | PnL: -0.50% | $-1.16
+2025-03-10 17:12:06,869 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983964285715 | Take profit: 2035.291105357143
+2025-03-10 17:12:07,494 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.22, Avg Loss=$-1.06
+2025-03-10 17:12:07,495 - INFO - Episode 22: Reward=26.07, Balance=$96.90, Win Rate=16.7%, Trades=6, Episode PnL=$-1.83, Total PnL=$-961.88, Max Drawdown=4.1%, Pred Accuracy=99.8%
+2025-03-10 17:12:07,495 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:07,495 - INFO - Refreshing data for episode 23
+2025-03-10 17:12:07,495 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:07,796 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:07,802 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:07,926 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0225785714288 | Take profit: 2079.078382142857
+2025-03-10 17:12:08,227 - INFO - STOP LOSS hit for long at 2038.0225785714288 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:08,307 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2623285714285 | Take profit: 2040.5591321428572
+2025-03-10 17:12:08,501 - INFO - CLOSED long at 2031.97 | PnL: 1.08% | $1.89
+2025-03-10 17:12:08,502 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1657714285714 | Take profit: 2001.4365678571428
+2025-03-10 17:12:08,523 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.30
+2025-03-10 17:12:08,523 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.7096785714286 | Take profit: 2057.337082142857
+2025-03-10 17:12:08,693 - INFO - STOP LOSS hit for long at 2016.7096785714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:12:08,779 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8842785714285 | Take profit: 2038.133282142857
+2025-03-10 17:12:09,811 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.10, Avg Loss=$-1.19
+2025-03-10 17:12:09,812 - INFO - Episode 23: Reward=30.75, Balance=$99.81, Win Rate=50.0%, Trades=4, Episode PnL=$-2.08, Total PnL=$-962.07, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:12:09,812 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:09,812 - INFO - Refreshing data for episode 24
+2025-03-10 17:12:09,812 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:10,122 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:10,130 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:10,444 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0224821428574 | Take profit: 2079.0785267857145
+2025-03-10 17:12:10,832 - INFO - CLOSED long at 2036.71 | PnL: -0.57% | $-1.31
+2025-03-10 17:12:10,876 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.262232142857 | Take profit: 2040.5592767857142
+2025-03-10 17:12:11,815 - INFO - STOP LOSS hit for long at 2000.262232142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:11,854 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4215821428572 | Take profit: 2034.6012267857143
+2025-03-10 17:12:12,373 - INFO - CLOSED long at 2024.91 | PnL: 1.02% | $1.76
+2025-03-10 17:12:12,374 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0705678571428 | Take profit: 1994.4823232142858
+2025-03-10 17:12:12,430 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.31
+2025-03-10 17:12:12,430 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5157321428571 | Take profit: 2049.998776785714
+2025-03-10 17:12:12,451 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.04, Avg Loss=$-1.24
+2025-03-10 17:12:12,451 - INFO - Episode 24: Reward=28.37, Balance=$99.60, Win Rate=50.0%, Trades=4, Episode PnL=$-2.16, Total PnL=$-962.47, Max Drawdown=2.5%, Pred Accuracy=99.8%
+2025-03-10 17:12:12,451 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:12,452 - INFO - Refreshing data for episode 25
+2025-03-10 17:12:12,452 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:12,754 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:12,760 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:13,151 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0224821428574 | Take profit: 2079.0785267857145
+2025-03-10 17:12:13,427 - INFO - STOP LOSS hit for long at 2038.0224821428574 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:13,465 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3364321428571 | Take profit: 2057.9766767857145
+2025-03-10 17:12:13,513 - INFO - STOP LOSS hit for long at 2017.3364321428571 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:13,556 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4262821428572 | Take profit: 2045.827126785714
+2025-03-10 17:12:14,379 - INFO - STOP LOSS hit for long at 2005.4262821428572 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:14,429 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981821428572 | Take profit: 2035.291426785714
+2025-03-10 17:12:15,227 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:12:15,228 - INFO - Episode 25: Reward=28.59, Balance=$96.49, Win Rate=0.0%, Trades=3, Episode PnL=$-3.51, Total PnL=$-965.98, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:12:15,228 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:15,228 - INFO - Refreshing data for episode 26
+2025-03-10 17:12:15,228 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:15,538 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:15,546 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:15,582 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0223285714287 | Take profit: 2079.0787571428573
+2025-03-10 17:12:15,937 - INFO - STOP LOSS hit for long at 2038.0223285714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:15,982 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.6837214285715 | Take profit: 1997.043092857143
+2025-03-10 17:12:16,021 - INFO - CLOSED short at 2010.35 | PnL: 0.85% | $1.45
+2025-03-10 17:12:16,021 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2620785714284 | Take profit: 2040.5595071428572
+2025-03-10 17:12:16,946 - INFO - STOP LOSS hit for long at 2000.2620785714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:12:16,968 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4214285714286 | Take profit: 2034.601457142857
+2025-03-10 17:12:17,548 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.45, Avg Loss=$-1.18
+2025-03-10 17:12:17,549 - INFO - Episode 26: Reward=29.85, Balance=$99.08, Win Rate=33.3%, Trades=3, Episode PnL=$-0.92, Total PnL=$-966.90, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:12:17,549 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:17,549 - INFO - Refreshing data for episode 27
+2025-03-10 17:12:17,549 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:17,846 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:17,852 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:18,049 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0223285714287 | Take profit: 2079.0787571428573
+2025-03-10 17:12:18,425 - INFO - STOP LOSS hit for long at 2038.0223285714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:18,451 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3362785714285 | Take profit: 2057.976907142857
+2025-03-10 17:12:18,475 - INFO - CLOSED long at 2010.35 | PnL: -0.85% | $-1.84
+2025-03-10 17:12:18,475 - INFO - OPENED SHORT at 2010.35 | Stop loss: 2020.4379214285716 | Take profit: 1980.1404928571428
+2025-03-10 17:12:18,505 - INFO - CLOSED short at 2015.54 | PnL: -0.26% | $-0.68
+2025-03-10 17:12:18,505 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4261285714285 | Take profit: 2045.8273571428572
+2025-03-10 17:12:19,215 - INFO - CLOSED long at 2010.92 | PnL: -0.23% | $-0.62
+2025-03-10 17:12:19,237 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9934285714285 | Take profit: 2040.285457142857
+2025-03-10 17:12:19,560 - INFO - STOP LOSS hit for long at 1999.9934285714285 | PnL: -0.50% | $-1.13
+2025-03-10 17:12:19,606 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4214285714286 | Take profit: 2034.601457142857
+2025-03-10 17:12:20,121 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.09
+2025-03-10 17:12:20,121 - INFO - Episode 27: Reward=21.62, Balance=$94.54, Win Rate=0.0%, Trades=5, Episode PnL=$-3.62, Total PnL=$-972.35, Max Drawdown=5.5%, Pred Accuracy=99.6%
+2025-03-10 17:12:20,122 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:20,122 - INFO - Refreshing data for episode 28
+2025-03-10 17:12:20,122 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:20,416 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:20,424 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:20,459 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:12:20,710 - INFO - CLOSED long at 2043.95 | PnL: -0.21% | $-0.61
+2025-03-10 17:12:20,751 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8427107142854 | Take profit: 2074.816683928571
+2025-03-10 17:12:20,858 - INFO - STOP LOSS hit for long at 2033.8427107142854 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:20,879 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2614607142857 | Take profit: 2040.5604339285715
+2025-03-10 17:12:21,057 - INFO - CLOSED long at 2037.93 | PnL: 1.37% | $2.45
+2025-03-10 17:12:21,095 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.7733607142857 | Take profit: 2062.5047339285716
+2025-03-10 17:12:21,218 - INFO - STOP LOSS hit for long at 2021.7733607142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:12:21,241 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5596607142857 | Take profit: 2053.1058339285714
+2025-03-10 17:12:21,359 - INFO - STOP LOSS hit for long at 2012.5596607142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:21,384 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7938107142859 | Take profit: 2040.0833839285715
+2025-03-10 17:12:21,872 - INFO - STOP LOSS hit for long at 1999.7938107142859 | PnL: -0.50% | $-1.16
+2025-03-10 17:12:21,916 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4208107142858 | Take profit: 2034.6023839285715
+2025-03-10 17:12:22,506 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.45, Avg Loss=$-1.06
+2025-03-10 17:12:22,506 - INFO - Episode 28: Reward=15.91, Balance=$97.14, Win Rate=16.7%, Trades=6, Episode PnL=$-2.86, Total PnL=$-975.22, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:22,506 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:22,507 - INFO - Refreshing data for episode 29
+2025-03-10 17:12:22,507 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:22,807 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:22,816 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:22,851 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:12:23,231 - INFO - STOP LOSS hit for long at 2038.021710714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:23,253 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:12:23,275 - INFO - STOP LOSS hit for long at 2017.3356607142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:23,299 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:12:23,952 - INFO - STOP LOSS hit for long at 2005.4255107142858 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:23,988 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974107142858 | Take profit: 2035.2925839285717
+2025-03-10 17:12:24,383 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.20
+2025-03-10 17:12:24,442 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0225607142856 | Take profit: 2044.3971339285715
+2025-03-10 17:12:24,766 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.20, Avg Loss=$-1.17
+2025-03-10 17:12:24,766 - INFO - Episode 29: Reward=15.67, Balance=$96.69, Win Rate=25.0%, Trades=4, Episode PnL=$-3.31, Total PnL=$-978.52, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:24,767 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:24,767 - INFO - Refreshing data for episode 30
+2025-03-10 17:12:24,767 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:25,510 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:25,518 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:25,889 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:12:26,148 - INFO - STOP LOSS hit for long at 2038.021710714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:26,171 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:12:26,191 - INFO - STOP LOSS hit for long at 2017.3356607142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:26,212 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:12:26,466 - INFO - CLOSED long at 2026.88 | PnL: 0.56% | $0.89
+2025-03-10 17:12:26,496 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1117107142857 | Take profit: 2060.8096839285718
+2025-03-10 17:12:26,600 - INFO - STOP LOSS hit for long at 2020.1117107142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:12:26,633 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1917107142858 | Take profit: 2044.5696839285715
+2025-03-10 17:12:26,736 - INFO - CLOSED long at 2009.88 | PnL: -0.22% | $-0.61
+2025-03-10 17:12:26,737 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9661892857143 | Take profit: 1979.6766160714287
+2025-03-10 17:12:26,787 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.26
+2025-03-10 17:12:26,787 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0074607142858 | Take profit: 2051.5224339285714
+2025-03-10 17:12:26,881 - INFO - STOP LOSS hit for long at 2011.0074607142858 | PnL: -0.50% | $-1.13
+2025-03-10 17:12:26,908 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9928107142857 | Take profit: 2040.2863839285712
+2025-03-10 17:12:27,232 - INFO - STOP LOSS hit for long at 1999.9928107142857 | PnL: -0.50% | $-1.12
+2025-03-10 17:12:27,262 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4208107142858 | Take profit: 2034.6023839285715
+2025-03-10 17:12:27,723 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.89, Avg Loss=$-1.09
+2025-03-10 17:12:27,724 - INFO - Episode 30: Reward=12.12, Balance=$93.26, Win Rate=12.5%, Trades=8, Episode PnL=$-6.13, Total PnL=$-985.26, Max Drawdown=6.7%, Pred Accuracy=99.5%
+2025-03-10 17:12:27,844 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:12:27,846 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:12:27,846 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:28,727 - INFO - Visualization saved for episode 30
+2025-03-10 17:12:29,677 - INFO - Visualization saved for episode 30
+2025-03-10 17:12:29,686 - INFO - Refreshing data for episode 31
+2025-03-10 17:12:29,686 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:29,985 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:29,992 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:30,031 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:12:30,211 - INFO - CLOSED long at 2046.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:12:30,235 - INFO - OPENED LONG at 2043.95 | Stop loss: 2033.6934607142857 | Take profit: 2074.6644339285717
+2025-03-10 17:12:30,353 - INFO - STOP LOSS hit for long at 2033.6934607142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:30,375 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2614607142857 | Take profit: 2040.5604339285715
+2025-03-10 17:12:30,601 - INFO - CLOSED long at 2030.3 | PnL: 0.99% | $1.73
+2025-03-10 17:12:30,623 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.5597107142858 | Take profit: 2051.0656839285716
+2025-03-10 17:12:30,778 - INFO - STOP LOSS hit for long at 2010.5597107142858 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:30,802 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7938107142859 | Take profit: 2040.0833839285715
+2025-03-10 17:12:31,196 - INFO - STOP LOSS hit for long at 1999.7938107142859 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:31,222 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4208107142858 | Take profit: 2034.6023839285715
+2025-03-10 17:12:31,667 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.73, Avg Loss=$-0.97
+2025-03-10 17:12:31,668 - INFO - Episode 31: Reward=29.16, Balance=$97.85, Win Rate=20.0%, Trades=5, Episode PnL=$-2.15, Total PnL=$-987.42, Max Drawdown=2.4%, Pred Accuracy=99.5%
+2025-03-10 17:12:31,668 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:31,668 - INFO - Refreshing data for episode 32
+2025-03-10 17:12:31,668 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:31,971 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:31,979 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:32,015 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:12:32,333 - INFO - STOP LOSS hit for long at 2038.021710714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:32,363 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:12:32,387 - INFO - STOP LOSS hit for long at 2017.3356607142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:32,411 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:12:33,016 - INFO - STOP LOSS hit for long at 2005.4255107142858 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:33,040 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974107142858 | Take profit: 2035.2925839285717
+2025-03-10 17:12:33,613 - INFO - CLOSED long at 2022.99 | PnL: 0.89% | $1.50
+2025-03-10 17:12:33,613 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.141739285714 | Take profit: 1992.5899660714285
+2025-03-10 17:12:33,675 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.01
+2025-03-10 17:12:33,675 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3654107142856 | Take profit: 2062.088583928571
+2025-03-10 17:12:33,854 - INFO - STOP LOSS hit for long at 2021.3654107142856 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:33,877 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.50, Avg Loss=$-1.13
+2025-03-10 17:12:33,878 - INFO - Episode 32: Reward=27.77, Balance=$95.84, Win Rate=16.7%, Trades=6, Episode PnL=$-5.66, Total PnL=$-991.58, Max Drawdown=4.2%, Pred Accuracy=99.5%
+2025-03-10 17:12:33,878 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:33,878 - INFO - Refreshing data for episode 33
+2025-03-10 17:12:33,878 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:34,181 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:34,189 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:34,227 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:12:34,620 - INFO - STOP LOSS hit for long at 2038.021710714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:34,645 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3356607142857 | Take profit: 2057.9778339285717
+2025-03-10 17:12:34,669 - INFO - STOP LOSS hit for long at 2017.3356607142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:34,701 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4255107142858 | Take profit: 2045.8282839285712
+2025-03-10 17:12:35,418 - INFO - STOP LOSS hit for long at 2005.4255107142858 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:35,441 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0974107142858 | Take profit: 2035.2925839285717
+2025-03-10 17:12:35,681 - INFO - CLOSED long at 2002.6 | PnL: -0.13% | $-0.43
+2025-03-10 17:12:35,681 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6497892857142 | Take profit: 1972.5058160714284
+2025-03-10 17:12:35,733 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:12:35,733 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2417607142859 | Take profit: 2032.3795339285712
+2025-03-10 17:12:36,280 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.82
+2025-03-10 17:12:36,281 - INFO - Episode 33: Reward=25.50, Balance=$95.90, Win Rate=0.0%, Trades=5, Episode PnL=$-3.66, Total PnL=$-995.67, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:36,281 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:36,281 - INFO - Refreshing data for episode 34
+2025-03-10 17:12:36,281 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:36,579 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:36,586 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:36,622 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.021710714286 | Take profit: 2079.0796839285717
+2025-03-10 17:12:36,985 - INFO - STOP LOSS hit for long at 2038.021710714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:37,016 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.684339285714 | Take profit: 1997.0421660714285
+2025-03-10 17:12:37,041 - INFO - CLOSED short at 2010.35 | PnL: 0.85% | $1.45
+2025-03-10 17:12:37,041 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2614607142857 | Take profit: 2040.5604339285715
+2025-03-10 17:12:38,049 - INFO - STOP LOSS hit for long at 2000.2614607142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:12:38,087 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4208107142858 | Take profit: 2034.6023839285715
+2025-03-10 17:12:38,690 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.45, Avg Loss=$-1.18
+2025-03-10 17:12:38,690 - INFO - Episode 34: Reward=29.84, Balance=$99.08, Win Rate=33.3%, Trades=3, Episode PnL=$-0.92, Total PnL=$-996.59, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:12:38,690 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:38,690 - INFO - Refreshing data for episode 35
+2025-03-10 17:12:38,692 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:38,999 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:39,008 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:39,439 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0215535714287 | Take profit: 2079.0799196428575
+2025-03-10 17:12:39,725 - INFO - STOP LOSS hit for long at 2038.0215535714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:39,747 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3355035714285 | Take profit: 2057.9780696428575
+2025-03-10 17:12:39,771 - INFO - STOP LOSS hit for long at 2017.3355035714285 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:39,797 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4253535714286 | Take profit: 2045.8285196428574
+2025-03-10 17:12:40,514 - INFO - STOP LOSS hit for long at 2005.4253535714286 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:40,533 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0972535714286 | Take profit: 2035.292819642857
+2025-03-10 17:12:41,365 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:12:41,366 - INFO - Episode 35: Reward=28.60, Balance=$96.50, Win Rate=0.0%, Trades=3, Episode PnL=$-3.50, Total PnL=$-1000.10, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:41,366 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:41,366 - INFO - Refreshing data for episode 36
+2025-03-10 17:12:41,366 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:41,673 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:41,682 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:41,718 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:42,073 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:42,117 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:42,183 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:42,219 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:42,918 - INFO - STOP LOSS hit for long at 2005.42525 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:42,966 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:12:43,505 - INFO - CLOSED long at 2022.99 | PnL: 0.89% | $1.50
+2025-03-10 17:12:43,525 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.36515 | Take profit: 2062.0889749999997
+2025-03-10 17:12:43,609 - INFO - STOP LOSS hit for long at 2021.36515 | PnL: -0.50% | $-1.16
+2025-03-10 17:12:43,632 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.50, Avg Loss=$-1.17
+2025-03-10 17:12:43,633 - INFO - Episode 36: Reward=30.65, Balance=$96.83, Win Rate=20.0%, Trades=5, Episode PnL=$-3.17, Total PnL=$-1003.27, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:43,633 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:43,633 - INFO - Refreshing data for episode 37
+2025-03-10 17:12:43,634 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:43,935 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:43,943 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:44,081 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:44,439 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:44,481 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:44,533 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:44,571 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:45,207 - INFO - CLOSED long at 2010.08 | PnL: -0.27% | $-0.71
+2025-03-10 17:12:45,263 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.93275 | Take profit: 2044.3061750000002
+2025-03-10 17:12:45,352 - INFO - STOP LOSS hit for long at 2003.93275 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:45,391 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:12:46,110 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.05
+2025-03-10 17:12:46,110 - INFO - Episode 37: Reward=26.84, Balance=$95.79, Win Rate=0.0%, Trades=4, Episode PnL=$-4.21, Total PnL=$-1007.47, Max Drawdown=4.2%, Pred Accuracy=99.5%
+2025-03-10 17:12:46,111 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:46,111 - INFO - Refreshing data for episode 38
+2025-03-10 17:12:46,111 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:46,444 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:46,451 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:46,561 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:46,834 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:46,854 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:46,877 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:46,902 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:47,536 - INFO - STOP LOSS hit for long at 2005.42525 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:47,559 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:12:47,811 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.46
+2025-03-10 17:12:47,839 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9577499999998 | Take profit: 2039.2311750000001
+2025-03-10 17:12:48,221 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.99
+2025-03-10 17:12:48,221 - INFO - Episode 38: Reward=27.09, Balance=$96.03, Win Rate=0.0%, Trades=4, Episode PnL=$-3.97, Total PnL=$-1011.44, Max Drawdown=4.0%, Pred Accuracy=99.5%
+2025-03-10 17:12:48,222 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:48,222 - INFO - Refreshing data for episode 39
+2025-03-10 17:12:48,222 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:48,533 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:48,541 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:48,581 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:48,857 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:48,884 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:48,905 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:48,929 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:49,513 - INFO - STOP LOSS hit for long at 2005.42525 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:49,534 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:12:50,090 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:12:50,091 - INFO - Episode 39: Reward=28.58, Balance=$96.50, Win Rate=0.0%, Trades=3, Episode PnL=$-3.50, Total PnL=$-1014.94, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:50,091 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:50,091 - INFO - Refreshing data for episode 40
+2025-03-10 17:12:50,091 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:50,378 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:50,387 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:50,765 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:51,138 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:51,159 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:51,180 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:51,200 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:51,897 - INFO - STOP LOSS hit for long at 2005.42525 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:51,920 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:12:51,966 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.77
+2025-03-10 17:12:51,987 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.25125 | Take profit: 2040.550675
+2025-03-10 17:12:52,129 - INFO - STOP LOSS hit for long at 2000.25125 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:52,212 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5499499999999 | Take profit: 2032.6945749999998
+2025-03-10 17:12:52,372 - INFO - CLOSED long at 2023.76 | PnL: 1.06% | $1.81
+2025-03-10 17:12:52,372 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.91585 | Take profit: 1993.348025
+2025-03-10 17:12:52,394 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.04
+2025-03-10 17:12:52,394 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.05195 | Take profit: 2052.5885749999998
+2025-03-10 17:12:52,698 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.29, Avg Loss=$-0.94
+2025-03-10 17:12:52,698 - INFO - Episode 40: Reward=30.44, Balance=$97.88, Win Rate=28.6%, Trades=7, Episode PnL=$-3.93, Total PnL=$-1017.06, Max Drawdown=3.9%, Pred Accuracy=99.5%
+2025-03-10 17:12:52,817 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:12:52,818 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:12:52,818 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:53,321 - INFO - Visualization saved for episode 40
+2025-03-10 17:12:54,546 - INFO - Visualization saved for episode 40
+2025-03-10 17:12:54,554 - INFO - Refreshing data for episode 41
+2025-03-10 17:12:54,555 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:54,847 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:54,853 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:54,990 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:55,243 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:55,265 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:55,287 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:55,308 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:55,850 - INFO - STOP LOSS hit for long at 2005.42525 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:55,875 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:12:56,478 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:12:56,479 - INFO - Episode 41: Reward=28.58, Balance=$96.50, Win Rate=0.0%, Trades=3, Episode PnL=$-3.50, Total PnL=$-1020.57, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:56,479 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:56,479 - INFO - Refreshing data for episode 42
+2025-03-10 17:12:56,479 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:56,778 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:56,786 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:56,823 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:57,117 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:57,143 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:57,169 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:57,195 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:57,741 - INFO - STOP LOSS hit for long at 2005.42525 | PnL: -0.50% | $-1.15
+2025-03-10 17:12:57,762 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:12:58,349 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:12:58,350 - INFO - Episode 42: Reward=28.60, Balance=$96.50, Win Rate=0.0%, Trades=3, Episode PnL=$-3.50, Total PnL=$-1024.07, Max Drawdown=3.5%, Pred Accuracy=99.5%
+2025-03-10 17:12:58,350 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:12:58,350 - INFO - Refreshing data for episode 43
+2025-03-10 17:12:58,350 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:12:58,655 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:12:58,661 - INFO - Initialized environment with 100 candles
+2025-03-10 17:12:59,009 - INFO - OPENED LONG at 2048.3 | Stop loss: 2038.0214500000002 | Take profit: 2079.0800750000003
+2025-03-10 17:12:59,346 - INFO - STOP LOSS hit for long at 2038.0214500000002 | PnL: -0.50% | $-1.18
+2025-03-10 17:12:59,385 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3354 | Take profit: 2057.978225
+2025-03-10 17:12:59,415 - INFO - STOP LOSS hit for long at 2017.3354 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:59,434 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.42525 | Take profit: 2045.8286750000002
+2025-03-10 17:12:59,560 - INFO - CLOSED long at 2035.32 | PnL: 0.98% | $1.69
+2025-03-10 17:12:59,561 - INFO - OPENED SHORT at 2035.32 | Stop loss: 2045.53365 | Take profit: 2004.7346249999998
+2025-03-10 17:12:59,588 - INFO - CLOSED short at 2037.93 | PnL: -0.13% | $-0.45
+2025-03-10 17:12:59,588 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.7033000000001 | Take profit: 2068.554525
+2025-03-10 17:12:59,667 - INFO - STOP LOSS hit for long at 2027.7033000000001 | PnL: -0.50% | $-1.17
+2025-03-10 17:12:59,733 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1114499999999 | Take profit: 2060.810075
+2025-03-10 17:12:59,875 - INFO - STOP LOSS hit for long at 2020.1114499999999 | PnL: -0.50% | $-1.16
+2025-03-10 17:12:59,904 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1914499999998 | Take profit: 2044.5700749999999
+2025-03-10 17:13:00,203 - INFO - STOP LOSS hit for long at 2004.1914499999998 | PnL: -0.50% | $-1.14
+2025-03-10 17:13:00,228 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.09715 | Take profit: 2035.292975
+2025-03-10 17:13:00,961 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.69, Avg Loss=$-1.04
+2025-03-10 17:13:00,962 - INFO - Episode 43: Reward=29.09, Balance=$95.43, Win Rate=14.3%, Trades=7, Episode PnL=$-6.26, Total PnL=$-1028.64, Max Drawdown=4.6%, Pred Accuracy=99.5%
+2025-03-10 17:13:00,962 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:13:00,962 - INFO - Refreshing data for episode 44
+2025-03-10 17:13:00,962 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:01,303 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:01,310 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:01,396 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7110035714286 | Take profit: 2081.815994642857
+2025-03-10 17:13:01,673 - INFO - STOP LOSS hit for long at 2040.7110035714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:01,713 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2642535714283 | Take profit: 2040.556244642857
+2025-03-10 17:13:02,443 - INFO - STOP LOSS hit for long at 2000.2642535714283 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:02,468 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4236035714284 | Take profit: 2034.5981946428572
+2025-03-10 17:13:02,920 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:13:02,921 - INFO - Episode 44: Reward=28.04, Balance=$97.65, Win Rate=0.0%, Trades=2, Episode PnL=$-2.35, Total PnL=$-1031.00, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:13:02,921 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:13:02,921 - INFO - Refreshing data for episode 45
+2025-03-10 17:13:02,922 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:03,248 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:03,257 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:03,651 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7109464285716 | Take profit: 2081.816080357143
+2025-03-10 17:13:03,911 - INFO - STOP LOSS hit for long at 2040.7109464285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:03,935 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3383964285715 | Take profit: 2057.973730357143
+2025-03-10 17:13:03,963 - INFO - STOP LOSS hit for long at 2017.3383964285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:03,985 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4282464285714 | Take profit: 2045.8241803571427
+2025-03-10 17:13:04,335 - INFO - CLOSED long at 2007.96 | PnL: -0.38% | $-0.91
+2025-03-10 17:13:04,358 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7965464285714 | Take profit: 2040.0792803571428
+2025-03-10 17:13:04,400 - INFO - CLOSED long at 2026.46 | PnL: 0.82% | $1.38
+2025-03-10 17:13:04,425 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0003964285713 | Take profit: 2045.3877303571428
+2025-03-10 17:13:04,444 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.59
+2025-03-10 17:13:04,444 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2021.0086535714288 | Take profit: 1980.7051196428572
+2025-03-10 17:13:04,468 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:13:04,469 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9955464285713 | Take profit: 2040.2822803571426
+2025-03-10 17:13:04,664 - INFO - CLOSED long at 2008.1 | PnL: -0.10% | $-0.38
+2025-03-10 17:13:04,723 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2292464285713 | Take profit: 2045.6211803571427
+2025-03-10 17:13:04,826 - INFO - CLOSED long at 2008.03 | PnL: -0.36% | $-0.88
+2025-03-10 17:13:04,827 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1042035714286 | Take profit: 1977.858469642857
+2025-03-10 17:13:04,848 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.39
+2025-03-10 17:13:04,849 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7867964285713 | Take profit: 2031.908530357143
+2025-03-10 17:13:05,530 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.89, Avg Loss=$-0.75
+2025-03-10 17:13:05,532 - INFO - Episode 45: Reward=22.57, Balance=$96.54, Win Rate=22.2%, Trades=9, Episode PnL=$-1.99, Total PnL=$-1034.46, Max Drawdown=3.3%, Pred Accuracy=99.6%
+2025-03-10 17:13:05,532 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:13:05,532 - INFO - Refreshing data for episode 46
+2025-03-10 17:13:05,532 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:05,843 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:05,850 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:06,248 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7107785714286 | Take profit: 2081.8163321428574
+2025-03-10 17:13:06,594 - INFO - STOP LOSS hit for long at 2040.7107785714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:06,619 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3382285714285 | Take profit: 2057.9739821428575
+2025-03-10 17:13:06,646 - INFO - STOP LOSS hit for long at 2017.3382285714285 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:06,667 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4280785714286 | Take profit: 2045.8244321428572
+2025-03-10 17:13:07,289 - INFO - STOP LOSS hit for long at 2005.4280785714286 | PnL: -0.50% | $-1.16
+2025-03-10 17:13:07,330 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0999785714287 | Take profit: 2035.2887321428575
+2025-03-10 17:13:08,095 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:13:08,095 - INFO - Episode 46: Reward=28.60, Balance=$96.49, Win Rate=0.0%, Trades=3, Episode PnL=$-3.51, Total PnL=$-1037.97, Max Drawdown=3.5%, Pred Accuracy=99.6%
+2025-03-10 17:13:08,095 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:13:08,095 - INFO - Refreshing data for episode 47
+2025-03-10 17:13:08,095 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:08,414 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:08,422 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:08,509 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7107785714286 | Take profit: 2081.8163321428574
+2025-03-10 17:13:08,742 - INFO - CLOSED long at 2042.0 | PnL: -0.44% | $-1.06
+2025-03-10 17:13:08,769 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4922285714285 | Take profit: 2067.3119821428572
+2025-03-10 17:13:08,808 - INFO - STOP LOSS hit for long at 2026.4922285714285 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:08,828 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4280785714286 | Take profit: 2045.8244321428572
+2025-03-10 17:13:09,375 - INFO - STOP LOSS hit for long at 2005.4280785714286 | PnL: -0.50% | $-1.16
+2025-03-10 17:13:09,401 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0999785714287 | Take profit: 2035.2887321428575
+2025-03-10 17:13:09,952 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.13
+2025-03-10 17:13:09,953 - INFO - Episode 47: Reward=26.34, Balance=$96.61, Win Rate=0.0%, Trades=3, Episode PnL=$-3.39, Total PnL=$-1041.35, Max Drawdown=3.4%, Pred Accuracy=99.6%
+2025-03-10 17:13:09,953 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:13:09,953 - INFO - Refreshing data for episode 48
+2025-03-10 17:13:09,953 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:10,250 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:10,258 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:10,292 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7107785714286 | Take profit: 2081.8163321428574
+2025-03-10 17:13:10,518 - INFO - STOP LOSS hit for long at 2040.7107785714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:10,542 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3382285714285 | Take profit: 2057.9739821428575
+2025-03-10 17:13:10,563 - INFO - STOP LOSS hit for long at 2017.3382285714285 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:10,604 - INFO - OPENED LONG at 2014.41 | Stop loss: 2004.3037285714286 | Take profit: 2044.6774821428571
+2025-03-10 17:13:11,092 - INFO - CLOSED long at 2010.08 | PnL: -0.21% | $-0.60
+2025-03-10 17:13:11,093 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1646214285713 | Take profit: 1979.8774678571428
+2025-03-10 17:13:11,115 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.57
+2025-03-10 17:13:11,115 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9355785714286 | Take profit: 2044.3019321428571
+2025-03-10 17:13:11,168 - INFO - STOP LOSS hit for long at 2003.9355785714286 | PnL: -0.50% | $-1.14
+2025-03-10 17:13:11,212 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0252785714285 | Take profit: 2038.272832142857
+2025-03-10 17:13:11,948 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.93
+2025-03-10 17:13:11,948 - INFO - Episode 48: Reward=24.41, Balance=$95.33, Win Rate=0.0%, Trades=5, Episode PnL=$-4.06, Total PnL=$-1046.02, Max Drawdown=4.7%, Pred Accuracy=99.6%
+2025-03-10 17:13:11,949 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:13:11,949 - INFO - Refreshing data for episode 49
+2025-03-10 17:13:11,949 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:12,262 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:12,268 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:12,608 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7107785714286 | Take profit: 2081.8163321428574
+2025-03-10 17:13:12,823 - INFO - CLOSED long at 2043.59 | PnL: -0.36% | $-0.91
+2025-03-10 17:13:12,864 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7557785714284 | Take profit: 2072.681332142857
+2025-03-10 17:13:12,945 - INFO - STOP LOSS hit for long at 2031.7557785714284 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:13,007 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4280785714286 | Take profit: 2045.8244321428572
+2025-03-10 17:13:13,704 - INFO - STOP LOSS hit for long at 2005.4280785714286 | PnL: -0.50% | $-1.16
+2025-03-10 17:13:13,766 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0999785714287 | Take profit: 2035.2887321428575
+2025-03-10 17:13:14,595 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.08
+2025-03-10 17:13:14,596 - INFO - Episode 49: Reward=26.28, Balance=$96.76, Win Rate=0.0%, Trades=3, Episode PnL=$-3.24, Total PnL=$-1049.26, Max Drawdown=3.2%, Pred Accuracy=99.6%
+2025-03-10 17:13:14,596 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:13:14,596 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:13:14,715 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:13:15,145 - INFO - Training results saved to training_results.png
+2025-03-10 17:13:15,255 - INFO - Model saved to models/trading_agent_continuous_200.pt
+2025-03-10 17:13:20,265 - INFO - Starting training batch 6
+2025-03-10 17:13:20,265 - INFO - Refreshing data for new training batch
+2025-03-10 17:13:20,265 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:20,578 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:13:20,586 - INFO - Initialized environment with 500 candles
+2025-03-10 17:13:20,586 - INFO - Updated environment with fresh candles
+2025-03-10 17:13:20,586 - INFO - Starting training on device: cuda
+2025-03-10 17:13:20,586 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:13:20,586 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:13:20,729 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:13:20,738 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:13:20,742 - INFO - Refreshing data for episode 0
+2025-03-10 17:13:20,743 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:21,057 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:21,064 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:21,458 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2905178571427 | Take profit: 2020.1817232142857
+2025-03-10 17:13:21,782 - INFO - TAKE PROFIT hit for short at 2020.1817232142857 | PnL: 1.50% | $2.76
+2025-03-10 17:13:21,831 - INFO - OPENED SHORT at 2014.41 | Stop loss: 2024.517567857143 | Take profit: 1984.1405732142857
+2025-03-10 17:13:21,920 - INFO - STOP LOSS hit for short at 2024.517567857143 | PnL: -0.50% | $-1.22
+2025-03-10 17:13:21,947 - INFO - OPENED SHORT at 2037.93 | Stop loss: 2048.155167857143 | Take profit: 2007.3077732142858
+2025-03-10 17:13:22,373 - INFO - TAKE PROFIT hit for short at 2007.3077732142858 | PnL: 1.50% | $2.80
+2025-03-10 17:13:22,395 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.221317857143 | Take profit: 1975.0293232142858
+2025-03-10 17:13:22,445 - INFO - STOP LOSS hit for short at 2015.221317857143 | PnL: -0.50% | $-1.23
+2025-03-10 17:13:22,465 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4272178571428 | Take profit: 1980.1316232142856
+2025-03-10 17:13:22,507 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.66
+2025-03-10 17:13:22,507 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.785332142857 | Take profit: 2031.9107267857141
+2025-03-10 17:13:22,552 - INFO - CLOSED long at 1999.22 | PnL: -0.13% | $-0.47
+2025-03-10 17:13:22,553 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2516178571427 | Take profit: 1969.1784232142857
+2025-03-10 17:13:22,678 - INFO - CLOSED short at 2009.24 | PnL: -0.50% | $-1.22
+2025-03-10 17:13:22,678 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1582821428572 | Take profit: 2039.4318767857142
+2025-03-10 17:13:22,721 - INFO - CLOSED long at 2014.13 | PnL: 0.24% | $0.29
+2025-03-10 17:13:22,722 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.236167857143 | Take profit: 1983.8647732142858
+2025-03-10 17:13:22,744 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.16
+2025-03-10 17:13:22,744 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.605682142857 | Take profit: 2054.1696767857143
+2025-03-10 17:13:22,790 - INFO - CLOSED long at 2021.01 | PnL: -0.14% | $-0.47
+2025-03-10 17:13:22,791 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1505678571427 | Take profit: 1990.6415732142857
+2025-03-10 17:13:22,816 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:13:22,816 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.665532142857 | Take profit: 2048.1101267857143
+2025-03-10 17:13:22,846 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.31
+2025-03-10 17:13:22,847 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1605678571427 | Take profit: 1992.6115732142857
+2025-03-10 17:13:22,921 - INFO - CLOSED short at 2028.21 | PnL: -0.26% | $-0.71
+2025-03-10 17:13:22,921 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0334321428572 | Take profit: 2058.6864267857145
+2025-03-10 17:13:23,010 - INFO - CLOSED long at 2022.5 | PnL: -0.28% | $-0.75
+2025-03-10 17:13:23,011 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6480178571428 | Take profit: 1992.1092232142857
+2025-03-10 17:13:23,031 - INFO - Trade Analysis: Win Rate=44.4% in uptrends, 0.0% in downtrends | Avg Win=$1.16, Avg Loss=$-0.90
+2025-03-10 17:13:23,031 - INFO - Episode 0: Reward=-20.79, Balance=$99.70, Win Rate=42.9%, Trades=14, Episode PnL=$0.79, Total PnL=$-1049.56, Max Drawdown=1.2%, Pred Accuracy=98.5%
+2025-03-10 17:13:23,157 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:13:23,158 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:13:23,655 - INFO - Visualization saved for episode 0
+2025-03-10 17:13:24,838 - INFO - Visualization saved for episode 0
+2025-03-10 17:13:24,844 - INFO - Refreshing data for episode 1
+2025-03-10 17:13:24,844 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:25,162 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:25,170 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:25,440 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.709482142857 | Take profit: 2081.8182767857143
+2025-03-10 17:13:25,514 - INFO - CLOSED long at 2053.22 | PnL: 0.11% | $0.02
+2025-03-10 17:13:25,514 - INFO - OPENED SHORT at 2053.22 | Stop loss: 2063.5216178571427 | Take profit: 2022.3684232142855
+2025-03-10 17:13:25,535 - INFO - CLOSED short at 2058.11 | PnL: -0.24% | $-0.66
+2025-03-10 17:13:25,535 - INFO - OPENED LONG at 2058.11 | Stop loss: 2047.7839321428573 | Take profit: 2089.0349267857146
+2025-03-10 17:13:25,578 - INFO - CLOSED long at 2050.18 | PnL: -0.39% | $-0.95
+2025-03-10 17:13:25,578 - INFO - OPENED SHORT at 2050.18 | Stop loss: 2060.4664178571425 | Take profit: 2019.3740232142854
+2025-03-10 17:13:25,600 - INFO - CLOSED short at 2046.76 | PnL: 0.17% | $0.13
+2025-03-10 17:13:25,600 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4906821428572 | Take profit: 2077.514676785714
+2025-03-10 17:13:25,708 - INFO - CLOSED long at 2044.1 | PnL: -0.13% | $-0.45
+2025-03-10 17:13:25,708 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.356017857143 | Take profit: 2013.3852232142856
+2025-03-10 17:13:25,760 - INFO - CLOSED short at 2043.59 | PnL: 0.02% | $-0.14
+2025-03-10 17:13:25,761 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.336532142857 | Take profit: 2074.297126785714
+2025-03-10 17:13:25,846 - INFO - CLOSED long at 2027.51 | PnL: -0.79% | $-1.71
+2025-03-10 17:13:25,846 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.683067857143 | Take profit: 1997.0440732142856
+2025-03-10 17:13:25,869 - INFO - CLOSED short at 2010.35 | PnL: 0.85% | $1.41
+2025-03-10 17:13:25,869 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2627321428572 | Take profit: 2040.5585267857143
+2025-03-10 17:13:25,911 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.20
+2025-03-10 17:13:25,932 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.436632142857 | Take profit: 2049.916826785714
+2025-03-10 17:13:26,325 - INFO - STOP LOSS hit for long at 2009.436632142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:13:26,349 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7950821428574 | Take profit: 2040.0814767857146
+2025-03-10 17:13:26,805 - INFO - STOP LOSS hit for long at 1999.7950821428574 | PnL: -0.50% | $-1.14
+2025-03-10 17:13:26,860 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.422082142857 | Take profit: 2034.6004767857141
+2025-03-10 17:13:27,077 - INFO - CLOSED long at 2014.13 | PnL: 0.48% | $0.72
+2025-03-10 17:13:27,098 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.605682142857 | Take profit: 2054.1696767857143
+2025-03-10 17:13:27,455 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.49, Avg Loss=$-0.89
+2025-03-10 17:13:27,455 - INFO - Episode 1: Reward=10.13, Balance=$96.26, Win Rate=41.7%, Trades=12, Episode PnL=$-0.66, Total PnL=$-1053.30, Max Drawdown=4.5%, Pred Accuracy=98.6%
+2025-03-10 17:13:27,457 - INFO - Refreshing data for episode 2
+2025-03-10 17:13:27,457 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:27,766 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:27,772 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:27,804 - INFO - OPENED SHORT at 2051.0 | Stop loss: 2061.2906607142854 | Take profit: 2020.1815089285712
+2025-03-10 17:13:27,825 - INFO - CLOSED short at 2043.51 | PnL: 0.37% | $0.52
+2025-03-10 17:13:27,826 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2567892857141 | Take profit: 2074.216141071429
+2025-03-10 17:13:28,086 - INFO - STOP LOSS hit for long at 2033.2567892857141 | PnL: -0.50% | $-1.19
+2025-03-10 17:13:28,126 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2625892857143 | Take profit: 2040.5587410714284
+2025-03-10 17:13:28,235 - INFO - CLOSED long at 2014.56 | PnL: 0.21% | $0.21
+2025-03-10 17:13:28,237 - INFO - OPENED SHORT at 2014.56 | Stop loss: 2024.6684607142856 | Take profit: 1984.2881089285715
+2025-03-10 17:13:28,259 - INFO - CLOSED short at 2021.97 | PnL: -0.37% | $-0.92
+2025-03-10 17:13:28,260 - INFO - OPENED LONG at 2021.97 | Stop loss: 2011.8244892857142 | Take profit: 2052.3530410714284
+2025-03-10 17:13:28,622 - INFO - CLOSED long at 2007.96 | PnL: -0.69% | $-1.54
+2025-03-10 17:13:28,644 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7949392857142 | Take profit: 2040.0816910714286
+2025-03-10 17:13:29,016 - INFO - CLOSED long at 2008.03 | PnL: -0.09% | $-0.37
+2025-03-10 17:13:29,045 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7851892857143 | Take profit: 2031.9109410714286
+2025-03-10 17:13:29,427 - INFO - CLOSED long at 2017.79 | PnL: 0.80% | $1.33
+2025-03-10 17:13:29,427 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9146107142858 | Take profit: 1987.4696589285716
+2025-03-10 17:13:29,449 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.69
+2025-03-10 17:13:29,450 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8592892857143 | Take profit: 2053.4086410714285
+2025-03-10 17:13:29,506 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.30
+2025-03-10 17:13:29,507 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3867107142855 | Take profit: 1997.7333589285715
+2025-03-10 17:13:29,525 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.41
+2025-03-10 17:13:29,525 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3516392857143 | Take profit: 2061.0515910714284
+2025-03-10 17:13:29,571 - INFO - STOP LOSS hit for long at 2020.3516392857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:29,593 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3518392857143 | Take profit: 2052.8909910714287
+2025-03-10 17:13:29,648 - INFO - Trade Analysis: Win Rate=16.7% in uptrends, 0.0% in downtrends | Avg Win=$0.59, Avg Loss=$-0.89
+2025-03-10 17:13:29,648 - INFO - Episode 2: Reward=8.35, Balance=$96.10, Win Rate=36.4%, Trades=11, Episode PnL=$-5.74, Total PnL=$-1057.21, Max Drawdown=3.9%, Pred Accuracy=98.6%
+2025-03-10 17:13:29,648 - INFO - Refreshing data for episode 3
+2025-03-10 17:13:29,649 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:29,960 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:29,968 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:30,095 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7091464285713 | Take profit: 2081.818780357143
+2025-03-10 17:13:30,421 - INFO - STOP LOSS hit for long at 2040.7091464285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:30,487 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3365964285713 | Take profit: 2057.976430357143
+2025-03-10 17:13:30,538 - INFO - STOP LOSS hit for long at 2017.3365964285713 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:30,587 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4264464285714 | Take profit: 2045.826880357143
+2025-03-10 17:13:31,296 - INFO - STOP LOSS hit for long at 2005.4264464285714 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:31,351 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983464285714 | Take profit: 2035.2911803571428
+2025-03-10 17:13:31,446 - INFO - CLOSED long at 2010.34 | PnL: 0.26% | $0.30
+2025-03-10 17:13:31,447 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4275535714285 | Take profit: 1980.131119642857
+2025-03-10 17:13:31,472 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:13:31,472 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9539964285714 | Take profit: 2038.2042303571427
+2025-03-10 17:13:32,187 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.16, Avg Loss=$-1.17
+2025-03-10 17:13:32,187 - INFO - Episode 3: Reward=16.55, Balance=$96.82, Win Rate=40.0%, Trades=5, Episode PnL=$-3.48, Total PnL=$-1060.38, Max Drawdown=3.5%, Pred Accuracy=98.7%
+2025-03-10 17:13:32,188 - INFO - Refreshing data for episode 4
+2025-03-10 17:13:32,188 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:32,478 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:32,488 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:32,522 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7091464285713 | Take profit: 2081.818780357143
+2025-03-10 17:13:32,573 - INFO - CLOSED long at 2052.89 | PnL: 0.09% | $-0.02
+2025-03-10 17:13:32,596 - INFO - OPENED LONG at 2053.22 | Stop loss: 2042.9180464285712 | Take profit: 2084.0720803571426
+2025-03-10 17:13:32,779 - INFO - STOP LOSS hit for long at 2042.9180464285712 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:32,802 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4905964285715 | Take profit: 2067.3144303571426
+2025-03-10 17:13:32,889 - INFO - STOP LOSS hit for long at 2026.4905964285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:32,929 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4264464285714 | Take profit: 2045.826880357143
+2025-03-10 17:13:33,590 - INFO - STOP LOSS hit for long at 2005.4264464285714 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:33,674 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0236464285713 | Take profit: 2038.2752803571427
+2025-03-10 17:13:34,349 - INFO - CLOSED long at 2024.91 | PnL: 0.84% | $1.40
+2025-03-10 17:13:34,350 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0704035714289 | Take profit: 1994.4825696428572
+2025-03-10 17:13:34,372 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.31
+2025-03-10 17:13:34,372 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5158964285715 | Take profit: 2049.998530357143
+2025-03-10 17:13:34,455 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.85, Avg Loss=$-0.88
+2025-03-10 17:13:34,455 - INFO - Episode 4: Reward=16.35, Balance=$98.18, Win Rate=33.3%, Trades=6, Episode PnL=$-3.21, Total PnL=$-1062.20, Max Drawdown=3.5%, Pred Accuracy=98.8%
+2025-03-10 17:13:34,456 - INFO - Refreshing data for episode 5
+2025-03-10 17:13:34,456 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:34,784 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:34,790 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:35,310 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7091464285713 | Take profit: 2081.818780357143
+2025-03-10 17:13:35,564 - INFO - STOP LOSS hit for long at 2040.7091464285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:35,585 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3365964285713 | Take profit: 2057.976430357143
+2025-03-10 17:13:35,615 - INFO - STOP LOSS hit for long at 2017.3365964285713 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:35,665 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4264464285714 | Take profit: 2045.826880357143
+2025-03-10 17:13:36,016 - INFO - CLOSED long at 2020.89 | PnL: 0.27% | $0.32
+2025-03-10 17:13:36,017 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0303035714287 | Take profit: 1990.5228696428571
+2025-03-10 17:13:36,053 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.34
+2025-03-10 17:13:36,053 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1975964285714 | Take profit: 2045.593430357143
+2025-03-10 17:13:36,391 - INFO - STOP LOSS hit for long at 2005.1975964285714 | PnL: -0.50% | $-1.16
+2025-03-10 17:13:36,447 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0983464285714 | Take profit: 2035.2911803571428
+2025-03-10 17:13:37,290 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.33, Avg Loss=$-1.17
+2025-03-10 17:13:37,292 - INFO - Episode 5: Reward=16.79, Balance=$97.14, Win Rate=40.0%, Trades=5, Episode PnL=$-3.17, Total PnL=$-1065.06, Max Drawdown=2.9%, Pred Accuracy=98.8%
+2025-03-10 17:13:37,292 - INFO - Refreshing data for episode 6
+2025-03-10 17:13:37,292 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:37,602 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:37,613 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:37,701 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7090428571428 | Take profit: 2081.8189357142855
+2025-03-10 17:13:37,873 - INFO - CLOSED long at 2043.95 | PnL: -0.34% | $-0.87
+2025-03-10 17:13:37,873 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.2057071428576 | Take profit: 2013.2368142857144
+2025-03-10 17:13:37,892 - INFO - CLOSED short at 2044.1 | PnL: -0.01% | $-0.21
+2025-03-10 17:13:37,893 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8435428571427 | Take profit: 2074.8154357142857
+2025-03-10 17:13:37,992 - INFO - STOP LOSS hit for long at 2033.8435428571427 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:38,013 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2622928571427 | Take profit: 2040.5591857142856
+2025-03-10 17:13:38,281 - INFO - CLOSED long at 2022.71 | PnL: 0.61% | $0.99
+2025-03-10 17:13:38,281 - INFO - OPENED SHORT at 2022.71 | Stop loss: 2032.859507142857 | Take profit: 1992.3154142857145
+2025-03-10 17:13:38,304 - INFO - CLOSED short at 2021.06 | PnL: 0.08% | $-0.04
+2025-03-10 17:13:38,304 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.918742857143 | Take profit: 2051.4298357142857
+2025-03-10 17:13:38,396 - INFO - STOP LOSS hit for long at 2010.918742857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:38,418 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.794642857143 | Take profit: 2040.0821357142859
+2025-03-10 17:13:38,769 - INFO - STOP LOSS hit for long at 1999.794642857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:38,792 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4216428571428 | Take profit: 2034.6011357142856
+2025-03-10 17:13:39,237 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.99, Avg Loss=$-0.77
+2025-03-10 17:13:39,237 - INFO - Episode 6: Reward=11.02, Balance=$96.38, Win Rate=14.3%, Trades=7, Episode PnL=$-3.74, Total PnL=$-1068.68, Max Drawdown=3.6%, Pred Accuracy=98.9%
+2025-03-10 17:13:39,238 - INFO - Refreshing data for episode 7
+2025-03-10 17:13:39,238 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:39,527 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:39,534 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:39,574 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.7090035714284 | Take profit: 2081.8189946428574
+2025-03-10 17:13:39,868 - INFO - STOP LOSS hit for long at 2040.7090035714284 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:39,893 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.3364535714286 | Take profit: 2057.9766446428575
+2025-03-10 17:13:39,920 - INFO - STOP LOSS hit for long at 2017.3364535714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:39,947 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4263035714284 | Take profit: 2045.8270946428572
+2025-03-10 17:13:40,486 - INFO - STOP LOSS hit for long at 2005.4263035714284 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:40,504 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0982035714287 | Take profit: 2035.2913946428573
+2025-03-10 17:13:41,070 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:13:41,070 - INFO - Episode 7: Reward=14.79, Balance=$96.49, Win Rate=0.0%, Trades=3, Episode PnL=$-3.51, Total PnL=$-1072.18, Max Drawdown=3.5%, Pred Accuracy=99.0%
+2025-03-10 17:13:41,070 - INFO - Refreshing data for episode 8
+2025-03-10 17:13:41,071 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:41,378 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:41,387 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:41,423 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:13:41,445 - INFO - CLOSED long at 2043.51 | PnL: -0.37% | $-0.91
+2025-03-10 17:13:41,445 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.763632142857 | Take profit: 2012.8032267857143
+2025-03-10 17:13:41,470 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.09
+2025-03-10 17:13:41,470 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5894678571426 | Take profit: 2083.7374732142853
+2025-03-10 17:13:41,791 - INFO - STOP LOSS hit for long at 2042.5894678571426 | PnL: -0.50% | $-1.16
+2025-03-10 17:13:41,816 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.490367857143 | Take profit: 2067.3147732142857
+2025-03-10 17:13:41,862 - INFO - STOP LOSS hit for long at 2026.490367857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:41,885 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4262178571428 | Take profit: 2045.8272232142858
+2025-03-10 17:13:42,648 - INFO - STOP LOSS hit for long at 2005.4262178571428 | PnL: -0.50% | $-1.13
+2025-03-10 17:13:42,668 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981178571428 | Take profit: 2035.291523214286
+2025-03-10 17:13:43,457 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.09
+2025-03-10 17:13:43,457 - INFO - Episode 8: Reward=10.07, Balance=$94.56, Win Rate=0.0%, Trades=5, Episode PnL=$-4.52, Total PnL=$-1077.62, Max Drawdown=5.4%, Pred Accuracy=99.2%
+2025-03-10 17:13:43,457 - INFO - Refreshing data for episode 9
+2025-03-10 17:13:43,458 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:43,760 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:43,769 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:43,802 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:13:43,941 - INFO - CLOSED long at 2050.18 | PnL: -0.04% | $-0.28
+2025-03-10 17:13:43,941 - INFO - OPENED SHORT at 2050.18 | Stop loss: 2060.466982142857 | Take profit: 2019.3731767857141
+2025-03-10 17:13:43,966 - INFO - CLOSED short at 2046.76 | PnL: 0.17% | $0.13
+2025-03-10 17:13:43,966 - INFO - OPENED LONG at 2046.76 | Stop loss: 2036.4901178571429 | Take profit: 2077.515523214286
+2025-03-10 17:13:44,186 - INFO - STOP LOSS hit for long at 2036.4901178571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:44,209 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2621678571427 | Take profit: 2040.5593732142859
+2025-03-10 17:13:44,949 - INFO - CLOSED long at 2005.16 | PnL: -0.26% | $-0.69
+2025-03-10 17:13:44,984 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0234178571427 | Take profit: 2038.2756232142856
+2025-03-10 17:13:45,546 - INFO - CLOSED long at 2031.56 | PnL: 1.17% | $2.06
+2025-03-10 17:13:45,546 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7538821428568 | Take profit: 2001.0324767857142
+2025-03-10 17:13:45,569 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:13:45,569 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.032867857143 | Take profit: 2058.687273214286
+2025-03-10 17:13:45,765 - INFO - Trade Analysis: Win Rate=66.7% in uptrends, 0.0% in downtrends | Avg Win=$0.77, Avg Loss=$-0.72
+2025-03-10 17:13:45,766 - INFO - Episode 9: Reward=14.81, Balance=$100.16, Win Rate=50.0%, Trades=6, Episode PnL=$-1.62, Total PnL=$-1077.46, Max Drawdown=2.0%, Pred Accuracy=99.3%
+2025-03-10 17:13:45,766 - INFO - Refreshing data for episode 10
+2025-03-10 17:13:45,766 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:46,085 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:46,092 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:46,486 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:13:46,676 - INFO - CLOSED long at 2044.1 | PnL: -0.34% | $-0.86
+2025-03-10 17:13:46,693 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3359678571428 | Take profit: 2074.297973214286
+2025-03-10 17:13:46,753 - INFO - STOP LOSS hit for long at 2033.3359678571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:46,779 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2621678571427 | Take profit: 2040.5593732142859
+2025-03-10 17:13:46,989 - INFO - CLOSED long at 2035.32 | PnL: 1.24% | $2.20
+2025-03-10 17:13:46,989 - INFO - OPENED SHORT at 2035.32 | Stop loss: 2045.5326821428573 | Take profit: 2004.7360767857144
+2025-03-10 17:13:47,010 - INFO - CLOSED short at 2037.93 | PnL: -0.13% | $-0.45
+2025-03-10 17:13:47,011 - INFO - OPENED LONG at 2037.93 | Stop loss: 2027.704267857143 | Take profit: 2068.553073214286
+2025-03-10 17:13:47,055 - INFO - STOP LOSS hit for long at 2027.704267857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:47,078 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1124178571429 | Take profit: 2060.808623214286
+2025-03-10 17:13:47,189 - INFO - STOP LOSS hit for long at 2020.1124178571429 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:47,236 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1924178571428 | Take profit: 2044.5686232142857
+2025-03-10 17:13:47,513 - INFO - STOP LOSS hit for long at 2004.1924178571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:47,532 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981178571428 | Take profit: 2035.291523214286
+2025-03-10 17:13:48,130 - INFO - CLOSED long at 2030.54 | PnL: 1.27% | $2.20
+2025-03-10 17:13:48,130 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.728782142857 | Take profit: 2000.0277767857142
+2025-03-10 17:13:48,167 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.34
+2025-03-10 17:13:48,167 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.749367857143 | Take profit: 2055.337773214286
+2025-03-10 17:13:48,233 - INFO - Trade Analysis: Win Rate=16.7% in uptrends, 0.0% in downtrends | Avg Win=$1.58, Avg Loss=$-1.00
+2025-03-10 17:13:48,234 - INFO - Episode 10: Reward=30.47, Balance=$98.77, Win Rate=33.3%, Trades=9, Episode PnL=$-5.63, Total PnL=$-1078.69, Max Drawdown=3.8%, Pred Accuracy=99.6%
+2025-03-10 17:13:48,351 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:13:48,351 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:13:48,848 - INFO - Visualization saved for episode 10
+2025-03-10 17:13:50,085 - INFO - Visualization saved for episode 10
+2025-03-10 17:13:50,092 - INFO - Refreshing data for episode 11
+2025-03-10 17:13:50,093 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:50,425 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:50,434 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:50,472 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:13:50,707 - INFO - STOP LOSS hit for long at 2040.708917857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:50,727 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336367857143 | Take profit: 2057.976773214286
+2025-03-10 17:13:50,752 - INFO - STOP LOSS hit for long at 2017.336367857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:50,780 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4262178571428 | Take profit: 2045.8272232142858
+2025-03-10 17:13:51,297 - INFO - STOP LOSS hit for long at 2005.4262178571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:51,318 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981178571428 | Take profit: 2035.291523214286
+2025-03-10 17:13:51,926 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:13:51,926 - INFO - Episode 11: Reward=28.59, Balance=$96.49, Win Rate=0.0%, Trades=3, Episode PnL=$-3.51, Total PnL=$-1082.19, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:13:51,927 - INFO - Refreshing data for episode 12
+2025-03-10 17:13:51,927 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:52,267 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:52,274 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:52,309 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:13:52,331 - INFO - CLOSED long at 2043.51 | PnL: -0.37% | $-0.91
+2025-03-10 17:13:52,332 - INFO - OPENED SHORT at 2043.51 | Stop loss: 2053.763632142857 | Take profit: 2012.8032267857143
+2025-03-10 17:13:52,355 - INFO - CLOSED short at 2052.89 | PnL: -0.46% | $-1.09
+2025-03-10 17:13:52,356 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5894678571426 | Take profit: 2083.7374732142853
+2025-03-10 17:13:52,551 - INFO - STOP LOSS hit for long at 2042.5894678571426 | PnL: -0.50% | $-1.16
+2025-03-10 17:13:52,574 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.490367857143 | Take profit: 2067.3147732142857
+2025-03-10 17:13:52,624 - INFO - STOP LOSS hit for long at 2026.490367857143 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:52,645 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4262178571428 | Take profit: 2045.8272232142858
+2025-03-10 17:13:52,667 - INFO - CLOSED long at 2014.41 | PnL: -0.06% | $-0.29
+2025-03-10 17:13:52,695 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.436067857143 | Take profit: 2049.9176732142855
+2025-03-10 17:13:53,038 - INFO - STOP LOSS hit for long at 2009.436067857143 | PnL: -0.50% | $-1.13
+2025-03-10 17:13:53,059 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7945178571429 | Take profit: 2040.0823232142857
+2025-03-10 17:13:53,241 - INFO - CLOSED long at 2003.71 | PnL: -0.31% | $-0.75
+2025-03-10 17:13:53,262 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981178571428 | Take profit: 2035.291523214286
+2025-03-10 17:13:54,004 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.93
+2025-03-10 17:13:54,005 - INFO - Episode 12: Reward=20.72, Balance=$93.52, Win Rate=0.0%, Trades=7, Episode PnL=$-5.57, Total PnL=$-1088.67, Max Drawdown=6.5%, Pred Accuracy=99.8%
+2025-03-10 17:13:54,005 - INFO - Refreshing data for episode 13
+2025-03-10 17:13:54,006 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:54,335 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:54,342 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:54,474 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:13:54,828 - INFO - STOP LOSS hit for long at 2040.708917857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:54,873 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336367857143 | Take profit: 2057.976773214286
+2025-03-10 17:13:54,924 - INFO - STOP LOSS hit for long at 2017.336367857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:54,966 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4262178571428 | Take profit: 2045.8272232142858
+2025-03-10 17:13:55,554 - INFO - STOP LOSS hit for long at 2005.4262178571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:55,572 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981178571428 | Take profit: 2035.291523214286
+2025-03-10 17:13:56,211 - INFO - CLOSED long at 2022.99 | PnL: 0.89% | $1.50
+2025-03-10 17:13:56,211 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.141032142857 | Take profit: 1992.5910267857143
+2025-03-10 17:13:56,238 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.01
+2025-03-10 17:13:56,238 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3661178571429 | Take profit: 2062.0875232142857
+2025-03-10 17:13:56,336 - INFO - STOP LOSS hit for long at 2021.3661178571429 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:56,362 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.351417857143 | Take profit: 2052.8916232142856
+2025-03-10 17:13:56,388 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.50, Avg Loss=$-1.13
+2025-03-10 17:13:56,389 - INFO - Episode 13: Reward=27.92, Balance=$95.84, Win Rate=16.7%, Trades=6, Episode PnL=$-5.66, Total PnL=$-1092.84, Max Drawdown=4.2%, Pred Accuracy=99.8%
+2025-03-10 17:13:56,389 - INFO - Refreshing data for episode 14
+2025-03-10 17:13:56,389 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:56,693 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:56,699 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:57,001 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:13:57,249 - INFO - STOP LOSS hit for long at 2040.708917857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:13:57,288 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336367857143 | Take profit: 2057.976773214286
+2025-03-10 17:13:57,326 - INFO - STOP LOSS hit for long at 2017.336367857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:13:57,358 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4262178571428 | Take profit: 2045.8272232142858
+2025-03-10 17:13:57,965 - INFO - STOP LOSS hit for long at 2005.4262178571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:13:57,989 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981178571428 | Take profit: 2035.291523214286
+2025-03-10 17:13:58,764 - INFO - CLOSED long at 2019.65 | PnL: 0.72% | $1.18
+2025-03-10 17:13:58,784 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.351417857143 | Take profit: 2052.8916232142856
+2025-03-10 17:13:58,841 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.18, Avg Loss=$-1.17
+2025-03-10 17:13:58,842 - INFO - Episode 14: Reward=30.25, Balance=$97.67, Win Rate=25.0%, Trades=4, Episode PnL=$-2.33, Total PnL=$-1095.16, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:13:58,842 - INFO - Refreshing data for episode 15
+2025-03-10 17:13:58,842 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:13:59,147 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:13:59,155 - INFO - Initialized environment with 100 candles
+2025-03-10 17:13:59,693 - INFO - OPENED LONG at 2051.0 | Stop loss: 2040.708917857143 | Take profit: 2081.819123214286
+2025-03-10 17:14:00,291 - INFO - STOP LOSS hit for long at 2040.708917857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:00,333 - INFO - OPENED LONG at 2027.51 | Stop loss: 2017.336367857143 | Take profit: 2057.976773214286
+2025-03-10 17:14:00,374 - INFO - STOP LOSS hit for long at 2017.336367857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:00,399 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4262178571428 | Take profit: 2045.8272232142858
+2025-03-10 17:14:01,136 - INFO - STOP LOSS hit for long at 2005.4262178571428 | PnL: -0.50% | $-1.15
+2025-03-10 17:14:01,176 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.0981178571428 | Take profit: 2035.291523214286
+2025-03-10 17:14:01,953 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.17
+2025-03-10 17:14:01,953 - INFO - Episode 15: Reward=28.60, Balance=$96.49, Win Rate=0.0%, Trades=3, Episode PnL=$-3.51, Total PnL=$-1098.67, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:14:01,954 - INFO - Refreshing data for episode 16
+2025-03-10 17:14:01,954 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:02,258 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:02,264 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:02,301 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2595571428571 | Take profit: 2074.2119892857145
+2025-03-10 17:14:02,537 - INFO - STOP LOSS hit for long at 2033.2595571428571 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:02,560 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.265357142857 | Take profit: 2040.5545892857142
+2025-03-10 17:14:02,777 - INFO - CLOSED long at 2037.93 | PnL: 1.37% | $2.47
+2025-03-10 17:14:02,797 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.777257142857 | Take profit: 2062.4988892857145
+2025-03-10 17:14:02,862 - INFO - STOP LOSS hit for long at 2021.777257142857 | PnL: -0.50% | $-1.20
+2025-03-10 17:14:02,882 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.563557142857 | Take profit: 2053.099989285714
+2025-03-10 17:14:03,017 - INFO - STOP LOSS hit for long at 2012.563557142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:14:03,059 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7977071428572 | Take profit: 2040.0775392857147
+2025-03-10 17:14:03,449 - INFO - CLOSED long at 2008.03 | PnL: -0.09% | $-0.37
+2025-03-10 17:14:03,451 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.1030428571428 | Take profit: 1977.8602107142858
+2025-03-10 17:14:03,499 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.40
+2025-03-10 17:14:03,499 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.787957142857 | Take profit: 2031.9067892857142
+2025-03-10 17:14:03,591 - INFO - CLOSED long at 1999.22 | PnL: -0.13% | $-0.45
+2025-03-10 17:14:03,614 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4247071428572 | Take profit: 2034.5965392857142
+2025-03-10 17:14:04,180 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$1.44, Avg Loss=$-0.88
+2025-03-10 17:14:04,181 - INFO - Episode 16: Reward=29.02, Balance=$98.49, Win Rate=28.6%, Trades=7, Episode PnL=$-1.14, Total PnL=$-1100.18, Max Drawdown=2.8%, Pred Accuracy=99.8%
+2025-03-10 17:14:04,181 - INFO - Refreshing data for episode 17
+2025-03-10 17:14:04,181 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:04,949 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:04,958 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:05,063 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.259382142857 | Take profit: 2074.212251785714
+2025-03-10 17:14:05,408 - INFO - CLOSED long at 2027.51 | PnL: -0.78% | $-1.74
+2025-03-10 17:14:05,408 - INFO - OPENED SHORT at 2027.51 | Stop loss: 2037.6806178571428 | Take profit: 1997.0477482142858
+2025-03-10 17:14:05,462 - INFO - CLOSED short at 2010.35 | PnL: 0.85% | $1.44
+2025-03-10 17:14:05,463 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.265182142857 | Take profit: 2040.554851785714
+2025-03-10 17:14:05,677 - INFO - CLOSED long at 2037.93 | PnL: 1.37% | $2.50
+2025-03-10 17:14:05,696 - INFO - OPENED LONG at 2031.97 | Stop loss: 2021.7770821428571 | Take profit: 2062.4991517857143
+2025-03-10 17:14:05,777 - INFO - STOP LOSS hit for long at 2021.7770821428571 | PnL: -0.50% | $-1.21
+2025-03-10 17:14:05,817 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5633821428573 | Take profit: 2053.100251785714
+2025-03-10 17:14:06,007 - INFO - STOP LOSS hit for long at 2012.5633821428573 | PnL: -0.50% | $-1.20
+2025-03-10 17:14:06,027 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7975321428573 | Take profit: 2040.0778017857142
+2025-03-10 17:14:06,443 - INFO - STOP LOSS hit for long at 1999.7975321428573 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:06,469 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.424532142857 | Take profit: 2034.5968017857142
+2025-03-10 17:14:06,964 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$1.97, Avg Loss=$-1.33
+2025-03-10 17:14:06,965 - INFO - Episode 17: Reward=29.93, Balance=$98.61, Win Rate=33.3%, Trades=6, Episode PnL=$0.35, Total PnL=$-1101.57, Max Drawdown=3.5%, Pred Accuracy=99.8%
+2025-03-10 17:14:06,965 - INFO - Refreshing data for episode 18
+2025-03-10 17:14:06,965 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:07,276 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:07,285 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:07,595 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2593642857144 | Take profit: 2074.2122785714287
+2025-03-10 17:14:07,865 - INFO - STOP LOSS hit for long at 2033.2593642857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:07,917 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.265164285714 | Take profit: 2040.5548785714284
+2025-03-10 17:14:08,241 - INFO - CLOSED long at 2022.71 | PnL: 0.61% | $1.00
+2025-03-10 17:14:08,284 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9216142857144 | Take profit: 2051.4255285714285
+2025-03-10 17:14:08,409 - INFO - STOP LOSS hit for long at 2010.9216142857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:08,436 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7975142857144 | Take profit: 2040.0778285714287
+2025-03-10 17:14:08,701 - INFO - CLOSED long at 2005.16 | PnL: -0.23% | $-0.65
+2025-03-10 17:14:08,746 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.026414285714 | Take profit: 2038.2711285714283
+2025-03-10 17:14:08,981 - INFO - CLOSED long at 2009.04 | PnL: 0.05% | $-0.10
+2025-03-10 17:14:08,982 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1182857142858 | Take profit: 1978.8547714285714
+2025-03-10 17:14:09,033 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:14:09,033 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.026414285714 | Take profit: 2038.2711285714283
+2025-03-10 17:14:09,163 - INFO - CLOSED long at 2014.13 | PnL: 0.30% | $0.39
+2025-03-10 17:14:09,193 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6081142857142 | Take profit: 2054.166028571429
+2025-03-10 17:14:09,584 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.69, Avg Loss=$-0.64
+2025-03-10 17:14:09,585 - INFO - Episode 18: Reward=26.53, Balance=$98.17, Win Rate=28.6%, Trades=7, Episode PnL=$-1.73, Total PnL=$-1103.40, Max Drawdown=2.0%, Pred Accuracy=99.8%
+2025-03-10 17:14:09,585 - INFO - Refreshing data for episode 19
+2025-03-10 17:14:09,585 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:09,883 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:09,891 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:09,930 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2593642857144 | Take profit: 2074.2122785714287
+2025-03-10 17:14:10,181 - INFO - STOP LOSS hit for long at 2033.2593642857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:10,224 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.265164285714 | Take profit: 2040.5548785714284
+2025-03-10 17:14:10,314 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.20
+2025-03-10 17:14:10,364 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.4390642857143 | Take profit: 2049.9131785714285
+2025-03-10 17:14:10,776 - INFO - CLOSED long at 2007.96 | PnL: -0.57% | $-1.31
+2025-03-10 17:14:10,776 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.0328857142856 | Take profit: 1977.7909714285715
+2025-03-10 17:14:10,801 - INFO - CLOSED short at 2009.88 | PnL: -0.10% | $-0.38
+2025-03-10 17:14:10,802 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7975142857144 | Take profit: 2040.0778285714287
+2025-03-10 17:14:10,978 - INFO - CLOSED long at 2005.16 | PnL: -0.23% | $-0.64
+2025-03-10 17:14:10,979 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.218885714286 | Take profit: 1975.0329714285715
+2025-03-10 17:14:11,031 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.47
+2025-03-10 17:14:11,031 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.026414285714 | Take profit: 2038.2711285714283
+2025-03-10 17:14:11,602 - INFO - CLOSED long at 2023.01 | PnL: 0.74% | $1.22
+2025-03-10 17:14:11,602 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.158135714286 | Take profit: 1992.6152214285714
+2025-03-10 17:14:11,626 - INFO - CLOSED short at 2022.99 | PnL: 0.00% | $-0.19
+2025-03-10 17:14:11,627 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.841964285714 | Take profit: 2053.3844785714286
+2025-03-10 17:14:11,896 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.71, Avg Loss=$-0.70
+2025-03-10 17:14:11,897 - INFO - Episode 19: Reward=21.29, Balance=$97.24, Win Rate=25.0%, Trades=8, Episode PnL=$-2.02, Total PnL=$-1106.16, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:14:11,897 - INFO - Refreshing data for episode 20
+2025-03-10 17:14:11,898 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:12,193 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:12,200 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:12,762 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2593642857144 | Take profit: 2074.2122785714287
+2025-03-10 17:14:13,043 - INFO - STOP LOSS hit for long at 2033.2593642857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:13,087 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.265164285714 | Take profit: 2040.5548785714284
+2025-03-10 17:14:13,225 - INFO - CLOSED long at 2021.97 | PnL: 0.58% | $0.93
+2025-03-10 17:14:13,225 - INFO - OPENED SHORT at 2021.97 | Stop loss: 2032.1129357142856 | Take profit: 1991.5908214285716
+2025-03-10 17:14:13,244 - INFO - CLOSED short at 2035.32 | PnL: -0.66% | $-1.49
+2025-03-10 17:14:13,245 - INFO - OPENED LONG at 2035.32 | Stop loss: 2025.1103142857141 | Take profit: 2065.8994285714284
+2025-03-10 17:14:13,339 - INFO - STOP LOSS hit for long at 2025.1103142857141 | PnL: -0.50% | $-1.16
+2025-03-10 17:14:13,358 - INFO - OPENED LONG at 2022.71 | Stop loss: 2012.5633642857142 | Take profit: 2053.1002785714286
+2025-03-10 17:14:13,534 - INFO - STOP LOSS hit for long at 2012.5633642857142 | PnL: -0.50% | $-1.15
+2025-03-10 17:14:13,571 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7975142857144 | Take profit: 2040.0778285714287
+2025-03-10 17:14:13,723 - INFO - CLOSED long at 2008.61 | PnL: -0.06% | $-0.31
+2025-03-10 17:14:13,745 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6583642857142 | Take profit: 2033.8152785714285
+2025-03-10 17:14:14,624 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.93, Avg Loss=$-1.06
+2025-03-10 17:14:14,624 - INFO - Episode 20: Reward=25.27, Balance=$95.63, Win Rate=16.7%, Trades=6, Episode PnL=$-5.30, Total PnL=$-1110.53, Max Drawdown=4.4%, Pred Accuracy=99.8%
+2025-03-10 17:14:14,767 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:14:14,768 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:14:14,768 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:15,255 - INFO - Visualization saved for episode 20
+2025-03-10 17:14:16,063 - INFO - Visualization saved for episode 20
+2025-03-10 17:14:16,070 - INFO - Refreshing data for episode 21
+2025-03-10 17:14:16,071 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:16,362 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:16,368 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:16,519 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2592714285713 | Take profit: 2074.212417857143
+2025-03-10 17:14:16,767 - INFO - STOP LOSS hit for long at 2033.2592714285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:16,788 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2650714285712 | Take profit: 2040.555017857143
+2025-03-10 17:14:17,013 - INFO - CLOSED long at 2022.71 | PnL: 0.61% | $1.00
+2025-03-10 17:14:17,014 - INFO - OPENED SHORT at 2022.71 | Stop loss: 2032.856728571429 | Take profit: 1992.3195821428571
+2025-03-10 17:14:17,041 - INFO - CLOSED short at 2021.06 | PnL: 0.08% | $-0.04
+2025-03-10 17:14:17,042 - INFO - OPENED LONG at 2021.06 | Stop loss: 2010.9215214285714 | Take profit: 2051.425667857143
+2025-03-10 17:14:17,120 - INFO - STOP LOSS hit for long at 2010.9215214285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:17,144 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7974214285716 | Take profit: 2040.077967857143
+2025-03-10 17:14:17,512 - INFO - STOP LOSS hit for long at 1999.7974214285716 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:17,539 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4244214285716 | Take profit: 2034.596967857143
+2025-03-10 17:14:17,667 - INFO - CLOSED long at 2017.88 | PnL: 0.67% | $1.09
+2025-03-10 17:14:17,667 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2028.0025785714288 | Take profit: 1987.5620321428573
+2025-03-10 17:14:17,689 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:14:17,690 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0261714285714 | Take profit: 2044.3917178571428
+2025-03-10 17:14:17,971 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.75, Avg Loss=$-0.89
+2025-03-10 17:14:17,972 - INFO - Episode 21: Reward=30.71, Balance=$98.69, Win Rate=42.9%, Trades=7, Episode PnL=$-3.40, Total PnL=$-1111.84, Max Drawdown=2.6%, Pred Accuracy=99.8%
+2025-03-10 17:14:17,972 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:17,972 - INFO - Refreshing data for episode 22
+2025-03-10 17:14:17,972 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:18,270 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:18,278 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:18,313 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2592714285713 | Take profit: 2074.212417857143
+2025-03-10 17:14:18,462 - INFO - CLOSED long at 2043.95 | PnL: 0.02% | $-0.15
+2025-03-10 17:14:18,463 - INFO - OPENED SHORT at 2043.95 | Stop loss: 2054.2029285714284 | Take profit: 2013.240982142857
+2025-03-10 17:14:18,486 - INFO - CLOSED short at 2044.1 | PnL: -0.01% | $-0.21
+2025-03-10 17:14:18,486 - INFO - OPENED LONG at 2044.1 | Stop loss: 2033.8463214285712 | Take profit: 2074.8112678571424
+2025-03-10 17:14:18,577 - INFO - STOP LOSS hit for long at 2033.8463214285712 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:18,599 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2650714285712 | Take profit: 2040.555017857143
+2025-03-10 17:14:18,821 - INFO - CLOSED long at 2030.3 | PnL: 0.99% | $1.73
+2025-03-10 17:14:18,822 - INFO - OPENED SHORT at 2030.3 | Stop loss: 2040.4846785714285 | Take profit: 1999.795732142857
+2025-03-10 17:14:18,840 - INFO - CLOSED short at 2020.7 | PnL: 0.47% | $0.74
+2025-03-10 17:14:18,840 - INFO - OPENED LONG at 2020.7 | Stop loss: 2010.5633214285715 | Take profit: 2051.060267857143
+2025-03-10 17:14:18,967 - INFO - STOP LOSS hit for long at 2010.5633214285715 | PnL: -0.50% | $-1.19
+2025-03-10 17:14:18,991 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7974214285716 | Take profit: 2040.077967857143
+2025-03-10 17:14:19,351 - INFO - STOP LOSS hit for long at 1999.7974214285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:19,371 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4244214285716 | Take profit: 2034.596967857143
+2025-03-10 17:14:19,945 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$1.23, Avg Loss=$-0.78
+2025-03-10 17:14:19,945 - INFO - Episode 22: Reward=28.61, Balance=$98.54, Win Rate=28.6%, Trades=7, Episode PnL=$-3.03, Total PnL=$-1113.30, Max Drawdown=1.5%, Pred Accuracy=99.8%
+2025-03-10 17:14:19,945 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:19,945 - INFO - Refreshing data for episode 23
+2025-03-10 17:14:19,946 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:20,251 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:20,259 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:20,373 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2592714285713 | Take profit: 2074.212417857143
+2025-03-10 17:14:20,840 - INFO - STOP LOSS hit for long at 2033.2592714285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:20,881 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2650714285712 | Take profit: 2040.555017857143
+2025-03-10 17:14:21,516 - INFO - CLOSED long at 2014.04 | PnL: 0.18% | $0.16
+2025-03-10 17:14:21,516 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1433785714282 | Take profit: 1983.779632142857
+2025-03-10 17:14:21,535 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.33
+2025-03-10 17:14:21,535 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5337714285713 | Take profit: 2038.7889178571427
+2025-03-10 17:14:22,284 - INFO - CLOSED long at 2030.54 | PnL: 1.09% | $1.94
+2025-03-10 17:14:22,307 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0677285714285 | Take profit: 1994.4865821428573
+2025-03-10 17:14:22,332 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.32
+2025-03-10 17:14:22,332 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5185714285715 | Take profit: 2049.994517857143
+2025-03-10 17:14:22,437 - INFO - Trade Analysis: Win Rate=66.7% in uptrends, 0.0% in downtrends | Avg Win=$0.69, Avg Loss=$-1.18
+2025-03-10 17:14:22,438 - INFO - Episode 23: Reward=32.82, Balance=$101.56, Win Rate=80.0%, Trades=5, Episode PnL=$1.40, Total PnL=$-1111.74, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:14:22,438 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:22,438 - INFO - Refreshing data for episode 24
+2025-03-10 17:14:22,438 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:22,726 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:22,733 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:22,856 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2592714285713 | Take profit: 2074.212417857143
+2025-03-10 17:14:23,149 - INFO - STOP LOSS hit for long at 2033.2592714285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:23,172 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2650714285712 | Take profit: 2040.555017857143
+2025-03-10 17:14:23,782 - INFO - CLOSED long at 2021.15 | PnL: 0.54% | $0.85
+2025-03-10 17:14:23,782 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2889285714286 | Take profit: 1990.7829821428572
+2025-03-10 17:14:23,801 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.71
+2025-03-10 17:14:23,801 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.2945214285714 | Take profit: 2056.906667857143
+2025-03-10 17:14:23,820 - INFO - STOP LOSS hit for long at 2016.2945214285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:23,843 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8322214285715 | Take profit: 2041.133567857143
+2025-03-10 17:14:24,173 - INFO - STOP LOSS hit for long at 2000.8322214285715 | PnL: -0.50% | $-1.16
+2025-03-10 17:14:24,193 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4244214285716 | Take profit: 2034.596967857143
+2025-03-10 17:14:24,706 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.85, Avg Loss=$-1.06
+2025-03-10 17:14:24,706 - INFO - Episode 24: Reward=27.56, Balance=$96.63, Win Rate=20.0%, Trades=5, Episode PnL=$-4.22, Total PnL=$-1115.11, Max Drawdown=3.4%, Pred Accuracy=99.8%
+2025-03-10 17:14:24,706 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:24,706 - INFO - Refreshing data for episode 25
+2025-03-10 17:14:24,706 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:25,011 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:25,018 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:25,748 - INFO - OPENED LONG at 2052.89 | Stop loss: 2042.5923714285711 | Take profit: 2083.7331178571426
+2025-03-10 17:14:26,275 - INFO - STOP LOSS hit for long at 2042.5923714285711 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:26,302 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4932714285715 | Take profit: 2067.3104178571425
+2025-03-10 17:14:26,354 - INFO - STOP LOSS hit for long at 2026.4932714285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:26,384 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4291214285713 | Take profit: 2045.8228678571427
+2025-03-10 17:14:27,247 - INFO - STOP LOSS hit for long at 2005.4291214285713 | PnL: -0.50% | $-1.16
+2025-03-10 17:14:27,308 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0263214285715 | Take profit: 2038.2712678571427
+2025-03-10 17:14:27,809 - INFO - CLOSED long at 2022.99 | PnL: 0.74% | $1.22
+2025-03-10 17:14:27,834 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3690214285714 | Take profit: 2062.083167857143
+2025-03-10 17:14:27,877 - INFO - CLOSED long at 2030.54 | PnL: -0.05% | $-0.29
+2025-03-10 17:14:27,877 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7258785714284 | Take profit: 2000.032132142857
+2025-03-10 17:14:27,902 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.34
+2025-03-10 17:14:27,903 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7522714285717 | Take profit: 2055.333417857143
+2025-03-10 17:14:28,007 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.78, Avg Loss=$-0.95
+2025-03-10 17:14:28,007 - INFO - Episode 25: Reward=29.52, Balance=$97.76, Win Rate=33.3%, Trades=6, Episode PnL=$-1.95, Total PnL=$-1117.35, Max Drawdown=3.5%, Pred Accuracy=99.7%
+2025-03-10 17:14:28,008 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:28,008 - INFO - Refreshing data for episode 26
+2025-03-10 17:14:28,008 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:28,766 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:28,772 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:28,819 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2592714285713 | Take profit: 2074.212417857143
+2025-03-10 17:14:28,990 - INFO - CLOSED long at 2044.1 | PnL: 0.03% | $-0.14
+2025-03-10 17:14:28,990 - INFO - OPENED SHORT at 2044.1 | Stop loss: 2054.3536785714286 | Take profit: 2013.388732142857
+2025-03-10 17:14:29,019 - INFO - CLOSED short at 2043.59 | PnL: 0.02% | $-0.15
+2025-03-10 17:14:29,019 - INFO - OPENED LONG at 2043.59 | Stop loss: 2033.3388714285713 | Take profit: 2074.2936178571426
+2025-03-10 17:14:29,041 - INFO - CLOSED long at 2042.0 | PnL: -0.08% | $-0.35
+2025-03-10 17:14:29,041 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.2431785714284 | Take profit: 2011.3202321428573
+2025-03-10 17:14:29,064 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.31
+2025-03-10 17:14:29,065 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4932714285715 | Take profit: 2067.3104178571425
+2025-03-10 17:14:29,111 - INFO - STOP LOSS hit for long at 2026.4932714285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:29,135 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4291214285713 | Take profit: 2045.8228678571427
+2025-03-10 17:14:29,714 - INFO - STOP LOSS hit for long at 2005.4291214285713 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:29,742 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1010214285716 | Take profit: 2035.2871678571428
+2025-03-10 17:14:30,468 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$0.31, Avg Loss=$-0.60
+2025-03-10 17:14:30,469 - INFO - Episode 26: Reward=24.84, Balance=$97.33, Win Rate=16.7%, Trades=6, Episode PnL=$-2.18, Total PnL=$-1120.02, Max Drawdown=2.7%, Pred Accuracy=99.7%
+2025-03-10 17:14:30,469 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:30,470 - INFO - Refreshing data for episode 27
+2025-03-10 17:14:30,470 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:30,792 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:30,799 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:30,971 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2592714285713 | Take profit: 2074.212417857143
+2025-03-10 17:14:31,377 - INFO - STOP LOSS hit for long at 2033.2592714285713 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:31,402 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2650714285712 | Take profit: 2040.555017857143
+2025-03-10 17:14:32,491 - INFO - STOP LOSS hit for long at 2000.2650714285712 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:32,542 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4244214285716 | Take profit: 2034.596967857143
+2025-03-10 17:14:33,108 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:14:33,108 - INFO - Episode 27: Reward=28.25, Balance=$97.65, Win Rate=0.0%, Trades=2, Episode PnL=$-2.35, Total PnL=$-1122.38, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:14:33,108 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:33,109 - INFO - Refreshing data for episode 28
+2025-03-10 17:14:33,110 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:33,414 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:33,423 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:33,544 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2587607142857 | Take profit: 2074.213183928571
+2025-03-10 17:14:33,602 - INFO - CLOSED long at 2058.11 | PnL: 0.71% | $1.21
+2025-03-10 17:14:33,602 - INFO - OPENED SHORT at 2058.11 | Stop loss: 2068.4342392857143 | Take profit: 2027.1878160714286
+2025-03-10 17:14:33,624 - INFO - CLOSED short at 2054.03 | PnL: 0.20% | $0.20
+2025-03-10 17:14:33,624 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.726160714286 | Take profit: 2084.8909839285716
+2025-03-10 17:14:33,751 - INFO - STOP LOSS hit for long at 2043.726160714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:14:33,774 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7563107142857 | Take profit: 2072.6805339285715
+2025-03-10 17:14:33,825 - INFO - STOP LOSS hit for long at 2031.7563107142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:14:33,858 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2645607142856 | Take profit: 2040.5557839285714
+2025-03-10 17:14:34,291 - INFO - CLOSED long at 2021.06 | PnL: 0.53% | $0.84
+2025-03-10 17:14:34,325 - INFO - OPENED LONG at 2020.89 | Stop loss: 2010.7518607142858 | Take profit: 2051.253883928571
+2025-03-10 17:14:34,414 - INFO - STOP LOSS hit for long at 2010.7518607142858 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:34,444 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.796910714286 | Take profit: 2040.0787339285716
+2025-03-10 17:14:34,506 - INFO - CLOSED long at 2026.46 | PnL: 0.82% | $1.41
+2025-03-10 17:14:34,540 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0007607142857 | Take profit: 2045.3871839285712
+2025-03-10 17:14:34,677 - INFO - STOP LOSS hit for long at 2005.0007607142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:34,704 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1005107142857 | Take profit: 2035.2879339285716
+2025-03-10 17:14:34,943 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.47
+2025-03-10 17:14:34,992 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0258107142856 | Take profit: 2038.272033928571
+2025-03-10 17:14:35,407 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$0.91, Avg Loss=$-1.05
+2025-03-10 17:14:35,408 - INFO - Episode 28: Reward=18.86, Balance=$98.43, Win Rate=44.4%, Trades=9, Episode PnL=$-2.78, Total PnL=$-1123.95, Max Drawdown=1.8%, Pred Accuracy=99.6%
+2025-03-10 17:14:35,408 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:35,408 - INFO - Refreshing data for episode 29
+2025-03-10 17:14:35,409 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:35,707 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:35,714 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:35,752 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2587607142857 | Take profit: 2074.213183928571
+2025-03-10 17:14:36,040 - INFO - STOP LOSS hit for long at 2033.2587607142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:36,063 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2645607142856 | Take profit: 2040.5557839285714
+2025-03-10 17:14:36,233 - INFO - CLOSED long at 2031.97 | PnL: 1.08% | $1.90
+2025-03-10 17:14:36,233 - INFO - OPENED SHORT at 2031.97 | Stop loss: 2042.1635392857143 | Take profit: 2001.4399160714286
+2025-03-10 17:14:36,262 - INFO - CLOSED short at 2026.88 | PnL: 0.25% | $0.30
+2025-03-10 17:14:36,262 - INFO - OPENED LONG at 2026.88 | Stop loss: 2016.711910714286 | Take profit: 2057.3337339285717
+2025-03-10 17:14:36,401 - INFO - STOP LOSS hit for long at 2016.711910714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:14:36,427 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1948107142857 | Take profit: 2044.5650339285714
+2025-03-10 17:14:36,660 - INFO - STOP LOSS hit for long at 2004.1948107142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:36,681 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1005107142857 | Take profit: 2035.2879339285716
+2025-03-10 17:14:37,360 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$1.10, Avg Loss=$-1.19
+2025-03-10 17:14:37,360 - INFO - Episode 29: Reward=17.51, Balance=$98.63, Win Rate=40.0%, Trades=5, Episode PnL=$-3.26, Total PnL=$-1125.31, Max Drawdown=1.4%, Pred Accuracy=99.6%
+2025-03-10 17:14:37,361 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:37,361 - INFO - Refreshing data for episode 30
+2025-03-10 17:14:37,361 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:37,662 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:37,670 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:38,346 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.258732142857 | Take profit: 2074.2132267857146
+2025-03-10 17:14:38,627 - INFO - STOP LOSS hit for long at 2033.258732142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:38,671 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.264532142857 | Take profit: 2040.5558267857143
+2025-03-10 17:14:39,308 - INFO - CLOSED long at 2014.04 | PnL: 0.18% | $0.16
+2025-03-10 17:14:39,330 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.533232142857 | Take profit: 2038.789726785714
+2025-03-10 17:14:39,973 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.16, Avg Loss=$-1.18
+2025-03-10 17:14:39,973 - INFO - Episode 30: Reward=15.34, Balance=$98.98, Win Rate=50.0%, Trades=2, Episode PnL=$-1.02, Total PnL=$-1126.34, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:14:40,097 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:14:40,098 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:14:40,098 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:40,540 - INFO - Visualization saved for episode 30
+2025-03-10 17:14:41,331 - INFO - Visualization saved for episode 30
+2025-03-10 17:14:41,341 - INFO - Refreshing data for episode 31
+2025-03-10 17:14:41,342 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:41,630 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:41,637 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:41,673 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2586857142855 | Take profit: 2074.2132964285715
+2025-03-10 17:14:41,927 - INFO - STOP LOSS hit for long at 2033.2586857142855 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:41,950 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2644857142857 | Take profit: 2040.5558964285715
+2025-03-10 17:14:42,351 - INFO - CLOSED long at 2007.96 | PnL: -0.12% | $-0.43
+2025-03-10 17:14:42,401 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0104857142858 | Take profit: 2051.5178964285715
+2025-03-10 17:14:42,484 - INFO - STOP LOSS hit for long at 2011.0104857142858 | PnL: -0.50% | $-1.16
+2025-03-10 17:14:42,513 - INFO - OPENED LONG at 2010.08 | Stop loss: 1999.9958357142857 | Take profit: 2040.2818464285713
+2025-03-10 17:14:42,791 - INFO - CLOSED long at 2010.34 | PnL: 0.01% | $-0.17
+2025-03-10 17:14:42,810 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9560857142856 | Take profit: 2038.2010964285716
+2025-03-10 17:14:43,485 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.74
+2025-03-10 17:14:43,486 - INFO - Episode 31: Reward=11.56, Balance=$97.06, Win Rate=0.0%, Trades=4, Episode PnL=$-2.94, Total PnL=$-1129.28, Max Drawdown=2.9%, Pred Accuracy=99.6%
+2025-03-10 17:14:43,486 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:43,487 - INFO - Refreshing data for episode 32
+2025-03-10 17:14:43,487 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:43,782 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:43,791 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:44,025 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2586857142855 | Take profit: 2074.2132964285715
+2025-03-10 17:14:44,392 - INFO - STOP LOSS hit for long at 2033.2586857142855 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:44,418 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2644857142857 | Take profit: 2040.5558964285715
+2025-03-10 17:14:44,826 - INFO - CLOSED long at 2020.89 | PnL: 0.52% | $0.82
+2025-03-10 17:14:44,826 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0282142857143 | Take profit: 1990.5260035714286
+2025-03-10 17:14:44,849 - INFO - CLOSED short at 2015.31 | PnL: 0.28% | $0.35
+2025-03-10 17:14:44,849 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.1996857142856 | Take profit: 2045.5902964285713
+2025-03-10 17:14:45,204 - INFO - STOP LOSS hit for long at 2005.1996857142856 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:45,232 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1004357142858 | Take profit: 2035.2880464285718
+2025-03-10 17:14:45,315 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:14:45,335 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7870857142855 | Take profit: 2031.9080964285713
+2025-03-10 17:14:46,012 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-1.18
+2025-03-10 17:14:46,012 - INFO - Episode 32: Reward=17.74, Balance=$98.89, Win Rate=60.0%, Trades=5, Episode PnL=$-1.94, Total PnL=$-1130.39, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:14:46,013 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:46,013 - INFO - Refreshing data for episode 33
+2025-03-10 17:14:46,013 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:46,304 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:46,313 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:46,349 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2586857142855 | Take profit: 2074.2132964285715
+2025-03-10 17:14:46,605 - INFO - CLOSED long at 2042.0 | PnL: -0.07% | $-0.34
+2025-03-10 17:14:46,644 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4926857142857 | Take profit: 2067.3112964285715
+2025-03-10 17:14:46,726 - INFO - STOP LOSS hit for long at 2026.4926857142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:46,764 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4285357142858 | Take profit: 2045.8237464285714
+2025-03-10 17:14:46,926 - INFO - CLOSED long at 2026.88 | PnL: 0.56% | $0.90
+2025-03-10 17:14:46,952 - INFO - OPENED LONG at 2030.3 | Stop loss: 2020.1147357142856 | Take profit: 2060.8051464285713
+2025-03-10 17:14:47,129 - INFO - STOP LOSS hit for long at 2020.1147357142856 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:47,165 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.1947357142856 | Take profit: 2044.5651464285713
+2025-03-10 17:14:47,357 - INFO - CLOSED long at 2010.08 | PnL: -0.21% | $-0.60
+2025-03-10 17:14:47,358 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.164164285714 | Take profit: 1979.8781535714284
+2025-03-10 17:14:47,404 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.57
+2025-03-10 17:14:47,404 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9360357142855 | Take profit: 2044.3012464285714
+2025-03-10 17:14:47,497 - INFO - STOP LOSS hit for long at 2003.9360357142855 | PnL: -0.50% | $-1.15
+2025-03-10 17:14:47,557 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1004357142858 | Take profit: 2035.2880464285718
+2025-03-10 17:14:48,185 - INFO - CLOSED long at 2022.99 | PnL: 0.89% | $1.49
+2025-03-10 17:14:48,186 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1387142857143 | Take profit: 1992.5945035714285
+2025-03-10 17:14:48,230 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.00
+2025-03-10 17:14:48,231 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3684357142856 | Take profit: 2062.0840464285716
+2025-03-10 17:14:48,380 - INFO - STOP LOSS hit for long at 2021.3684357142856 | PnL: -0.50% | $-1.14
+2025-03-10 17:14:48,403 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3537357142857 | Take profit: 2052.8881464285714
+2025-03-10 17:14:48,448 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.19, Avg Loss=$-0.89
+2025-03-10 17:14:48,449 - INFO - Episode 33: Reward=10.65, Balance=$95.23, Win Rate=20.0%, Trades=10, Episode PnL=$-5.66, Total PnL=$-1135.16, Max Drawdown=4.8%, Pred Accuracy=99.5%
+2025-03-10 17:14:48,449 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:48,449 - INFO - Refreshing data for episode 34
+2025-03-10 17:14:48,450 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:48,755 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:48,765 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:48,799 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2586857142855 | Take profit: 2074.2132964285715
+2025-03-10 17:14:49,170 - INFO - STOP LOSS hit for long at 2033.2586857142855 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:49,197 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2644857142857 | Take profit: 2040.5558964285715
+2025-03-10 17:14:50,220 - INFO - STOP LOSS hit for long at 2000.2644857142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:50,276 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4238357142858 | Take profit: 2034.5978464285713
+2025-03-10 17:14:50,623 - INFO - CLOSED long at 2017.79 | PnL: 0.66% | $1.08
+2025-03-10 17:14:50,625 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9127142857142 | Take profit: 1987.4725035714287
+2025-03-10 17:14:50,684 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.70
+2025-03-10 17:14:50,684 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8611857142857 | Take profit: 2053.4057964285716
+2025-03-10 17:14:50,950 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.08, Avg Loss=$-1.02
+2025-03-10 17:14:50,950 - INFO - Episode 34: Reward=13.75, Balance=$98.03, Win Rate=25.0%, Trades=4, Episode PnL=$-3.05, Total PnL=$-1137.13, Max Drawdown=2.4%, Pred Accuracy=99.5%
+2025-03-10 17:14:50,951 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:50,951 - INFO - Refreshing data for episode 35
+2025-03-10 17:14:50,951 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:51,255 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:51,266 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:51,940 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.2586857142855 | Take profit: 2074.2132964285715
+2025-03-10 17:14:52,252 - INFO - STOP LOSS hit for long at 2033.2586857142855 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:52,305 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.2644857142857 | Take profit: 2040.5558964285715
+2025-03-10 17:14:52,376 - INFO - CLOSED long at 2014.41 | PnL: 0.20% | $0.20
+2025-03-10 17:14:52,376 - INFO - OPENED SHORT at 2014.41 | Stop loss: 2024.5158142857142 | Take profit: 1984.1432035714286
+2025-03-10 17:14:52,397 - INFO - CLOSED short at 2019.57 | PnL: -0.26% | $-0.69
+2025-03-10 17:14:52,398 - INFO - OPENED LONG at 2019.57 | Stop loss: 2009.4383857142857 | Take profit: 2049.9141964285714
+2025-03-10 17:14:52,823 - INFO - STOP LOSS hit for long at 2009.4383857142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:14:52,846 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.7968357142859 | Take profit: 2040.0788464285715
+2025-03-10 17:14:53,255 - INFO - STOP LOSS hit for long at 1999.7968357142859 | PnL: -0.50% | $-1.15
+2025-03-10 17:14:53,278 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4238357142858 | Take profit: 2034.5978464285713
+2025-03-10 17:14:53,856 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.20, Avg Loss=$-1.05
+2025-03-10 17:14:53,856 - INFO - Episode 35: Reward=13.39, Balance=$96.01, Win Rate=20.0%, Trades=5, Episode PnL=$-4.19, Total PnL=$-1141.12, Max Drawdown=4.0%, Pred Accuracy=99.5%
+2025-03-10 17:14:53,856 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:53,857 - INFO - Refreshing data for episode 36
+2025-03-10 17:14:53,857 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:54,162 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:54,168 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:54,259 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.25865 | Take profit: 2074.21335
+2025-03-10 17:14:54,491 - INFO - STOP LOSS hit for long at 2033.25865 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:54,510 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.26445 | Take profit: 2040.5559499999997
+2025-03-10 17:14:55,113 - INFO - STOP LOSS hit for long at 2000.26445 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:55,136 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4238 | Take profit: 2034.5979
+2025-03-10 17:14:55,570 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:14:55,570 - INFO - Episode 36: Reward=14.45, Balance=$97.65, Win Rate=0.0%, Trades=2, Episode PnL=$-2.35, Total PnL=$-1143.48, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:14:55,571 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:55,571 - INFO - Refreshing data for episode 37
+2025-03-10 17:14:55,571 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:55,887 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:55,894 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:55,930 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.25865 | Take profit: 2074.21335
+2025-03-10 17:14:55,991 - INFO - CLOSED long at 2058.11 | PnL: 0.71% | $1.21
+2025-03-10 17:14:56,011 - INFO - OPENED LONG at 2054.03 | Stop loss: 2043.7260500000002 | Take profit: 2084.8911500000004
+2025-03-10 17:14:56,115 - INFO - STOP LOSS hit for long at 2043.7260500000002 | PnL: -0.50% | $-1.20
+2025-03-10 17:14:56,138 - INFO - OPENED LONG at 2042.0 | Stop loss: 2031.7562 | Take profit: 2072.6807
+2025-03-10 17:14:56,188 - INFO - STOP LOSS hit for long at 2031.7562 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:56,210 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.26445 | Take profit: 2040.5559499999997
+2025-03-10 17:14:56,873 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-0.99
+2025-03-10 17:14:56,874 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1443 | Take profit: 1972.0177999999999
+2025-03-10 17:14:56,891 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:14:56,891 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1901 | Take profit: 2029.2589999999998
+2025-03-10 17:14:57,191 - INFO - TAKE PROFIT hit for long at 2029.2589999999998 | PnL: 1.50% | $2.70
+2025-03-10 17:14:57,210 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0351500000002 | Take profit: 2058.68385
+2025-03-10 17:14:57,328 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.33, Avg Loss=$-1.12
+2025-03-10 17:14:57,329 - INFO - Episode 37: Reward=15.50, Balance=$100.62, Win Rate=50.0%, Trades=6, Episode PnL=$1.61, Total PnL=$-1142.86, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:14:57,329 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:57,329 - INFO - Refreshing data for episode 38
+2025-03-10 17:14:57,329 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:14:57,632 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:14:57,642 - INFO - Initialized environment with 100 candles
+2025-03-10 17:14:57,809 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.25865 | Take profit: 2074.21335
+2025-03-10 17:14:58,239 - INFO - STOP LOSS hit for long at 2033.25865 | PnL: -0.50% | $-1.18
+2025-03-10 17:14:58,278 - INFO - OPENED LONG at 2010.35 | Stop loss: 2000.26445 | Take profit: 2040.5559499999997
+2025-03-10 17:14:59,219 - INFO - STOP LOSS hit for long at 2000.26445 | PnL: -0.50% | $-1.17
+2025-03-10 17:14:59,239 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4238 | Take profit: 2034.5979
+2025-03-10 17:14:59,789 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:14:59,789 - INFO - Episode 38: Reward=14.45, Balance=$97.65, Win Rate=0.0%, Trades=2, Episode PnL=$-2.35, Total PnL=$-1145.21, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:14:59,790 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:14:59,790 - INFO - Refreshing data for episode 39
+2025-03-10 17:14:59,790 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:15:00,093 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:15:00,100 - INFO - Initialized environment with 100 candles
+2025-03-10 17:15:00,215 - INFO - OPENED LONG at 2043.51 | Stop loss: 2033.25865 | Take profit: 2074.21335
+2025-03-10 17:15:00,487 - INFO - CLOSED long at 2042.0 | PnL: -0.07% | $-0.34
+2025-03-10 17:15:00,487 - INFO - OPENED SHORT at 2042.0 | Stop loss: 2052.2437999999997 | Take profit: 2011.3192999999999
+2025-03-10 17:15:00,507 - INFO - CLOSED short at 2036.71 | PnL: 0.26% | $0.31
+2025-03-10 17:15:00,508 - INFO - OPENED LONG at 2036.71 | Stop loss: 2026.4926500000001 | Take profit: 2067.31135
+2025-03-10 17:15:00,547 - INFO - STOP LOSS hit for long at 2026.4926500000001 | PnL: -0.50% | $-1.18
+2025-03-10 17:15:00,580 - INFO - OPENED LONG at 2015.54 | Stop loss: 2005.4285 | Take profit: 2045.8238
+2025-03-10 17:41:47,993 - INFO - Using GPU: NVIDIA GeForce RTX 4060 Laptop GPU
+2025-03-10 17:41:47,997 - INFO - Exchange initialized with standard CCXT: mexc
+2025-03-10 17:41:47,997 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:41:47,998 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:41:50,077 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:41:50,098 - INFO - Initialized environment with 500 candles
+2025-03-10 17:41:53,906 - INFO - Starting continuous training mode. Press Ctrl+C to stop.
+2025-03-10 17:41:53,906 - INFO - Starting training batch 1
+2025-03-10 17:41:53,907 - INFO - Refreshing data for new training batch
+2025-03-10 17:41:53,907 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:41:54,220 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:41:54,226 - INFO - Initialized environment with 500 candles
+2025-03-10 17:41:54,226 - INFO - Updated environment with fresh candles
+2025-03-10 17:41:54,226 - INFO - Starting training on device: cuda
+2025-03-10 17:41:54,227 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:41:54,227 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:41:54,327 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:41:54,333 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:41:54,337 - INFO - Refreshing data for episode 0
+2025-03-10 17:41:54,337 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:41:54,643 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:41:54,648 - INFO - Initialized environment with 100 candles
+2025-03-10 17:41:55,423 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0194642857145 | Take profit: 1990.5391285714286
+2025-03-10 17:41:55,478 - INFO - STOP LOSS hit for short at 2031.0194642857145 | PnL: -0.50% | $-1.19
+2025-03-10 17:41:55,480 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3760642857142 | Take profit: 1997.7493285714286
+2025-03-10 17:41:55,801 - INFO - STOP LOSS hit for short at 2038.3760642857142 | PnL: -0.50% | $-1.17
+2025-03-10 17:41:55,820 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1546642857143 | Take profit: 2009.2935285714286
+2025-03-10 17:41:55,873 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:41:55,874 - INFO - Episode 0: Reward=-20.42, Balance=$97.64, Win Rate=0.0%, Trades=2, Episode PnL=$-2.36, Total PnL=$-2.36, Max Drawdown=2.4%, Pred Accuracy=98.1%
+2025-03-10 17:41:55,995 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:41:55,996 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:41:56,556 - INFO - Visualization saved for episode 0
+2025-03-10 17:41:57,444 - INFO - Visualization saved for episode 0
+2025-03-10 17:41:57,453 - INFO - Refreshing data for episode 1
+2025-03-10 17:41:57,453 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:41:57,771 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:41:57,777 - INFO - Initialized environment with 100 candles
+2025-03-10 17:41:57,806 - INFO - OPENED SHORT at 2020.89 | Stop loss: 2031.0194642857145 | Take profit: 1990.5391285714286
+2025-03-10 17:41:58,061 - INFO - CLOSED short at 2008.1 | PnL: 0.63% | $1.05
+2025-03-10 17:41:58,061 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0344857142857 | Take profit: 2038.2590214285713
+2025-03-10 17:41:58,079 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.52
+2025-03-10 17:41:58,079 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4417142857142 | Take profit: 1985.0723785714285
+2025-03-10 17:41:58,314 - INFO - CLOSED short at 2014.13 | PnL: 0.06% | $-0.08
+2025-03-10 17:41:58,315 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0343357142858 | Take profit: 2044.3794714285714
+2025-03-10 17:41:58,334 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.76
+2025-03-10 17:41:58,334 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9038142857144 | Take profit: 1993.3660785714287
+2025-03-10 17:41:58,575 - INFO - CLOSED short at 2027.61 | PnL: -0.19% | $-0.59
+2025-03-10 17:41:58,575 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4469357142855 | Take profit: 2058.061671428571
+2025-03-10 17:41:58,594 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.37
+2025-03-10 17:41:58,594 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0344142857143 | Take profit: 1995.4542785714286
+2025-03-10 17:41:58,860 - INFO - CLOSED short at 2023.86 | PnL: 0.10% | $-0.00
+2025-03-10 17:41:58,860 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7156857142857 | Take profit: 2054.2554214285715
+2025-03-10 17:41:58,882 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.31
+2025-03-10 17:41:58,882 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1700142857144 | Take profit: 1998.5274785714287
+2025-03-10 17:41:58,976 - INFO - STOP LOSS hit for short at 2039.1700142857144 | PnL: -0.50% | $-1.21
+2025-03-10 17:41:58,994 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1546642857143 | Take profit: 2009.2935285714286
+2025-03-10 17:41:59,028 - INFO - CLOSED short at 2032.9 | PnL: 0.34% | $0.49
+2025-03-10 17:41:59,029 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7104857142858 | Take profit: 2063.4310214285715
+2025-03-10 17:41:59,047 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.62, Avg Loss=$-0.45
+2025-03-10 17:41:59,048 - INFO - Episode 1: Reward=-16.01, Balance=$100.88, Win Rate=50.0%, Trades=10, Episode PnL=$-0.34, Total PnL=$-1.48, Max Drawdown=0.0%, Pred Accuracy=98.2%
+2025-03-10 17:41:59,048 - INFO - Refreshing data for episode 2
+2025-03-10 17:41:59,048 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:41:59,388 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:41:59,394 - INFO - Initialized environment with 100 candles
+2025-03-10 17:41:59,411 - INFO - OPENED LONG at 2020.89 | Stop loss: 2010.7605357142859 | Take profit: 2051.2408714285716
+2025-03-10 17:41:59,437 - INFO - CLOSED long at 2015.31 | PnL: -0.28% | $-0.74
+2025-03-10 17:41:59,437 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4115642857141 | Take profit: 1985.0428285714286
+2025-03-10 17:41:59,456 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.10
+2025-03-10 17:41:59,457 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2034857142858 | Take profit: 2044.5520214285716
+2025-03-10 17:41:59,477 - INFO - CLOSED long at 2007.96 | PnL: -0.31% | $-0.81
+2025-03-10 17:41:59,477 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.0248142857145 | Take profit: 1977.8030785714286
+2025-03-10 17:41:59,518 - INFO - STOP LOSS hit for short at 2018.0248142857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:41:59,536 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6173142857144 | Take profit: 1996.0255785714287
+2025-03-10 17:41:59,611 - INFO - CLOSED short at 2014.04 | PnL: 0.61% | $0.98
+2025-03-10 17:41:59,611 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9447857142857 | Take profit: 2044.2881214285715
+2025-03-10 17:41:59,641 - INFO - CLOSED long at 2003.71 | PnL: -0.51% | $-1.19
+2025-03-10 17:41:59,659 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2108142857144 | Take profit: 1975.0450785714286
+2025-03-10 17:41:59,695 - INFO - STOP LOSS hit for short at 2015.2108142857144 | PnL: -0.50% | $-1.15
+2025-03-10 17:41:59,713 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.416714285714 | Take profit: 1980.1473785714284
+2025-03-10 17:41:59,970 - INFO - STOP LOSS hit for short at 2020.416714285714 | PnL: -0.50% | $-1.14
+2025-03-10 17:41:59,992 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3360142857146 | Take profit: 1991.8294785714286
+2025-03-10 17:42:00,386 - INFO - CLOSED short at 2014.22 | PnL: 0.39% | $0.55
+2025-03-10 17:42:00,386 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1238857142857 | Take profit: 2044.4708214285718
+2025-03-10 17:42:00,408 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.09
+2025-03-10 17:42:00,408 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3512642857143 | Take profit: 1984.9837285714286
+2025-03-10 17:42:00,592 - INFO - STOP LOSS hit for short at 2025.3512642857143 | PnL: -0.50% | $-1.13
+2025-03-10 17:42:00,609 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.385914285714 | Take profit: 2005.5997785714285
+2025-03-10 17:42:00,743 - INFO - Trade Analysis: Win Rate=28.6% in uptrends, 0.0% in downtrends | Avg Win=$0.77, Avg Loss=$-0.84
+2025-03-10 17:42:00,745 - INFO - Episode 2: Reward=-21.96, Balance=$94.01, Win Rate=18.2%, Trades=11, Episode PnL=$-4.34, Total PnL=$-7.47, Max Drawdown=6.0%, Pred Accuracy=98.2%
+2025-03-10 17:42:00,745 - INFO - Refreshing data for episode 3
+2025-03-10 17:42:00,745 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:01,059 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:01,064 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:01,082 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4103285714284 | Take profit: 1985.044682142857
+2025-03-10 17:42:01,118 - INFO - CLOSED short at 2007.96 | PnL: 0.36% | $0.52
+2025-03-10 17:42:01,118 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8964214285716 | Take profit: 2038.1150678571428
+2025-03-10 17:42:01,136 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 17:42:01,137 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.953178571429 | Take profit: 1979.696132142857
+2025-03-10 17:42:01,157 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.31
+2025-03-10 17:42:01,158 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0204714285715 | Take profit: 2051.502917857143
+2025-03-10 17:42:01,183 - INFO - CLOSED long at 2026.46 | PnL: 0.26% | $0.32
+2025-03-10 17:42:01,183 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6160785714287 | Take profit: 1996.0274321428572
+2025-03-10 17:42:01,316 - INFO - CLOSED short at 2005.16 | PnL: 1.05% | $1.87
+2025-03-10 17:42:01,316 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1104214285715 | Take profit: 2035.2730678571431
+2025-03-10 17:42:01,353 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.82
+2025-03-10 17:42:01,353 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4404785714285 | Take profit: 1985.074232142857
+2025-03-10 17:42:01,546 - INFO - CLOSED short at 2009.24 | PnL: 0.30% | $0.41
+2025-03-10 17:42:01,546 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1700214285715 | Take profit: 2039.414267857143
+2025-03-10 17:42:01,584 - INFO - CLOSED long at 2014.13 | PnL: 0.24% | $0.29
+2025-03-10 17:42:01,584 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2244285714287 | Take profit: 1983.8823821428573
+2025-03-10 17:42:01,619 - INFO - CLOSED short at 2022.2 | PnL: -0.40% | $-1.02
+2025-03-10 17:42:01,620 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0652214285715 | Take profit: 2052.568667857143
+2025-03-10 17:42:01,638 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.32
+2025-03-10 17:42:01,639 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1388285714288 | Take profit: 1990.6591821428572
+2025-03-10 17:42:01,696 - INFO - CLOSED short at 2022.99 | PnL: -0.10% | $-0.40
+2025-03-10 17:42:01,696 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8512714285714 | Take profit: 2053.370517857143
+2025-03-10 17:42:01,730 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.32
+2025-03-10 17:42:01,730 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3748285714285 | Take profit: 1997.751182142857
+2025-03-10 17:42:01,784 - INFO - CLOSED short at 2019.65 | PnL: 0.42% | $0.65
+2025-03-10 17:42:01,784 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5279714285716 | Take profit: 2049.980417857143
+2025-03-10 17:42:01,913 - INFO - CLOSED long at 2018.0 | PnL: -0.08% | $-0.37
+2025-03-10 17:42:01,913 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1137785714286 | Take profit: 1987.6943321428573
+2025-03-10 17:42:01,929 - INFO - CLOSED short at 2015.43 | PnL: 0.13% | $0.06
+2025-03-10 17:42:01,930 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3290714285713 | Take profit: 2045.697117857143
+2025-03-10 17:42:01,948 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.18
+2025-03-10 17:42:01,949 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7821785714289 | Take profit: 1985.4091321428573
+2025-03-10 17:42:01,965 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.06
+2025-03-10 17:42:01,966 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1251214285714 | Take profit: 2044.4689678571428
+2025-03-10 17:42:02,347 - INFO - Trade Analysis: Win Rate=55.6% in uptrends, 0.0% in downtrends | Avg Win=$0.58, Avg Loss=$-0.46
+2025-03-10 17:42:02,348 - INFO - Episode 3: Reward=-0.90, Balance=$101.59, Win Rate=52.9%, Trades=17, Episode PnL=$0.72, Total PnL=$-5.88, Max Drawdown=0.0%, Pred Accuracy=98.4%
+2025-03-10 17:42:02,348 - INFO - Refreshing data for episode 4
+2025-03-10 17:42:02,348 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:02,756 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:02,763 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:02,780 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2096714285713 | Take profit: 2045.5753178571426
+2025-03-10 17:42:02,930 - INFO - CLOSED long at 2010.08 | PnL: -0.26% | $-0.71
+2025-03-10 17:42:02,948 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9460214285714 | Take profit: 2044.2862678571428
+2025-03-10 17:42:02,983 - INFO - STOP LOSS hit for long at 2003.9460214285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:42:03,005 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1104214285715 | Take profit: 2035.2730678571431
+2025-03-10 17:42:03,324 - INFO - CLOSED long at 2021.01 | PnL: 0.79% | $1.34
+2025-03-10 17:42:03,344 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6772714285714 | Take profit: 2048.092517857143
+2025-03-10 17:42:03,495 - INFO - CLOSED long at 2022.5 | PnL: 0.23% | $0.26
+2025-03-10 17:42:03,495 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6362785714286 | Take profit: 1992.1268321428572
+2025-03-10 17:42:03,521 - INFO - CLOSED short at 2027.23 | PnL: -0.23% | $-0.66
+2025-03-10 17:42:03,521 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0700714285715 | Take profit: 2057.674117857143
+2025-03-10 17:42:03,634 - INFO - STOP LOSS hit for long at 2017.0700714285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:42:03,656 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5778214285715 | Take profit: 2045.950867857143
+2025-03-10 17:42:04,056 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.80, Avg Loss=$-0.93
+2025-03-10 17:42:04,057 - INFO - Episode 4: Reward=12.38, Balance=$97.88, Win Rate=33.3%, Trades=6, Episode PnL=$-2.39, Total PnL=$-8.00, Max Drawdown=2.1%, Pred Accuracy=98.4%
+2025-03-10 17:42:04,057 - INFO - Refreshing data for episode 5
+2025-03-10 17:42:04,057 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:04,389 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:04,396 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:04,699 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2094785714287 | Take profit: 2045.5756071428573
+2025-03-10 17:42:04,922 - INFO - STOP LOSS hit for long at 2005.2094785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:04,943 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1102285714287 | Take profit: 2035.273357142857
+2025-03-10 17:42:04,989 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.80
+2025-03-10 17:42:05,009 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2643285714285 | Take profit: 2040.5310571428572
+2025-03-10 17:42:05,068 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-1.00
+2025-03-10 17:42:05,069 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1344714285713 | Take profit: 1972.032542857143
+2025-03-10 17:42:05,089 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:42:05,089 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1999285714287 | Take profit: 2029.2442571428571
+2025-03-10 17:42:05,387 - INFO - TAKE PROFIT hit for long at 2029.2442571428571 | PnL: 1.50% | $2.73
+2025-03-10 17:42:05,406 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0449785714286 | Take profit: 2058.6691071428572
+2025-03-10 17:42:05,598 - INFO - STOP LOSS hit for long at 2018.0449785714286 | PnL: -0.50% | $-1.21
+2025-03-10 17:42:05,623 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3288785714287 | Take profit: 2045.6974071428572
+2025-03-10 17:42:06,080 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.21, Avg Loss=$-1.13
+2025-03-10 17:42:06,081 - INFO - Episode 5: Reward=13.69, Balance=$100.22, Win Rate=50.0%, Trades=6, Episode PnL=$1.22, Total PnL=$-7.78, Max Drawdown=1.2%, Pred Accuracy=98.5%
+2025-03-10 17:42:06,081 - INFO - Refreshing data for episode 6
+2025-03-10 17:42:06,082 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:06,387 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:06,393 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:06,405 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2093392857141 | Take profit: 2045.5758160714286
+2025-03-10 17:42:06,622 - INFO - CLOSED long at 2003.71 | PnL: -0.58% | $-1.34
+2025-03-10 17:42:06,641 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1100892857144 | Take profit: 2035.2735660714284
+2025-03-10 17:42:07,553 - INFO - TAKE PROFIT hit for long at 2035.2735660714284 | PnL: 1.50% | $2.73
+2025-03-10 17:42:07,575 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1490892857141 | Take profit: 2067.9565660714284
+2025-03-10 17:42:07,627 - INFO - CLOSED long at 2041.55 | PnL: 0.21% | $0.21
+2025-03-10 17:42:07,648 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7062392857144 | Take profit: 2070.5651160714283
+2025-03-10 17:42:07,723 - INFO - Trade Analysis: Win Rate=100.0% in uptrends, 0.0% in downtrends | Avg Win=$1.47, Avg Loss=$-1.34
+2025-03-10 17:42:07,723 - INFO - Episode 6: Reward=12.58, Balance=$101.61, Win Rate=66.7%, Trades=3, Episode PnL=$1.61, Total PnL=$-6.17, Max Drawdown=1.3%, Pred Accuracy=98.5%
+2025-03-10 17:42:07,723 - INFO - Refreshing data for episode 7
+2025-03-10 17:42:07,723 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:08,083 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:08,090 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:08,102 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2090749999998 | Take profit: 2045.5762125
+2025-03-10 17:42:08,298 - INFO - STOP LOSS hit for long at 2005.2090749999998 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:08,315 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.109825 | Take profit: 2035.2739625000002
+2025-03-10 17:42:08,925 - INFO - CLOSED long at 2022.14 | PnL: 0.85% | $1.46
+2025-03-10 17:42:08,947 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8856250000001 | Take profit: 2048.3065625
+2025-03-10 17:42:08,964 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.45
+2025-03-10 17:42:08,985 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5772250000002 | Take profit: 2045.9517624999999
+2025-03-10 17:42:09,362 - INFO - CLOSED long at 2034.95 | PnL: 0.96% | $1.69
+2025-03-10 17:42:09,381 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.711125 | Take profit: 2063.4300625
+2025-03-10 17:42:09,415 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.57, Avg Loss=$-0.82
+2025-03-10 17:42:09,415 - INFO - Episode 7: Reward=15.64, Balance=$101.51, Win Rate=50.0%, Trades=4, Episode PnL=$1.51, Total PnL=$-4.67, Max Drawdown=1.2%, Pred Accuracy=98.6%
+2025-03-10 17:42:09,415 - INFO - Refreshing data for episode 8
+2025-03-10 17:42:09,415 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:09,739 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:09,739 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:09,764 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2087107142856 | Take profit: 2045.5767589285715
+2025-03-10 17:42:09,980 - INFO - STOP LOSS hit for long at 2005.2087107142856 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:09,998 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2105392857145 | Take profit: 1975.0454910714288
+2025-03-10 17:42:10,018 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.48
+2025-03-10 17:42:10,018 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0347607142858 | Take profit: 2038.2586089285712
+2025-03-10 17:42:10,245 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:42:10,245 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3109392857143 | Take profit: 1979.0642910714287
+2025-03-10 17:42:10,267 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.03
+2025-03-10 17:42:10,267 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7658607142857 | Take profit: 2048.1853089285714
+2025-03-10 17:42:10,376 - INFO - CLOSED long at 2023.01 | PnL: 0.25% | $0.30
+2025-03-10 17:42:10,393 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8503107142858 | Take profit: 2053.3719589285715
+2025-03-10 17:42:11,061 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.30, Avg Loss=$-0.70
+2025-03-10 17:42:11,062 - INFO - Episode 8: Reward=8.98, Balance=$97.51, Win Rate=20.0%, Trades=5, Episode PnL=$-2.40, Total PnL=$-7.15, Max Drawdown=2.5%, Pred Accuracy=98.7%
+2025-03-10 17:42:11,062 - INFO - Refreshing data for episode 9
+2025-03-10 17:42:11,062 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:11,370 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:11,377 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:11,394 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:11,586 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:11,598 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:12,500 - INFO - TAKE PROFIT hit for long at 2035.2746803571429 | PnL: 1.50% | $2.74
+2025-03-10 17:42:12,517 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1483464285714 | Take profit: 2067.957680357143
+2025-03-10 17:42:12,676 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.19
+2025-03-10 17:42:12,676 - INFO - Episode 9: Reward=13.98, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-5.60, Max Drawdown=1.2%, Pred Accuracy=98.8%
+2025-03-10 17:42:12,676 - INFO - Refreshing data for episode 10
+2025-03-10 17:42:12,677 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:12,985 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:12,994 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:13,317 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:13,525 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:13,544 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:14,200 - INFO - CLOSED long at 2014.22 | PnL: 0.45% | $0.69
+2025-03-10 17:42:14,200 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3159535714285 | Take profit: 1983.9694196428572
+2025-03-10 17:42:14,220 - INFO - CLOSED short at 2015.25 | PnL: -0.05% | $-0.30
+2025-03-10 17:42:14,220 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1488964285716 | Take profit: 2045.5160303571429
+2025-03-10 17:42:14,441 - INFO - CLOSED long at 2037.36 | PnL: 1.10% | $1.95
+2025-03-10 17:42:14,441 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5716535714287 | Take profit: 2006.7623196428572
+2025-03-10 17:42:14,463 - INFO - CLOSED short at 2036.65 | PnL: 0.03% | $-0.13
+2025-03-10 17:42:14,463 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4418964285715 | Take profit: 2067.2370303571433
+2025-03-10 17:42:14,581 - INFO - CLOSED long at 2031.82 | PnL: -0.24% | $-0.67
+2025-03-10 17:42:14,581 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0039535714284 | Take profit: 2001.305419642857
+2025-03-10 17:42:14,598 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.32, Avg Loss=$-0.57
+2025-03-10 17:42:14,598 - INFO - Episode 10: Reward=11.74, Balance=$100.35, Win Rate=33.3%, Trades=6, Episode PnL=$-1.62, Total PnL=$-5.25, Max Drawdown=1.2%, Pred Accuracy=98.9%
+2025-03-10 17:42:14,717 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:42:14,718 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:42:15,121 - INFO - Visualization saved for episode 10
+2025-03-10 17:42:15,839 - INFO - Visualization saved for episode 10
+2025-03-10 17:42:15,850 - INFO - Refreshing data for episode 11
+2025-03-10 17:42:15,850 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:16,218 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:16,225 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:16,252 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:16,470 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:16,487 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:17,282 - INFO - TAKE PROFIT hit for long at 2035.2746803571429 | PnL: 1.50% | $2.74
+2025-03-10 17:42:17,299 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1483464285714 | Take profit: 2067.957680357143
+2025-03-10 17:42:17,429 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.19
+2025-03-10 17:42:17,430 - INFO - Episode 11: Reward=14.00, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-3.70, Max Drawdown=1.2%, Pred Accuracy=99.0%
+2025-03-10 17:42:17,430 - INFO - Refreshing data for episode 12
+2025-03-10 17:42:17,430 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:17,745 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:17,756 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:17,773 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:17,966 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:17,991 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:18,227 - INFO - CLOSED long at 2017.88 | PnL: 0.63% | $1.04
+2025-03-10 17:42:18,228 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9942535714288 | Take profit: 1987.5745196428572
+2025-03-10 17:42:18,244 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:42:18,244 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0344964285714 | Take profit: 2044.3792303571431
+2025-03-10 17:42:18,884 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.61, Avg Loss=$-1.19
+2025-03-10 17:42:18,884 - INFO - Episode 12: Reward=29.89, Balance=$100.02, Win Rate=66.7%, Trades=3, Episode PnL=$-1.02, Total PnL=$-3.68, Max Drawdown=1.2%, Pred Accuracy=99.2%
+2025-03-10 17:42:18,884 - INFO - Refreshing data for episode 13
+2025-03-10 17:42:18,884 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:19,334 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:19,334 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:19,351 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:19,567 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:19,583 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:20,396 - INFO - TAKE PROFIT hit for long at 2035.2746803571429 | PnL: 1.50% | $2.74
+2025-03-10 17:42:20,415 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1483464285714 | Take profit: 2067.957680357143
+2025-03-10 17:42:20,567 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.19
+2025-03-10 17:42:20,568 - INFO - Episode 13: Reward=27.79, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-2.13, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:20,568 - INFO - Refreshing data for episode 14
+2025-03-10 17:42:20,568 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:20,887 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:20,891 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:20,914 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:21,101 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:21,123 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:21,938 - INFO - CLOSED long at 2015.25 | PnL: 0.50% | $0.79
+2025-03-10 17:42:21,961 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9100464285714 | Take profit: 2047.3125803571427
+2025-03-10 17:42:22,397 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.79, Avg Loss=$-1.19
+2025-03-10 17:42:22,398 - INFO - Episode 14: Reward=28.87, Balance=$99.60, Win Rate=50.0%, Trades=2, Episode PnL=$-0.40, Total PnL=$-2.53, Max Drawdown=1.2%, Pred Accuracy=99.4%
+2025-03-10 17:42:22,399 - INFO - Refreshing data for episode 15
+2025-03-10 17:42:22,399 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:22,747 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:22,755 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:23,448 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:23,653 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:23,670 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:24,658 - INFO - CLOSED long at 2029.0 | PnL: 1.19% | $2.13
+2025-03-10 17:42:24,687 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9742464285714 | Take profit: 2066.759980357143
+2025-03-10 17:42:24,908 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.13, Avg Loss=$-1.19
+2025-03-10 17:42:24,908 - INFO - Episode 15: Reward=29.87, Balance=$100.94, Win Rate=50.0%, Trades=2, Episode PnL=$0.94, Total PnL=$-1.59, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:24,908 - INFO - Refreshing data for episode 16
+2025-03-10 17:42:24,908 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:25,223 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:25,233 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:25,267 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:25,495 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:25,521 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:26,675 - INFO - TAKE PROFIT hit for long at 2035.2746803571429 | PnL: 1.50% | $2.74
+2025-03-10 17:42:26,695 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1483464285714 | Take profit: 2067.957680357143
+2025-03-10 17:42:26,841 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.19
+2025-03-10 17:42:26,842 - INFO - Episode 16: Reward=14.00, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-0.04, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:26,842 - INFO - Refreshing data for episode 17
+2025-03-10 17:42:26,842 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:27,592 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:27,602 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:27,628 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:27,712 - INFO - CLOSED long at 2021.15 | PnL: 0.29% | $0.37
+2025-03-10 17:42:27,712 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2806035714286 | Take profit: 1990.7954696428571
+2025-03-10 17:42:27,752 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.72
+2025-03-10 17:42:27,752 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3028464285715 | Take profit: 2056.894180357143
+2025-03-10 17:42:27,781 - INFO - STOP LOSS hit for long at 2016.3028464285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:42:27,809 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8405464285715 | Take profit: 2041.121080357143
+2025-03-10 17:42:28,109 - INFO - STOP LOSS hit for long at 2000.8405464285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:42:28,131 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4327464285716 | Take profit: 2034.584480357143
+2025-03-10 17:42:28,682 - INFO - CLOSED long at 2022.14 | PnL: 0.88% | $1.50
+2025-03-10 17:42:28,707 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8851464285715 | Take profit: 2048.3072803571426
+2025-03-10 17:42:29,262 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.94, Avg Loss=$-1.02
+2025-03-10 17:42:29,262 - INFO - Episode 17: Reward=14.38, Balance=$98.80, Win Rate=40.0%, Trades=5, Episode PnL=$-1.57, Total PnL=$-1.24, Max Drawdown=2.7%, Pred Accuracy=99.3%
+2025-03-10 17:42:29,262 - INFO - Refreshing data for episode 18
+2025-03-10 17:42:29,262 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:29,592 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:29,592 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:29,615 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:29,860 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:29,878 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:30,748 - INFO - CLOSED long at 2024.52 | PnL: 0.97% | $1.69
+2025-03-10 17:42:30,748 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6674535714285 | Take profit: 1994.114919642857
+2025-03-10 17:42:30,773 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.14
+2025-03-10 17:42:30,773 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7456964285716 | Take profit: 2054.285630357143
+2025-03-10 17:42:30,876 - INFO - CLOSED long at 2023.86 | PnL: -0.00% | $-0.20
+2025-03-10 17:42:30,877 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0041535714283 | Take profit: 1993.464819642857
+2025-03-10 17:42:30,898 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.70
+2025-03-10 17:42:30,898 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8301464285714 | Take profit: 2059.472280357143
+2025-03-10 17:42:31,111 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.69, Avg Loss=$-0.56
+2025-03-10 17:42:31,111 - INFO - Episode 18: Reward=10.62, Balance=$99.46, Win Rate=20.0%, Trades=5, Episode PnL=$-2.03, Total PnL=$-1.78, Max Drawdown=1.2%, Pred Accuracy=99.2%
+2025-03-10 17:42:31,111 - INFO - Refreshing data for episode 19
+2025-03-10 17:42:31,111 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:31,429 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:31,435 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:31,452 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:31,665 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:31,685 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:32,195 - INFO - CLOSED long at 2030.54 | PnL: 1.27% | $2.28
+2025-03-10 17:42:32,195 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7175535714284 | Take profit: 2000.044619642857
+2025-03-10 17:42:32,213 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.35
+2025-03-10 17:42:32,213 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7605964285715 | Take profit: 2055.320930357143
+2025-03-10 17:42:32,437 - INFO - STOP LOSS hit for long at 2014.7605964285715 | PnL: -0.50% | $-1.21
+2025-03-10 17:42:32,463 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1488964285716 | Take profit: 2045.5160303571429
+2025-03-10 17:42:32,483 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:42:32,508 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2183964285712 | Take profit: 2051.707530357143
+2025-03-10 17:42:32,868 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.31, Avg Loss=$-0.81
+2025-03-10 17:42:32,868 - INFO - Episode 19: Reward=15.76, Balance=$100.21, Win Rate=40.0%, Trades=5, Episode PnL=$-2.06, Total PnL=$-1.56, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:32,869 - INFO - Refreshing data for episode 20
+2025-03-10 17:42:32,869 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:33,172 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:33,178 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:33,461 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:33,642 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:33,658 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:34,087 - INFO - CLOSED long at 2019.65 | PnL: 0.72% | $1.22
+2025-03-10 17:42:34,104 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3626464285715 | Take profit: 2052.8747803571428
+2025-03-10 17:42:34,620 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.22, Avg Loss=$-1.19
+2025-03-10 17:42:34,620 - INFO - Episode 20: Reward=15.31, Balance=$100.03, Win Rate=50.0%, Trades=2, Episode PnL=$0.03, Total PnL=$-1.53, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:34,734 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:42:34,735 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:42:34,735 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:35,095 - INFO - Visualization saved for episode 20
+2025-03-10 17:42:35,731 - INFO - Visualization saved for episode 20
+2025-03-10 17:42:35,739 - INFO - Refreshing data for episode 21
+2025-03-10 17:42:35,739 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:36,051 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:36,056 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:36,074 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:36,258 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:36,282 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:36,721 - INFO - CLOSED long at 2019.65 | PnL: 0.72% | $1.22
+2025-03-10 17:42:36,736 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3626464285715 | Take profit: 2052.8747803571428
+2025-03-10 17:42:37,216 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.22, Avg Loss=$-1.19
+2025-03-10 17:42:37,216 - INFO - Episode 21: Reward=15.31, Balance=$100.03, Win Rate=50.0%, Trades=2, Episode PnL=$0.03, Total PnL=$-1.51, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:37,216 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:37,216 - INFO - Refreshing data for episode 22
+2025-03-10 17:42:37,216 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:37,523 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:37,530 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:37,548 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:37,749 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:37,767 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:37,916 - INFO - CLOSED long at 2004.48 | PnL: -0.03% | $-0.26
+2025-03-10 17:42:37,935 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5621464285714 | Take profit: 2032.6762803571428
+2025-03-10 17:42:38,141 - INFO - CLOSED long at 2022.99 | PnL: 1.02% | $1.79
+2025-03-10 17:42:38,141 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1298035714287 | Take profit: 1992.6078696428572
+2025-03-10 17:42:38,164 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.04
+2025-03-10 17:42:38,164 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3773464285714 | Take profit: 2062.070680357143
+2025-03-10 17:42:38,233 - INFO - STOP LOSS hit for long at 2021.3773464285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:42:38,252 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3626464285715 | Take profit: 2052.8747803571428
+2025-03-10 17:42:38,769 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.79, Avg Loss=$-0.92
+2025-03-10 17:42:38,771 - INFO - Episode 22: Reward=11.65, Balance=$98.12, Win Rate=20.0%, Trades=5, Episode PnL=$-3.67, Total PnL=$-3.39, Max Drawdown=1.9%, Pred Accuracy=99.3%
+2025-03-10 17:42:38,771 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:38,771 - INFO - Refreshing data for episode 23
+2025-03-10 17:42:38,771 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:39,100 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:39,107 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:39,128 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:39,328 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:39,346 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:39,399 - INFO - CLOSED long at 2010.34 | PnL: 0.26% | $0.31
+2025-03-10 17:42:39,417 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9649964285716 | Take profit: 2038.187730357143
+2025-03-10 17:42:40,070 - INFO - CLOSED long at 2023.89 | PnL: 0.79% | $1.35
+2025-03-10 17:42:40,087 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9448464285715 | Take profit: 2048.368180357143
+2025-03-10 17:42:40,384 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.83, Avg Loss=$-1.19
+2025-03-10 17:42:40,385 - INFO - Episode 23: Reward=16.37, Balance=$100.47, Win Rate=66.7%, Trades=3, Episode PnL=$0.47, Total PnL=$-2.91, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:40,385 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:40,385 - INFO - Refreshing data for episode 24
+2025-03-10 17:42:40,385 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:40,715 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:40,724 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:40,747 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:40,951 - INFO - STOP LOSS hit for long at 2005.2085964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:40,987 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0346464285712 | Take profit: 2038.2587803571428
+2025-03-10 17:42:41,886 - INFO - TAKE PROFIT hit for long at 2038.2587803571428 | PnL: 1.50% | $2.74
+2025-03-10 17:42:41,905 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7054964285717 | Take profit: 2070.566230357143
+2025-03-10 17:42:41,974 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.19
+2025-03-10 17:42:41,974 - INFO - Episode 24: Reward=13.78, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-1.37, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:41,974 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:41,975 - INFO - Refreshing data for episode 25
+2025-03-10 17:42:41,975 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:42,302 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:42,308 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:42,877 - INFO - OPENED SHORT at 2015.31 | Stop loss: 2025.4114035714285 | Take profit: 1985.043069642857
+2025-03-10 17:42:42,907 - INFO - CLOSED short at 2014.3 | PnL: 0.05% | $-0.10
+2025-03-10 17:42:42,908 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2036464285713 | Take profit: 2044.551780357143
+2025-03-10 17:42:43,093 - INFO - STOP LOSS hit for long at 2004.2036464285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:43,111 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1093464285716 | Take profit: 2035.2746803571429
+2025-03-10 17:42:43,708 - INFO - CLOSED long at 2022.14 | PnL: 0.85% | $1.46
+2025-03-10 17:42:43,708 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2755535714286 | Take profit: 1991.7706196428571
+2025-03-10 17:42:43,725 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.21
+2025-03-10 17:42:43,726 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8851464285715 | Take profit: 2048.3072803571426
+2025-03-10 17:42:44,132 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.83, Avg Loss=$-0.64
+2025-03-10 17:42:44,132 - INFO - Episode 25: Reward=14.86, Balance=$100.38, Win Rate=50.0%, Trades=4, Episode PnL=$-1.08, Total PnL=$-0.99, Max Drawdown=1.3%, Pred Accuracy=99.3%
+2025-03-10 17:42:44,133 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:44,133 - INFO - Refreshing data for episode 26
+2025-03-10 17:42:44,133 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:44,459 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:44,465 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:44,479 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2085964285714 | Take profit: 2045.5769303571428
+2025-03-10 17:42:44,593 - INFO - CLOSED long at 2010.92 | PnL: -0.22% | $-0.63
+2025-03-10 17:42:44,610 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0047464285713 | Take profit: 2040.2684803571428
+2025-03-10 17:42:44,694 - INFO - CLOSED long at 2008.1 | PnL: -0.10% | $-0.39
+2025-03-10 17:42:44,694 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1653535714286 | Take profit: 1977.941219642857
+2025-03-10 17:42:44,710 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.90
+2025-03-10 17:42:44,710 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2384464285713 | Take profit: 2045.6073803571426
+2025-03-10 17:42:44,758 - INFO - STOP LOSS hit for long at 2005.2384464285713 | PnL: -0.50% | $-1.17
+2025-03-10 17:42:44,777 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0646464285712 | Take profit: 2032.1687803571429
+2025-03-10 17:42:44,810 - INFO - CLOSED long at 2004.48 | PnL: 0.12% | $0.04
+2025-03-10 17:42:44,830 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5621464285714 | Take profit: 2032.6762803571428
+2025-03-10 17:42:44,898 - INFO - CLOSED long at 2009.24 | PnL: 0.33% | $0.44
+2025-03-10 17:42:44,917 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7657464285714 | Take profit: 2048.1854803571428
+2025-03-10 17:42:44,958 - INFO - CLOSED long at 2023.76 | PnL: 0.29% | $0.37
+2025-03-10 17:42:44,977 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0641464285713 | Take profit: 2052.5702803571426
+2025-03-10 17:42:45,638 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.28, Avg Loss=$-0.77
+2025-03-10 17:42:45,638 - INFO - Episode 26: Reward=10.91, Balance=$97.76, Win Rate=42.9%, Trades=7, Episode PnL=$-1.85, Total PnL=$-3.22, Max Drawdown=3.1%, Pred Accuracy=99.3%
+2025-03-10 17:42:45,638 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:45,638 - INFO - Refreshing data for episode 27
+2025-03-10 17:42:45,640 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:45,951 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:45,956 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:45,971 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:42:46,005 - INFO - CLOSED long at 2007.96 | PnL: -0.36% | $-0.92
+2025-03-10 17:42:46,039 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0192785714287 | Take profit: 2051.5047071428576
+2025-03-10 17:42:46,078 - INFO - CLOSED long at 2015.11 | PnL: -0.30% | $-0.78
+2025-03-10 17:42:46,096 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8404285714287 | Take profit: 2041.1212571428573
+2025-03-10 17:42:46,132 - INFO - CLOSED long at 2014.04 | PnL: 0.16% | $0.11
+2025-03-10 17:42:46,171 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6664785714286 | Take profit: 2033.803107142857
+2025-03-10 17:42:46,222 - INFO - CLOSED long at 2015.34 | PnL: 0.58% | $0.93
+2025-03-10 17:42:46,242 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2633285714285 | Take profit: 2040.5325571428573
+2025-03-10 17:42:46,281 - INFO - CLOSED long at 2001.83 | PnL: -0.42% | $-1.03
+2025-03-10 17:42:46,316 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1989285714285 | Take profit: 2029.245757142857
+2025-03-10 17:42:46,425 - INFO - CLOSED long at 2008.1 | PnL: 0.44% | $0.67
+2025-03-10 17:42:46,446 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1688285714285 | Take profit: 2039.416057142857
+2025-03-10 17:42:46,471 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.65
+2025-03-10 17:42:46,490 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0343785714285 | Take profit: 2044.3794071428572
+2025-03-10 17:42:46,566 - INFO - CLOSED long at 2017.79 | PnL: 0.18% | $0.16
+2025-03-10 17:42:46,586 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8699785714286 | Take profit: 2053.3926071428573
+2025-03-10 17:42:46,621 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.64
+2025-03-10 17:42:46,672 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7604785714288 | Take profit: 2055.3211071428573
+2025-03-10 17:42:46,745 - INFO - CLOSED long at 2027.61 | PnL: 0.13% | $0.07
+2025-03-10 17:42:46,845 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3278785714285 | Take profit: 2045.6989071428573
+2025-03-10 17:42:46,865 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.17
+2025-03-10 17:42:47,041 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8451285714286 | Take profit: 2052.347157142857
+2025-03-10 17:42:47,080 - INFO - CLOSED long at 2029.0 | PnL: 0.35% | $0.49
+2025-03-10 17:42:47,099 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9741285714288 | Take profit: 2066.760157142857
+2025-03-10 17:42:47,117 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:42:47,156 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8547285714285 | Take profit: 2066.6383571428573
+2025-03-10 17:42:47,175 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.34
+2025-03-10 17:42:47,214 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7502785714287 | Take profit: 2065.511707142857
+2025-03-10 17:42:47,239 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.40
+2025-03-10 17:42:47,261 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6359285714284 | Take profit: 2062.334757142857
+2025-03-10 17:42:47,283 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.45, Avg Loss=$-0.56
+2025-03-10 17:42:47,283 - INFO - Episode 27: Reward=9.43, Balance=$100.66, Win Rate=60.0%, Trades=15, Episode PnL=$0.66, Total PnL=$-2.56, Max Drawdown=1.7%, Pred Accuracy=99.3%
+2025-03-10 17:42:47,284 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:47,284 - INFO - Refreshing data for episode 28
+2025-03-10 17:42:47,284 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:47,592 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:47,598 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:47,679 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8056285714288 | Take profit: 2040.0656571428574
+2025-03-10 17:42:47,718 - INFO - CLOSED long at 2026.46 | PnL: 0.82% | $1.43
+2025-03-10 17:42:47,740 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0094785714284 | Take profit: 2045.374107142857
+2025-03-10 17:42:47,759 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.62
+2025-03-10 17:42:47,801 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9448285714286 | Take profit: 2044.2880571428568
+2025-03-10 17:42:47,839 - INFO - STOP LOSS hit for long at 2003.9448285714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:42:47,981 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0645285714286 | Take profit: 2032.1689571428572
+2025-03-10 17:42:47,997 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:42:48,001 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2410714285716 | Take profit: 1969.1942428571429
+2025-03-10 17:42:48,020 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.71
+2025-03-10 17:42:48,040 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5620285714283 | Take profit: 2032.6764571428569
+2025-03-10 17:42:48,058 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.22
+2025-03-10 17:42:48,099 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0345285714284 | Take profit: 2038.2589571428568
+2025-03-10 17:42:48,115 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:42:48,370 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0688785714285 | Take profit: 2057.6759071428573
+2025-03-10 17:42:48,391 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:42:48,438 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0043285714287 | Take profit: 2052.5095571428574
+2025-03-10 17:42:48,456 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.59
+2025-03-10 17:42:48,510 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1239285714287 | Take profit: 2044.470757142857
+2025-03-10 17:42:48,531 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.09
+2025-03-10 17:42:48,587 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3724285714286 | Take profit: 2054.925257142857
+2025-03-10 17:42:48,604 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.25
+2025-03-10 17:42:48,626 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9447285714286 | Take profit: 2048.368357142857
+2025-03-10 17:42:48,647 - INFO - CLOSED long at 2021.63 | PnL: 0.18% | $0.15
+2025-03-10 17:42:48,692 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8451285714286 | Take profit: 2052.347157142857
+2025-03-10 17:42:48,712 - INFO - CLOSED long at 2023.86 | PnL: 0.09% | $-0.01
+2025-03-10 17:42:48,910 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.79, Avg Loss=$-0.40
+2025-03-10 17:42:48,911 - INFO - Episode 28: Reward=-7.58, Balance=$97.16, Win Rate=15.4%, Trades=13, Episode PnL=$-2.36, Total PnL=$-5.40, Max Drawdown=4.3%, Pred Accuracy=99.3%
+2025-03-10 17:42:48,911 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:48,911 - INFO - Refreshing data for episode 29
+2025-03-10 17:42:48,911 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:49,205 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:49,217 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:49,238 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:42:49,260 - INFO - CLOSED long at 2014.3 | PnL: -0.05% | $-0.30
+2025-03-10 17:42:49,339 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3027285714286 | Take profit: 2056.894357142857
+2025-03-10 17:42:49,363 - INFO - CLOSED long at 2015.11 | PnL: -0.56% | $-1.30
+2025-03-10 17:42:49,391 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8404285714287 | Take profit: 2041.1212571428573
+2025-03-10 17:42:49,411 - INFO - CLOSED long at 2010.08 | PnL: -0.04% | $-0.28
+2025-03-10 17:42:49,506 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092285714287 | Take profit: 2035.2748571428572
+2025-03-10 17:42:49,525 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:42:49,558 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2633285714285 | Take profit: 2040.5325571428573
+2025-03-10 17:42:49,578 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:42:49,596 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7958785714286 | Take profit: 2031.8949071428572
+2025-03-10 17:42:49,613 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:42:49,647 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5273714285713 | Take profit: 1974.3753428571429
+2025-03-10 17:42:49,663 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:42:49,705 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9698285714285 | Take profit: 2039.213057142857
+2025-03-10 17:42:49,808 - INFO - CLOSED long at 2023.76 | PnL: 0.73% | $1.22
+2025-03-10 17:42:49,826 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0640285714285 | Take profit: 2052.5704571428573
+2025-03-10 17:42:49,847 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.31
+2025-03-10 17:42:49,872 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6760785714284 | Take profit: 2048.094307142857
+2025-03-10 17:42:49,944 - INFO - CLOSED long at 2028.21 | PnL: 0.52% | $0.81
+2025-03-10 17:42:49,961 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3623285714286 | Take profit: 2061.0355571428568
+2025-03-10 17:42:49,986 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.74
+2025-03-10 17:42:50,003 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5267785714286 | Take profit: 2049.982207142857
+2025-03-10 17:42:50,582 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.71, Avg Loss=$-0.44
+2025-03-10 17:42:50,583 - INFO - Episode 29: Reward=2.14, Balance=$98.60, Win Rate=27.3%, Trades=11, Episode PnL=$-1.40, Total PnL=$-6.80, Max Drawdown=2.4%, Pred Accuracy=99.3%
+2025-03-10 17:42:50,583 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:50,583 - INFO - Refreshing data for episode 30
+2025-03-10 17:42:50,583 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:50,897 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:50,903 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:51,281 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:42:51,494 - INFO - STOP LOSS hit for long at 2005.2084785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:51,525 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092285714287 | Take profit: 2035.2748571428572
+2025-03-10 17:42:52,032 - INFO - CLOSED long at 2022.5 | PnL: 0.86% | $1.49
+2025-03-10 17:42:52,032 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6374714285714 | Take profit: 1992.125042857143
+2025-03-10 17:42:52,057 - INFO - CLOSED short at 2027.23 | PnL: -0.23% | $-0.66
+2025-03-10 17:42:52,057 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0688785714285 | Take profit: 2057.6759071428573
+2025-03-10 17:42:52,197 - INFO - STOP LOSS hit for long at 2017.0688785714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:42:52,222 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5766285714287 | Take profit: 2045.952657142857
+2025-03-10 17:42:52,603 - INFO - CLOSED long at 2032.9 | PnL: 0.85% | $1.47
+2025-03-10 17:42:52,604 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0894714285714 | Take profit: 2002.3690428571429
+2025-03-10 17:42:52,624 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:42:52,625 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6359285714284 | Take profit: 2062.334757142857
+2025-03-10 17:42:52,643 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.48, Avg Loss=$-0.78
+2025-03-10 17:42:52,644 - INFO - Episode 30: Reward=13.67, Balance=$99.83, Win Rate=33.3%, Trades=6, Episode PnL=$-3.13, Total PnL=$-6.97, Max Drawdown=1.5%, Pred Accuracy=99.3%
+2025-03-10 17:42:52,765 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:42:52,766 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:42:52,766 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:53,180 - INFO - Visualization saved for episode 30
+2025-03-10 17:42:53,888 - INFO - Visualization saved for episode 30
+2025-03-10 17:42:53,896 - INFO - Refreshing data for episode 31
+2025-03-10 17:42:53,896 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:54,219 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:54,225 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:54,259 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:42:54,502 - INFO - STOP LOSS hit for long at 2005.2084785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:54,524 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092285714287 | Take profit: 2035.2748571428572
+2025-03-10 17:42:54,615 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:42:54,636 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7958785714286 | Take profit: 2031.8949071428572
+2025-03-10 17:42:55,376 - INFO - CLOSED long at 2023.86 | PnL: 1.10% | $1.95
+2025-03-10 17:42:55,376 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0042714285712 | Take profit: 1993.4646428571427
+2025-03-10 17:42:55,393 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.71
+2025-03-10 17:42:55,393 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8300285714286 | Take profit: 2059.472457142857
+2025-03-10 17:42:55,570 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.02, Avg Loss=$-0.95
+2025-03-10 17:42:55,570 - INFO - Episode 31: Reward=28.27, Balance=$100.15, Win Rate=50.0%, Trades=4, Episode PnL=$-1.81, Total PnL=$-6.82, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:55,571 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:55,571 - INFO - Refreshing data for episode 32
+2025-03-10 17:42:55,571 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:55,876 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:55,886 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:55,904 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:42:56,077 - INFO - STOP LOSS hit for long at 2005.2084785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:56,094 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092285714287 | Take profit: 2035.2748571428572
+2025-03-10 17:42:56,403 - INFO - CLOSED long at 2021.01 | PnL: 0.79% | $1.35
+2025-03-10 17:42:56,403 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1400214285713 | Take profit: 1990.657392857143
+2025-03-10 17:42:56,420 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:42:56,420 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6760785714284 | Take profit: 2048.094307142857
+2025-03-10 17:42:57,032 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.73, Avg Loss=$-1.19
+2025-03-10 17:42:57,033 - INFO - Episode 32: Reward=30.04, Balance=$100.28, Win Rate=66.7%, Trades=3, Episode PnL=$-1.07, Total PnL=$-6.54, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:57,033 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:57,033 - INFO - Refreshing data for episode 33
+2025-03-10 17:42:57,033 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:57,363 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:57,368 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:57,385 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:42:57,556 - INFO - STOP LOSS hit for long at 2005.2084785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:57,574 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092285714287 | Take profit: 2035.2748571428572
+2025-03-10 17:42:58,352 - INFO - TAKE PROFIT hit for long at 2035.2748571428572 | PnL: 1.50% | $2.74
+2025-03-10 17:42:58,369 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1482285714285 | Take profit: 2067.9578571428574
+2025-03-10 17:42:58,503 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.19
+2025-03-10 17:42:58,504 - INFO - Episode 33: Reward=27.76, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-4.99, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:42:58,504 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:58,505 - INFO - Refreshing data for episode 34
+2025-03-10 17:42:58,505 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:42:58,812 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:42:58,818 - INFO - Initialized environment with 100 candles
+2025-03-10 17:42:58,832 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:42:59,017 - INFO - STOP LOSS hit for long at 2005.2084785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:42:59,035 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092285714287 | Take profit: 2035.2748571428572
+2025-03-10 17:42:59,068 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.80
+2025-03-10 17:42:59,102 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9648785714285 | Take profit: 2038.187907142857
+2025-03-10 17:42:59,538 - INFO - CLOSED long at 2022.14 | PnL: 0.70% | $1.19
+2025-03-10 17:42:59,559 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8850285714286 | Take profit: 2048.3074571428574
+2025-03-10 17:42:59,939 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.99, Avg Loss=$-1.19
+2025-03-10 17:42:59,939 - INFO - Episode 34: Reward=30.18, Balance=$100.79, Win Rate=66.7%, Trades=3, Episode PnL=$0.79, Total PnL=$-4.20, Max Drawdown=1.2%, Pred Accuracy=99.4%
+2025-03-10 17:42:59,939 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:42:59,939 - INFO - Refreshing data for episode 35
+2025-03-10 17:42:59,939 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:00,254 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:00,263 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:00,548 - INFO - OPENED LONG at 2015.31 | Stop loss: 2005.2084785714287 | Take profit: 2045.5771071428571
+2025-03-10 17:43:00,740 - INFO - STOP LOSS hit for long at 2005.2084785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:00,758 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092285714287 | Take profit: 2035.2748571428572
+2025-03-10 17:43:01,214 - INFO - CLOSED long at 2027.23 | PnL: 1.10% | $1.95
+2025-03-10 17:43:01,231 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4469785714284 | Take profit: 2058.061607142857
+2025-03-10 17:43:01,320 - INFO - STOP LOSS hit for long at 2017.4469785714284 | PnL: -0.50% | $-1.20
+2025-03-10 17:43:01,333 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5766285714287 | Take profit: 2045.952657142857
+2025-03-10 17:43:01,571 - INFO - CLOSED long at 2036.65 | PnL: 1.04% | $1.85
+2025-03-10 17:43:01,571 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8582214285714 | Take profit: 2006.062792857143
+2025-03-10 17:43:01,595 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.14
+2025-03-10 17:43:01,595 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8547285714285 | Take profit: 2066.6383571428573
+2025-03-10 17:43:01,688 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.90, Avg Loss=$-0.84
+2025-03-10 17:43:01,688 - INFO - Episode 35: Reward=30.01, Balance=$101.28, Win Rate=40.0%, Trades=5, Episode PnL=$-0.57, Total PnL=$-2.92, Max Drawdown=1.2%, Pred Accuracy=99.4%
+2025-03-10 17:43:01,688 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:01,688 - INFO - Refreshing data for episode 36
+2025-03-10 17:43:01,688 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:02,019 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:02,019 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:02,041 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2044857142857 | Take profit: 2044.5505214285715
+2025-03-10 17:43:02,214 - INFO - STOP LOSS hit for long at 2004.2044857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:02,234 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1101857142858 | Take profit: 2035.2734214285717
+2025-03-10 17:43:02,488 - INFO - CLOSED long at 2014.13 | PnL: 0.45% | $0.68
+2025-03-10 17:43:02,505 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6171857142856 | Take profit: 2054.1524214285714
+2025-03-10 17:43:02,830 - INFO - CLOSED long at 2014.22 | PnL: -0.47% | $-1.12
+2025-03-10 17:43:02,830 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3151142857141 | Take profit: 1983.9706785714286
+2025-03-10 17:43:02,849 - INFO - CLOSED short at 2015.25 | PnL: -0.05% | $-0.29
+2025-03-10 17:43:02,849 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1497357142857 | Take profit: 2045.5147714285713
+2025-03-10 17:43:03,097 - INFO - CLOSED long at 2036.06 | PnL: 1.03% | $1.81
+2025-03-10 17:43:03,113 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3182357142857 | Take profit: 2072.2092714285714
+2025-03-10 17:43:03,147 - INFO - CLOSED long at 2034.95 | PnL: -0.32% | $-0.84
+2025-03-10 17:43:03,147 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1487642857142 | Take profit: 2004.3897285714286
+2025-03-10 17:43:03,164 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:43:03,164 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7114857142858 | Take profit: 2063.4295214285717
+2025-03-10 17:43:03,205 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.83, Avg Loss=$-0.86
+2025-03-10 17:43:03,205 - INFO - Episode 36: Reward=25.65, Balance=$99.05, Win Rate=42.9%, Trades=7, Episode PnL=$1.01, Total PnL=$-3.88, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:43:03,205 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:03,205 - INFO - Refreshing data for episode 37
+2025-03-10 17:43:03,205 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:03,513 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:03,523 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:03,544 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2044857142857 | Take profit: 2044.5505214285715
+2025-03-10 17:43:03,596 - INFO - CLOSED long at 2021.15 | PnL: 0.34% | $0.47
+2025-03-10 17:43:03,596 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2797642857142 | Take profit: 1990.7967285714287
+2025-03-10 17:43:03,612 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.72
+2025-03-10 17:43:03,613 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3036857142858 | Take profit: 2056.8929214285718
+2025-03-10 17:43:03,636 - INFO - STOP LOSS hit for long at 2016.3036857142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:03,672 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0055857142856 | Take profit: 2040.2672214285712
+2025-03-10 17:43:03,843 - INFO - STOP LOSS hit for long at 2000.0055857142856 | PnL: -0.50% | $-1.17
+2025-03-10 17:43:03,868 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4335857142858 | Take profit: 2034.5832214285715
+2025-03-10 17:43:03,974 - INFO - CLOSED long at 2014.13 | PnL: 0.48% | $0.73
+2025-03-10 17:43:03,996 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6171857142856 | Take profit: 2054.1524214285714
+2025-03-10 17:43:04,091 - INFO - CLOSED long at 2031.56 | PnL: 0.39% | $0.55
+2025-03-10 17:43:04,108 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0449357142857 | Take profit: 2058.669171428571
+2025-03-10 17:43:04,277 - INFO - STOP LOSS hit for long at 2018.0449357142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:43:04,293 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3288357142858 | Take profit: 2045.6974714285716
+2025-03-10 17:43:04,434 - INFO - CLOSED long at 2021.63 | PnL: 0.31% | $0.40
+2025-03-10 17:43:04,455 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9755357142856 | Take profit: 2048.3973714285717
+2025-03-10 17:43:04,681 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.54, Avg Loss=$-1.06
+2025-03-10 17:43:04,682 - INFO - Episode 37: Reward=29.74, Balance=$97.91, Win Rate=50.0%, Trades=8, Episode PnL=$-2.56, Total PnL=$-5.97, Max Drawdown=2.6%, Pred Accuracy=99.5%
+2025-03-10 17:43:04,682 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:04,682 - INFO - Refreshing data for episode 38
+2025-03-10 17:43:04,682 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:05,001 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:05,007 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:05,026 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2044857142857 | Take profit: 2044.5505214285715
+2025-03-10 17:43:05,196 - INFO - STOP LOSS hit for long at 2004.2044857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:05,215 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1101857142858 | Take profit: 2035.2734214285717
+2025-03-10 17:43:05,772 - INFO - CLOSED long at 2015.43 | PnL: 0.51% | $0.80
+2025-03-10 17:43:05,805 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1248857142857 | Take profit: 2044.4693214285717
+2025-03-10 17:43:06,059 - INFO - CLOSED long at 2036.06 | PnL: 1.08% | $1.94
+2025-03-10 17:43:06,059 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2643142857141 | Take profit: 2005.4830785714285
+2025-03-10 17:43:06,077 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.74
+2025-03-10 17:43:06,077 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3182357142857 | Take profit: 2072.2092714285714
+2025-03-10 17:43:06,092 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.36
+2025-03-10 17:43:06,092 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1536642857145 | Take profit: 2009.2950285714287
+2025-03-10 17:43:06,114 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.29
+2025-03-10 17:43:06,114 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7512357142857 | Take profit: 2065.5102714285713
+2025-03-10 17:43:06,176 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.01, Avg Loss=$-0.76
+2025-03-10 17:43:06,176 - INFO - Episode 38: Reward=27.87, Balance=$100.74, Win Rate=50.0%, Trades=6, Episode PnL=$-0.84, Total PnL=$-5.22, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:43:06,177 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:06,177 - INFO - Refreshing data for episode 39
+2025-03-10 17:43:06,177 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:06,471 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:06,480 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:06,497 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2044857142857 | Take profit: 2044.5505214285715
+2025-03-10 17:43:06,663 - INFO - STOP LOSS hit for long at 2004.2044857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:06,681 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1101857142858 | Take profit: 2035.2734214285717
+2025-03-10 17:43:06,803 - INFO - CLOSED long at 1999.22 | PnL: -0.30% | $-0.77
+2025-03-10 17:43:06,815 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4335857142858 | Take profit: 2034.5832214285715
+2025-03-10 17:43:06,831 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:43:06,831 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6370142857143 | Take profit: 1972.5249785714284
+2025-03-10 17:43:06,847 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:43:06,847 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2545357142856 | Take profit: 2032.3603714285714
+2025-03-10 17:43:07,129 - INFO - CLOSED long at 2022.5 | PnL: 1.01% | $1.75
+2025-03-10 17:43:07,129 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6365142857142 | Take profit: 1992.1264785714284
+2025-03-10 17:43:07,147 - INFO - CLOSED short at 2027.23 | PnL: -0.23% | $-0.65
+2025-03-10 17:43:07,147 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0698357142858 | Take profit: 2057.6744714285715
+2025-03-10 17:43:07,211 - INFO - CLOSED long at 2022.14 | PnL: -0.25% | $-0.68
+2025-03-10 17:43:07,233 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8859857142857 | Take profit: 2048.3060214285715
+2025-03-10 17:43:07,631 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.75, Avg Loss=$-0.64
+2025-03-10 17:43:07,631 - INFO - Episode 39: Reward=6.68, Balance=$97.91, Win Rate=14.3%, Trades=7, Episode PnL=$-3.46, Total PnL=$-7.31, Max Drawdown=2.1%, Pred Accuracy=99.4%
+2025-03-10 17:43:07,631 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:07,631 - INFO - Refreshing data for episode 40
+2025-03-10 17:43:07,631 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:07,968 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:07,982 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:08,520 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2044857142857 | Take profit: 2044.5505214285715
+2025-03-10 17:43:08,704 - INFO - STOP LOSS hit for long at 2004.2044857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:08,724 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1101857142858 | Take profit: 2035.2734214285717
+2025-03-10 17:43:09,115 - INFO - CLOSED long at 2030.54 | PnL: 1.27% | $2.28
+2025-03-10 17:43:09,115 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7167142857143 | Take profit: 2000.0458785714286
+2025-03-10 17:43:09,137 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.35
+2025-03-10 17:43:09,137 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7614357142859 | Take profit: 2055.3196714285714
+2025-03-10 17:43:09,332 - INFO - STOP LOSS hit for long at 2014.7614357142859 | PnL: -0.50% | $-1.21
+2025-03-10 17:43:09,348 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1497357142857 | Take profit: 2045.5147714285713
+2025-03-10 17:43:09,677 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.32, Avg Loss=$-1.20
+2025-03-10 17:43:09,677 - INFO - Episode 40: Reward=30.77, Balance=$100.24, Win Rate=50.0%, Trades=4, Episode PnL=$-2.04, Total PnL=$-7.07, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:43:09,783 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:43:09,785 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:43:09,785 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:10,145 - INFO - Visualization saved for episode 40
+2025-03-10 17:43:10,780 - INFO - Visualization saved for episode 40
+2025-03-10 17:43:10,782 - INFO - Refreshing data for episode 41
+2025-03-10 17:43:10,782 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:11,097 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:11,102 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:11,132 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2044857142857 | Take profit: 2044.5505214285715
+2025-03-10 17:43:11,302 - INFO - STOP LOSS hit for long at 2004.2044857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:11,324 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1101857142858 | Take profit: 2035.2734214285717
+2025-03-10 17:43:11,770 - INFO - CLOSED long at 2027.23 | PnL: 1.10% | $1.95
+2025-03-10 17:43:11,789 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4479357142857 | Take profit: 2058.0601714285717
+2025-03-10 17:43:11,821 - INFO - CLOSED long at 2026.01 | PnL: -0.08% | $-0.36
+2025-03-10 17:43:11,821 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1640642857144 | Take profit: 1995.5838285714285
+2025-03-10 17:43:11,836 - INFO - CLOSED short at 2022.14 | PnL: 0.19% | $0.18
+2025-03-10 17:43:11,837 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0052857142857 | Take profit: 2052.5081214285715
+2025-03-10 17:43:12,281 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.07, Avg Loss=$-0.77
+2025-03-10 17:43:12,282 - INFO - Episode 41: Reward=28.90, Balance=$100.59, Win Rate=50.0%, Trades=4, Episode PnL=$0.95, Total PnL=$-6.48, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:43:12,282 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:12,282 - INFO - Refreshing data for episode 42
+2025-03-10 17:43:12,282 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:12,572 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:12,578 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:12,594 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2042892857144 | Take profit: 2044.5508160714287
+2025-03-10 17:43:12,744 - INFO - STOP LOSS hit for long at 2004.2042892857144 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:12,766 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1099892857144 | Take profit: 2035.273716071429
+2025-03-10 17:43:12,794 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.80
+2025-03-10 17:43:12,809 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2640892857141 | Take profit: 2040.5314160714286
+2025-03-10 17:43:12,885 - INFO - STOP LOSS hit for long at 2000.2640892857141 | PnL: -0.50% | $-1.18
+2025-03-10 17:43:12,906 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4333892857142 | Take profit: 2034.5835160714287
+2025-03-10 17:43:13,923 - INFO - TAKE PROFIT hit for long at 2034.5835160714287 | PnL: 1.50% | $2.73
+2025-03-10 17:43:13,952 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1489892857142 | Take profit: 2067.956716071428
+2025-03-10 17:43:14,083 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.76, Avg Loss=$-1.19
+2025-03-10 17:43:14,083 - INFO - Episode 42: Reward=29.07, Balance=$101.15, Win Rate=50.0%, Trades=4, Episode PnL=$1.15, Total PnL=$-5.33, Max Drawdown=1.6%, Pred Accuracy=99.5%
+2025-03-10 17:43:14,083 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:14,083 - INFO - Refreshing data for episode 43
+2025-03-10 17:43:14,083 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:14,419 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:14,419 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:14,445 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2042464285714 | Take profit: 2044.5508803571427
+2025-03-10 17:43:14,650 - INFO - STOP LOSS hit for long at 2004.2042464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:14,670 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1099464285714 | Take profit: 2035.2737803571429
+2025-03-10 17:43:14,796 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:43:14,796 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1347535714287 | Take profit: 1972.032119642857
+2025-03-10 17:43:14,824 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:43:14,824 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1996464285714 | Take profit: 2029.2446803571427
+2025-03-10 17:43:15,172 - INFO - TAKE PROFIT hit for long at 2029.2446803571427 | PnL: 1.50% | $2.73
+2025-03-10 17:43:15,196 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0446964285713 | Take profit: 2058.669530357143
+2025-03-10 17:43:15,399 - INFO - STOP LOSS hit for long at 2018.0446964285713 | PnL: -0.50% | $-1.20
+2025-03-10 17:43:15,423 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3285964285715 | Take profit: 2045.6978303571432
+2025-03-10 17:43:15,833 - INFO - CLOSED long at 2036.06 | PnL: 1.02% | $1.82
+2025-03-10 17:43:15,855 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3179964285714 | Take profit: 2072.209630357143
+2025-03-10 17:43:15,876 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.36
+2025-03-10 17:43:15,907 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7509964285716 | Take profit: 2065.510630357143
+2025-03-10 17:43:15,990 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.54, Avg Loss=$-0.81
+2025-03-10 17:43:15,990 - INFO - Episode 43: Reward=27.45, Balance=$101.39, Win Rate=42.9%, Trades=7, Episode PnL=$1.88, Total PnL=$-3.94, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:43:15,991 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:15,991 - INFO - Refreshing data for episode 44
+2025-03-10 17:43:15,991 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:16,351 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:16,359 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:16,382 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2041642857143 | Take profit: 2044.5510035714285
+2025-03-10 17:43:16,616 - INFO - STOP LOSS hit for long at 2004.2041642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:16,639 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1098642857144 | Take profit: 2035.2739035714287
+2025-03-10 17:43:17,706 - INFO - TAKE PROFIT hit for long at 2035.2739035714287 | PnL: 1.50% | $2.74
+2025-03-10 17:43:17,730 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1488642857144 | Take profit: 2067.9569035714285
+2025-03-10 17:43:17,900 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.19
+2025-03-10 17:43:17,909 - INFO - Episode 44: Reward=13.99, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-2.39, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:43:17,909 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:17,909 - INFO - Refreshing data for episode 45
+2025-03-10 17:43:17,909 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:18,215 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:18,226 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:18,582 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2041642857143 | Take profit: 2044.5510035714285
+2025-03-10 17:43:18,806 - INFO - STOP LOSS hit for long at 2004.2041642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:18,821 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1098642857144 | Take profit: 2035.2739035714287
+2025-03-10 17:43:19,435 - INFO - CLOSED long at 2025.88 | PnL: 1.03% | $1.82
+2025-03-10 17:43:19,460 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8556142857142 | Take profit: 2056.4366535714285
+2025-03-10 17:43:19,518 - INFO - STOP LOSS hit for long at 2015.8556142857142 | PnL: -0.50% | $-1.20
+2025-03-10 17:43:19,541 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5772642857144 | Take profit: 2045.9517035714287
+2025-03-10 17:43:19,847 - INFO - CLOSED long at 2036.06 | PnL: 1.01% | $1.79
+2025-03-10 17:43:19,873 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3179142857143 | Take profit: 2072.2097535714283
+2025-03-10 17:43:19,987 - INFO - STOP LOSS hit for long at 2031.3179142857143 | PnL: -0.50% | $-1.20
+2025-03-10 17:43:20,004 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.81, Avg Loss=$-1.20
+2025-03-10 17:43:20,005 - INFO - Episode 45: Reward=31.56, Balance=$100.03, Win Rate=40.0%, Trades=5, Episode PnL=$0.03, Total PnL=$-2.37, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:43:20,005 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:20,005 - INFO - Refreshing data for episode 46
+2025-03-10 17:43:20,005 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:20,312 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:20,321 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:20,343 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2041642857143 | Take profit: 2044.5510035714285
+2025-03-10 17:43:20,516 - INFO - STOP LOSS hit for long at 2004.2041642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:20,534 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1098642857144 | Take profit: 2035.2739035714287
+2025-03-10 17:43:20,769 - INFO - CLOSED long at 2009.04 | PnL: 0.19% | $0.18
+2025-03-10 17:43:20,790 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351642857142 | Take profit: 2038.2580035714284
+2025-03-10 17:43:20,808 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:43:20,808 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3105357142856 | Take profit: 1979.0648964285715
+2025-03-10 17:43:20,826 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.04
+2025-03-10 17:43:20,826 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7662642857144 | Take profit: 2048.1847035714286
+2025-03-10 17:43:20,859 - INFO - CLOSED long at 2023.76 | PnL: 0.29% | $0.37
+2025-03-10 17:43:20,860 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9031357142856 | Take profit: 1993.3670964285714
+2025-03-10 17:43:20,878 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.04
+2025-03-10 17:43:20,879 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0646642857141 | Take profit: 2052.569503571429
+2025-03-10 17:43:20,970 - INFO - CLOSED long at 2031.56 | PnL: 0.46% | $0.70
+2025-03-10 17:43:20,970 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7421357142855 | Take profit: 2001.0500964285714
+2025-03-10 17:43:20,991 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:43:20,992 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0446142857145 | Take profit: 2058.6696535714286
+2025-03-10 17:43:21,017 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:43:21,034 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7611142857145 | Take profit: 2055.320153571429
+2025-03-10 17:43:21,257 - INFO - STOP LOSS hit for long at 2014.7611142857145 | PnL: -0.50% | $-1.18
+2025-03-10 17:43:21,279 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1494142857143 | Take profit: 2045.5152535714285
+2025-03-10 17:43:21,594 - INFO - CLOSED long at 2034.95 | PnL: 0.98% | $1.70
+2025-03-10 17:43:21,594 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1490857142858 | Take profit: 2004.3892464285714
+2025-03-10 17:43:21,615 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:43:21,616 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7111642857144 | Take profit: 2063.4300035714286
+2025-03-10 17:43:21,670 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.71
+2025-03-10 17:43:21,670 - INFO - Episode 46: Reward=29.76, Balance=$99.58, Win Rate=58.3%, Trades=12, Episode PnL=$-3.11, Total PnL=$-2.79, Max Drawdown=2.1%, Pred Accuracy=99.5%
+2025-03-10 17:43:21,671 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:21,671 - INFO - Refreshing data for episode 47
+2025-03-10 17:43:21,671 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:22,030 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:22,036 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:22,057 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2041642857143 | Take profit: 2044.5510035714285
+2025-03-10 17:43:22,129 - INFO - CLOSED long at 2026.46 | PnL: 0.60% | $1.00
+2025-03-10 17:43:22,146 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0101142857143 | Take profit: 2045.3731535714285
+2025-03-10 17:43:22,234 - INFO - STOP LOSS hit for long at 2005.0101142857143 | PnL: -0.50% | $-1.20
+2025-03-10 17:43:22,256 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1098642857144 | Take profit: 2035.2739035714287
+2025-03-10 17:43:22,690 - INFO - CLOSED long at 2031.56 | PnL: 1.32% | $2.40
+2025-03-10 17:43:22,690 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7421357142855 | Take profit: 2001.0500964285714
+2025-03-10 17:43:22,723 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:43:22,723 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0446142857145 | Take profit: 2058.6696535714286
+2025-03-10 17:43:22,807 - INFO - CLOSED long at 2022.5 | PnL: -0.28% | $-0.77
+2025-03-10 17:43:22,830 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0695142857144 | Take profit: 2057.6749535714284
+2025-03-10 17:43:22,967 - INFO - STOP LOSS hit for long at 2017.0695142857144 | PnL: -0.50% | $-1.21
+2025-03-10 17:43:22,986 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5772642857144 | Take profit: 2045.9517035714287
+2025-03-10 17:43:23,024 - INFO - CLOSED long at 2015.25 | PnL: -0.02% | $-0.24
+2025-03-10 17:43:23,043 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9105642857144 | Take profit: 2047.3118035714285
+2025-03-10 17:43:23,145 - INFO - CLOSED long at 2021.63 | PnL: 0.23% | $0.25
+2025-03-10 17:43:23,145 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.762485714286 | Take profit: 1991.2690464285715
+2025-03-10 17:43:23,167 - INFO - CLOSED short at 2018.09 | PnL: 0.18% | $0.15
+2025-03-10 17:43:23,167 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9752142857142 | Take profit: 2048.3978535714286
+2025-03-10 17:43:23,433 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.79, Avg Loss=$-0.85
+2025-03-10 17:43:23,433 - INFO - Episode 47: Reward=30.49, Balance=$100.51, Win Rate=55.6%, Trades=9, Episode PnL=$-2.14, Total PnL=$-2.28, Max Drawdown=1.4%, Pred Accuracy=99.5%
+2025-03-10 17:43:23,433 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:23,433 - INFO - Refreshing data for episode 48
+2025-03-10 17:43:23,433 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:23,822 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:23,827 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:23,848 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2039607142856 | Take profit: 2044.5513089285714
+2025-03-10 17:43:23,866 - INFO - CLOSED long at 2007.96 | PnL: -0.31% | $-0.82
+2025-03-10 17:43:23,892 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8060607142859 | Take profit: 2040.0650089285714
+2025-03-10 17:43:23,915 - INFO - CLOSED long at 2021.15 | PnL: 0.56% | $0.90
+2025-03-10 17:43:23,935 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3031607142857 | Take profit: 2056.8937089285714
+2025-03-10 17:43:23,958 - INFO - STOP LOSS hit for long at 2016.3031607142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:23,983 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8408607142858 | Take profit: 2041.1206089285713
+2025-03-10 17:43:24,096 - INFO - CLOSED long at 2008.1 | PnL: -0.14% | $-0.47
+2025-03-10 17:43:24,114 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2387607142855 | Take profit: 2045.6069089285713
+2025-03-10 17:43:24,169 - INFO - STOP LOSS hit for long at 2005.2387607142855 | PnL: -0.50% | $-1.17
+2025-03-10 17:43:24,189 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0649607142857 | Take profit: 2032.1683089285712
+2025-03-10 17:43:24,436 - INFO - CLOSED long at 2017.79 | PnL: 0.78% | $1.31
+2025-03-10 17:43:24,453 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8704107142858 | Take profit: 2053.3919589285715
+2025-03-10 17:43:24,675 - INFO - CLOSED long at 2026.01 | PnL: 0.15% | $0.09
+2025-03-10 17:43:24,696 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0047607142858 | Take profit: 2052.5089089285716
+2025-03-10 17:43:24,720 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.59
+2025-03-10 17:43:24,742 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3283107142859 | Take profit: 2045.6982589285715
+2025-03-10 17:43:24,816 - INFO - CLOSED long at 2015.25 | PnL: -0.01% | $-0.21
+2025-03-10 17:43:24,838 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9103607142858 | Take profit: 2047.3121089285712
+2025-03-10 17:43:25,050 - INFO - CLOSED long at 2037.36 | PnL: 1.01% | $1.76
+2025-03-10 17:43:25,072 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4422107142857 | Take profit: 2067.2365589285714
+2025-03-10 17:43:25,111 - INFO - CLOSED long at 2041.55 | PnL: 0.24% | $0.28
+2025-03-10 17:43:25,128 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.705810714286 | Take profit: 2070.5657589285715
+2025-03-10 17:43:25,209 - INFO - STOP LOSS hit for long at 2029.705810714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:25,228 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.87, Avg Loss=$-0.81
+2025-03-10 17:43:25,229 - INFO - Episode 48: Reward=27.70, Balance=$98.70, Win Rate=41.7%, Trades=12, Episode PnL=$-1.30, Total PnL=$-3.57, Max Drawdown=2.8%, Pred Accuracy=99.5%
+2025-03-10 17:43:25,229 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:25,229 - INFO - Refreshing data for episode 49
+2025-03-10 17:43:25,229 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:25,553 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:25,561 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:25,597 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8956500000002 | Take profit: 2038.116225
+2025-03-10 17:43:25,614 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 17:43:25,614 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.95395 | Take profit: 1979.694975
+2025-03-10 17:43:25,634 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.31
+2025-03-10 17:43:25,660 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.30315 | Take profit: 2056.893725
+2025-03-10 17:43:25,684 - INFO - STOP LOSS hit for long at 2016.30315 | PnL: -0.50% | $-1.17
+2025-03-10 17:43:25,723 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0050499999998 | Take profit: 2040.268025
+2025-03-10 17:43:25,958 - INFO - STOP LOSS hit for long at 2000.0050499999998 | PnL: -0.50% | $-1.16
+2025-03-10 17:43:25,977 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.43305 | Take profit: 2034.5840250000003
+2025-03-10 17:43:26,450 - INFO - CLOSED long at 2026.01 | PnL: 1.07% | $1.85
+2025-03-10 17:43:26,472 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.00475 | Take profit: 2052.508925
+2025-03-10 17:43:26,587 - INFO - CLOSED long at 2017.02 | PnL: -0.25% | $-0.69
+2025-03-10 17:43:26,614 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2187 | Take profit: 2051.707075
+2025-03-10 17:43:26,979 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.85, Avg Loss=$-0.87
+2025-03-10 17:43:26,979 - INFO - Episode 49: Reward=23.19, Balance=$97.52, Win Rate=16.7%, Trades=6, Episode PnL=$-2.47, Total PnL=$-6.05, Max Drawdown=3.6%, Pred Accuracy=99.5%
+2025-03-10 17:43:26,980 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:43:26,980 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:43:27,109 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:43:27,528 - INFO - Training results saved to training_results.png
+2025-03-10 17:43:27,666 - INFO - Model saved to models/trading_agent_continuous_0.pt
+2025-03-10 17:43:32,670 - INFO - Starting training batch 2
+2025-03-10 17:43:32,670 - INFO - Refreshing data for new training batch
+2025-03-10 17:43:32,670 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:33,022 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:43:33,030 - INFO - Initialized environment with 500 candles
+2025-03-10 17:43:33,030 - INFO - Updated environment with fresh candles
+2025-03-10 17:43:33,030 - INFO - Starting training on device: cuda
+2025-03-10 17:43:33,030 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:43:33,030 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:43:33,272 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:43:33,277 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:43:33,295 - INFO - Refreshing data for episode 0
+2025-03-10 17:43:33,295 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:33,625 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:33,631 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:34,259 - INFO - OPENED SHORT at 2014.3 | Stop loss: 2024.396067857143 | Take profit: 1984.0486482142858
+2025-03-10 17:43:34,626 - INFO - STOP LOSS hit for short at 2024.396067857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:34,654 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2101178571427 | Take profit: 1984.8464982142855
+2025-03-10 17:43:34,949 - INFO - CLOSED short at 2002.29 | PnL: 0.64% | $1.05
+2025-03-10 17:43:34,968 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109767857143 | Take profit: 1978.8675482142858
+2025-03-10 17:43:35,078 - INFO - STOP LOSS hit for short at 2019.109767857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:35,104 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.335567857143 | Take profit: 1991.8301482142856
+2025-03-10 17:43:35,351 - INFO - CLOSED short at 2025.88 | PnL: -0.18% | $-0.55
+2025-03-10 17:43:35,351 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7260321428573 | Take profit: 2056.305051785714
+2025-03-10 17:43:35,402 - INFO - CLOSED long at 2022.14 | PnL: -0.18% | $-0.55
+2025-03-10 17:43:35,402 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.275267857143 | Take profit: 1991.7710482142859
+2025-03-10 17:43:35,516 - INFO - CLOSED short at 2015.25 | PnL: 0.34% | $0.46
+2025-03-10 17:43:35,516 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1491821428572 | Take profit: 2045.5156017857141
+2025-03-10 17:43:35,538 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:43:35,538 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.129667857143 | Take profit: 1986.7278482142858
+2025-03-10 17:43:35,596 - INFO - CLOSED short at 2023.89 | PnL: -0.34% | $-0.85
+2025-03-10 17:43:35,597 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7459821428574 | Take profit: 2054.2852017857144
+2025-03-10 17:43:35,676 - INFO - CLOSED long at 2021.98 | PnL: -0.09% | $-0.37
+2025-03-10 17:43:35,676 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1144678571427 | Take profit: 1991.6134482142857
+2025-03-10 17:43:35,729 - INFO - STOP LOSS hit for short at 2032.1144678571427 | PnL: -0.50% | $-1.15
+2025-03-10 17:43:35,748 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1486321428572 | Take profit: 2067.957251785714
+2025-03-10 17:43:35,820 - INFO - CLOSED long at 2039.93 | PnL: 0.13% | $0.05
+2025-03-10 17:43:35,820 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.154217857143 | Take profit: 2009.2941982142859
+2025-03-10 17:43:35,839 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.27
+2025-03-10 17:43:35,839 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7506821428572 | Take profit: 2065.5111017857143
+2025-03-10 17:43:35,857 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.38
+2025-03-10 17:43:35,857 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0890678571427 | Take profit: 2002.369648214286
+2025-03-10 17:43:35,899 - INFO - CLOSED short at 2029.31 | PnL: 0.18% | $0.14
+2025-03-10 17:43:35,899 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.138882142857 | Take profit: 2059.786501785714
+2025-03-10 17:43:35,915 - INFO - Trade Analysis: Win Rate=37.5% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.70
+2025-03-10 17:43:35,915 - INFO - Episode 0: Reward=-15.84, Balance=$95.72, Win Rate=35.7%, Trades=14, Episode PnL=$-3.00, Total PnL=$-10.32, Max Drawdown=4.4%, Pred Accuracy=98.4%
+2025-03-10 17:43:36,030 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:43:36,030 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:43:36,416 - INFO - Visualization saved for episode 0
+2025-03-10 17:43:37,164 - INFO - Visualization saved for episode 0
+2025-03-10 17:43:37,171 - INFO - Refreshing data for episode 1
+2025-03-10 17:43:37,171 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:37,494 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:37,501 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:37,526 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2038892857142 | Take profit: 2044.5514160714285
+2025-03-10 17:43:37,546 - INFO - CLOSED long at 2007.96 | PnL: -0.31% | $-0.82
+2025-03-10 17:43:37,546 - INFO - OPENED SHORT at 2007.96 | Stop loss: 2018.0244107142858 | Take profit: 1977.8036839285714
+2025-03-10 17:43:37,591 - INFO - STOP LOSS hit for short at 2018.0244107142858 | PnL: -0.50% | $-1.18
+2025-03-10 17:43:37,613 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3030892857143 | Take profit: 2056.8938160714283
+2025-03-10 17:43:37,633 - INFO - STOP LOSS hit for long at 2016.3030892857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:43:37,655 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8407892857142 | Take profit: 2041.1207160714287
+2025-03-10 17:43:37,678 - INFO - CLOSED long at 2010.08 | PnL: -0.04% | $-0.27
+2025-03-10 17:43:37,679 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1550107142855 | Take profit: 1979.8918839285714
+2025-03-10 17:43:37,731 - INFO - CLOSED short at 2003.71 | PnL: 0.32% | $0.41
+2025-03-10 17:43:37,731 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6668392857143 | Take profit: 2033.8025660714288
+2025-03-10 17:43:37,814 - INFO - CLOSED long at 2010.34 | PnL: 0.33% | $0.44
+2025-03-10 17:43:37,814 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4163107142856 | Take profit: 1980.1479839285714
+2025-03-10 17:43:37,833 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:43:37,833 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9652392857142 | Take profit: 2038.1873660714284
+2025-03-10 17:43:37,880 - INFO - CLOSED long at 2002.1 | PnL: -0.30% | $-0.76
+2025-03-10 17:43:37,880 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1351107142855 | Take profit: 1972.0315839285713
+2025-03-10 17:43:37,903 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:43:37,904 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1992892857143 | Take profit: 2029.2452160714286
+2025-03-10 17:43:37,922 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.31
+2025-03-10 17:43:37,922 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5270107142856 | Take profit: 1974.3758839285715
+2025-03-10 17:43:37,957 - INFO - CLOSED short at 2002.29 | PnL: 0.11% | $0.02
+2025-03-10 17:43:37,958 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2539392857143 | Take profit: 2032.3612660714286
+2025-03-10 17:43:38,185 - INFO - CLOSED long at 2028.21 | PnL: 1.29% | $2.29
+2025-03-10 17:43:38,185 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3756607142857 | Take profit: 1997.7499339285714
+2025-03-10 17:43:38,214 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.42
+2025-03-10 17:43:38,214 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3626892857142 | Take profit: 2061.035016071429
+2025-03-10 17:43:38,256 - INFO - STOP LOSS hit for long at 2020.3626892857142 | PnL: -0.50% | $-1.18
+2025-03-10 17:43:38,276 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3628892857143 | Take profit: 2052.8744160714286
+2025-03-10 17:43:38,756 - INFO - CLOSED long at 2034.95 | PnL: 0.62% | $1.00
+2025-03-10 17:43:38,756 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1493607142859 | Take profit: 2004.3888339285716
+2025-03-10 17:43:38,775 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:43:38,775 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7108892857143 | Take profit: 2063.4304160714287
+2025-03-10 17:43:38,833 - INFO - Trade Analysis: Win Rate=55.6% in uptrends, 0.0% in downtrends | Avg Win=$0.51, Avg Loss=$-0.83
+2025-03-10 17:43:38,834 - INFO - Episode 1: Reward=13.56, Balance=$98.80, Win Rate=56.2%, Trades=16, Episode PnL=$-3.39, Total PnL=$-11.53, Max Drawdown=3.2%, Pred Accuracy=98.5%
+2025-03-10 17:43:38,834 - INFO - Refreshing data for episode 2
+2025-03-10 17:43:38,834 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:39,233 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:39,240 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:39,257 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2038892857142 | Take profit: 2044.5514160714285
+2025-03-10 17:43:39,406 - INFO - STOP LOSS hit for long at 2004.2038892857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:39,423 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1095892857145 | Take profit: 2035.2743160714288
+2025-03-10 17:43:40,273 - INFO - CLOSED long at 2029.0 | PnL: 1.19% | $2.13
+2025-03-10 17:43:40,292 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9744892857143 | Take profit: 2066.759616071429
+2025-03-10 17:43:40,460 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.13, Avg Loss=$-1.19
+2025-03-10 17:43:40,461 - INFO - Episode 2: Reward=16.08, Balance=$100.94, Win Rate=50.0%, Trades=2, Episode PnL=$0.94, Total PnL=$-10.59, Max Drawdown=1.2%, Pred Accuracy=98.5%
+2025-03-10 17:43:40,461 - INFO - Refreshing data for episode 3
+2025-03-10 17:43:40,461 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:40,774 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:40,781 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:40,799 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2035714285712 | Take profit: 2044.5518928571425
+2025-03-10 17:43:40,969 - INFO - STOP LOSS hit for long at 2004.2035714285712 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:40,995 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1092714285717 | Take profit: 2035.2747928571428
+2025-03-10 17:43:41,245 - INFO - CLOSED long at 2014.13 | PnL: 0.45% | $0.68
+2025-03-10 17:43:41,245 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.225578571429 | Take profit: 1983.8806571428572
+2025-03-10 17:43:41,264 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.14
+2025-03-10 17:43:41,265 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6162714285715 | Take profit: 2054.153792857143
+2025-03-10 17:43:41,692 - INFO - CLOSED long at 2021.35 | PnL: -0.12% | $-0.43
+2025-03-10 17:43:41,714 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3724714285713 | Take profit: 2054.925192857143
+2025-03-10 17:43:42,016 - INFO - CLOSED long at 2031.82 | PnL: 0.36% | $0.50
+2025-03-10 17:43:42,017 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0040285714285 | Take profit: 2001.3053071428571
+2025-03-10 17:43:42,035 - INFO - CLOSED short at 2029.31 | PnL: 0.12% | $0.05
+2025-03-10 17:43:42,035 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1385214285715 | Take profit: 2059.7870428571428
+2025-03-10 17:43:42,054 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-0.92
+2025-03-10 17:43:42,055 - INFO - Episode 3: Reward=12.57, Balance=$98.48, Win Rate=50.0%, Trades=6, Episode PnL=$-2.70, Total PnL=$-12.11, Max Drawdown=2.1%, Pred Accuracy=98.5%
+2025-03-10 17:43:42,055 - INFO - Refreshing data for episode 4
+2025-03-10 17:43:42,055 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:42,382 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:42,385 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:42,406 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2034392857142 | Take profit: 2044.5520910714285
+2025-03-10 17:43:42,581 - INFO - STOP LOSS hit for long at 2004.2034392857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:42,602 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1091392857143 | Take profit: 2035.2749910714285
+2025-03-10 17:43:43,038 - INFO - CLOSED long at 2019.65 | PnL: 0.72% | $1.22
+2025-03-10 17:43:43,057 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3624392857143 | Take profit: 2052.875091071429
+2025-03-10 17:43:43,403 - INFO - CLOSED long at 2023.86 | PnL: 0.07% | $-0.06
+2025-03-10 17:43:43,419 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8299392857143 | Take profit: 2059.4725910714287
+2025-03-10 17:43:43,534 - INFO - CLOSED long at 2039.93 | PnL: 0.54% | $0.87
+2025-03-10 17:43:43,560 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7501892857142 | Take profit: 2065.511841071429
+2025-03-10 17:43:43,646 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.04, Avg Loss=$-0.63
+2025-03-10 17:43:43,646 - INFO - Episode 4: Reward=15.56, Balance=$100.83, Win Rate=50.0%, Trades=4, Episode PnL=$0.83, Total PnL=$-11.28, Max Drawdown=1.2%, Pred Accuracy=98.6%
+2025-03-10 17:43:43,646 - INFO - Refreshing data for episode 5
+2025-03-10 17:43:43,647 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:43,964 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:43,968 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:44,240 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2034392857142 | Take profit: 2044.5520910714285
+2025-03-10 17:43:44,397 - INFO - STOP LOSS hit for long at 2004.2034392857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:44,417 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1091392857143 | Take profit: 2035.2749910714285
+2025-03-10 17:43:44,617 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:43:44,644 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1687392857143 | Take profit: 2039.4161910714288
+2025-03-10 17:43:44,911 - INFO - CLOSED long at 2019.65 | PnL: 0.52% | $0.82
+2025-03-10 17:43:44,935 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3624392857143 | Take profit: 2052.875091071429
+2025-03-10 17:43:45,086 - INFO - CLOSED long at 2015.43 | PnL: -0.35% | $-0.89
+2025-03-10 17:43:45,108 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5765392857143 | Take profit: 2045.9527910714285
+2025-03-10 17:43:45,222 - INFO - CLOSED long at 2023.89 | PnL: 0.41% | $0.60
+2025-03-10 17:43:45,244 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9446392857142 | Take profit: 2048.3684910714283
+2025-03-10 17:43:45,461 - INFO - CLOSED long at 2034.95 | PnL: 0.84% | $1.45
+2025-03-10 17:43:45,481 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7104392857143 | Take profit: 2063.4310910714285
+2025-03-10 17:43:45,502 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.31
+2025-03-10 17:43:45,523 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1383892857143 | Take profit: 2059.7872410714285
+2025-03-10 17:43:45,542 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.74, Avg Loss=$-0.79
+2025-03-10 17:43:45,542 - INFO - Episode 5: Reward=15.37, Balance=$100.58, Win Rate=57.1%, Trades=7, Episode PnL=$0.58, Total PnL=$-10.71, Max Drawdown=1.2%, Pred Accuracy=98.6%
+2025-03-10 17:43:45,542 - INFO - Refreshing data for episode 6
+2025-03-10 17:43:45,543 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:45,889 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:45,897 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:45,938 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8951392857143 | Take profit: 2038.1169910714284
+2025-03-10 17:43:46,001 - INFO - CLOSED long at 2026.46 | PnL: 0.92% | $1.62
+2025-03-10 17:43:46,019 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0093892857142 | Take profit: 2045.3742410714287
+2025-03-10 17:43:46,081 - INFO - CLOSED long at 2014.04 | PnL: -0.05% | $-0.31
+2025-03-10 17:43:46,101 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5418892857142 | Take profit: 2038.7767410714287
+2025-03-10 17:43:46,216 - INFO - CLOSED long at 2008.03 | PnL: -0.03% | $-0.26
+2025-03-10 17:43:46,238 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7957892857141 | Take profit: 2031.8950410714283
+2025-03-10 17:43:46,432 - INFO - CLOSED long at 2023.76 | PnL: 1.10% | $1.99
+2025-03-10 17:43:46,450 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0639392857145 | Take profit: 2052.5705910714287
+2025-03-10 17:43:46,504 - INFO - CLOSED long at 2023.01 | PnL: 0.04% | $-0.12
+2025-03-10 17:43:46,522 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8499892857144 | Take profit: 2053.372441071429
+2025-03-10 17:43:46,603 - INFO - CLOSED long at 2024.91 | PnL: 0.09% | $-0.01
+2025-03-10 17:43:46,644 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3624392857143 | Take profit: 2052.875091071429
+2025-03-10 17:43:46,681 - INFO - CLOSED long at 2027.61 | PnL: 0.25% | $0.31
+2025-03-10 17:43:46,720 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8548892857143 | Take profit: 2056.4377410714283
+2025-03-10 17:43:46,748 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.59
+2025-03-10 17:43:46,818 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5765392857143 | Take profit: 2045.9527910714285
+2025-03-10 17:43:46,840 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.35
+2025-03-10 17:43:46,864 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1486892857142 | Take profit: 2045.5163410714288
+2025-03-10 17:43:46,923 - INFO - CLOSED long at 2024.52 | PnL: 0.46% | $0.73
+2025-03-10 17:43:46,924 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6676607142858 | Take profit: 1994.1146089285714
+2025-03-10 17:43:46,944 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.14
+2025-03-10 17:43:46,944 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7454892857145 | Take profit: 2054.2859410714286
+2025-03-10 17:43:46,992 - INFO - CLOSED long at 2021.63 | PnL: -0.11% | $-0.43
+2025-03-10 17:43:47,008 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9744892857143 | Take profit: 2048.3989410714285
+2025-03-10 17:43:47,033 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.19
+2025-03-10 17:43:47,110 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4416892857143 | Take profit: 2067.2373410714285
+2025-03-10 17:43:47,128 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.26
+2025-03-10 17:43:47,146 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3171892857142 | Take profit: 2072.210841071428
+2025-03-10 17:43:47,182 - INFO - CLOSED long at 2034.95 | PnL: -0.32% | $-0.86
+2025-03-10 17:43:47,252 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1383892857143 | Take profit: 2059.7872410714285
+2025-03-10 17:43:47,270 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.97, Avg Loss=$-0.33
+2025-03-10 17:43:47,271 - INFO - Episode 6: Reward=3.45, Balance=$101.51, Win Rate=33.3%, Trades=15, Episode PnL=$0.78, Total PnL=$-9.20, Max Drawdown=1.7%, Pred Accuracy=98.7%
+2025-03-10 17:43:47,271 - INFO - Refreshing data for episode 7
+2025-03-10 17:43:47,271 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:47,628 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:47,634 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:47,697 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8055392857145 | Take profit: 2040.0657910714285
+2025-03-10 17:43:47,794 - INFO - CLOSED long at 2010.92 | PnL: 0.05% | $-0.10
+2025-03-10 17:43:47,866 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5418892857142 | Take profit: 2038.7767410714287
+2025-03-10 17:43:47,883 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:43:47,901 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1091392857143 | Take profit: 2035.2749910714285
+2025-03-10 17:43:47,962 - INFO - CLOSED long at 2010.34 | PnL: 0.26% | $0.31
+2025-03-10 17:43:48,047 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1988392857143 | Take profit: 2029.2458910714288
+2025-03-10 17:43:48,074 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:43:48,138 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9697392857142 | Take profit: 2039.2131910714286
+2025-03-10 17:43:48,160 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:43:48,203 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7655392857146 | Take profit: 2048.185791071429
+2025-03-10 17:43:48,224 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:43:48,289 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8798892857142 | Take profit: 2051.3627410714284
+2025-03-10 17:43:48,308 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.51
+2025-03-10 17:43:48,329 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8698892857142 | Take profit: 2053.3927410714286
+2025-03-10 17:43:48,352 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:43:48,471 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3624392857143 | Take profit: 2052.875091071429
+2025-03-10 17:43:48,492 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:43:48,553 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8548892857143 | Take profit: 2056.4377410714283
+2025-03-10 17:43:48,591 - INFO - CLOSED long at 2018.0 | PnL: -0.40% | $-0.96
+2025-03-10 17:43:48,762 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9744892857143 | Take profit: 2048.3989410714285
+2025-03-10 17:43:48,786 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:43:48,855 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1481392857143 | Take profit: 2067.9579910714288
+2025-03-10 17:43:48,872 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.26
+2025-03-10 17:43:49,018 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1383892857143 | Take profit: 2059.7872410714285
+2025-03-10 17:43:49,037 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-0.44
+2025-03-10 17:43:49,038 - INFO - Episode 7: Reward=-2.92, Balance=$97.52, Win Rate=33.3%, Trades=12, Episode PnL=$-2.48, Total PnL=$-11.69, Max Drawdown=2.5%, Pred Accuracy=98.7%
+2025-03-10 17:43:49,038 - INFO - Refreshing data for episode 8
+2025-03-10 17:43:49,038 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:49,513 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:49,519 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:49,556 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8951392857143 | Take profit: 2038.1169910714284
+2025-03-10 17:43:49,589 - INFO - CLOSED long at 2021.15 | PnL: 0.66% | $1.10
+2025-03-10 17:43:49,683 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5418892857142 | Take profit: 2038.7767410714287
+2025-03-10 17:43:49,725 - INFO - CLOSED long at 2005.16 | PnL: -0.17% | $-0.54
+2025-03-10 17:43:49,788 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9647892857145 | Take profit: 2038.1880410714286
+2025-03-10 17:43:49,809 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:43:49,839 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1988392857143 | Take profit: 2029.2458910714288
+2025-03-10 17:43:49,858 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:43:49,870 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.561939285714 | Take profit: 2032.6765910714284
+2025-03-10 17:43:49,917 - INFO - CLOSED long at 2009.04 | PnL: 0.32% | $0.44
+2025-03-10 17:43:49,958 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1687392857143 | Take profit: 2039.4161910714288
+2025-03-10 17:43:49,976 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.66
+2025-03-10 17:43:50,063 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8698892857142 | Take profit: 2053.3927410714286
+2025-03-10 17:43:50,082 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:43:50,100 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3771392857143 | Take profit: 2062.070991071428
+2025-03-10 17:43:50,118 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.53
+2025-03-10 17:43:50,150 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7603892857144 | Take profit: 2055.3212410714286
+2025-03-10 17:43:50,171 - INFO - CLOSED long at 2019.65 | PnL: -0.26% | $-0.71
+2025-03-10 17:43:50,210 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0687892857143 | Take profit: 2057.6760410714282
+2025-03-10 17:43:50,232 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:43:50,385 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9098392857143 | Take profit: 2047.3128910714288
+2025-03-10 17:43:50,411 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.23
+2025-03-10 17:43:50,502 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8450392857144 | Take profit: 2052.3472910714286
+2025-03-10 17:43:50,521 - INFO - CLOSED long at 2023.86 | PnL: 0.09% | $-0.01
+2025-03-10 17:43:50,626 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3171892857142 | Take profit: 2072.210841071428
+2025-03-10 17:43:50,648 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:43:50,721 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1383892857143 | Take profit: 2059.7872410714285
+2025-03-10 17:43:50,738 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.55, Avg Loss=$-0.42
+2025-03-10 17:43:50,739 - INFO - Episode 8: Reward=-1.08, Balance=$99.41, Win Rate=38.5%, Trades=13, Episode PnL=$-0.59, Total PnL=$-12.27, Max Drawdown=1.7%, Pred Accuracy=98.8%
+2025-03-10 17:43:50,739 - INFO - Refreshing data for episode 9
+2025-03-10 17:43:50,739 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:51,060 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:51,067 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:51,085 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2034392857142 | Take profit: 2044.5520910714285
+2025-03-10 17:43:51,107 - INFO - CLOSED long at 2007.96 | PnL: -0.31% | $-0.82
+2025-03-10 17:43:51,128 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8055392857145 | Take profit: 2040.0657910714285
+2025-03-10 17:43:51,189 - INFO - CLOSED long at 2010.92 | PnL: 0.05% | $-0.09
+2025-03-10 17:43:51,226 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9447392857141 | Take profit: 2044.2881910714284
+2025-03-10 17:43:51,241 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.72
+2025-03-10 17:43:51,260 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6663892857143 | Take profit: 2033.8032410714288
+2025-03-10 17:43:51,280 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:43:51,295 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0344392857141 | Take profit: 2038.2590910714287
+2025-03-10 17:43:51,311 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:43:51,311 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4417607142857 | Take profit: 1985.0723089285711
+2025-03-10 17:43:51,330 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:43:51,330 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2632392857142 | Take profit: 2040.5326910714284
+2025-03-10 17:43:51,350 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:43:51,450 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2534892857143 | Take profit: 2032.3619410714286
+2025-03-10 17:43:51,484 - INFO - CLOSED long at 2008.1 | PnL: 0.29% | $0.37
+2025-03-10 17:43:51,507 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1687392857143 | Take profit: 2039.4161910714288
+2025-03-10 17:43:51,525 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.65
+2025-03-10 17:43:51,542 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0342892857143 | Take profit: 2044.3795410714288
+2025-03-10 17:43:51,564 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.74
+2025-03-10 17:43:51,580 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0639392857145 | Take profit: 2052.5705910714287
+2025-03-10 17:43:51,667 - INFO - CLOSED long at 2031.56 | PnL: 0.46% | $0.72
+2025-03-10 17:43:51,667 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7428607142856 | Take profit: 2001.0490089285713
+2025-03-10 17:43:51,687 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:43:51,687 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0438892857144 | Take profit: 2058.670741071429
+2025-03-10 17:43:51,763 - INFO - CLOSED long at 2027.23 | PnL: -0.05% | $-0.30
+2025-03-10 17:43:51,763 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3912107142858 | Take profit: 1996.7839589285713
+2025-03-10 17:43:51,781 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.24
+2025-03-10 17:43:51,781 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4468892857142 | Take profit: 2058.0617410714285
+2025-03-10 17:43:51,814 - INFO - CLOSED long at 2026.01 | PnL: -0.08% | $-0.36
+2025-03-10 17:43:51,834 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0042392857144 | Take profit: 2052.5096910714287
+2025-03-10 17:43:51,876 - INFO - CLOSED long at 2015.43 | PnL: -0.33% | $-0.86
+2025-03-10 17:43:51,912 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1238392857142 | Take profit: 2044.4708910714285
+2025-03-10 17:43:52,019 - INFO - CLOSED long at 2023.89 | PnL: 0.48% | $0.75
+2025-03-10 17:43:52,036 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9446392857142 | Take profit: 2048.3684910714283
+2025-03-10 17:43:52,057 - INFO - CLOSED long at 2021.63 | PnL: 0.18% | $0.15
+2025-03-10 17:43:52,075 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2055107142855 | Take profit: 1987.7810589285712
+2025-03-10 17:43:52,092 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.58
+2025-03-10 17:43:52,117 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7156392857141 | Take profit: 2054.2554910714284
+2025-03-10 17:43:52,143 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:43:52,175 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1481392857143 | Take profit: 2067.9579910714288
+2025-03-10 17:43:52,191 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.27
+2025-03-10 17:43:52,211 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8546392857143 | Take profit: 2066.6384910714282
+2025-03-10 17:43:52,300 - INFO - CLOSED long at 2029.31 | PnL: -0.33% | $-0.85
+2025-03-10 17:43:52,318 - INFO - Trade Analysis: Win Rate=66.7% in uptrends, 0.0% in downtrends | Avg Win=$0.46, Avg Loss=$-0.46
+2025-03-10 17:43:52,318 - INFO - Episode 9: Reward=2.86, Balance=$99.05, Win Rate=45.5%, Trades=22, Episode PnL=$-1.88, Total PnL=$-13.22, Max Drawdown=1.7%, Pred Accuracy=98.9%
+2025-03-10 17:43:52,319 - INFO - Refreshing data for episode 10
+2025-03-10 17:43:52,319 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:52,629 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:52,633 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:53,193 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2034357142857 | Take profit: 2044.5520964285715
+2025-03-10 17:43:53,370 - INFO - STOP LOSS hit for long at 2004.2034357142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:53,391 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1091357142857 | Take profit: 2035.2749964285713
+2025-03-10 17:43:53,475 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:43:53,506 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7957857142856 | Take profit: 2031.8950464285713
+2025-03-10 17:43:54,295 - INFO - TAKE PROFIT hit for long at 2031.8950464285713 | PnL: 1.50% | $2.74
+2025-03-10 17:43:54,316 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1481357142857 | Take profit: 2067.9579964285713
+2025-03-10 17:43:54,467 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.41, Avg Loss=$-1.19
+2025-03-10 17:43:54,467 - INFO - Episode 10: Reward=28.62, Balance=$101.64, Win Rate=66.7%, Trades=3, Episode PnL=$1.64, Total PnL=$-11.58, Max Drawdown=1.2%, Pred Accuracy=99.1%
+2025-03-10 17:43:54,591 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:43:54,592 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:43:54,984 - INFO - Visualization saved for episode 10
+2025-03-10 17:43:55,722 - INFO - Visualization saved for episode 10
+2025-03-10 17:43:55,728 - INFO - Refreshing data for episode 11
+2025-03-10 17:43:55,729 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:56,170 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:56,177 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:56,225 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.2034357142857 | Take profit: 2044.5520964285715
+2025-03-10 17:43:56,439 - INFO - STOP LOSS hit for long at 2004.2034357142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:56,482 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0344357142858 | Take profit: 2038.2590964285712
+2025-03-10 17:43:56,601 - INFO - CLOSED long at 1999.22 | PnL: -0.44% | $-1.06
+2025-03-10 17:43:56,619 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4325357142857 | Take profit: 2034.5847964285713
+2025-03-10 17:43:57,175 - INFO - CLOSED long at 2024.52 | PnL: 1.00% | $1.74
+2025-03-10 17:43:57,196 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.745485714286 | Take profit: 2054.2859464285716
+2025-03-10 17:43:57,538 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.74, Avg Loss=$-1.12
+2025-03-10 17:43:57,539 - INFO - Episode 11: Reward=26.97, Balance=$99.49, Win Rate=33.3%, Trades=3, Episode PnL=$-0.51, Total PnL=$-12.09, Max Drawdown=2.2%, Pred Accuracy=99.3%
+2025-03-10 17:43:57,539 - INFO - Refreshing data for episode 12
+2025-03-10 17:43:57,540 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:57,963 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:57,965 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:57,990 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.203332142857 | Take profit: 2044.5522517857141
+2025-03-10 17:43:58,138 - INFO - CLOSED long at 2008.61 | PnL: -0.28% | $-0.76
+2025-03-10 17:43:58,160 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6662821428572 | Take profit: 2033.8034017857142
+2025-03-10 17:43:58,370 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.23
+2025-03-10 17:43:58,391 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1686321428572 | Take profit: 2039.4163517857144
+2025-03-10 17:43:58,592 - INFO - CLOSED long at 2019.65 | PnL: 0.52% | $0.82
+2025-03-10 17:43:58,615 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3623321428572 | Take profit: 2052.875251785714
+2025-03-10 17:43:58,634 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.27
+2025-03-10 17:43:58,654 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.446782142857 | Take profit: 2058.061901785714
+2025-03-10 17:43:58,724 - INFO - CLOSED long at 2018.0 | PnL: -0.47% | $-1.14
+2025-03-10 17:43:58,743 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3276821428574 | Take profit: 2045.6992017857146
+2025-03-10 17:43:58,979 - INFO - CLOSED long at 2029.0 | PnL: 0.67% | $1.13
+2025-03-10 17:43:59,014 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1480321428571 | Take profit: 2067.958151785714
+2025-03-10 17:43:59,059 - INFO - CLOSED long at 2041.55 | PnL: 0.21% | $0.21
+2025-03-10 17:43:59,085 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7051821428572 | Take profit: 2070.5667017857145
+2025-03-10 17:43:59,158 - INFO - STOP LOSS hit for long at 2029.7051821428572 | PnL: -0.50% | $-1.20
+2025-03-10 17:43:59,176 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.53, Avg Loss=$-1.03
+2025-03-10 17:43:59,177 - INFO - Episode 12: Reward=29.08, Balance=$99.56, Win Rate=62.5%, Trades=8, Episode PnL=$-0.44, Total PnL=$-12.53, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:43:59,177 - INFO - Refreshing data for episode 13
+2025-03-10 17:43:59,177 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:43:59,544 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:43:59,553 - INFO - Initialized environment with 100 candles
+2025-03-10 17:43:59,572 - INFO - OPENED LONG at 2014.3 | Stop loss: 2004.203332142857 | Take profit: 2044.5522517857141
+2025-03-10 17:43:59,618 - INFO - CLOSED long at 2021.15 | PnL: 0.34% | $0.47
+2025-03-10 17:43:59,639 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3025321428572 | Take profit: 2056.8946517857144
+2025-03-10 17:43:59,656 - INFO - STOP LOSS hit for long at 2016.3025321428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:43:59,671 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8402321428573 | Take profit: 2041.1215517857145
+2025-03-10 17:43:59,752 - INFO - CLOSED long at 2005.16 | PnL: -0.29% | $-0.76
+2025-03-10 17:43:59,767 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.034332142857 | Take profit: 2038.2592517857142
+2025-03-10 17:43:59,782 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:43:59,806 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.263132142857 | Take profit: 2040.5328517857145
+2025-03-10 17:43:59,864 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-1.00
+2025-03-10 17:43:59,865 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1356678571426 | Take profit: 1972.0307482142857
+2025-03-10 17:43:59,888 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:43:59,888 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1987321428571 | Take profit: 2029.2460517857144
+2025-03-10 17:44:00,048 - INFO - CLOSED long at 2014.13 | PnL: 0.75% | $1.25
+2025-03-10 17:44:00,063 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.616032142857 | Take profit: 2054.154151785714
+2025-03-10 17:44:00,274 - INFO - CLOSED long at 2027.23 | PnL: 0.17% | $0.14
+2025-03-10 17:44:00,294 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.446782142857 | Take profit: 2058.061901785714
+2025-03-10 17:44:00,368 - INFO - CLOSED long at 2018.0 | PnL: -0.47% | $-1.13
+2025-03-10 17:44:00,404 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5764321428571 | Take profit: 2045.9529517857143
+2025-03-10 17:44:00,471 - INFO - CLOSED long at 2021.35 | PnL: 0.28% | $0.35
+2025-03-10 17:44:00,492 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3722321428572 | Take profit: 2054.925551785714
+2025-03-10 17:44:00,676 - INFO - CLOSED long at 2036.65 | PnL: 0.60% | $0.97
+2025-03-10 17:44:00,693 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.854532142857 | Take profit: 2066.638651785714
+2025-03-10 17:44:00,822 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$0.54, Avg Loss=$-1.02
+2025-03-10 17:44:00,822 - INFO - Episode 13: Reward=28.95, Balance=$99.71, Win Rate=63.6%, Trades=11, Episode PnL=$0.70, Total PnL=$-12.82, Max Drawdown=2.1%, Pred Accuracy=99.6%
+2025-03-10 17:44:00,822 - INFO - Refreshing data for episode 14
+2025-03-10 17:44:00,822 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:01,752 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:01,758 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:01,784 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8969 | Take profit: 2038.11435
+2025-03-10 17:44:01,897 - INFO - CLOSED long at 2010.08 | PnL: 0.11% | $0.01
+2025-03-10 17:44:01,922 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9464999999998 | Take profit: 2044.2855499999998
+2025-03-10 17:44:01,962 - INFO - STOP LOSS hit for long at 2003.9464999999998 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:01,985 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1109000000001 | Take profit: 2035.27235
+2025-03-10 17:44:02,051 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.08
+2025-03-10 17:44:02,052 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0934499999998 | Take profit: 1977.8746
+2025-03-10 17:44:02,081 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.41
+2025-03-10 17:44:02,081 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.79755 | Take profit: 2031.8923999999997
+2025-03-10 17:44:02,878 - INFO - TAKE PROFIT hit for long at 2031.8923999999997 | PnL: 1.50% | $2.75
+2025-03-10 17:44:02,894 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1499 | Take profit: 2067.95535
+2025-03-10 17:44:03,057 - INFO - Trade Analysis: Win Rate=66.7% in uptrends, 0.0% in downtrends | Avg Win=$0.81, Avg Loss=$-1.19
+2025-03-10 17:44:03,057 - INFO - Episode 14: Reward=30.52, Balance=$102.07, Win Rate=80.0%, Trades=5, Episode PnL=$1.98, Total PnL=$-10.76, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:44:03,057 - INFO - Refreshing data for episode 15
+2025-03-10 17:44:03,057 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:03,391 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:03,398 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:03,718 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8968964285714 | Take profit: 2038.114355357143
+2025-03-10 17:44:03,745 - INFO - CLOSED long at 2021.15 | PnL: 0.66% | $1.10
+2025-03-10 17:44:03,745 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2790535714287 | Take profit: 1990.7977946428573
+2025-03-10 17:44:03,765 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.73
+2025-03-10 17:44:03,765 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3043964285714 | Take profit: 2056.891855357143
+2025-03-10 17:44:03,786 - INFO - STOP LOSS hit for long at 2016.3043964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:03,814 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8420964285715 | Take profit: 2041.118755357143
+2025-03-10 17:44:03,916 - INFO - CLOSED long at 2003.71 | PnL: -0.36% | $-0.90
+2025-03-10 17:44:03,939 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1108964285716 | Take profit: 2035.2723553571427
+2025-03-10 17:44:04,924 - INFO - TAKE PROFIT hit for long at 2035.2723553571427 | PnL: 1.50% | $2.72
+2025-03-10 17:44:04,951 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1498964285713 | Take profit: 2067.9553553571427
+2025-03-10 17:44:05,166 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.91, Avg Loss=$-0.94
+2025-03-10 17:44:05,167 - INFO - Episode 15: Reward=24.99, Balance=$101.01, Win Rate=40.0%, Trades=5, Episode PnL=$-0.09, Total PnL=$-9.75, Max Drawdown=1.7%, Pred Accuracy=99.5%
+2025-03-10 17:44:05,167 - INFO - Refreshing data for episode 16
+2025-03-10 17:44:05,167 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:05,525 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:05,532 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:05,553 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8967000000002 | Take profit: 2038.11465
+2025-03-10 17:44:05,667 - INFO - CLOSED long at 2010.08 | PnL: 0.11% | $0.01
+2025-03-10 17:44:05,694 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9462999999998 | Take profit: 2044.2858500000002
+2025-03-10 17:44:05,736 - INFO - STOP LOSS hit for long at 2003.9462999999998 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:05,763 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1107000000002 | Take profit: 2035.27265
+2025-03-10 17:44:06,299 - INFO - CLOSED long at 2027.23 | PnL: 1.10% | $1.95
+2025-03-10 17:44:06,318 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4484499999999 | Take profit: 2058.0593999999996
+2025-03-10 17:44:06,442 - INFO - STOP LOSS hit for long at 2017.4484499999999 | PnL: -0.50% | $-1.20
+2025-03-10 17:44:06,465 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5781 | Take profit: 2045.9504499999998
+2025-03-10 17:44:06,721 - INFO - CLOSED long at 2029.0 | PnL: 0.66% | $1.10
+2025-03-10 17:44:06,740 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9756 | Take profit: 2066.75795
+2025-03-10 17:44:06,992 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.02, Avg Loss=$-1.19
+2025-03-10 17:44:06,993 - INFO - Episode 16: Reward=32.04, Balance=$100.68, Win Rate=60.0%, Trades=5, Episode PnL=$0.68, Total PnL=$-9.06, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:44:06,993 - INFO - Refreshing data for episode 17
+2025-03-10 17:44:06,993 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:07,307 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:07,318 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:07,340 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8967000000002 | Take profit: 2038.11465
+2025-03-10 17:44:07,457 - INFO - CLOSED long at 2010.08 | PnL: 0.11% | $0.01
+2025-03-10 17:44:07,478 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9462999999998 | Take profit: 2044.2858500000002
+2025-03-10 17:44:07,523 - INFO - STOP LOSS hit for long at 2003.9462999999998 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:07,548 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1107000000002 | Take profit: 2035.27265
+2025-03-10 17:44:07,680 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:44:07,702 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2004000000002 | Take profit: 2029.2435500000001
+2025-03-10 17:44:08,036 - INFO - TAKE PROFIT hit for long at 2029.2435500000001 | PnL: 1.50% | $2.72
+2025-03-10 17:44:08,057 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.04545 | Take profit: 2058.6684
+2025-03-10 17:44:08,259 - INFO - STOP LOSS hit for long at 2018.04545 | PnL: -0.50% | $-1.20
+2025-03-10 17:44:08,285 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3293500000002 | Take profit: 2045.6967000000002
+2025-03-10 17:44:08,345 - INFO - CLOSED long at 2015.25 | PnL: -0.01% | $-0.22
+2025-03-10 17:44:08,367 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9114000000002 | Take profit: 2047.3105500000001
+2025-03-10 17:44:08,764 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.37, Avg Loss=$-0.77
+2025-03-10 17:44:08,768 - INFO - Episode 17: Reward=25.28, Balance=$99.64, Win Rate=33.3%, Trades=6, Episode PnL=$-0.36, Total PnL=$-9.43, Max Drawdown=1.7%, Pred Accuracy=99.5%
+2025-03-10 17:44:08,768 - INFO - Refreshing data for episode 18
+2025-03-10 17:44:08,768 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:09,087 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:09,096 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:09,117 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8966607142859 | Take profit: 2038.1147089285716
+2025-03-10 17:44:09,715 - INFO - CLOSED long at 2021.01 | PnL: 0.65% | $1.09
+2025-03-10 17:44:09,736 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6775107142857 | Take profit: 2048.0921589285717
+2025-03-10 17:44:10,543 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$0.00
+2025-03-10 17:44:10,543 - INFO - Episode 18: Reward=29.04, Balance=$101.09, Win Rate=100.0%, Trades=1, Episode PnL=$1.09, Total PnL=$-8.34, Max Drawdown=0.0%, Pred Accuracy=99.5%
+2025-03-10 17:44:10,543 - INFO - Refreshing data for episode 19
+2025-03-10 17:44:10,544 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:10,895 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:10,904 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:10,929 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8966607142859 | Take profit: 2038.1147089285716
+2025-03-10 17:44:10,953 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 17:44:10,954 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9529392857146 | Take profit: 1979.6964910714287
+2025-03-10 17:44:10,971 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.31
+2025-03-10 17:44:10,971 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0207107142858 | Take profit: 2051.5025589285715
+2025-03-10 17:44:11,044 - INFO - STOP LOSS hit for long at 2011.0207107142858 | PnL: -0.50% | $-1.17
+2025-03-10 17:44:11,063 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0060607142857 | Take profit: 2040.2665089285713
+2025-03-10 17:44:11,277 - INFO - STOP LOSS hit for long at 2000.0060607142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:44:11,308 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4340607142856 | Take profit: 2034.5825089285713
+2025-03-10 17:44:11,853 - INFO - CLOSED long at 2015.43 | PnL: 0.55% | $0.85
+2025-03-10 17:44:11,873 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5780607142858 | Take profit: 2045.9505089285715
+2025-03-10 17:44:12,113 - INFO - CLOSED long at 2023.86 | PnL: 0.41% | $0.59
+2025-03-10 17:44:12,113 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0028392857141 | Take profit: 1993.4667910714284
+2025-03-10 17:44:12,131 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.68
+2025-03-10 17:44:12,131 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8314607142856 | Take profit: 2059.4703089285713
+2025-03-10 17:44:12,185 - INFO - CLOSED long at 2036.65 | PnL: 0.38% | $0.53
+2025-03-10 17:44:12,203 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8561607142856 | Take profit: 2066.6362089285712
+2025-03-10 17:44:12,338 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.66, Avg Loss=$-0.87
+2025-03-10 17:44:12,338 - INFO - Episode 19: Reward=25.18, Balance=$97.64, Win Rate=37.5%, Trades=8, Episode PnL=$-2.94, Total PnL=$-10.70, Max Drawdown=3.6%, Pred Accuracy=99.6%
+2025-03-10 17:44:12,338 - INFO - Refreshing data for episode 20
+2025-03-10 17:44:12,338 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:12,706 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:12,712 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:13,043 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8965714285714 | Take profit: 2038.1148428571428
+2025-03-10 17:44:14,258 - INFO - TAKE PROFIT hit for long at 2038.1148428571428 | PnL: 1.50% | $2.77
+2025-03-10 17:44:14,277 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7067214285714 | Take profit: 2070.5643928571426
+2025-03-10 17:44:14,356 - INFO - STOP LOSS hit for long at 2029.7067214285714 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:14,377 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5975714285714 | Take profit: 2058.211842857143
+2025-03-10 17:44:14,395 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:44:14,395 - INFO - Episode 20: Reward=27.79, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-9.15, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:14,519 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:44:14,520 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:44:14,520 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:15,243 - INFO - Visualization saved for episode 20
+2025-03-10 17:44:15,967 - INFO - Visualization saved for episode 20
+2025-03-10 17:44:15,975 - INFO - Refreshing data for episode 21
+2025-03-10 17:44:15,976 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:16,321 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:16,326 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:16,374 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8963500000002 | Take profit: 2038.1151750000001
+2025-03-10 17:44:17,644 - INFO - TAKE PROFIT hit for long at 2038.1151750000001 | PnL: 1.50% | $2.77
+2025-03-10 17:44:17,664 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7065000000002 | Take profit: 2070.564725
+2025-03-10 17:44:17,743 - INFO - STOP LOSS hit for long at 2029.7065000000002 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:17,766 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.59735 | Take profit: 2058.212175
+2025-03-10 17:44:17,785 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:44:17,786 - INFO - Episode 21: Reward=27.78, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-7.60, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:44:17,786 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:17,786 - INFO - Refreshing data for episode 22
+2025-03-10 17:44:17,787 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:18,088 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:18,094 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:18,117 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8962035714287 | Take profit: 2038.1153946428572
+2025-03-10 17:44:18,135 - INFO - CLOSED long at 2009.88 | PnL: 0.10% | $-0.01
+2025-03-10 17:44:18,136 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9533964285715 | Take profit: 1979.695805357143
+2025-03-10 17:44:18,155 - INFO - CLOSED short at 2021.15 | PnL: -0.56% | $-1.31
+2025-03-10 17:44:18,155 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0202535714286 | Take profit: 2051.503244642857
+2025-03-10 17:44:18,222 - INFO - STOP LOSS hit for long at 2011.0202535714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:44:18,242 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0056035714285 | Take profit: 2040.2671946428572
+2025-03-10 17:44:18,440 - INFO - STOP LOSS hit for long at 2000.0056035714285 | PnL: -0.50% | $-1.16
+2025-03-10 17:44:18,458 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4336035714286 | Take profit: 2034.5831946428573
+2025-03-10 17:44:18,525 - INFO - CLOSED long at 2008.1 | PnL: 0.18% | $0.15
+2025-03-10 17:44:18,525 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1644964285713 | Take profit: 1977.9425053571426
+2025-03-10 17:44:18,546 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.30
+2025-03-10 17:44:18,546 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1698035714287 | Take profit: 2039.4145946428573
+2025-03-10 17:44:19,008 - INFO - CLOSED long at 2021.35 | PnL: 0.60% | $0.96
+2025-03-10 17:44:19,027 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3734035714285 | Take profit: 2054.923794642857
+2025-03-10 17:44:19,106 - INFO - CLOSED long at 2018.09 | PnL: -0.32% | $-0.80
+2025-03-10 17:44:19,126 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8461035714286 | Take profit: 2052.345694642857
+2025-03-10 17:44:19,393 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.55, Avg Loss=$-0.79
+2025-03-10 17:44:19,393 - INFO - Episode 22: Reward=22.13, Balance=$96.36, Win Rate=25.0%, Trades=8, Episode PnL=$-3.78, Total PnL=$-11.24, Max Drawdown=3.6%, Pred Accuracy=99.6%
+2025-03-10 17:44:19,396 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:19,396 - INFO - Refreshing data for episode 23
+2025-03-10 17:44:19,396 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:19,714 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:19,722 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:19,744 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8960857142858 | Take profit: 2038.1155714285715
+2025-03-10 17:44:20,319 - INFO - CLOSED long at 2021.01 | PnL: 0.65% | $1.09
+2025-03-10 17:44:20,339 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6769357142857 | Take profit: 2048.0930214285713
+2025-03-10 17:44:21,119 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$0.00
+2025-03-10 17:44:21,119 - INFO - Episode 23: Reward=29.04, Balance=$101.09, Win Rate=100.0%, Trades=1, Episode PnL=$1.09, Total PnL=$-10.15, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:44:21,119 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:21,121 - INFO - Refreshing data for episode 24
+2025-03-10 17:44:21,121 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:21,474 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:21,481 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:21,505 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8960535714286 | Take profit: 2038.1156196428572
+2025-03-10 17:44:22,560 - INFO - TAKE PROFIT hit for long at 2038.1156196428572 | PnL: 1.50% | $2.77
+2025-03-10 17:44:22,578 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7062035714287 | Take profit: 2070.565169642857
+2025-03-10 17:44:22,655 - INFO - STOP LOSS hit for long at 2029.7062035714287 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:22,675 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5970535714284 | Take profit: 2058.212619642857
+2025-03-10 17:44:22,692 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:44:22,692 - INFO - Episode 24: Reward=27.79, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-8.60, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:22,693 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:22,693 - INFO - Refreshing data for episode 25
+2025-03-10 17:44:22,693 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:23,208 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:23,215 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:23,561 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8960535714286 | Take profit: 2038.1156196428572
+2025-03-10 17:44:24,737 - INFO - TAKE PROFIT hit for long at 2038.1156196428572 | PnL: 1.50% | $2.77
+2025-03-10 17:44:24,757 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7062035714287 | Take profit: 2070.565169642857
+2025-03-10 17:44:24,852 - INFO - STOP LOSS hit for long at 2029.7062035714287 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:24,895 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:44:24,896 - INFO - Episode 25: Reward=27.59, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-7.06, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:24,896 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:24,896 - INFO - Refreshing data for episode 26
+2025-03-10 17:44:24,897 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:25,217 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:25,224 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:25,248 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.895592857143 | Take profit: 2038.1163107142859
+2025-03-10 17:44:25,733 - INFO - CLOSED long at 2023.76 | PnL: 0.79% | $1.36
+2025-03-10 17:44:25,755 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0643928571428 | Take profit: 2052.569910714286
+2025-03-10 17:44:25,961 - INFO - CLOSED long at 2022.5 | PnL: 0.01% | $-0.17
+2025-03-10 17:44:25,962 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.637107142857 | Take profit: 1992.125589285714
+2025-03-10 17:44:25,986 - INFO - CLOSED short at 2027.23 | PnL: -0.23% | $-0.67
+2025-03-10 17:44:25,986 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0692428571429 | Take profit: 2057.675360714286
+2025-03-10 17:44:26,114 - INFO - STOP LOSS hit for long at 2017.0692428571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:26,132 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5769928571428 | Take profit: 2045.9521107142855
+2025-03-10 17:44:26,430 - INFO - CLOSED long at 2036.06 | PnL: 1.01% | $1.79
+2025-03-10 17:44:26,457 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3176428571428 | Take profit: 2072.2101607142854
+2025-03-10 17:44:26,559 - INFO - CLOSED long at 2029.31 | PnL: -0.60% | $-1.40
+2025-03-10 17:44:26,559 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.481157142857 | Take profit: 1998.8334392857141
+2025-03-10 17:44:26,580 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.05
+2025-03-10 17:44:26,580 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.596592857143 | Take profit: 2058.213310714286
+2025-03-10 17:44:26,599 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.57, Avg Loss=$-0.70
+2025-03-10 17:44:26,600 - INFO - Episode 26: Reward=23.83, Balance=$99.67, Win Rate=28.6%, Trades=7, Episode PnL=$1.24, Total PnL=$-7.39, Max Drawdown=2.0%, Pred Accuracy=99.6%
+2025-03-10 17:44:26,600 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:26,601 - INFO - Refreshing data for episode 27
+2025-03-10 17:44:26,601 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:26,964 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:26,971 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:26,990 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.895475 | Take profit: 2038.1164875000002
+2025-03-10 17:44:27,164 - INFO - CLOSED long at 2008.1 | PnL: 0.01% | $-0.18
+2025-03-10 17:44:27,183 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2385749999999 | Take profit: 2045.6071875
+2025-03-10 17:44:27,236 - INFO - STOP LOSS hit for long at 2005.2385749999999 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:27,260 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0647749999998 | Take profit: 2032.1685875
+2025-03-10 17:44:28,010 - INFO - TAKE PROFIT hit for long at 2032.1685875 | PnL: 1.50% | $2.73
+2025-03-10 17:44:28,028 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.148475 | Take profit: 2067.9574875
+2025-03-10 17:44:28,227 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.73, Avg Loss=$-0.68
+2025-03-10 17:44:28,228 - INFO - Episode 27: Reward=26.42, Balance=$101.36, Win Rate=33.3%, Trades=3, Episode PnL=$1.36, Total PnL=$-6.02, Max Drawdown=1.4%, Pred Accuracy=99.6%
+2025-03-10 17:44:28,228 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:28,228 - INFO - Refreshing data for episode 28
+2025-03-10 17:44:28,228 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:28,534 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:28,535 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:28,559 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8954642857143 | Take profit: 2038.1165035714287
+2025-03-10 17:44:29,666 - INFO - CLOSED long at 2037.36 | PnL: 1.46% | $2.70
+2025-03-10 17:44:29,683 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4420142857143 | Take profit: 2067.2368535714286
+2025-03-10 17:44:29,831 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.70, Avg Loss=$0.00
+2025-03-10 17:44:29,832 - INFO - Episode 28: Reward=30.22, Balance=$102.70, Win Rate=100.0%, Trades=1, Episode PnL=$2.70, Total PnL=$-3.33, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:44:29,832 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:29,832 - INFO - Refreshing data for episode 29
+2025-03-10 17:44:29,832 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:30,133 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:30,141 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:30,163 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8954642857143 | Take profit: 2038.1165035714287
+2025-03-10 17:44:30,694 - INFO - CLOSED long at 2017.79 | PnL: 0.49% | $0.77
+2025-03-10 17:44:30,715 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8702142857142 | Take profit: 2053.3922535714287
+2025-03-10 17:44:31,438 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.77, Avg Loss=$0.00
+2025-03-10 17:44:31,438 - INFO - Episode 29: Reward=28.86, Balance=$100.77, Win Rate=100.0%, Trades=1, Episode PnL=$0.77, Total PnL=$-2.56, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:44:31,438 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:31,438 - INFO - Refreshing data for episode 30
+2025-03-10 17:44:31,439 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:31,793 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:31,798 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:32,134 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.8952285714286 | Take profit: 2038.1168571428575
+2025-03-10 17:44:32,356 - INFO - CLOSED long at 2010.34 | PnL: 0.12% | $0.04
+2025-03-10 17:44:32,356 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4166714285711 | Take profit: 1980.1474428571428
+2025-03-10 17:44:32,374 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:44:32,374 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9648785714285 | Take profit: 2038.187907142857
+2025-03-10 17:44:32,483 - INFO - CLOSED long at 2009.04 | PnL: 0.05% | $-0.10
+2025-03-10 17:44:32,506 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0345285714284 | Take profit: 2038.2589571428568
+2025-03-10 17:44:33,233 - INFO - TAKE PROFIT hit for long at 2038.2589571428568 | PnL: 1.50% | $2.77
+2025-03-10 17:44:33,251 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7053785714286 | Take profit: 2070.5664071428573
+2025-03-10 17:44:33,313 - INFO - STOP LOSS hit for long at 2029.7053785714286 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:33,331 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5962285714286 | Take profit: 2058.2138571428573
+2025-03-10 17:44:33,348 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.94, Avg Loss=$-0.66
+2025-03-10 17:44:33,349 - INFO - Episode 30: Reward=14.99, Balance=$101.52, Win Rate=60.0%, Trades=5, Episode PnL=$1.48, Total PnL=$-1.04, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:33,468 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:44:33,469 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:44:33,469 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:33,837 - INFO - Visualization saved for episode 30
+2025-03-10 17:44:34,779 - INFO - Visualization saved for episode 30
+2025-03-10 17:44:34,785 - INFO - Refreshing data for episode 31
+2025-03-10 17:44:34,785 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:35,094 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:35,100 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:35,133 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:36,211 - INFO - TAKE PROFIT hit for long at 2038.1173232142858 | PnL: 1.50% | $2.77
+2025-03-10 17:44:36,237 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.705067857143 | Take profit: 2070.566873214286
+2025-03-10 17:44:36,291 - INFO - CLOSED long at 2029.31 | PnL: -0.52% | $-1.26
+2025-03-10 17:44:36,318 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.595917857143 | Take profit: 2058.2143232142857
+2025-03-10 17:44:36,335 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.26
+2025-03-10 17:44:36,335 - INFO - Episode 31: Reward=11.74, Balance=$101.51, Win Rate=50.0%, Trades=2, Episode PnL=$1.51, Total PnL=$0.46, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:36,335 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:36,337 - INFO - Refreshing data for episode 32
+2025-03-10 17:44:36,337 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:36,646 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:36,651 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:36,670 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:36,849 - INFO - CLOSED long at 2003.71 | PnL: -0.21% | $-0.62
+2025-03-10 17:44:36,871 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.108917857143 | Take profit: 2035.275323214286
+2025-03-10 17:44:37,874 - INFO - TAKE PROFIT hit for long at 2035.275323214286 | PnL: 1.50% | $2.75
+2025-03-10 17:44:37,903 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1479178571426 | Take profit: 2067.9583232142854
+2025-03-10 17:44:38,097 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.75, Avg Loss=$-0.62
+2025-03-10 17:44:38,099 - INFO - Episode 32: Reward=12.38, Balance=$102.14, Win Rate=50.0%, Trades=2, Episode PnL=$2.14, Total PnL=$2.60, Max Drawdown=0.6%, Pred Accuracy=99.6%
+2025-03-10 17:44:38,099 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:38,100 - INFO - Refreshing data for episode 33
+2025-03-10 17:44:38,100 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:38,420 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:38,428 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:38,453 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:38,748 - INFO - CLOSED long at 1999.22 | PnL: -0.44% | $-1.06
+2025-03-10 17:44:38,749 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2413821428572 | Take profit: 1969.1937767857144
+2025-03-10 17:44:38,768 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.71
+2025-03-10 17:44:38,768 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4323178571428 | Take profit: 2034.5851232142859
+2025-03-10 17:44:39,281 - INFO - CLOSED long at 2017.02 | PnL: 0.63% | $1.02
+2025-03-10 17:44:39,301 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2179678571429 | Take profit: 2051.7081732142856
+2025-03-10 17:44:39,693 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.02, Avg Loss=$-0.88
+2025-03-10 17:44:39,693 - INFO - Episode 33: Reward=11.51, Balance=$99.25, Win Rate=33.3%, Trades=3, Episode PnL=$0.31, Total PnL=$1.85, Max Drawdown=0.7%, Pred Accuracy=99.7%
+2025-03-10 17:44:39,693 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:39,694 - INFO - Refreshing data for episode 34
+2025-03-10 17:44:39,694 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:40,008 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:40,014 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:40,034 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:40,118 - INFO - CLOSED long at 2010.92 | PnL: 0.15% | $0.09
+2025-03-10 17:44:40,118 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9998821428571 | Take profit: 1980.7182767857144
+2025-03-10 17:44:40,139 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.12
+2025-03-10 17:44:40,139 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0043178571427 | Take profit: 2040.2691232142859
+2025-03-10 17:44:40,350 - INFO - STOP LOSS hit for long at 2000.0043178571427 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:40,373 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4323178571428 | Take profit: 2034.5851232142859
+2025-03-10 17:44:41,099 - INFO - TAKE PROFIT hit for long at 2034.5851232142859 | PnL: 1.50% | $2.74
+2025-03-10 17:44:41,131 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.441467857143 | Take profit: 2067.2376732142857
+2025-03-10 17:44:41,293 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.41, Avg Loss=$-0.65
+2025-03-10 17:44:41,293 - INFO - Episode 34: Reward=13.89, Balance=$101.53, Win Rate=50.0%, Trades=4, Episode PnL=$1.43, Total PnL=$3.38, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:41,293 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:41,293 - INFO - Refreshing data for episode 35
+2025-03-10 17:44:41,293 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:41,601 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:41,611 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:41,898 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:42,053 - INFO - CLOSED long at 2005.16 | PnL: -0.14% | $-0.47
+2025-03-10 17:44:42,073 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.034217857143 | Take profit: 2038.2594232142856
+2025-03-10 17:44:42,976 - INFO - TAKE PROFIT hit for long at 2038.2594232142856 | PnL: 1.50% | $2.76
+2025-03-10 17:44:42,998 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.705067857143 | Take profit: 2070.566873214286
+2025-03-10 17:44:43,072 - INFO - STOP LOSS hit for long at 2029.705067857143 | PnL: -0.50% | $-1.21
+2025-03-10 17:44:43,094 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.595917857143 | Take profit: 2058.2143232142857
+2025-03-10 17:44:43,113 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.76, Avg Loss=$-0.84
+2025-03-10 17:44:43,114 - INFO - Episode 35: Reward=12.52, Balance=$101.07, Win Rate=33.3%, Trades=3, Episode PnL=$1.07, Total PnL=$4.45, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:44:43,114 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:43,115 - INFO - Refreshing data for episode 36
+2025-03-10 17:44:43,115 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:43,431 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:43,442 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:43,459 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:44,563 - INFO - TAKE PROFIT hit for long at 2038.1173232142858 | PnL: 1.50% | $2.77
+2025-03-10 17:44:44,593 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.705067857143 | Take profit: 2070.566873214286
+2025-03-10 17:44:44,669 - INFO - STOP LOSS hit for long at 2029.705067857143 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:44,688 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.595917857143 | Take profit: 2058.2143232142857
+2025-03-10 17:44:44,705 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:44:44,705 - INFO - Episode 36: Reward=14.00, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$6.00, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:44:44,705 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:44,706 - INFO - Refreshing data for episode 37
+2025-03-10 17:44:44,706 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:45,016 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:45,016 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:45,041 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:45,518 - INFO - CLOSED long at 2017.79 | PnL: 0.49% | $0.77
+2025-03-10 17:44:45,518 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9042321428572 | Take profit: 1987.485226785714
+2025-03-10 17:44:45,545 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.71
+2025-03-10 17:44:45,545 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.869667857143 | Take profit: 2053.393073214286
+2025-03-10 17:44:46,222 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.77, Avg Loss=$-0.71
+2025-03-10 17:44:46,222 - INFO - Episode 37: Reward=13.40, Balance=$100.06, Win Rate=50.0%, Trades=2, Episode PnL=$-0.71, Total PnL=$6.05, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:44:46,222 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:46,222 - INFO - Refreshing data for episode 38
+2025-03-10 17:44:46,222 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:46,535 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:46,537 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:46,559 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:46,758 - INFO - CLOSED long at 2008.1 | PnL: 0.01% | $-0.18
+2025-03-10 17:44:46,778 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.238017857143 | Take profit: 2045.6080232142856
+2025-03-10 17:44:46,832 - INFO - STOP LOSS hit for long at 2005.238017857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:44:46,851 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0642178571427 | Take profit: 2032.1694232142856
+2025-03-10 17:44:47,624 - INFO - TAKE PROFIT hit for long at 2032.1694232142856 | PnL: 1.50% | $2.73
+2025-03-10 17:44:47,646 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1479178571426 | Take profit: 2067.9583232142854
+2025-03-10 17:44:47,830 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.73, Avg Loss=$-0.68
+2025-03-10 17:44:47,830 - INFO - Episode 38: Reward=12.80, Balance=$101.36, Win Rate=33.3%, Trades=3, Episode PnL=$1.36, Total PnL=$7.41, Max Drawdown=1.4%, Pred Accuracy=99.7%
+2025-03-10 17:44:47,830 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:47,830 - INFO - Refreshing data for episode 39
+2025-03-10 17:44:47,830 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:48,125 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:48,129 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:48,151 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:48,438 - INFO - CLOSED long at 2002.6 | PnL: -0.27% | $-0.72
+2025-03-10 17:44:48,461 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3267321428573 | Take profit: 1972.2177267857141
+2025-03-10 17:44:48,478 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.86
+2025-03-10 17:44:48,478 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9695178571428 | Take profit: 2039.2135232142855
+2025-03-10 17:44:49,068 - INFO - CLOSED long at 2029.0 | PnL: 0.99% | $1.74
+2025-03-10 17:44:49,068 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1702821428573 | Take profit: 1998.5270767857144
+2025-03-10 17:44:49,092 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.90
+2025-03-10 17:44:49,092 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9738178571429 | Take profit: 2066.7606232142857
+2025-03-10 17:44:49,268 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.74, Avg Loss=$-0.83
+2025-03-10 17:44:49,269 - INFO - Episode 39: Reward=10.12, Balance=$99.26, Win Rate=25.0%, Trades=4, Episode PnL=$-2.48, Total PnL=$6.67, Max Drawdown=0.7%, Pred Accuracy=99.7%
+2025-03-10 17:44:49,269 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:49,269 - INFO - Refreshing data for episode 40
+2025-03-10 17:44:49,270 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:49,592 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:49,592 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:49,909 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:50,058 - INFO - CLOSED long at 2005.16 | PnL: -0.14% | $-0.47
+2025-03-10 17:44:50,058 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.211082142857 | Take profit: 1975.0446767857143
+2025-03-10 17:44:50,080 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.48
+2025-03-10 17:44:50,080 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.034217857143 | Take profit: 2038.2594232142856
+2025-03-10 17:44:50,538 - INFO - CLOSED long at 2027.23 | PnL: 0.95% | $1.67
+2025-03-10 17:44:50,558 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4466678571428 | Take profit: 2058.0620732142856
+2025-03-10 17:44:50,666 - INFO - STOP LOSS hit for long at 2017.4466678571428 | PnL: -0.50% | $-1.20
+2025-03-10 17:44:50,686 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5763178571428 | Take profit: 2045.9531232142858
+2025-03-10 17:44:51,204 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.67, Avg Loss=$-0.72
+2025-03-10 17:44:51,204 - INFO - Episode 40: Reward=25.87, Balance=$99.51, Win Rate=25.0%, Trades=4, Episode PnL=$-0.01, Total PnL=$6.19, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:51,330 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:44:51,330 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:44:51,330 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:51,773 - INFO - Visualization saved for episode 40
+2025-03-10 17:44:52,934 - INFO - Visualization saved for episode 40
+2025-03-10 17:44:52,942 - INFO - Refreshing data for episode 41
+2025-03-10 17:44:52,942 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:53,260 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:53,271 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:53,306 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:54,096 - INFO - CLOSED long at 2030.54 | PnL: 1.12% | $2.02
+2025-03-10 17:44:54,096 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7179821428572 | Take profit: 2000.0439767857142
+2025-03-10 17:44:54,115 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.36
+2025-03-10 17:44:54,115 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.760167857143 | Take profit: 2055.3215732142858
+2025-03-10 17:44:54,324 - INFO - STOP LOSS hit for long at 2014.760167857143 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:54,347 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1484678571428 | Take profit: 2045.516673214286
+2025-03-10 17:44:54,821 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$1.19, Avg Loss=$-1.22
+2025-03-10 17:44:54,821 - INFO - Episode 41: Reward=30.63, Balance=$101.16, Win Rate=66.7%, Trades=3, Episode PnL=$-0.86, Total PnL=$7.35, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:44:54,821 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:54,821 - INFO - Refreshing data for episode 42
+2025-03-10 17:44:54,821 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:55,125 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:55,130 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:55,151 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:55,665 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.07
+2025-03-10 17:44:55,665 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3114821428574 | Take profit: 1979.063476785714
+2025-03-10 17:44:55,695 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.05
+2025-03-10 17:44:55,695 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.765317857143 | Take profit: 2048.186123214286
+2025-03-10 17:44:55,902 - INFO - CLOSED long at 2030.54 | PnL: 0.63% | $1.03
+2025-03-10 17:44:55,924 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.760167857143 | Take profit: 2055.3215732142858
+2025-03-10 17:44:56,144 - INFO - CLOSED long at 2015.68 | PnL: -0.46% | $-1.10
+2025-03-10 17:44:56,172 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.123617857143 | Take profit: 2044.4712232142856
+2025-03-10 17:44:56,623 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.03, Avg Loss=$-0.74
+2025-03-10 17:44:56,623 - INFO - Episode 42: Reward=22.87, Balance=$98.82, Win Rate=25.0%, Trades=4, Episode PnL=$-1.11, Total PnL=$6.17, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:56,623 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:56,623 - INFO - Refreshing data for episode 43
+2025-03-10 17:44:56,623 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:56,915 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:56,923 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:56,947 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:57,012 - INFO - CLOSED long at 2026.46 | PnL: 0.92% | $1.62
+2025-03-10 17:44:57,012 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6175821428571 | Take profit: 1996.0251767857142
+2025-03-10 17:44:57,040 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.92
+2025-03-10 17:44:57,040 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0091678571428 | Take profit: 2045.3745732142854
+2025-03-10 17:44:57,150 - INFO - STOP LOSS hit for long at 2005.0091678571428 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:57,181 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.108917857143 | Take profit: 2035.275323214286
+2025-03-10 17:44:57,567 - INFO - CLOSED long at 2022.99 | PnL: 0.89% | $1.58
+2025-03-10 17:44:57,567 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.130232142857 | Take profit: 1992.6072267857144
+2025-03-10 17:44:57,584 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.06
+2025-03-10 17:44:57,584 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3769178571426 | Take profit: 2062.0713232142857
+2025-03-10 17:44:57,671 - INFO - STOP LOSS hit for long at 2021.3769178571426 | PnL: -0.50% | $-1.21
+2025-03-10 17:44:57,702 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3622178571427 | Take profit: 2052.875423214286
+2025-03-10 17:44:58,273 - INFO - Trade Analysis: Win Rate=25.0% in uptrends, 0.0% in downtrends | Avg Win=$1.38, Avg Loss=$-1.16
+2025-03-10 17:44:58,273 - INFO - Episode 43: Reward=29.99, Balance=$100.63, Win Rate=50.0%, Trades=6, Episode PnL=$-2.57, Total PnL=$6.80, Max Drawdown=0.7%, Pred Accuracy=99.6%
+2025-03-10 17:44:58,273 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:58,273 - INFO - Refreshing data for episode 44
+2025-03-10 17:44:58,273 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:44:58,572 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:44:58,578 - INFO - Initialized environment with 100 candles
+2025-03-10 17:44:58,598 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:44:59,758 - INFO - TAKE PROFIT hit for long at 2038.1173232142858 | PnL: 1.50% | $2.77
+2025-03-10 17:44:59,782 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.705067857143 | Take profit: 2070.566873214286
+2025-03-10 17:44:59,869 - INFO - STOP LOSS hit for long at 2029.705067857143 | PnL: -0.50% | $-1.22
+2025-03-10 17:44:59,888 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.595917857143 | Take profit: 2058.2143232142857
+2025-03-10 17:44:59,905 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:44:59,905 - INFO - Episode 44: Reward=27.80, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$8.35, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:44:59,906 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:44:59,906 - INFO - Refreshing data for episode 45
+2025-03-10 17:44:59,906 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:00,216 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:00,223 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:00,571 - INFO - OPENED LONG at 2007.96 | Stop loss: 1997.894917857143 | Take profit: 2038.1173232142858
+2025-03-10 17:45:00,705 - INFO - CLOSED long at 2010.08 | PnL: 0.11% | $0.01
+2025-03-10 17:45:00,705 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.155682142857 | Take profit: 1979.8908767857142
+2025-03-10 17:45:00,728 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.59
+2025-03-10 17:45:00,728 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.944517857143 | Take profit: 2044.2885232142858
+2025-03-10 17:45:00,770 - INFO - STOP LOSS hit for long at 2003.944517857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:45:00,798 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.108917857143 | Take profit: 2035.275323214286
+2025-03-10 17:45:01,149 - INFO - CLOSED long at 2022.2 | PnL: 0.85% | $1.45
+2025-03-10 17:45:01,149 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.336282142857 | Take profit: 1991.8290767857145
+2025-03-10 17:45:01,173 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:45:01,173 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8796678571427 | Take profit: 2051.3630732142856
+2025-03-10 17:45:01,794 - INFO - CLOSED long at 2036.18 | PnL: 0.75% | $1.28
+2025-03-10 17:45:01,818 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1479178571426 | Take profit: 2067.9583232142854
+2025-03-10 17:45:02,002 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.92, Avg Loss=$-0.62
+2025-03-10 17:45:02,003 - INFO - Episode 45: Reward=28.43, Balance=$100.90, Win Rate=50.0%, Trades=6, Episode PnL=$-0.57, Total PnL=$9.25, Max Drawdown=1.8%, Pred Accuracy=99.7%
+2025-03-10 17:45:02,003 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:45:02,005 - INFO - Refreshing data for episode 46
+2025-03-10 17:45:02,005 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:02,558 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:02,565 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:02,588 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8063428571431 | Take profit: 2040.0645857142858
+2025-03-10 17:45:02,923 - INFO - STOP LOSS hit for long at 1999.8063428571431 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:02,944 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4333428571429 | Take profit: 2034.5835857142858
+2025-03-10 17:45:03,049 - INFO - CLOSED long at 2009.24 | PnL: 0.24% | $0.27
+2025-03-10 17:45:03,049 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.310457142857 | Take profit: 1979.0650142857144
+2025-03-10 17:45:03,075 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.04
+2025-03-10 17:45:03,075 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.766342857143 | Take profit: 2048.1845857142857
+2025-03-10 17:45:03,980 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-1.11
+2025-03-10 17:45:03,980 - INFO - Episode 46: Reward=12.71, Balance=$98.04, Win Rate=33.3%, Trades=3, Episode PnL=$-2.23, Total PnL=$7.29, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:45:03,980 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:45:03,980 - INFO - Refreshing data for episode 47
+2025-03-10 17:45:03,980 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:04,321 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:04,328 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:04,349 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8061285714286 | Take profit: 2040.0649071428572
+2025-03-10 17:45:04,590 - INFO - CLOSED long at 2010.34 | PnL: 0.02% | $-0.15
+2025-03-10 17:45:04,590 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4161714285715 | Take profit: 1980.1481928571427
+2025-03-10 17:45:04,610 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:45:04,610 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9653785714286 | Take profit: 2038.187157142857
+2025-03-10 17:45:05,002 - INFO - CLOSED long at 2019.65 | PnL: 0.58% | $0.94
+2025-03-10 17:45:05,022 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3630285714287 | Take profit: 2052.874207142857
+2025-03-10 17:45:05,612 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.49, Avg Loss=$-0.15
+2025-03-10 17:45:05,612 - INFO - Episode 47: Reward=15.27, Balance=$100.82, Win Rate=66.7%, Trades=3, Episode PnL=$0.97, Total PnL=$8.11, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:45:05,612 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:45:05,612 - INFO - Refreshing data for episode 48
+2025-03-10 17:45:05,612 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:05,937 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:05,944 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:05,963 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8061285714286 | Take profit: 2040.0649071428572
+2025-03-10 17:45:06,234 - INFO - CLOSED long at 2002.1 | PnL: -0.39% | $-0.96
+2025-03-10 17:45:06,234 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1349714285711 | Take profit: 1972.0317928571428
+2025-03-10 17:45:06,258 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:45:06,258 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1994285714286 | Take profit: 2029.2450071428573
+2025-03-10 17:45:06,528 - INFO - TAKE PROFIT hit for long at 2029.2450071428573 | PnL: 1.50% | $2.75
+2025-03-10 17:45:06,545 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0444785714287 | Take profit: 2058.6698571428574
+2025-03-10 17:45:06,743 - INFO - STOP LOSS hit for long at 2018.0444785714287 | PnL: -0.50% | $-1.21
+2025-03-10 17:45:06,768 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3283785714286 | Take profit: 2045.6981571428573
+2025-03-10 17:45:07,299 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.42, Avg Loss=$-1.09
+2025-03-10 17:45:07,299 - INFO - Episode 48: Reward=12.95, Balance=$100.66, Win Rate=50.0%, Trades=4, Episode PnL=$1.62, Total PnL=$8.77, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:45:07,299 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:45:07,299 - INFO - Refreshing data for episode 49
+2025-03-10 17:45:07,301 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:07,611 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:07,618 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:07,638 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8061285714286 | Take profit: 2040.0649071428572
+2025-03-10 17:45:07,965 - INFO - STOP LOSS hit for long at 1999.8061285714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:07,995 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4331285714286 | Take profit: 2034.5839071428572
+2025-03-10 17:45:08,016 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:45:08,034 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2540785714286 | Take profit: 2032.361057142857
+2025-03-10 17:45:08,153 - INFO - CLOSED long at 2023.76 | PnL: 1.07% | $1.89
+2025-03-10 17:45:08,174 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0645285714286 | Take profit: 2052.569707142857
+2025-03-10 17:45:08,309 - INFO - CLOSED long at 2024.91 | PnL: 0.13% | $0.07
+2025-03-10 17:45:08,309 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0590214285714 | Take profit: 1994.499642857143
+2025-03-10 17:45:08,325 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.32
+2025-03-10 17:45:08,325 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5272785714287 | Take profit: 2049.981457142857
+2025-03-10 17:45:08,768 - INFO - CLOSED long at 2036.06 | PnL: 0.81% | $1.42
+2025-03-10 17:45:08,768 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2647714285713 | Take profit: 2005.482392857143
+2025-03-10 17:45:08,785 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.75
+2025-03-10 17:45:08,786 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3177785714286 | Take profit: 2072.209957142857
+2025-03-10 17:45:08,886 - INFO - STOP LOSS hit for long at 2031.3177785714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:45:08,907 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5967285714285 | Take profit: 2058.213107142857
+2025-03-10 17:45:08,949 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.92, Avg Loss=$-0.88
+2025-03-10 17:45:08,949 - INFO - Episode 49: Reward=16.85, Balance=$100.18, Win Rate=50.0%, Trades=8, Episode PnL=$-1.31, Total PnL=$8.94, Max Drawdown=1.6%, Pred Accuracy=99.8%
+2025-03-10 17:45:08,950 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:45:08,950 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:45:09,081 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:45:09,486 - INFO - Training results saved to training_results.png
+2025-03-10 17:45:09,600 - INFO - Model saved to models/trading_agent_continuous_50.pt
+2025-03-10 17:45:14,615 - INFO - Starting training batch 3
+2025-03-10 17:45:14,615 - INFO - Refreshing data for new training batch
+2025-03-10 17:45:14,615 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:14,950 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:45:14,950 - INFO - Initialized environment with 500 candles
+2025-03-10 17:45:14,950 - INFO - Updated environment with fresh candles
+2025-03-10 17:45:14,950 - INFO - Starting training on device: cuda
+2025-03-10 17:45:14,957 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:45:14,957 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:45:15,175 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:45:15,182 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:45:15,199 - INFO - Refreshing data for episode 0
+2025-03-10 17:45:15,199 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:15,501 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:15,512 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:15,902 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9541321428571 | Take profit: 1979.6947017857144
+2025-03-10 17:45:16,038 - INFO - STOP LOSS hit for short at 2019.9541321428571 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:16,180 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6170321428572 | Take profit: 1996.0260017857145
+2025-03-10 17:45:16,221 - INFO - CLOSED short at 2010.92 | PnL: 0.77% | $1.30
+2025-03-10 17:45:16,222 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8406678571428 | Take profit: 2041.1208982142857
+2025-03-10 17:45:16,243 - INFO - CLOSED long at 2010.08 | PnL: -0.04% | $-0.28
+2025-03-10 17:45:16,243 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1551321428572 | Take profit: 1979.8917017857143
+2025-03-10 17:45:16,501 - INFO - CLOSED short at 2009.04 | PnL: 0.05% | $-0.10
+2025-03-10 17:45:16,502 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.970067857143 | Take profit: 2039.2126982142856
+2025-03-10 17:45:16,528 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:45:16,528 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.165232142857 | Take profit: 1977.941401785714
+2025-03-10 17:45:16,600 - INFO - STOP LOSS hit for short at 2018.165232142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:45:16,624 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3357321428573 | Take profit: 1991.8299017857144
+2025-03-10 17:45:16,686 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:45:16,687 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.870217857143 | Take profit: 2053.3922482142857
+2025-03-10 17:45:16,704 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:45:16,705 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.129682142857 | Take profit: 1992.6080517857145
+2025-03-10 17:45:17,177 - INFO - STOP LOSS hit for short at 2033.129682142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:45:17,197 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5715321428572 | Take profit: 2006.7625017857142
+2025-03-10 17:45:17,378 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.30, Avg Loss=$-0.58
+2025-03-10 17:45:17,378 - INFO - Episode 0: Reward=-3.74, Balance=$96.64, Win Rate=11.1%, Trades=9, Episode PnL=$-2.60, Total PnL=$5.58, Max Drawdown=3.4%, Pred Accuracy=98.7%
+2025-03-10 17:45:17,493 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:45:17,493 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:45:17,930 - INFO - Visualization saved for episode 0
+2025-03-10 17:45:18,818 - INFO - Visualization saved for episode 0
+2025-03-10 17:45:18,828 - INFO - Refreshing data for episode 1
+2025-03-10 17:45:18,828 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:19,135 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:19,141 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:19,168 - INFO - OPENED SHORT at 2009.88 | Stop loss: 2019.9541321428571 | Take profit: 1979.6947017857144
+2025-03-10 17:45:19,187 - INFO - STOP LOSS hit for short at 2019.9541321428571 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:19,209 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6170321428572 | Take profit: 1996.0260017857145
+2025-03-10 17:45:19,385 - INFO - CLOSED short at 2010.34 | PnL: 0.80% | $1.36
+2025-03-10 17:45:19,411 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0948821428572 | Take profit: 1977.8724517857142
+2025-03-10 17:45:19,616 - INFO - CLOSED short at 2023.76 | PnL: -0.78% | $-1.75
+2025-03-10 17:45:19,632 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3357321428573 | Take profit: 1991.8299017857144
+2025-03-10 17:45:19,809 - INFO - CLOSED short at 2022.5 | PnL: -0.01% | $-0.22
+2025-03-10 17:45:19,809 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.362767857143 | Take profit: 2052.8745982142855
+2025-03-10 17:45:19,838 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:45:19,839 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.390882142857 | Take profit: 1996.7844517857143
+2025-03-10 17:45:19,989 - INFO - CLOSED short at 2015.25 | PnL: 0.59% | $0.96
+2025-03-10 17:45:19,989 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1490178571428 | Take profit: 2045.5158482142856
+2025-03-10 17:45:20,040 - INFO - CLOSED long at 2021.35 | PnL: 0.30% | $0.40
+2025-03-10 17:45:20,040 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4814821428572 | Take profit: 1990.9926517857143
+2025-03-10 17:45:20,206 - INFO - STOP LOSS hit for short at 2031.4814821428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:20,227 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5715321428572 | Take profit: 2006.7625017857142
+2025-03-10 17:45:20,253 - INFO - CLOSED short at 2036.65 | PnL: 0.03% | $-0.13
+2025-03-10 17:45:20,279 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2650321428569 | Take profit: 2005.4820017857141
+2025-03-10 17:45:20,408 - INFO - CLOSED short at 2027.76 | PnL: 0.41% | $0.60
+2025-03-10 17:45:20,408 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5964678571427 | Take profit: 2058.2134982142857
+2025-03-10 17:45:20,430 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.31
+2025-03-10 17:45:20,430 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.697432142857 | Take profit: 1996.1048017857142
+2025-03-10 17:45:20,442 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.71, Avg Loss=$-0.80
+2025-03-10 17:45:20,442 - INFO - Episode 1: Reward=1.64, Balance=$98.78, Win Rate=45.5%, Trades=11, Episode PnL=$-1.56, Total PnL=$4.37, Max Drawdown=1.7%, Pred Accuracy=98.7%
+2025-03-10 17:45:20,446 - INFO - Refreshing data for episode 2
+2025-03-10 17:45:20,446 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:21,022 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:21,028 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:21,046 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:21,064 - INFO - CLOSED long at 2021.15 | PnL: 0.56% | $0.91
+2025-03-10 17:45:21,064 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2804821428574 | Take profit: 1990.7956517857142
+2025-03-10 17:45:21,099 - INFO - CLOSED short at 2015.11 | PnL: 0.30% | $0.40
+2025-03-10 17:45:21,117 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9993321428574 | Take profit: 1980.7191017857142
+2025-03-10 17:45:21,307 - INFO - CLOSED short at 2002.1 | PnL: 0.44% | $0.68
+2025-03-10 17:45:21,307 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.064767857143 | Take profit: 2032.1685982142856
+2025-03-10 17:45:21,353 - INFO - CLOSED long at 2004.48 | PnL: 0.12% | $0.04
+2025-03-10 17:45:21,353 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.527132142857 | Take profit: 1974.3757017857142
+2025-03-10 17:45:21,445 - INFO - CLOSED short at 2009.24 | PnL: -0.24% | $-0.68
+2025-03-10 17:45:21,445 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1690678571429 | Take profit: 2039.4156982142856
+2025-03-10 17:45:21,463 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.66
+2025-03-10 17:45:21,464 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9941321428573 | Take profit: 1987.5747017857145
+2025-03-10 17:45:21,539 - INFO - CLOSED short at 2021.01 | PnL: -0.16% | $-0.51
+2025-03-10 17:45:21,558 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.903682142857 | Take profit: 1987.4860517857142
+2025-03-10 17:45:21,614 - INFO - STOP LOSS hit for short at 2027.903682142857 | PnL: -0.50% | $-1.21
+2025-03-10 17:45:21,634 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3757821428574 | Take profit: 1997.7497517857144
+2025-03-10 17:45:21,668 - INFO - CLOSED short at 2024.91 | PnL: 0.16% | $0.12
+2025-03-10 17:45:21,690 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.527017857143 | Take profit: 2049.9818482142855
+2025-03-10 17:45:21,732 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.55
+2025-03-10 17:45:21,733 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.390882142857 | Take profit: 1996.7844517857143
+2025-03-10 17:45:21,844 - INFO - CLOSED short at 2018.0 | PnL: 0.46% | $0.71
+2025-03-10 17:45:21,844 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.885267857143 | Take profit: 2048.307098214286
+2025-03-10 17:45:21,863 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.46
+2025-03-10 17:45:21,863 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5318821428573 | Take profit: 1985.1614517857145
+2025-03-10 17:45:21,908 - INFO - CLOSED short at 2014.22 | PnL: 0.06% | $-0.08
+2025-03-10 17:45:21,909 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.124167857143 | Take profit: 2044.4703982142855
+2025-03-10 17:45:21,958 - INFO - CLOSED long at 2017.02 | PnL: 0.14% | $0.08
+2025-03-10 17:45:21,958 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.129832142857 | Take profit: 1986.7276017857141
+2025-03-10 17:45:21,995 - INFO - CLOSED short at 2024.52 | PnL: -0.37% | $-0.94
+2025-03-10 17:45:21,996 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3726678571427 | Take profit: 2054.924898214286
+2025-03-10 17:45:22,017 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.26
+2025-03-10 17:45:22,017 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0341821428574 | Take profit: 1993.4945517857143
+2025-03-10 17:45:22,102 - INFO - CLOSED short at 2023.86 | PnL: 0.00% | $-0.19
+2025-03-10 17:45:22,102 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7159678571427 | Take profit: 2054.2549982142855
+2025-03-10 17:45:22,141 - INFO - CLOSED long at 2036.18 | PnL: 0.61% | $1.00
+2025-03-10 17:45:22,141 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3856321428573 | Take profit: 2005.6002017857143
+2025-03-10 17:45:22,161 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.31
+2025-03-10 17:45:22,161 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1484678571428 | Take profit: 2067.957498214286
+2025-03-10 17:45:22,181 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.27
+2025-03-10 17:45:22,181 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8579821428573 | Take profit: 2006.0631517857144
+2025-03-10 17:45:22,239 - INFO - CLOSED short at 2034.95 | PnL: 0.08% | $-0.03
+2025-03-10 17:45:22,239 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7505178571428 | Take profit: 2065.5113482142856
+2025-03-10 17:45:22,285 - INFO - CLOSED long at 2031.82 | PnL: -0.15% | $-0.50
+2025-03-10 17:45:22,286 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.003832142857 | Take profit: 2001.305601785714
+2025-03-10 17:45:22,347 - INFO - CLOSED short at 2026.54 | PnL: 0.26% | $0.31
+2025-03-10 17:45:22,347 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.382567857143 | Take profit: 2056.9751982142857
+2025-03-10 17:45:22,371 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.50, Avg Loss=$-0.45
+2025-03-10 17:45:22,372 - INFO - Episode 2: Reward=-0.68, Balance=$100.01, Win Rate=47.8%, Trades=23, Episode PnL=$-1.74, Total PnL=$4.37, Max Drawdown=1.2%, Pred Accuracy=98.7%
+2025-03-10 17:45:22,372 - INFO - Refreshing data for episode 3
+2025-03-10 17:45:22,373 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:22,695 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:22,700 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:22,719 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:22,738 - INFO - CLOSED long at 2021.15 | PnL: 0.56% | $0.91
+2025-03-10 17:45:22,739 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2804821428574 | Take profit: 1990.7956517857142
+2025-03-10 17:45:22,758 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.72
+2025-03-10 17:45:22,758 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.302967857143 | Take profit: 2056.893998214286
+2025-03-10 17:45:22,774 - INFO - CLOSED long at 2015.11 | PnL: -0.56% | $-1.31
+2025-03-10 17:45:22,774 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2102821428573 | Take profit: 1984.8462517857142
+2025-03-10 17:45:22,806 - INFO - CLOSED short at 2010.08 | PnL: 0.25% | $0.29
+2025-03-10 17:45:22,806 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0048678571427 | Take profit: 2040.2682982142856
+2025-03-10 17:45:22,821 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:45:22,821 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.134932142857 | Take profit: 1983.7923017857142
+2025-03-10 17:45:22,879 - INFO - CLOSED short at 2008.1 | PnL: 0.29% | $0.38
+2025-03-10 17:45:22,890 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0347678571427 | Take profit: 2038.2585982142855
+2025-03-10 17:45:22,904 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:45:22,905 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4414321428571 | Take profit: 1985.072801785714
+2025-03-10 17:45:22,922 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:45:22,922 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2635678571428 | Take profit: 2040.5321982142857
+2025-03-10 17:45:22,944 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.43
+2025-03-10 17:45:22,944 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0948821428572 | Take profit: 1977.8724517857142
+2025-03-10 17:45:22,998 - INFO - CLOSED short at 2004.48 | PnL: 0.18% | $0.15
+2025-03-10 17:45:22,998 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:23,059 - INFO - CLOSED long at 2009.04 | PnL: 0.23% | $0.25
+2025-03-10 17:45:23,059 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109932142857 | Take profit: 1978.8673017857143
+2025-03-10 17:45:23,084 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.11
+2025-03-10 17:45:23,084 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0347678571427 | Take profit: 2038.2585982142855
+2025-03-10 17:45:23,141 - INFO - CLOSED long at 2014.13 | PnL: 0.30% | $0.40
+2025-03-10 17:45:23,141 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2253821428571 | Take profit: 1983.8809517857144
+2025-03-10 17:45:23,280 - INFO - STOP LOSS hit for short at 2024.2253821428571 | PnL: -0.50% | $-1.20
+2025-03-10 17:45:23,296 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.044217857143 | Take profit: 2058.670248214286
+2025-03-10 17:45:23,359 - INFO - CLOSED long at 2019.65 | PnL: -0.42% | $-1.03
+2025-03-10 17:45:23,359 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7729821428572 | Take profit: 1989.3181517857142
+2025-03-10 17:45:23,378 - INFO - CLOSED short at 2022.5 | PnL: -0.14% | $-0.47
+2025-03-10 17:45:23,379 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.362767857143 | Take profit: 2052.8745982142855
+2025-03-10 17:45:23,414 - INFO - CLOSED long at 2027.61 | PnL: 0.25% | $0.30
+2025-03-10 17:45:23,414 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7727821428568 | Take profit: 1997.1587517857142
+2025-03-10 17:45:23,435 - INFO - CLOSED short at 2025.88 | PnL: 0.09% | $-0.03
+2025-03-10 17:45:23,435 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.725867857143 | Take profit: 2056.305298214286
+2025-03-10 17:45:23,458 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:45:23,458 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1647821428571 | Take profit: 1995.5827517857142
+2025-03-10 17:45:23,505 - INFO - CLOSED short at 2018.0 | PnL: 0.40% | $0.57
+2025-03-10 17:45:23,505 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.885267857143 | Take profit: 2048.307098214286
+2025-03-10 17:45:23,543 - INFO - CLOSED long at 2015.68 | PnL: -0.11% | $-0.42
+2025-03-10 17:45:23,543 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7831321428573 | Take profit: 1985.4077017857144
+2025-03-10 17:45:23,570 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.05
+2025-03-10 17:45:23,570 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.124167857143 | Take profit: 2044.4703982142855
+2025-03-10 17:45:23,625 - INFO - CLOSED long at 2017.02 | PnL: 0.14% | $0.08
+2025-03-10 17:45:23,625 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.129832142857 | Take profit: 1986.7276017857141
+2025-03-10 17:45:23,714 - INFO - CLOSED short at 2018.06 | PnL: -0.05% | $-0.29
+2025-03-10 17:45:23,715 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.944967857143 | Take profit: 2048.3679982142858
+2025-03-10 17:45:23,734 - INFO - CLOSED long at 2021.63 | PnL: 0.18% | $0.15
+2025-03-10 17:45:23,734 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7628821428573 | Take profit: 1991.2684517857144
+2025-03-10 17:45:23,758 - INFO - CLOSED short at 2018.09 | PnL: 0.18% | $0.15
+2025-03-10 17:45:23,758 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9748178571426 | Take profit: 2048.3984482142855
+2025-03-10 17:45:23,783 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:45:23,783 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.114632142857 | Take profit: 1991.6132017857144
+2025-03-10 17:45:23,836 - INFO - CLOSED short at 2036.18 | PnL: -0.70% | $-1.56
+2025-03-10 17:45:23,836 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9743678571429 | Take profit: 2066.7597982142856
+2025-03-10 17:45:23,866 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:45:23,866 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5715321428572 | Take profit: 2006.7625017857142
+2025-03-10 17:45:23,890 - INFO - CLOSED short at 2036.65 | PnL: 0.03% | $-0.12
+2025-03-10 17:45:23,890 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.442017857143 | Take profit: 2067.236848214286
+2025-03-10 17:45:23,914 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:45:23,916 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2650321428569 | Take profit: 2005.4820017857141
+2025-03-10 17:45:23,957 - INFO - CLOSED short at 2039.93 | PnL: -0.19% | $-0.55
+2025-03-10 17:45:23,957 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.705617857143 | Take profit: 2070.5660482142857
+2025-03-10 17:45:23,979 - INFO - CLOSED long at 2034.95 | PnL: -0.24% | $-0.65
+2025-03-10 17:45:23,979 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.149482142857 | Take profit: 2004.3886517857145
+2025-03-10 17:45:24,066 - INFO - CLOSED short at 2027.76 | PnL: 0.35% | $0.48
+2025-03-10 17:45:24,066 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5964678571427 | Take profit: 2058.2134982142857
+2025-03-10 17:45:24,090 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.30
+2025-03-10 17:45:24,091 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.697432142857 | Take profit: 1996.1048017857142
+2025-03-10 17:45:24,118 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.33, Avg Loss=$-0.51
+2025-03-10 17:45:24,118 - INFO - Episode 3: Reward=-7.48, Balance=$95.52, Win Rate=45.7%, Trades=35, Episode PnL=$-2.80, Total PnL=$-0.11, Max Drawdown=0.4%, Pred Accuracy=98.7%
+2025-03-10 17:45:24,118 - INFO - Refreshing data for episode 4
+2025-03-10 17:45:24,119 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:24,419 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:24,419 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:24,447 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:24,471 - INFO - CLOSED long at 2021.15 | PnL: 0.56% | $0.91
+2025-03-10 17:45:24,472 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2804821428574 | Take profit: 1990.7956517857142
+2025-03-10 17:45:24,492 - INFO - CLOSED short at 2026.46 | PnL: -0.26% | $-0.72
+2025-03-10 17:45:24,493 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.302967857143 | Take profit: 2056.893998214286
+2025-03-10 17:45:24,514 - INFO - STOP LOSS hit for long at 2016.302967857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:24,536 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9993321428574 | Take profit: 1980.7191017857142
+2025-03-10 17:45:24,554 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:45:24,554 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0048678571427 | Take profit: 2040.2682982142856
+2025-03-10 17:45:24,582 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:45:24,583 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.134932142857 | Take profit: 1983.7923017857142
+2025-03-10 17:45:24,604 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.33
+2025-03-10 17:45:24,604 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5422178571428 | Take profit: 2038.7762482142855
+2025-03-10 17:45:24,624 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:45:24,624 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7532821428572 | Take profit: 1973.6172517857142
+2025-03-10 17:45:24,679 - INFO - CLOSED short at 2015.34 | PnL: -0.58% | $-1.33
+2025-03-10 17:45:24,679 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2385678571427 | Take profit: 2045.6071982142855
+2025-03-10 17:45:24,699 - INFO - CLOSED long at 2010.34 | PnL: -0.25% | $-0.67
+2025-03-10 17:45:24,699 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.416432142857 | Take profit: 1980.1478017857141
+2025-03-10 17:45:24,719 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:45:24,719 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9651178571428 | Take profit: 2038.1875482142857
+2025-03-10 17:45:24,740 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.78
+2025-03-10 17:45:24,741 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.863882142857 | Take profit: 1971.7654517857143
+2025-03-10 17:45:24,798 - INFO - CLOSED short at 2004.48 | PnL: -0.13% | $-0.44
+2025-03-10 17:45:24,798 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:24,817 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.37
+2025-03-10 17:45:24,817 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.637732142857 | Take profit: 1972.523901785714
+2025-03-10 17:45:24,838 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:45:24,838 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2538178571428 | Take profit: 2032.3614482142857
+2025-03-10 17:45:24,861 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.45
+2025-03-10 17:45:24,861 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109932142857 | Take profit: 1978.8673017857143
+2025-03-10 17:45:24,903 - INFO - CLOSED short at 2009.24 | PnL: -0.01% | $-0.21
+2025-03-10 17:45:24,903 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1690678571429 | Take profit: 2039.4156982142856
+2025-03-10 17:45:24,920 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.62
+2025-03-10 17:45:24,920 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9941321428573 | Take profit: 1987.5747017857145
+2025-03-10 17:45:24,939 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.16
+2025-03-10 17:45:24,939 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0346178571428 | Take profit: 2044.3790482142858
+2025-03-10 17:45:24,991 - INFO - CLOSED long at 2021.01 | PnL: 0.34% | $0.46
+2025-03-10 17:45:24,992 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1397821428573 | Take profit: 1990.6577517857143
+2025-03-10 17:45:25,039 - INFO - CLOSED short at 2022.99 | PnL: -0.10% | $-0.38
+2025-03-10 17:45:25,039 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.850317857143 | Take profit: 2053.371948214286
+2025-03-10 17:45:25,093 - INFO - CLOSED long at 2030.54 | PnL: 0.37% | $0.52
+2025-03-10 17:45:25,093 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.717432142857 | Take profit: 2000.0448017857143
+2025-03-10 17:45:25,133 - INFO - CLOSED short at 2019.65 | PnL: 0.54% | $0.83
+2025-03-10 17:45:25,133 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.527017857143 | Take profit: 2049.9818482142855
+2025-03-10 17:45:25,178 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.53
+2025-03-10 17:45:25,178 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.390882142857 | Take profit: 1996.7844517857143
+2025-03-10 17:45:25,219 - INFO - CLOSED short at 2025.88 | PnL: 0.07% | $-0.06
+2025-03-10 17:45:25,219 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.725867857143 | Take profit: 2056.305298214286
+2025-03-10 17:45:25,290 - INFO - STOP LOSS hit for long at 2015.725867857143 | PnL: -0.50% | $-1.16
+2025-03-10 17:45:25,310 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7831321428573 | Take profit: 1985.4077017857144
+2025-03-10 17:45:25,348 - INFO - CLOSED short at 2015.25 | PnL: 0.02% | $-0.15
+2025-03-10 17:45:25,349 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1490178571428 | Take profit: 2045.5158482142856
+2025-03-10 17:45:25,384 - INFO - CLOSED long at 2021.35 | PnL: 0.30% | $0.39
+2025-03-10 17:45:25,385 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4814821428572 | Take profit: 1990.9926517857143
+2025-03-10 17:45:25,403 - INFO - CLOSED short at 2024.52 | PnL: -0.16% | $-0.49
+2025-03-10 17:45:25,404 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3726678571427 | Take profit: 2054.924898214286
+2025-03-10 17:45:25,467 - INFO - CLOSED long at 2021.63 | PnL: -0.14% | $-0.46
+2025-03-10 17:45:25,467 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7628821428573 | Take profit: 1991.2684517857144
+2025-03-10 17:45:25,486 - INFO - CLOSED short at 2018.09 | PnL: 0.18% | $0.14
+2025-03-10 17:45:25,487 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9748178571426 | Take profit: 2048.3984482142855
+2025-03-10 17:45:25,697 - INFO - CLOSED long at 2032.9 | PnL: 0.73% | $1.20
+2025-03-10 17:45:25,697 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.089232142857 | Take profit: 2002.3694017857144
+2025-03-10 17:45:25,738 - INFO - CLOSED short at 2029.31 | PnL: 0.18% | $0.15
+2025-03-10 17:45:25,738 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1387178571429 | Take profit: 2059.7867482142856
+2025-03-10 17:45:25,797 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.46, Avg Loss=$-0.55
+2025-03-10 17:45:25,798 - INFO - Episode 4: Reward=-2.80, Balance=$97.55, Win Rate=46.9%, Trades=32, Episode PnL=$-4.76, Total PnL=$-2.56, Max Drawdown=3.2%, Pred Accuracy=98.8%
+2025-03-10 17:45:25,798 - INFO - Refreshing data for episode 5
+2025-03-10 17:45:25,798 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:26,114 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:26,124 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:26,438 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:26,541 - INFO - CLOSED long at 2010.08 | PnL: 0.01% | $-0.18
+2025-03-10 17:45:26,541 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1551321428572 | Take profit: 1979.8917017857143
+2025-03-10 17:45:26,560 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.59
+2025-03-10 17:45:26,560 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9450678571427 | Take profit: 2044.2876982142855
+2025-03-10 17:45:26,582 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.72
+2025-03-10 17:45:26,583 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.677782142857 | Take profit: 1978.443751785714
+2025-03-10 17:45:26,624 - INFO - CLOSED short at 2005.16 | PnL: 0.17% | $0.14
+2025-03-10 17:45:26,625 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1094678571428 | Take profit: 2035.274498214286
+2025-03-10 17:45:26,647 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:45:26,647 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.165232142857 | Take profit: 1977.941401785714
+2025-03-10 17:45:26,670 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.90
+2025-03-10 17:45:26,671 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2385678571427 | Take profit: 2045.6071982142855
+2025-03-10 17:45:26,733 - INFO - STOP LOSS hit for long at 2005.2385678571427 | PnL: -0.50% | $-1.16
+2025-03-10 17:45:26,752 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.064767857143 | Take profit: 2032.1685982142856
+2025-03-10 17:45:26,770 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.47
+2025-03-10 17:45:26,792 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:26,957 - INFO - CLOSED long at 2023.76 | PnL: 0.96% | $1.64
+2025-03-10 17:45:26,958 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.903532142857 | Take profit: 1993.3665017857143
+2025-03-10 17:45:26,975 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.04
+2025-03-10 17:45:26,975 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.064267857143 | Take profit: 2052.570098214286
+2025-03-10 17:45:27,676 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.62, Avg Loss=$-0.58
+2025-03-10 17:45:27,676 - INFO - Episode 5: Reward=-5.03, Balance=$97.81, Win Rate=30.0%, Trades=10, Episode PnL=$-3.02, Total PnL=$-4.75, Max Drawdown=3.8%, Pred Accuracy=98.8%
+2025-03-10 17:45:27,676 - INFO - Refreshing data for episode 6
+2025-03-10 17:45:27,676 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:27,991 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:28,003 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:28,040 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.019517857143 | Take profit: 2051.504348214286
+2025-03-10 17:45:28,084 - INFO - CLOSED long at 2015.11 | PnL: -0.30% | $-0.79
+2025-03-10 17:45:28,102 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8406678571428 | Take profit: 2041.1208982142857
+2025-03-10 17:45:28,162 - INFO - CLOSED long at 2008.61 | PnL: -0.11% | $-0.42
+2025-03-10 17:45:28,206 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1094678571428 | Take profit: 2035.274498214286
+2025-03-10 17:45:28,407 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.47
+2025-03-10 17:45:28,431 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.970067857143 | Take profit: 2039.2126982142856
+2025-03-10 17:45:29,023 - INFO - CLOSED long at 2023.86 | PnL: 0.74% | $1.24
+2025-03-10 17:45:29,043 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8302678571429 | Take profit: 2059.472098214286
+2025-03-10 17:45:29,223 - INFO - CLOSED long at 2029.31 | PnL: 0.02% | $-0.17
+2025-03-10 17:45:29,244 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5964678571427 | Take profit: 2058.2134982142857
+2025-03-10 17:45:29,280 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.24, Avg Loss=$-0.46
+2025-03-10 17:45:29,280 - INFO - Episode 6: Reward=-4.13, Balance=$99.39, Win Rate=20.0%, Trades=5, Episode PnL=$-0.61, Total PnL=$-5.36, Max Drawdown=1.7%, Pred Accuracy=98.8%
+2025-03-10 17:45:29,281 - INFO - Refreshing data for episode 7
+2025-03-10 17:45:29,281 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:29,616 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:29,622 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:29,642 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:29,943 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:29,963 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:30,005 - INFO - CLOSED long at 2002.29 | PnL: -0.11% | $-0.41
+2025-03-10 17:45:30,005 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3261821428569 | Take profit: 1972.2185517857142
+2025-03-10 17:45:30,024 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.85
+2025-03-10 17:45:30,024 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.970067857143 | Take profit: 2039.2126982142856
+2025-03-10 17:45:30,081 - INFO - CLOSED long at 2017.88 | PnL: 0.44% | $0.66
+2025-03-10 17:45:30,098 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0346178571428 | Take profit: 2044.3790482142858
+2025-03-10 17:45:30,257 - INFO - CLOSED long at 2030.54 | PnL: 0.81% | $1.39
+2025-03-10 17:45:30,273 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.760717857143 | Take profit: 2055.3207482142857
+2025-03-10 17:45:30,397 - INFO - CLOSED long at 2022.14 | PnL: -0.14% | $-0.47
+2025-03-10 17:45:30,397 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2754321428572 | Take profit: 1991.7708017857144
+2025-03-10 17:45:30,413 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.21
+2025-03-10 17:45:30,429 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.328117857143 | Take profit: 2045.6985482142857
+2025-03-10 17:45:30,783 - INFO - CLOSED long at 2027.76 | PnL: 0.61% | $1.00
+2025-03-10 17:45:30,784 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.923532142857 | Take profit: 1997.3065017857143
+2025-03-10 17:45:30,802 - INFO - CLOSED short at 2026.54 | PnL: 0.06% | $-0.08
+2025-03-10 17:45:30,802 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.382567857143 | Take profit: 2056.9751982142857
+2025-03-10 17:45:30,826 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.81, Avg Loss=$-0.60
+2025-03-10 17:45:30,827 - INFO - Episode 7: Reward=-0.05, Balance=$100.26, Win Rate=44.4%, Trades=9, Episode PnL=$0.13, Total PnL=$-5.10, Max Drawdown=1.8%, Pred Accuracy=98.9%
+2025-03-10 17:45:30,827 - INFO - Refreshing data for episode 8
+2025-03-10 17:45:30,827 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:31,146 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:31,151 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:31,172 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:31,461 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:31,484 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:32,172 - INFO - TAKE PROFIT hit for long at 2034.5842982142858 | PnL: 1.50% | $2.74
+2025-03-10 17:45:32,189 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1484678571428 | Take profit: 2067.957498214286
+2025-03-10 17:45:32,353 - INFO - STOP LOSS hit for long at 2027.1484678571428 | PnL: -0.50% | $-1.21
+2025-03-10 17:45:32,370 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.20
+2025-03-10 17:45:32,371 - INFO - Episode 8: Reward=0.20, Balance=$100.34, Win Rate=33.3%, Trades=3, Episode PnL=$0.34, Total PnL=$-4.76, Max Drawdown=1.2%, Pred Accuracy=99.0%
+2025-03-10 17:45:32,371 - INFO - Refreshing data for episode 9
+2025-03-10 17:45:32,371 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:32,668 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:32,674 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:32,692 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:32,990 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:33,007 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:33,490 - INFO - CLOSED long at 2015.43 | PnL: 0.55% | $0.87
+2025-03-10 17:45:33,513 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5768678571428 | Take profit: 2045.9522982142855
+2025-03-10 17:45:33,543 - INFO - CLOSED long at 2015.25 | PnL: -0.02% | $-0.24
+2025-03-10 17:45:33,559 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9101678571428 | Take profit: 2047.3123982142856
+2025-03-10 17:45:33,738 - INFO - CLOSED long at 2029.0 | PnL: 0.59% | $0.97
+2025-03-10 17:45:33,760 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9743678571429 | Take profit: 2066.7597982142856
+2025-03-10 17:45:33,865 - INFO - CLOSED long at 2039.93 | PnL: 0.18% | $0.17
+2025-03-10 17:45:33,890 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7505178571428 | Take profit: 2065.5113482142856
+2025-03-10 17:45:34,016 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.71
+2025-03-10 17:45:34,017 - INFO - Episode 9: Reward=3.37, Balance=$100.58, Win Rate=60.0%, Trades=5, Episode PnL=$0.58, Total PnL=$-4.18, Max Drawdown=1.2%, Pred Accuracy=99.0%
+2025-03-10 17:45:34,017 - INFO - Refreshing data for episode 10
+2025-03-10 17:45:34,018 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:34,306 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:34,317 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:34,629 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:34,897 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:34,919 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:35,618 - INFO - CLOSED long at 2021.98 | PnL: 0.87% | $1.51
+2025-03-10 17:45:35,618 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.114632142857 | Take profit: 1991.6132017857144
+2025-03-10 17:45:35,638 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:45:35,638 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7159678571427 | Take profit: 2054.2549982142855
+2025-03-10 17:45:35,877 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.51, Avg Loss=$-0.79
+2025-03-10 17:45:35,877 - INFO - Episode 10: Reward=0.47, Balance=$99.94, Win Rate=33.3%, Trades=3, Episode PnL=$-1.57, Total PnL=$-4.24, Max Drawdown=1.2%, Pred Accuracy=99.2%
+2025-03-10 17:45:36,004 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:45:36,004 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:45:36,376 - INFO - Visualization saved for episode 10
+2025-03-10 17:45:37,085 - INFO - Visualization saved for episode 10
+2025-03-10 17:45:37,092 - INFO - Refreshing data for episode 11
+2025-03-10 17:45:37,093 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:37,399 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:37,404 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:37,440 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:37,740 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:37,759 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:38,320 - INFO - CLOSED long at 2021.35 | PnL: 0.84% | $1.45
+2025-03-10 17:45:38,320 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4814821428572 | Take profit: 1990.9926517857143
+2025-03-10 17:45:38,338 - INFO - CLOSED short at 2024.52 | PnL: -0.16% | $-0.51
+2025-03-10 17:45:38,339 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3726678571427 | Take profit: 2054.924898214286
+2025-03-10 17:45:38,736 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.45, Avg Loss=$-0.85
+2025-03-10 17:45:38,736 - INFO - Episode 11: Reward=0.27, Balance=$99.75, Win Rate=33.3%, Trades=3, Episode PnL=$-1.70, Total PnL=$-4.49, Max Drawdown=1.2%, Pred Accuracy=99.3%
+2025-03-10 17:45:38,736 - INFO - Refreshing data for episode 12
+2025-03-10 17:45:38,736 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:39,035 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:39,045 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:39,064 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:39,238 - INFO - CLOSED long at 2005.16 | PnL: -0.23% | $-0.66
+2025-03-10 17:45:39,258 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0347678571427 | Take profit: 2038.2585982142855
+2025-03-10 17:45:39,584 - INFO - CLOSED long at 2022.2 | PnL: 0.70% | $1.18
+2025-03-10 17:45:39,584 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3357321428573 | Take profit: 1991.8299017857144
+2025-03-10 17:45:39,605 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:45:39,605 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.880217857143 | Take profit: 2051.3622482142855
+2025-03-10 17:45:40,512 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.18, Avg Loss=$-0.37
+2025-03-10 17:45:40,512 - INFO - Episode 12: Reward=12.74, Balance=$100.44, Win Rate=33.3%, Trades=3, Episode PnL=$-0.74, Total PnL=$-4.05, Max Drawdown=0.7%, Pred Accuracy=99.6%
+2025-03-10 17:45:40,512 - INFO - Refreshing data for episode 13
+2025-03-10 17:45:40,512 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:40,816 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:40,822 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:40,849 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:41,188 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:41,208 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:42,017 - INFO - TAKE PROFIT hit for long at 2034.5842982142858 | PnL: 1.50% | $2.74
+2025-03-10 17:45:42,049 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1484678571428 | Take profit: 2067.957498214286
+2025-03-10 17:45:42,261 - INFO - STOP LOSS hit for long at 2027.1484678571428 | PnL: -0.50% | $-1.21
+2025-03-10 17:45:42,280 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.20
+2025-03-10 17:45:42,280 - INFO - Episode 13: Reward=13.99, Balance=$100.34, Win Rate=33.3%, Trades=3, Episode PnL=$0.34, Total PnL=$-3.71, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:45:42,280 - INFO - Refreshing data for episode 14
+2025-03-10 17:45:42,280 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:42,575 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:42,584 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:42,607 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:42,698 - INFO - CLOSED long at 2010.08 | PnL: 0.01% | $-0.18
+2025-03-10 17:45:42,724 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9450678571427 | Take profit: 2044.2876982142855
+2025-03-10 17:45:42,779 - INFO - STOP LOSS hit for long at 2003.9450678571427 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:42,799 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1094678571428 | Take profit: 2035.274498214286
+2025-03-10 17:45:43,443 - INFO - CLOSED long at 2025.88 | PnL: 1.03% | $1.82
+2025-03-10 17:45:43,466 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8552178571429 | Take profit: 2056.437248214286
+2025-03-10 17:45:43,530 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.24
+2025-03-10 17:45:43,530 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5318821428573 | Take profit: 1985.1614517857145
+2025-03-10 17:45:43,554 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.22
+2025-03-10 17:45:43,554 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5768678571428 | Take profit: 2045.9522982142855
+2025-03-10 17:45:43,739 - INFO - CLOSED long at 2021.63 | PnL: 0.30% | $0.38
+2025-03-10 17:45:43,761 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9748178571426 | Take profit: 2048.3984482142855
+2025-03-10 17:45:43,906 - INFO - CLOSED long at 2041.55 | PnL: 1.16% | $2.09
+2025-03-10 17:45:43,906 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.782482142857 | Take profit: 2010.8896517857142
+2025-03-10 17:45:43,931 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:45:43,931 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.705617857143 | Take profit: 2070.5660482142857
+2025-03-10 17:45:43,992 - INFO - CLOSED long at 2031.82 | PnL: -0.40% | $-1.00
+2025-03-10 17:45:44,014 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1387178571429 | Take profit: 2059.7867482142856
+2025-03-10 17:45:44,064 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.43, Avg Loss=$-0.64
+2025-03-10 17:45:44,064 - INFO - Episode 14: Reward=11.65, Balance=$100.43, Win Rate=33.3%, Trades=9, Episode PnL=$-0.42, Total PnL=$-3.28, Max Drawdown=1.4%, Pred Accuracy=99.7%
+2025-03-10 17:45:44,064 - INFO - Refreshing data for episode 15
+2025-03-10 17:45:44,064 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:44,374 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:44,377 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:45,010 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:45,188 - INFO - CLOSED long at 2003.71 | PnL: -0.31% | $-0.80
+2025-03-10 17:45:45,216 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1094678571428 | Take profit: 2035.274498214286
+2025-03-10 17:45:45,567 - INFO - CLOSED long at 2023.76 | PnL: 0.93% | $1.62
+2025-03-10 17:45:45,590 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.064267857143 | Take profit: 2052.570098214286
+2025-03-10 17:45:45,972 - INFO - CLOSED long at 2014.22 | PnL: -0.39% | $-0.99
+2025-03-10 17:45:45,997 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1490178571428 | Take profit: 2045.5158482142856
+2025-03-10 17:45:46,444 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.62, Avg Loss=$-0.89
+2025-03-10 17:45:46,445 - INFO - Episode 15: Reward=11.97, Balance=$99.83, Win Rate=33.3%, Trades=3, Episode PnL=$-0.17, Total PnL=$-3.44, Max Drawdown=1.0%, Pred Accuracy=99.6%
+2025-03-10 17:45:46,445 - INFO - Refreshing data for episode 16
+2025-03-10 17:45:46,445 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:46,747 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:46,748 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:46,773 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:47,059 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:47,075 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:47,661 - INFO - CLOSED long at 2021.35 | PnL: 0.84% | $1.45
+2025-03-10 17:45:47,662 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4814821428572 | Take profit: 1990.9926517857143
+2025-03-10 17:45:47,685 - INFO - CLOSED short at 2024.52 | PnL: -0.16% | $-0.51
+2025-03-10 17:45:47,685 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3726678571427 | Take profit: 2054.924898214286
+2025-03-10 17:45:48,087 - INFO - CLOSED long at 2027.76 | PnL: 0.16% | $0.12
+2025-03-10 17:45:48,115 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.382567857143 | Take profit: 2056.9751982142857
+2025-03-10 17:45:48,135 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.78, Avg Loss=$-0.85
+2025-03-10 17:45:48,135 - INFO - Episode 16: Reward=15.14, Balance=$99.87, Win Rate=50.0%, Trades=4, Episode PnL=$-1.58, Total PnL=$-3.57, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:45:48,136 - INFO - Refreshing data for episode 17
+2025-03-10 17:45:48,136 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:48,437 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:48,443 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:48,462 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:48,803 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:48,821 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:49,625 - INFO - TAKE PROFIT hit for long at 2034.5842982142858 | PnL: 1.50% | $2.74
+2025-03-10 17:45:49,644 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1484678571428 | Take profit: 2067.957498214286
+2025-03-10 17:45:49,857 - INFO - STOP LOSS hit for long at 2027.1484678571428 | PnL: -0.50% | $-1.21
+2025-03-10 17:45:49,876 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.20
+2025-03-10 17:45:49,877 - INFO - Episode 17: Reward=13.98, Balance=$100.34, Win Rate=33.3%, Trades=3, Episode PnL=$0.34, Total PnL=$-3.23, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:45:49,877 - INFO - Refreshing data for episode 18
+2025-03-10 17:45:49,877 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:50,198 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:50,205 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:50,229 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:50,533 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:50,551 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:51,357 - INFO - TAKE PROFIT hit for long at 2034.5842982142858 | PnL: 1.50% | $2.74
+2025-03-10 17:45:51,377 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1484678571428 | Take profit: 2067.957498214286
+2025-03-10 17:45:51,578 - INFO - STOP LOSS hit for long at 2027.1484678571428 | PnL: -0.50% | $-1.21
+2025-03-10 17:45:51,597 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.20
+2025-03-10 17:45:51,597 - INFO - Episode 18: Reward=13.99, Balance=$100.34, Win Rate=33.3%, Trades=3, Episode PnL=$0.34, Total PnL=$-2.89, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:45:51,598 - INFO - Refreshing data for episode 19
+2025-03-10 17:45:51,598 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:51,898 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:51,904 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:51,926 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:52,100 - INFO - CLOSED long at 2005.16 | PnL: -0.23% | $-0.66
+2025-03-10 17:45:52,123 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0347678571427 | Take profit: 2038.2585982142855
+2025-03-10 17:45:52,662 - INFO - CLOSED long at 2019.65 | PnL: 0.58% | $0.93
+2025-03-10 17:45:52,685 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.362767857143 | Take profit: 2052.8745982142855
+2025-03-10 17:45:53,348 - INFO - CLOSED long at 2026.54 | PnL: 0.20% | $0.20
+2025-03-10 17:45:53,364 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.57, Avg Loss=$-0.66
+2025-03-10 17:45:53,364 - INFO - Episode 19: Reward=14.81, Balance=$100.47, Win Rate=66.7%, Trades=3, Episode PnL=$0.47, Total PnL=$-2.42, Max Drawdown=0.7%, Pred Accuracy=99.6%
+2025-03-10 17:45:53,365 - INFO - Refreshing data for episode 20
+2025-03-10 17:45:53,365 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:53,666 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:53,673 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:54,013 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8058678571429 | Take profit: 2040.065298214286
+2025-03-10 17:45:54,342 - INFO - STOP LOSS hit for long at 1999.8058678571429 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:54,363 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4328678571428 | Take profit: 2034.5842982142858
+2025-03-10 17:45:54,886 - INFO - CLOSED long at 2014.22 | PnL: 0.49% | $0.75
+2025-03-10 17:45:54,911 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1490178571428 | Take profit: 2045.5158482142856
+2025-03-10 17:45:55,359 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.75, Avg Loss=$-1.19
+2025-03-10 17:45:55,359 - INFO - Episode 20: Reward=15.24, Balance=$99.57, Win Rate=50.0%, Trades=2, Episode PnL=$-0.43, Total PnL=$-2.86, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:45:55,484 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:45:55,485 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:45:55,485 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:45:55,926 - INFO - Visualization saved for episode 20
+2025-03-10 17:45:56,642 - INFO - Visualization saved for episode 20
+2025-03-10 17:45:56,651 - INFO - Refreshing data for episode 21
+2025-03-10 17:45:56,651 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:56,966 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:56,973 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:56,994 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8050964285715 | Take profit: 2040.0664553571428
+2025-03-10 17:45:57,307 - INFO - STOP LOSS hit for long at 1999.8050964285715 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:57,326 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4320964285714 | Take profit: 2034.585455357143
+2025-03-10 17:45:57,676 - INFO - CLOSED long at 2019.65 | PnL: 0.76% | $1.28
+2025-03-10 17:45:57,701 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3619964285715 | Take profit: 2052.875755357143
+2025-03-10 17:45:58,069 - INFO - CLOSED long at 2021.98 | PnL: -0.03% | $-0.25
+2025-03-10 17:45:58,070 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1154035714287 | Take profit: 1991.6120446428572
+2025-03-10 17:45:58,091 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:45:58,091 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7151964285713 | Take profit: 2054.256155357143
+2025-03-10 17:45:58,147 - INFO - CLOSED long at 2037.36 | PnL: 0.67% | $1.11
+2025-03-10 17:45:58,164 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4412464285717 | Take profit: 2067.238005357143
+2025-03-10 17:45:58,359 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.20, Avg Loss=$-0.61
+2025-03-10 17:45:58,359 - INFO - Episode 21: Reward=14.76, Balance=$100.58, Win Rate=40.0%, Trades=5, Episode PnL=$0.83, Total PnL=$-2.28, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:45:58,360 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:45:58,360 - INFO - Refreshing data for episode 22
+2025-03-10 17:45:58,360 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:45:58,668 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:45:58,675 - INFO - Initialized environment with 100 candles
+2025-03-10 17:45:58,698 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8050964285715 | Take profit: 2040.0664553571428
+2025-03-10 17:45:59,029 - INFO - STOP LOSS hit for long at 1999.8050964285715 | PnL: -0.50% | $-1.19
+2025-03-10 17:45:59,050 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4320964285714 | Take profit: 2034.585455357143
+2025-03-10 17:45:59,833 - INFO - CLOSED long at 2029.0 | PnL: 1.22% | $2.19
+2025-03-10 17:45:59,854 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9735964285715 | Take profit: 2066.760955357143
+2025-03-10 17:45:59,894 - INFO - CLOSED long at 2036.65 | PnL: 0.02% | $-0.15
+2025-03-10 17:45:59,894 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8587535714287 | Take profit: 2006.0619946428571
+2025-03-10 17:45:59,911 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.14
+2025-03-10 17:45:59,911 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8541964285714 | Take profit: 2066.639155357143
+2025-03-10 17:46:00,089 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.19, Avg Loss=$-0.49
+2025-03-10 17:46:00,089 - INFO - Episode 22: Reward=14.01, Balance=$100.71, Win Rate=25.0%, Trades=4, Episode PnL=$0.86, Total PnL=$-1.57, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:46:00,089 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:00,090 - INFO - Refreshing data for episode 23
+2025-03-10 17:46:00,090 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:00,404 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:00,411 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:00,436 - INFO - OPENED LONG at 2009.88 | Stop loss: 1999.8050964285715 | Take profit: 2040.0664553571428
+2025-03-10 17:46:00,782 - INFO - STOP LOSS hit for long at 1999.8050964285715 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:00,799 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4320964285714 | Take profit: 2034.585455357143
+2025-03-10 17:46:01,237 - INFO - CLOSED long at 2026.01 | PnL: 1.07% | $1.90
+2025-03-10 17:46:01,258 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0037964285716 | Take profit: 2052.510355357143
+2025-03-10 17:46:01,704 - INFO - CLOSED long at 2032.9 | PnL: 0.53% | $0.86
+2025-03-10 17:46:01,723 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6353964285713 | Take profit: 2062.3355553571428
+2025-03-10 17:46:01,795 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.38, Avg Loss=$-1.19
+2025-03-10 17:46:01,795 - INFO - Episode 23: Reward=17.66, Balance=$101.57, Win Rate=66.7%, Trades=3, Episode PnL=$1.57, Total PnL=$0.01, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:46:01,795 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:01,795 - INFO - Refreshing data for episode 24
+2025-03-10 17:46:01,796 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:02,125 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:02,130 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:02,150 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0216964285717 | Take profit: 2051.5010803571427
+2025-03-10 17:46:02,211 - INFO - STOP LOSS hit for long at 2011.0216964285717 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:02,230 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0070464285714 | Take profit: 2040.265030357143
+2025-03-10 17:46:02,397 - INFO - STOP LOSS hit for long at 2000.0070464285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:02,421 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4350464285715 | Take profit: 2034.5810303571427
+2025-03-10 17:46:02,476 - INFO - CLOSED long at 2008.1 | PnL: 0.18% | $0.16
+2025-03-10 17:46:02,476 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1630535714282 | Take profit: 1977.944669642857
+2025-03-10 17:46:02,499 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.30
+2025-03-10 17:46:02,499 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1712464285715 | Take profit: 2039.412430357143
+2025-03-10 17:46:03,158 - INFO - CLOSED long at 2041.55 | PnL: 1.61% | $2.91
+2025-03-10 17:46:03,179 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7077964285716 | Take profit: 2070.562780357143
+2025-03-10 17:46:03,252 - INFO - STOP LOSS hit for long at 2029.7077964285716 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:03,280 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5986464285713 | Take profit: 2058.210230357143
+2025-03-10 17:46:03,330 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.53, Avg Loss=$-0.97
+2025-03-10 17:46:03,331 - INFO - Episode 24: Reward=16.50, Balance=$99.20, Win Rate=33.3%, Trades=6, Episode PnL=$-0.95, Total PnL=$-0.79, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:03,331 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:03,331 - INFO - Refreshing data for episode 25
+2025-03-10 17:46:03,331 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:03,625 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:03,631 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:04,194 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.021685714286 | Take profit: 2051.5010964285716
+2025-03-10 17:46:04,266 - INFO - STOP LOSS hit for long at 2011.021685714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:04,288 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0070357142856 | Take profit: 2040.2650464285716
+2025-03-10 17:46:04,303 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:46:04,303 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1327642857143 | Take profit: 1983.7955535714286
+2025-03-10 17:46:04,325 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.33
+2025-03-10 17:46:04,325 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5443857142857 | Take profit: 2038.7729964285713
+2025-03-10 17:46:05,319 - INFO - TAKE PROFIT hit for long at 2038.7729964285713 | PnL: 1.50% | $2.75
+2025-03-10 17:46:05,340 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7077857142858 | Take profit: 2070.5627964285713
+2025-03-10 17:46:05,423 - INFO - STOP LOSS hit for long at 2029.7077857142858 | PnL: -0.50% | $-1.21
+2025-03-10 17:46:05,440 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5986357142858 | Take profit: 2058.2102464285713
+2025-03-10 17:46:05,504 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$-1.20
+2025-03-10 17:46:05,505 - INFO - Episode 25: Reward=16.41, Balance=$100.87, Win Rate=60.0%, Trades=5, Episode PnL=$0.68, Total PnL=$0.08, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:46:05,505 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:05,505 - INFO - Refreshing data for episode 26
+2025-03-10 17:46:05,505 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:05,836 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:05,845 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:05,866 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.021567857143 | Take profit: 2051.501273214286
+2025-03-10 17:46:05,927 - INFO - STOP LOSS hit for long at 2011.021567857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:05,952 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0069178571428 | Take profit: 2040.2652232142857
+2025-03-10 17:46:06,178 - INFO - STOP LOSS hit for long at 2000.0069178571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:06,195 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4349178571429 | Take profit: 2034.5812232142857
+2025-03-10 17:46:06,954 - INFO - TAKE PROFIT hit for long at 2034.5812232142857 | PnL: 1.50% | $2.71
+2025-03-10 17:46:06,977 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505178571429 | Take profit: 2067.9544232142857
+2025-03-10 17:46:06,996 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.27
+2025-03-10 17:46:06,997 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8559321428572 | Take profit: 2006.0662267857144
+2025-03-10 17:46:07,032 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.14
+2025-03-10 17:46:07,032 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8570178571426 | Take profit: 2066.6349232142857
+2025-03-10 17:46:07,199 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-0.69
+2025-03-10 17:46:07,199 - INFO - Episode 26: Reward=11.56, Balance=$99.93, Win Rate=20.0%, Trades=5, Episode PnL=$0.20, Total PnL=$0.02, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:07,199 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:07,199 - INFO - Refreshing data for episode 27
+2025-03-10 17:46:07,199 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:07,544 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:07,551 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:07,575 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0213500000002 | Take profit: 2051.5016
+2025-03-10 17:46:07,627 - INFO - STOP LOSS hit for long at 2011.0213500000002 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:07,652 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0067 | Take profit: 2040.2655499999998
+2025-03-10 17:46:07,790 - INFO - CLOSED long at 2001.83 | PnL: -0.41% | $-1.00
+2025-03-10 17:46:07,813 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0665999999999 | Take profit: 2032.1658499999999
+2025-03-10 17:46:08,497 - INFO - TAKE PROFIT hit for long at 2032.1658499999999 | PnL: 1.50% | $2.71
+2025-03-10 17:46:08,520 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1502999999998 | Take profit: 2067.95475
+2025-03-10 17:46:08,686 - INFO - CLOSED long at 2027.76 | PnL: -0.47% | $-1.14
+2025-03-10 17:46:08,686 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9216999999999 | Take profit: 1997.30925
+2025-03-10 17:46:08,708 - INFO - CLOSED short at 2026.54 | PnL: 0.06% | $-0.08
+2025-03-10 17:46:08,708 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3844 | Take profit: 2056.97245
+2025-03-10 17:46:08,744 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-0.85
+2025-03-10 17:46:08,745 - INFO - Episode 27: Reward=8.76, Balance=$99.31, Win Rate=20.0%, Trades=5, Episode PnL=$0.45, Total PnL=$-0.67, Max Drawdown=2.2%, Pred Accuracy=99.6%
+2025-03-10 17:46:08,745 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:08,745 - INFO - Refreshing data for episode 28
+2025-03-10 17:46:08,745 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:09,073 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:09,079 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:09,099 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0212821428572 | Take profit: 2051.5017017857144
+2025-03-10 17:46:09,168 - INFO - STOP LOSS hit for long at 2011.0212821428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:09,187 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.006632142857 | Take profit: 2040.265651785714
+2025-03-10 17:46:09,378 - INFO - STOP LOSS hit for long at 2000.006632142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:09,401 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4346321428573 | Take profit: 2034.5816517857145
+2025-03-10 17:46:10,083 - INFO - TAKE PROFIT hit for long at 2034.5816517857145 | PnL: 1.50% | $2.71
+2025-03-10 17:46:10,105 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.150232142857 | Take profit: 2067.9548517857143
+2025-03-10 17:46:10,120 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.27
+2025-03-10 17:46:10,137 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.856732142857 | Take profit: 2066.635351785714
+2025-03-10 17:46:10,324 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-0.88
+2025-03-10 17:46:10,324 - INFO - Episode 28: Reward=12.91, Balance=$100.08, Win Rate=25.0%, Trades=4, Episode PnL=$0.08, Total PnL=$-0.60, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:46:10,324 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:10,324 - INFO - Refreshing data for episode 29
+2025-03-10 17:46:10,324 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:10,696 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:10,701 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:10,720 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0212821428572 | Take profit: 2051.5017017857144
+2025-03-10 17:46:10,776 - INFO - STOP LOSS hit for long at 2011.0212821428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:10,796 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.006632142857 | Take profit: 2040.265651785714
+2025-03-10 17:46:10,821 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:46:10,821 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.133167857143 | Take profit: 1983.7949482142858
+2025-03-10 17:46:10,844 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.33
+2025-03-10 17:46:10,844 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.543982142857 | Take profit: 2038.7736017857142
+2025-03-10 17:46:11,776 - INFO - TAKE PROFIT hit for long at 2038.7736017857142 | PnL: 1.50% | $2.75
+2025-03-10 17:46:11,790 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.707382142857 | Take profit: 2070.563401785714
+2025-03-10 17:46:11,867 - INFO - STOP LOSS hit for long at 2029.707382142857 | PnL: -0.50% | $-1.21
+2025-03-10 17:46:11,892 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5982321428571 | Take profit: 2058.2108517857146
+2025-03-10 17:46:11,948 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$-1.20
+2025-03-10 17:46:11,949 - INFO - Episode 29: Reward=16.40, Balance=$100.87, Win Rate=60.0%, Trades=5, Episode PnL=$0.68, Total PnL=$0.28, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:46:11,949 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:11,950 - INFO - Refreshing data for episode 30
+2025-03-10 17:46:11,950 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:12,420 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:12,428 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:12,783 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0212821428572 | Take profit: 2051.5017017857144
+2025-03-10 17:46:12,851 - INFO - CLOSED long at 2010.92 | PnL: -0.51% | $-1.20
+2025-03-10 17:46:12,851 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.997567857143 | Take profit: 1980.7217482142858
+2025-03-10 17:46:12,876 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:46:12,876 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.006632142857 | Take profit: 2040.265651785714
+2025-03-10 17:46:13,116 - INFO - STOP LOSS hit for long at 2000.006632142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:13,136 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4346321428573 | Take profit: 2034.5816517857145
+2025-03-10 17:46:13,180 - INFO - CLOSED long at 2002.29 | PnL: -0.11% | $-0.40
+2025-03-10 17:46:13,187 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.971832142857 | Take profit: 2039.2100517857143
+2025-03-10 17:46:13,400 - INFO - CLOSED long at 2031.56 | PnL: 1.12% | $1.96
+2025-03-10 17:46:13,420 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0459821428572 | Take profit: 2058.6676017857144
+2025-03-10 17:46:13,598 - INFO - STOP LOSS hit for long at 2018.0459821428572 | PnL: -0.50% | $-1.18
+2025-03-10 17:46:13,615 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3298821428573 | Take profit: 2045.695901785714
+2025-03-10 17:46:14,106 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.96, Avg Loss=$-0.81
+2025-03-10 17:46:14,106 - INFO - Episode 30: Reward=11.22, Balance=$97.89, Win Rate=16.7%, Trades=6, Episode PnL=$-0.91, Total PnL=$-1.83, Max Drawdown=2.9%, Pred Accuracy=99.7%
+2025-03-10 17:46:14,227 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:46:14,228 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:46:14,228 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:14,619 - INFO - Visualization saved for episode 30
+2025-03-10 17:46:15,351 - INFO - Visualization saved for episode 30
+2025-03-10 17:46:15,357 - INFO - Refreshing data for episode 31
+2025-03-10 17:46:15,357 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:15,880 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:15,886 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:15,927 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0212821428572 | Take profit: 2051.5017017857144
+2025-03-10 17:46:15,985 - INFO - STOP LOSS hit for long at 2011.0212821428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:16,002 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1533678571427 | Take profit: 1979.8943482142856
+2025-03-10 17:46:16,024 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.58
+2025-03-10 17:46:16,024 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9468321428571 | Take profit: 2044.2850517857144
+2025-03-10 17:46:16,066 - INFO - STOP LOSS hit for long at 2003.9468321428571 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:16,090 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1112321428573 | Take profit: 2035.2718517857143
+2025-03-10 17:46:16,990 - INFO - TAKE PROFIT hit for long at 2035.2718517857143 | PnL: 1.50% | $2.69
+2025-03-10 17:46:17,012 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.150232142857 | Take profit: 2067.9548517857143
+2025-03-10 17:46:17,198 - INFO - STOP LOSS hit for long at 2027.150232142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:17,220 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5335321428572 | Take profit: 2059.164951785714
+2025-03-10 17:46:17,231 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.69, Avg Loss=$-1.03
+2025-03-10 17:46:17,242 - INFO - Episode 31: Reward=12.41, Balance=$98.57, Win Rate=20.0%, Trades=5, Episode PnL=$-1.43, Total PnL=$-3.26, Max Drawdown=2.9%, Pred Accuracy=99.7%
+2025-03-10 17:46:17,242 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:17,242 - INFO - Refreshing data for episode 32
+2025-03-10 17:46:17,242 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:18,213 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:18,221 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:18,241 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0212500000002 | Take profit: 2051.50175
+2025-03-10 17:46:18,300 - INFO - STOP LOSS hit for long at 2011.0212500000002 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:18,327 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0066 | Take profit: 2040.2657000000002
+2025-03-10 17:46:18,550 - INFO - STOP LOSS hit for long at 2000.0066 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:18,581 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4346 | Take profit: 2034.5817000000002
+2025-03-10 17:46:19,272 - INFO - TAKE PROFIT hit for long at 2034.5817000000002 | PnL: 1.50% | $2.71
+2025-03-10 17:46:19,295 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1501999999998 | Take profit: 2067.9548999999997
+2025-03-10 17:46:19,469 - INFO - STOP LOSS hit for long at 2027.1501999999998 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:19,484 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5335 | Take profit: 2059.1650000000004
+2025-03-10 17:46:19,504 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:46:19,505 - INFO - Episode 32: Reward=13.99, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-4.11, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:19,505 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:19,505 - INFO - Refreshing data for episode 33
+2025-03-10 17:46:19,505 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:19,846 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:19,856 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:19,875 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0212500000002 | Take profit: 2051.50175
+2025-03-10 17:46:19,930 - INFO - STOP LOSS hit for long at 2011.0212500000002 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:19,957 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0066 | Take profit: 2040.2657000000002
+2025-03-10 17:46:20,109 - INFO - CLOSED long at 2010.34 | PnL: 0.01% | $-0.17
+2025-03-10 17:46:20,132 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.96685 | Take profit: 2038.1849499999998
+2025-03-10 17:46:20,985 - INFO - TAKE PROFIT hit for long at 2038.1849499999998 | PnL: 1.50% | $2.73
+2025-03-10 17:46:20,993 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7073500000001 | Take profit: 2070.56345
+2025-03-10 17:46:21,068 - INFO - STOP LOSS hit for long at 2029.7073500000001 | PnL: -0.50% | $-1.21
+2025-03-10 17:46:21,087 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5982 | Take profit: 2058.2108999999996
+2025-03-10 17:46:21,138 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.73, Avg Loss=$-0.85
+2025-03-10 17:46:21,138 - INFO - Episode 33: Reward=12.82, Balance=$100.17, Win Rate=25.0%, Trades=4, Episode PnL=$0.17, Total PnL=$-3.94, Max Drawdown=1.4%, Pred Accuracy=99.6%
+2025-03-10 17:46:21,138 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:21,138 - INFO - Refreshing data for episode 34
+2025-03-10 17:46:21,138 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:21,458 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:21,460 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:21,484 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0212285714288 | Take profit: 2051.5017821428573
+2025-03-10 17:46:21,546 - INFO - STOP LOSS hit for long at 2011.0212285714288 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:21,569 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0065785714287 | Take profit: 2040.2657321428571
+2025-03-10 17:46:21,591 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:46:21,592 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1332214285712 | Take profit: 1983.794867857143
+2025-03-10 17:46:21,619 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.33
+2025-03-10 17:46:21,619 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5439285714285 | Take profit: 2038.7736821428573
+2025-03-10 17:46:22,653 - INFO - TAKE PROFIT hit for long at 2038.7736821428573 | PnL: 1.50% | $2.75
+2025-03-10 17:46:22,675 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7073285714287 | Take profit: 2070.563482142857
+2025-03-10 17:46:22,752 - INFO - STOP LOSS hit for long at 2029.7073285714287 | PnL: -0.50% | $-1.21
+2025-03-10 17:46:22,786 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5981785714284 | Take profit: 2058.210932142857
+2025-03-10 17:46:22,847 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$-1.20
+2025-03-10 17:46:22,847 - INFO - Episode 34: Reward=16.40, Balance=$100.87, Win Rate=60.0%, Trades=5, Episode PnL=$0.68, Total PnL=$-3.07, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:46:22,847 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:22,847 - INFO - Refreshing data for episode 35
+2025-03-10 17:46:22,847 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:23,174 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:23,183 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:23,525 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0211500000003 | Take profit: 2051.5019
+2025-03-10 17:46:23,582 - INFO - STOP LOSS hit for long at 2011.0211500000003 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:23,604 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0065 | Take profit: 2040.26585
+2025-03-10 17:46:23,763 - INFO - CLOSED long at 2008.03 | PnL: -0.10% | $-0.39
+2025-03-10 17:46:23,784 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.79775 | Take profit: 2031.8920999999998
+2025-03-10 17:46:23,804 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:46:23,804 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1336 | Take profit: 1972.03385
+2025-03-10 17:46:23,825 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:46:23,825 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2008 | Take profit: 2029.2429500000003
+2025-03-10 17:46:24,119 - INFO - TAKE PROFIT hit for long at 2029.2429500000003 | PnL: 1.50% | $2.73
+2025-03-10 17:46:24,139 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.04585 | Take profit: 2058.6678
+2025-03-10 17:46:24,319 - INFO - STOP LOSS hit for long at 2018.04585 | PnL: -0.50% | $-1.20
+2025-03-10 17:46:24,341 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.32975 | Take profit: 2045.6961000000001
+2025-03-10 17:46:24,500 - INFO - CLOSED long at 2021.63 | PnL: 0.31% | $0.41
+2025-03-10 17:46:24,525 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9764499999999 | Take profit: 2048.3959999999997
+2025-03-10 17:46:24,809 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.07, Avg Loss=$-0.74
+2025-03-10 17:46:24,809 - INFO - Episode 35: Reward=13.60, Balance=$100.27, Win Rate=42.9%, Trades=7, Episode PnL=$0.44, Total PnL=$-2.80, Max Drawdown=1.6%, Pred Accuracy=99.7%
+2025-03-10 17:46:24,819 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:24,819 - INFO - Refreshing data for episode 36
+2025-03-10 17:46:24,819 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:25,152 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:25,160 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:25,179 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0211500000003 | Take profit: 2051.5019
+2025-03-10 17:46:25,246 - INFO - STOP LOSS hit for long at 2011.0211500000003 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:25,265 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0065 | Take profit: 2040.26585
+2025-03-10 17:46:25,486 - INFO - STOP LOSS hit for long at 2000.0065 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:25,509 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4345 | Take profit: 2034.58185
+2025-03-10 17:46:25,620 - INFO - CLOSED long at 2014.13 | PnL: 0.48% | $0.74
+2025-03-10 17:46:25,637 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6181 | Take profit: 2054.15105
+2025-03-10 17:46:25,702 - INFO - CLOSED long at 2017.79 | PnL: -0.29% | $-0.77
+2025-03-10 17:46:25,702 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.90205 | Take profit: 1987.4885
+2025-03-10 17:46:25,732 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.69
+2025-03-10 17:46:25,732 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.87185 | Take profit: 2053.3898
+2025-03-10 17:46:26,169 - INFO - CLOSED long at 2021.98 | PnL: -0.05% | $-0.29
+2025-03-10 17:46:26,169 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.113 | Take profit: 1991.61565
+2025-03-10 17:46:26,187 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.37
+2025-03-10 17:46:26,187 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7176 | Take profit: 2054.2525499999997
+2025-03-10 17:46:26,314 - INFO - CLOSED long at 2041.55 | PnL: 0.87% | $1.47
+2025-03-10 17:46:26,314 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.78085 | Take profit: 2010.8920999999998
+2025-03-10 17:46:26,337 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:46:26,337 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7072500000002 | Take profit: 2070.5636000000004
+2025-03-10 17:46:26,352 - INFO - CLOSED long at 2034.95 | PnL: -0.24% | $-0.66
+2025-03-10 17:46:26,352 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.14785 | Take profit: 2004.3911
+2025-03-10 17:46:26,369 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:46:26,369 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7124000000001 | Take profit: 2063.42815
+2025-03-10 17:46:26,473 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.74, Avg Loss=$-0.65
+2025-03-10 17:46:26,473 - INFO - Episode 36: Reward=9.13, Balance=$97.02, Win Rate=27.3%, Trades=11, Episode PnL=$-2.73, Total PnL=$-5.78, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:26,475 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:26,475 - INFO - Refreshing data for episode 37
+2025-03-10 17:46:26,475 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:26,802 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:26,809 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:26,830 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0211500000003 | Take profit: 2051.5019
+2025-03-10 17:46:26,896 - INFO - STOP LOSS hit for long at 2011.0211500000003 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:26,913 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0065 | Take profit: 2040.26585
+2025-03-10 17:46:27,090 - INFO - CLOSED long at 2002.1 | PnL: -0.40% | $-0.97
+2025-03-10 17:46:27,107 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2008 | Take profit: 2029.2429500000003
+2025-03-10 17:46:27,355 - INFO - TAKE PROFIT hit for long at 2029.2429500000003 | PnL: 1.50% | $2.71
+2025-03-10 17:46:27,375 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.04585 | Take profit: 2058.6678
+2025-03-10 17:46:27,502 - INFO - CLOSED long at 2026.01 | PnL: -0.11% | $-0.41
+2025-03-10 17:46:27,527 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0062 | Take profit: 2052.50675
+2025-03-10 17:46:28,115 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-0.86
+2025-03-10 17:46:28,116 - INFO - Episode 37: Reward=10.40, Balance=$100.14, Win Rate=25.0%, Trades=4, Episode PnL=$0.14, Total PnL=$-5.64, Max Drawdown=2.2%, Pred Accuracy=99.7%
+2025-03-10 17:46:28,116 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:28,116 - INFO - Refreshing data for episode 38
+2025-03-10 17:46:28,117 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:28,408 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:28,426 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:28,445 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0211500000003 | Take profit: 2051.5019
+2025-03-10 17:46:28,511 - INFO - STOP LOSS hit for long at 2011.0211500000003 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:28,536 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0065 | Take profit: 2040.26585
+2025-03-10 17:46:28,795 - INFO - STOP LOSS hit for long at 2000.0065 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:28,812 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4345 | Take profit: 2034.58185
+2025-03-10 17:46:29,617 - INFO - TAKE PROFIT hit for long at 2034.58185 | PnL: 1.50% | $2.71
+2025-03-10 17:46:29,639 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1500999999998 | Take profit: 2067.95505
+2025-03-10 17:46:29,865 - INFO - STOP LOSS hit for long at 2027.1500999999998 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:29,889 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5334 | Take profit: 2059.1651500000003
+2025-03-10 17:46:29,911 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:46:29,912 - INFO - Episode 38: Reward=13.97, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-6.49, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:29,912 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:29,912 - INFO - Refreshing data for episode 39
+2025-03-10 17:46:29,913 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:30,213 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:30,221 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:30,244 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0211500000003 | Take profit: 2051.5019
+2025-03-10 17:46:30,304 - INFO - STOP LOSS hit for long at 2011.0211500000003 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:30,331 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0065 | Take profit: 2040.26585
+2025-03-10 17:46:30,568 - INFO - STOP LOSS hit for long at 2000.0065 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:30,587 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4345 | Take profit: 2034.58185
+2025-03-10 17:46:31,172 - INFO - CLOSED long at 2015.68 | PnL: 0.56% | $0.89
+2025-03-10 17:46:31,172 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7815 | Take profit: 1985.4101500000002
+2025-03-10 17:46:31,192 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.05
+2025-03-10 17:46:31,194 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1258 | Take profit: 2044.4679499999997
+2025-03-10 17:46:31,299 - INFO - CLOSED long at 2023.89 | PnL: 0.48% | $0.74
+2025-03-10 17:46:31,299 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.03255 | Take profit: 1993.497
+2025-03-10 17:46:31,321 - INFO - CLOSED short at 2018.06 | PnL: 0.29% | $0.37
+2025-03-10 17:46:31,321 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9466 | Take profit: 2048.36555
+2025-03-10 17:46:31,588 - INFO - CLOSED long at 2029.31 | PnL: 0.56% | $0.90
+2025-03-10 17:46:31,589 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4796500000002 | Take profit: 1998.8357
+2025-03-10 17:46:31,611 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.05
+2025-03-10 17:46:31,612 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5981 | Take profit: 2058.21105
+2025-03-10 17:46:31,676 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.72, Avg Loss=$-0.62
+2025-03-10 17:46:31,677 - INFO - Episode 39: Reward=17.46, Balance=$100.43, Win Rate=50.0%, Trades=8, Episode PnL=$-2.09, Total PnL=$-6.06, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:31,677 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:31,677 - INFO - Refreshing data for episode 40
+2025-03-10 17:46:31,677 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:32,078 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:32,084 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:32,731 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0210214285717 | Take profit: 2051.502092857143
+2025-03-10 17:46:32,802 - INFO - STOP LOSS hit for long at 2011.0210214285717 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:32,829 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0063714285714 | Take profit: 2040.266042857143
+2025-03-10 17:46:32,874 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.34
+2025-03-10 17:46:32,874 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6762785714286 | Take profit: 1978.446007142857
+2025-03-10 17:46:32,896 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:46:32,897 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6682214285715 | Take profit: 2033.8004928571431
+2025-03-10 17:46:33,931 - INFO - TAKE PROFIT hit for long at 2033.8004928571431 | PnL: 1.50% | $2.74
+2025-03-10 17:46:33,938 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1499714285712 | Take profit: 2067.955242857143
+2025-03-10 17:46:34,134 - INFO - STOP LOSS hit for long at 2027.1499714285712 | PnL: -0.50% | $-1.21
+2025-03-10 17:46:34,156 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5332714285714 | Take profit: 2059.1653428571426
+2025-03-10 17:46:34,175 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.51, Avg Loss=$-0.91
+2025-03-10 17:46:34,176 - INFO - Episode 40: Reward=13.88, Balance=$100.28, Win Rate=40.0%, Trades=5, Episode PnL=$0.62, Total PnL=$-5.78, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:46:34,308 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:46:34,308 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:46:34,308 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:34,697 - INFO - Visualization saved for episode 40
+2025-03-10 17:46:35,457 - INFO - Visualization saved for episode 40
+2025-03-10 17:46:35,461 - INFO - Refreshing data for episode 41
+2025-03-10 17:46:35,461 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:35,752 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:35,758 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:35,781 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0210214285717 | Take profit: 2051.502092857143
+2025-03-10 17:46:35,846 - INFO - STOP LOSS hit for long at 2011.0210214285717 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:35,869 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0063714285714 | Take profit: 2040.266042857143
+2025-03-10 17:46:36,079 - INFO - STOP LOSS hit for long at 2000.0063714285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:36,097 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4343714285715 | Take profit: 2034.582042857143
+2025-03-10 17:46:36,294 - INFO - CLOSED long at 2021.01 | PnL: 0.82% | $1.40
+2025-03-10 17:46:36,294 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1382785714288 | Take profit: 1990.6600071428572
+2025-03-10 17:46:36,315 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:46:36,315 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6778214285714 | Take profit: 2048.091692857143
+2025-03-10 17:46:36,439 - INFO - CLOSED long at 2024.91 | PnL: 0.35% | $0.50
+2025-03-10 17:46:36,459 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5285214285714 | Take profit: 2049.979592857143
+2025-03-10 17:46:36,683 - INFO - CLOSED long at 2017.02 | PnL: -0.13% | $-0.45
+2025-03-10 17:46:36,683 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1283285714285 | Take profit: 1986.729857142857
+2025-03-10 17:46:36,702 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.62
+2025-03-10 17:46:36,702 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2200214285715 | Take profit: 2051.7050928571425
+2025-03-10 17:46:37,166 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.86
+2025-03-10 17:46:37,167 - INFO - Episode 41: Reward=14.89, Balance=$98.58, Win Rate=42.9%, Trades=7, Episode PnL=$-2.37, Total PnL=$-7.20, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:37,167 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:37,167 - INFO - Refreshing data for episode 42
+2025-03-10 17:46:37,167 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:37,489 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:37,495 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:37,517 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0210214285717 | Take profit: 2051.502092857143
+2025-03-10 17:46:37,575 - INFO - STOP LOSS hit for long at 2011.0210214285717 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:37,599 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0063714285714 | Take profit: 2040.266042857143
+2025-03-10 17:46:37,837 - INFO - STOP LOSS hit for long at 2000.0063714285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:37,858 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4343714285715 | Take profit: 2034.582042857143
+2025-03-10 17:46:38,613 - INFO - CLOSED long at 2021.63 | PnL: 0.86% | $1.46
+2025-03-10 17:46:38,631 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9763214285713 | Take profit: 2048.3961928571425
+2025-03-10 17:46:38,992 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.46, Avg Loss=$-1.18
+2025-03-10 17:46:38,993 - INFO - Episode 42: Reward=15.68, Balance=$99.10, Win Rate=33.3%, Trades=3, Episode PnL=$-0.90, Total PnL=$-8.10, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:38,993 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:38,994 - INFO - Refreshing data for episode 43
+2025-03-10 17:46:38,994 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:39,290 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:39,296 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:39,318 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0210214285717 | Take profit: 2051.502092857143
+2025-03-10 17:46:39,384 - INFO - STOP LOSS hit for long at 2011.0210214285717 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:39,407 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0063714285714 | Take profit: 2040.266042857143
+2025-03-10 17:46:39,654 - INFO - STOP LOSS hit for long at 2000.0063714285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:39,670 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4343714285715 | Take profit: 2034.582042857143
+2025-03-10 17:46:39,778 - INFO - CLOSED long at 2009.24 | PnL: 0.24% | $0.27
+2025-03-10 17:46:39,778 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3094285714287 | Take profit: 1979.0665571428572
+2025-03-10 17:46:39,801 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.03
+2025-03-10 17:46:39,801 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7673714285716 | Take profit: 2048.1830428571434
+2025-03-10 17:46:40,689 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-1.13
+2025-03-10 17:46:40,689 - INFO - Episode 43: Reward=12.72, Balance=$96.88, Win Rate=25.0%, Trades=4, Episode PnL=$-3.39, Total PnL=$-11.23, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:40,689 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:40,691 - INFO - Refreshing data for episode 44
+2025-03-10 17:46:40,691 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:40,991 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:40,997 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:41,021 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0210214285717 | Take profit: 2051.502092857143
+2025-03-10 17:46:41,093 - INFO - STOP LOSS hit for long at 2011.0210214285717 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:41,113 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0063714285714 | Take profit: 2040.266042857143
+2025-03-10 17:46:41,357 - INFO - STOP LOSS hit for long at 2000.0063714285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:41,381 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4343714285715 | Take profit: 2034.582042857143
+2025-03-10 17:46:42,212 - INFO - TAKE PROFIT hit for long at 2034.582042857143 | PnL: 1.50% | $2.71
+2025-03-10 17:46:42,249 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4435214285713 | Take profit: 2067.234592857143
+2025-03-10 17:46:42,495 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.18
+2025-03-10 17:46:42,495 - INFO - Episode 44: Reward=13.99, Balance=$100.34, Win Rate=33.3%, Trades=3, Episode PnL=$0.34, Total PnL=$-10.89, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:46:42,495 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:42,497 - INFO - Refreshing data for episode 45
+2025-03-10 17:46:42,497 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:42,823 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:42,830 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:43,180 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0210214285717 | Take profit: 2051.502092857143
+2025-03-10 17:46:43,197 - INFO - CLOSED long at 2026.46 | PnL: 0.26% | $0.32
+2025-03-10 17:46:43,220 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0112214285714 | Take profit: 2045.3714928571428
+2025-03-10 17:46:43,316 - INFO - STOP LOSS hit for long at 2005.0112214285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:43,335 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1109714285715 | Take profit: 2035.2722428571428
+2025-03-10 17:46:43,534 - INFO - CLOSED long at 2009.04 | PnL: 0.19% | $0.18
+2025-03-10 17:46:43,534 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1084285714285 | Take profit: 1978.869557142857
+2025-03-10 17:46:43,552 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:46:43,552 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0362714285714 | Take profit: 2038.2563428571427
+2025-03-10 17:46:44,352 - INFO - TAKE PROFIT hit for long at 2038.2563428571427 | PnL: 1.50% | $2.75
+2025-03-10 17:46:44,378 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7071214285713 | Take profit: 2070.563792857143
+2025-03-10 17:46:44,461 - INFO - STOP LOSS hit for long at 2029.7071214285713 | PnL: -0.50% | $-1.21
+2025-03-10 17:46:44,478 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5979714285716 | Take profit: 2058.2112428571427
+2025-03-10 17:46:44,531 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.08, Avg Loss=$-0.84
+2025-03-10 17:46:44,531 - INFO - Episode 45: Reward=15.18, Balance=$100.75, Win Rate=50.0%, Trades=6, Episode PnL=$0.56, Total PnL=$-10.14, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:46:44,531 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:44,531 - INFO - Refreshing data for episode 46
+2025-03-10 17:46:44,531 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:44,858 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:44,865 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:44,887 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.0210214285717 | Take profit: 2051.502092857143
+2025-03-10 17:46:44,951 - INFO - STOP LOSS hit for long at 2011.0210214285717 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:44,972 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0063714285714 | Take profit: 2040.266042857143
+2025-03-10 17:46:45,182 - INFO - STOP LOSS hit for long at 2000.0063714285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:45,204 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4343714285715 | Take profit: 2034.582042857143
+2025-03-10 17:46:45,955 - INFO - TAKE PROFIT hit for long at 2034.582042857143 | PnL: 1.50% | $2.71
+2025-03-10 17:46:45,976 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1499714285712 | Take profit: 2067.955242857143
+2025-03-10 17:46:46,082 - INFO - CLOSED long at 2034.95 | PnL: -0.12% | $-0.43
+2025-03-10 17:46:46,082 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1479785714287 | Take profit: 2004.390907142857
+2025-03-10 17:46:46,099 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:46:46,099 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7122714285715 | Take profit: 2063.428342857143
+2025-03-10 17:46:46,195 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.35, Avg Loss=$-0.93
+2025-03-10 17:46:46,195 - INFO - Episode 46: Reward=13.61, Balance=$99.91, Win Rate=40.0%, Trades=5, Episode PnL=$0.34, Total PnL=$-10.23, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:46:46,195 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:46,196 - INFO - Refreshing data for episode 47
+2025-03-10 17:46:46,196 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:46,615 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:46,622 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:46,642 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.020910714286 | Take profit: 2051.5022589285713
+2025-03-10 17:46:46,692 - INFO - STOP LOSS hit for long at 2011.020910714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:46,715 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0062607142856 | Take profit: 2040.2662089285716
+2025-03-10 17:46:46,764 - INFO - CLOSED long at 2003.71 | PnL: -0.32% | $-0.81
+2025-03-10 17:46:46,764 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.751889285714 | Take profit: 1973.6193410714286
+2025-03-10 17:46:46,786 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.33
+2025-03-10 17:46:46,786 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1108607142858 | Take profit: 2035.2724089285714
+2025-03-10 17:46:47,639 - INFO - CLOSED long at 2023.86 | PnL: 0.93% | $1.61
+2025-03-10 17:46:47,639 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0026392857142 | Take profit: 1993.4670910714285
+2025-03-10 17:46:47,661 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.69
+2025-03-10 17:46:47,661 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8316607142858 | Take profit: 2059.470008928571
+2025-03-10 17:46:47,816 - INFO - CLOSED long at 2032.9 | PnL: 0.19% | $0.18
+2025-03-10 17:46:47,840 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6375607142857 | Take profit: 2062.3323089285714
+2025-03-10 17:46:47,880 - INFO - CLOSED long at 2027.76 | PnL: -0.20% | $-0.59
+2025-03-10 17:46:47,900 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3839607142856 | Take profit: 2056.973108928571
+2025-03-10 17:46:47,940 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.89, Avg Loss=$-0.72
+2025-03-10 17:46:47,941 - INFO - Episode 47: Reward=10.47, Balance=$98.17, Win Rate=28.6%, Trades=7, Episode PnL=$-2.62, Total PnL=$-12.06, Max Drawdown=1.8%, Pred Accuracy=99.7%
+2025-03-10 17:46:47,941 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:47,941 - INFO - Refreshing data for episode 48
+2025-03-10 17:46:47,942 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:48,263 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:48,270 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:48,291 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.020910714286 | Take profit: 2051.5022589285713
+2025-03-10 17:46:48,351 - INFO - STOP LOSS hit for long at 2011.020910714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:48,373 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0062607142856 | Take profit: 2040.2662089285716
+2025-03-10 17:46:48,589 - INFO - STOP LOSS hit for long at 2000.0062607142856 | PnL: -0.50% | $-1.17
+2025-03-10 17:46:48,607 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4342607142855 | Take profit: 2034.5822089285712
+2025-03-10 17:46:48,780 - INFO - CLOSED long at 2022.2 | PnL: 0.88% | $1.51
+2025-03-10 17:46:48,796 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8816107142857 | Take profit: 2051.3601589285718
+2025-03-10 17:46:48,936 - INFO - CLOSED long at 2019.65 | PnL: -0.07% | $-0.33
+2025-03-10 17:46:48,953 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3641607142856 | Take profit: 2052.8725089285713
+2025-03-10 17:46:49,133 - INFO - CLOSED long at 2014.22 | PnL: -0.41% | $-1.00
+2025-03-10 17:46:49,155 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1504107142857 | Take profit: 2045.5137589285714
+2025-03-10 17:46:49,616 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.51, Avg Loss=$-0.92
+2025-03-10 17:46:49,616 - INFO - Episode 48: Reward=12.38, Balance=$97.83, Win Rate=20.0%, Trades=5, Episode PnL=$-2.17, Total PnL=$-14.23, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:46:49,616 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:49,617 - INFO - Refreshing data for episode 49
+2025-03-10 17:46:49,617 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:49,938 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:49,947 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:49,969 - INFO - OPENED LONG at 2021.15 | Stop loss: 2011.020910714286 | Take profit: 2051.5022589285713
+2025-03-10 17:46:49,988 - INFO - CLOSED long at 2026.46 | PnL: 0.26% | $0.32
+2025-03-10 17:46:49,988 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6156392857142 | Take profit: 1996.0280910714287
+2025-03-10 17:46:50,015 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.91
+2025-03-10 17:46:50,016 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0111107142857 | Take profit: 2045.3716589285714
+2025-03-10 17:46:50,035 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.62
+2025-03-10 17:46:50,057 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0062607142856 | Take profit: 2040.2662089285716
+2025-03-10 17:46:50,277 - INFO - STOP LOSS hit for long at 2000.0062607142856 | PnL: -0.50% | $-1.20
+2025-03-10 17:46:50,297 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4342607142855 | Take profit: 2034.5822089285712
+2025-03-10 17:46:51,075 - INFO - TAKE PROFIT hit for long at 2034.5822089285712 | PnL: 1.50% | $2.76
+2025-03-10 17:46:51,097 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1498607142855 | Take profit: 2067.9554089285716
+2025-03-10 17:46:51,267 - INFO - CLOSED long at 2027.76 | PnL: -0.47% | $-1.15
+2025-03-10 17:46:51,289 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3839607142856 | Take profit: 2056.973108928571
+2025-03-10 17:46:51,321 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.33, Avg Loss=$-0.99
+2025-03-10 17:46:51,323 - INFO - Episode 49: Reward=13.15, Balance=$101.02, Win Rate=50.0%, Trades=6, Episode PnL=$0.70, Total PnL=$-13.21, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:46:51,323 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:46:51,323 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:46:51,439 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:46:51,799 - INFO - Training results saved to training_results.png
+2025-03-10 17:46:51,921 - INFO - Model saved to models/trading_agent_continuous_100.pt
+2025-03-10 17:46:56,935 - INFO - Starting training batch 4
+2025-03-10 17:46:56,935 - INFO - Refreshing data for new training batch
+2025-03-10 17:46:56,935 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:57,241 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:46:57,257 - INFO - Initialized environment with 500 candles
+2025-03-10 17:46:57,257 - INFO - Updated environment with fresh candles
+2025-03-10 17:46:57,257 - INFO - Starting training on device: cuda
+2025-03-10 17:46:57,264 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:46:57,264 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:46:57,480 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:46:57,488 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:46:57,508 - INFO - Refreshing data for episode 0
+2025-03-10 17:46:57,508 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:46:57,805 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:46:57,812 - INFO - Initialized environment with 100 candles
+2025-03-10 17:46:58,368 - INFO - OPENED SHORT at 2021.15 | Stop loss: 2031.2790892857145 | Take profit: 1990.7977410714286
+2025-03-10 17:46:58,585 - INFO - CLOSED short at 2015.11 | PnL: 0.30% | $0.39
+2025-03-10 17:46:58,585 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0111107142857 | Take profit: 2045.3716589285714
+2025-03-10 17:46:58,602 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.61
+2025-03-10 17:46:58,602 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9979392857142 | Take profit: 1980.7211910714286
+2025-03-10 17:46:58,872 - INFO - CLOSED short at 2002.29 | PnL: 0.43% | $0.65
+2025-03-10 17:46:58,880 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1085392857142 | Take profit: 1978.8693910714285
+2025-03-10 17:46:58,967 - INFO - STOP LOSS hit for short at 2019.1085392857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:46:58,982 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3343392857141 | Take profit: 1991.8319910714285
+2025-03-10 17:46:59,227 - INFO - CLOSED short at 2025.88 | PnL: -0.18% | $-0.55
+2025-03-10 17:46:59,243 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1633892857142 | Take profit: 1995.5848410714284
+2025-03-10 17:46:59,493 - INFO - CLOSED short at 2021.98 | PnL: 0.20% | $0.19
+2025-03-10 17:46:59,510 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0026392857142 | Take profit: 1993.4670910714285
+2025-03-10 17:46:59,544 - INFO - STOP LOSS hit for short at 2034.0026392857142 | PnL: -0.50% | $-1.18
+2025-03-10 17:46:59,557 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5701392857143 | Take profit: 2006.7645910714284
+2025-03-10 17:46:59,732 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-0.88
+2025-03-10 17:46:59,742 - INFO - Episode 0: Reward=1.28, Balance=$97.70, Win Rate=42.9%, Trades=7, Episode PnL=$-1.69, Total PnL=$-15.51, Max Drawdown=2.7%, Pred Accuracy=98.5%
+2025-03-10 17:46:59,845 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:46:59,845 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:47:00,230 - INFO - Visualization saved for episode 0
+2025-03-10 17:47:00,898 - INFO - Visualization saved for episode 0
+2025-03-10 17:47:00,905 - INFO - Refreshing data for episode 1
+2025-03-10 17:47:00,905 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:01,228 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:01,236 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:01,260 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6132892857142 | Take profit: 1996.0316160714285
+2025-03-10 17:47:01,331 - INFO - CLOSED short at 2014.04 | PnL: 0.61% | $1.02
+2025-03-10 17:47:01,331 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9488107142856 | Take profit: 2044.2820839285714
+2025-03-10 17:47:01,348 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.74
+2025-03-10 17:47:01,348 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.674039285714 | Take profit: 1978.4493660714284
+2025-03-10 17:47:01,430 - INFO - CLOSED short at 2010.34 | PnL: -0.09% | $-0.37
+2025-03-10 17:47:01,430 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2673107142855 | Take profit: 2040.5265839285714
+2025-03-10 17:47:01,453 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:47:01,454 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0911392857145 | Take profit: 1977.8780660714285
+2025-03-10 17:47:01,668 - INFO - STOP LOSS hit for short at 2018.0911392857145 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:01,691 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3319892857144 | Take profit: 1991.8355160714286
+2025-03-10 17:47:02,337 - INFO - STOP LOSS hit for short at 2032.3319892857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:02,364 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5677892857143 | Take profit: 2006.7681160714285
+2025-03-10 17:47:02,401 - INFO - CLOSED short at 2036.06 | PnL: 0.06% | $-0.07
+2025-03-10 17:47:02,401 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8587107142857 | Take profit: 2066.6323839285715
+2025-03-10 17:47:02,426 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.33
+2025-03-10 17:47:02,426 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7787392857144 | Take profit: 2010.8952660714285
+2025-03-10 17:47:02,668 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.66
+2025-03-10 17:47:02,668 - INFO - Episode 1: Reward=-2.38, Balance=$97.39, Win Rate=25.0%, Trades=8, Episode PnL=$-1.78, Total PnL=$-18.12, Max Drawdown=2.9%, Pred Accuracy=98.5%
+2025-03-10 17:47:02,668 - INFO - Refreshing data for episode 2
+2025-03-10 17:47:02,669 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:02,979 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:02,982 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:03,009 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6132892857142 | Take profit: 1996.0316160714285
+2025-03-10 17:47:03,927 - INFO - CLOSED short at 2021.63 | PnL: 0.24% | $0.27
+2025-03-10 17:47:03,927 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.5008607142859 | Take profit: 2051.9859339285713
+2025-03-10 17:47:03,948 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.55
+2025-03-10 17:47:03,949 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2014392857143 | Take profit: 1987.7871660714286
+2025-03-10 17:47:04,016 - INFO - STOP LOSS hit for short at 2028.2014392857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:04,033 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9781107142858 | Take profit: 2066.7541839285714
+2025-03-10 17:47:04,053 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:47:04,054 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5677892857143 | Take profit: 2006.7681160714285
+2025-03-10 17:47:04,144 - INFO - CLOSED short at 2032.9 | PnL: 0.22% | $0.23
+2025-03-10 17:47:04,144 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7145107142858 | Take profit: 2063.4249839285717
+2025-03-10 17:47:04,159 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.30
+2025-03-10 17:47:04,160 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.000089285714 | Take profit: 2001.3112160714284
+2025-03-10 17:47:04,253 - INFO - CLOSED short at 2029.3 | PnL: 0.12% | $0.05
+2025-03-10 17:47:04,253 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1325107142857 | Take profit: 2059.7709839285717
+2025-03-10 17:47:04,273 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.18, Avg Loss=$-0.53
+2025-03-10 17:47:04,274 - INFO - Episode 2: Reward=0.04, Balance=$98.44, Win Rate=42.9%, Trades=7, Episode PnL=$-0.63, Total PnL=$-19.68, Max Drawdown=1.5%, Pred Accuracy=98.5%
+2025-03-10 17:47:04,274 - INFO - Refreshing data for episode 3
+2025-03-10 17:47:04,274 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:04,580 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:04,587 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:04,607 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.61385 | Take profit: 1996.030775
+2025-03-10 17:47:04,625 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.91
+2025-03-10 17:47:04,626 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0129 | Take profit: 2045.368975
+2025-03-10 17:47:04,647 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.61
+2025-03-10 17:47:04,647 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.99615 | Take profit: 1980.7238750000001
+2025-03-10 17:47:04,669 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.12
+2025-03-10 17:47:04,669 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.00805 | Take profit: 2040.263525
+2025-03-10 17:47:04,691 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:47:04,692 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.13175 | Take profit: 1983.7970750000002
+2025-03-10 17:47:04,749 - INFO - CLOSED short at 2005.16 | PnL: 0.44% | $0.68
+2025-03-10 17:47:04,749 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1126500000003 | Take profit: 2035.269725
+2025-03-10 17:47:04,843 - INFO - CLOSED long at 2001.83 | PnL: -0.17% | $-0.53
+2025-03-10 17:47:04,844 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8607 | Take profit: 1971.770225
+2025-03-10 17:47:04,938 - INFO - CLOSED short at 2002.29 | PnL: -0.02% | $-0.24
+2025-03-10 17:47:04,938 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2569999999998 | Take profit: 2032.3566749999998
+2025-03-10 17:47:04,959 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.47
+2025-03-10 17:47:04,959 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.10675 | Take profit: 1978.872075
+2025-03-10 17:47:05,023 - INFO - CLOSED short at 2017.88 | PnL: -0.44% | $-1.08
+2025-03-10 17:47:05,023 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.76905 | Take profit: 2048.180525
+2025-03-10 17:47:05,031 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:47:05,031 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2222 | Take profit: 1983.885725
+2025-03-10 17:47:05,116 - INFO - CLOSED short at 2017.79 | PnL: -0.18% | $-0.55
+2025-03-10 17:47:05,116 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6795 | Take profit: 2048.089175
+2025-03-10 17:47:05,160 - INFO - CLOSED long at 2022.99 | PnL: 0.26% | $0.31
+2025-03-10 17:47:05,161 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1264999999999 | Take profit: 1992.612825
+2025-03-10 17:47:05,199 - INFO - CLOSED short at 2028.21 | PnL: -0.26% | $-0.70
+2025-03-10 17:47:05,199 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0474 | Take profit: 2058.6654750000002
+2025-03-10 17:47:05,224 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:47:05,224 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7142500000002 | Take profit: 2000.049575
+2025-03-10 17:47:05,285 - INFO - CLOSED short at 2022.5 | PnL: 0.40% | $0.58
+2025-03-10 17:47:05,286 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.36595 | Take profit: 2052.8698249999998
+2025-03-10 17:47:05,306 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:47:05,306 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3877 | Take profit: 1996.789225
+2025-03-10 17:47:05,322 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.23
+2025-03-10 17:47:05,340 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.03095 | Take profit: 1995.459475
+2025-03-10 17:47:05,402 - INFO - CLOSED short at 2018.0 | PnL: 0.39% | $0.56
+2025-03-10 17:47:05,402 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.88845 | Take profit: 2048.302325
+2025-03-10 17:47:05,414 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.45
+2025-03-10 17:47:05,414 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5287 | Take profit: 1985.166225
+2025-03-10 17:47:05,439 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.22
+2025-03-10 17:47:05,439 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.58005 | Take profit: 2045.947525
+2025-03-10 17:47:05,486 - INFO - CLOSED long at 2017.02 | PnL: 0.07% | $-0.07
+2025-03-10 17:47:05,486 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.12665 | Take profit: 1986.732375
+2025-03-10 17:47:05,531 - INFO - CLOSED short at 2024.52 | PnL: -0.37% | $-0.92
+2025-03-10 17:47:05,531 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.37585 | Take profit: 2054.920125
+2025-03-10 17:47:05,551 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.25
+2025-03-10 17:47:05,551 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.031 | Take profit: 1993.499325
+2025-03-10 17:47:05,570 - INFO - CLOSED short at 2018.06 | PnL: 0.29% | $0.36
+2025-03-10 17:47:05,570 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.94815 | Take profit: 2048.3632249999996
+2025-03-10 17:47:05,608 - INFO - CLOSED long at 2018.09 | PnL: 0.00% | $-0.19
+2025-03-10 17:47:05,609 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2019999999998 | Take profit: 1987.786325
+2025-03-10 17:47:05,670 - INFO - CLOSED short at 2029.0 | PnL: -0.54% | $-1.24
+2025-03-10 17:47:05,671 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.83345 | Take profit: 2059.467325
+2025-03-10 17:47:05,693 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.48
+2025-03-10 17:47:05,693 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3824500000003 | Take profit: 2005.6049750000002
+2025-03-10 17:47:05,753 - INFO - CLOSED short at 2036.06 | PnL: 0.01% | $-0.18
+2025-03-10 17:47:05,753 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.85815 | Take profit: 2066.6332249999996
+2025-03-10 17:47:05,772 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.32
+2025-03-10 17:47:05,773 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7793 | Take profit: 2010.894425
+2025-03-10 17:47:05,813 - INFO - CLOSED short at 2034.95 | PnL: 0.32% | $0.43
+2025-03-10 17:47:05,813 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7537000000002 | Take profit: 2065.5065750000003
+2025-03-10 17:47:05,833 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:47:05,833 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0860500000003 | Take profit: 2002.3741750000002
+2025-03-10 17:47:05,870 - INFO - CLOSED short at 2029.31 | PnL: 0.18% | $0.15
+2025-03-10 17:47:05,870 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1418999999999 | Take profit: 2059.781975
+2025-03-10 17:47:05,904 - INFO - CLOSED long at 2026.54 | PnL: -0.14% | $-0.45
+2025-03-10 17:47:05,904 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.69425 | Take profit: 1996.109575
+2025-03-10 17:47:05,957 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-0.47
+2025-03-10 17:47:05,957 - INFO - Episode 3: Reward=-10.38, Balance=$96.75, Win Rate=42.4%, Trades=33, Episode PnL=$-1.81, Total PnL=$-22.94, Max Drawdown=1.2%, Pred Accuracy=98.5%
+2025-03-10 17:47:05,957 - INFO - Refreshing data for episode 4
+2025-03-10 17:47:05,957 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:06,283 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:06,285 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:06,307 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3060428571428 | Take profit: 2056.8893857142857
+2025-03-10 17:47:06,329 - INFO - CLOSED long at 2015.11 | PnL: -0.56% | $-1.31
+2025-03-10 17:47:06,329 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2072071428568 | Take profit: 1984.8508642857141
+2025-03-10 17:47:06,346 - INFO - CLOSED short at 2010.92 | PnL: 0.21% | $0.21
+2025-03-10 17:47:06,346 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.843742857143 | Take profit: 2041.116285714286
+2025-03-10 17:47:06,387 - INFO - CLOSED long at 2014.04 | PnL: 0.16% | $0.11
+2025-03-10 17:47:06,387 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.131857142857 | Take profit: 1983.7969142857144
+2025-03-10 17:47:06,430 - INFO - CLOSED short at 2003.71 | PnL: 0.51% | $0.81
+2025-03-10 17:47:06,430 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.669792857143 | Take profit: 2033.7981357142855
+2025-03-10 17:47:06,451 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:47:06,451 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.207457142857 | Take profit: 1975.0501142857142
+2025-03-10 17:47:06,493 - INFO - STOP LOSS hit for short at 2015.207457142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:06,510 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2666428571426 | Take profit: 2040.5275857142856
+2025-03-10 17:47:06,571 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-0.99
+2025-03-10 17:47:06,571 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.132157142857 | Take profit: 1972.0360142857141
+2025-03-10 17:47:06,590 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:47:06,590 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.202242857143 | Take profit: 2029.2407857142857
+2025-03-10 17:47:06,622 - INFO - CLOSED long at 2002.6 | PnL: 0.17% | $0.13
+2025-03-10 17:47:06,623 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6346571428571 | Take profit: 1972.5285142857142
+2025-03-10 17:47:06,685 - INFO - CLOSED short at 2008.1 | PnL: -0.27% | $-0.72
+2025-03-10 17:47:06,686 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0378428571428 | Take profit: 2038.2539857142854
+2025-03-10 17:47:06,707 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:47:06,707 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.307857142857 | Take profit: 1979.0689142857143
+2025-03-10 17:47:06,727 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.02
+2025-03-10 17:47:06,727 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.768942857143 | Take profit: 2048.1806857142856
+2025-03-10 17:47:06,747 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.54
+2025-03-10 17:47:06,747 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2223071428573 | Take profit: 1983.8855642857143
+2025-03-10 17:47:06,862 - INFO - CLOSED short at 2022.99 | PnL: -0.44% | $-1.02
+2025-03-10 17:47:06,862 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.853392857143 | Take profit: 2053.3673357142857
+2025-03-10 17:47:06,884 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.60
+2025-03-10 17:47:06,884 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7394571428572 | Take profit: 2001.0541142857141
+2025-03-10 17:47:06,952 - INFO - CLOSED short at 2019.65 | PnL: 0.59% | $0.91
+2025-03-10 17:47:06,952 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.530092857143 | Take profit: 2049.9772357142856
+2025-03-10 17:47:06,981 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:47:06,981 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6341571428572 | Take profit: 1992.1300142857142
+2025-03-10 17:47:07,079 - INFO - CLOSED short at 2022.14 | PnL: 0.02% | $-0.16
+2025-03-10 17:47:07,079 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.007642857143 | Take profit: 2052.504585714286
+2025-03-10 17:47:07,102 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.58
+2025-03-10 17:47:07,103 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1116571428572 | Take profit: 1987.697514285714
+2025-03-10 17:47:07,167 - INFO - CLOSED short at 2014.22 | PnL: 0.19% | $0.16
+2025-03-10 17:47:07,168 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1272428571428 | Take profit: 2044.4657857142856
+2025-03-10 17:47:07,188 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.09
+2025-03-10 17:47:07,188 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3479071428571 | Take profit: 1984.9887642857143
+2025-03-10 17:47:07,208 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.35
+2025-03-10 17:47:07,208 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9132428571427 | Take profit: 2047.3077857142855
+2025-03-10 17:47:07,226 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.22
+2025-03-10 17:47:07,227 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4784071428571 | Take profit: 1990.9972642857142
+2025-03-10 17:47:07,250 - INFO - CLOSED short at 2024.52 | PnL: -0.16% | $-0.48
+2025-03-10 17:47:07,251 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3757428571428 | Take profit: 2054.920285714286
+2025-03-10 17:47:07,283 - INFO - CLOSED long at 2018.06 | PnL: -0.32% | $-0.79
+2025-03-10 17:47:07,306 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7598071428574 | Take profit: 1991.2730642857143
+2025-03-10 17:47:07,328 - INFO - CLOSED short at 2018.09 | PnL: 0.18% | $0.14
+2025-03-10 17:47:07,329 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.977892857143 | Take profit: 2048.3938357142856
+2025-03-10 17:47:07,347 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.17
+2025-03-10 17:47:07,348 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.111557142857 | Take profit: 1991.6178142857143
+2025-03-10 17:47:07,410 - INFO - STOP LOSS hit for short at 2032.111557142857 | PnL: -0.50% | $-1.12
+2025-03-10 17:47:07,430 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1515428571427 | Take profit: 2067.9528857142855
+2025-03-10 17:47:07,462 - INFO - CLOSED long at 2036.06 | PnL: -0.06% | $-0.30
+2025-03-10 17:47:07,480 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.779407142857 | Take profit: 2010.8942642857144
+2025-03-10 17:47:07,516 - INFO - CLOSED short at 2034.95 | PnL: 0.32% | $0.41
+2025-03-10 17:47:07,516 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7535928571428 | Take profit: 2065.5067357142857
+2025-03-10 17:47:07,556 - INFO - CLOSED long at 2031.82 | PnL: -0.15% | $-0.47
+2025-03-10 17:47:07,557 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.000757142857 | Take profit: 2001.3102142857142
+2025-03-10 17:47:07,567 - INFO - CLOSED short at 2029.31 | PnL: 0.12% | $0.04
+2025-03-10 17:47:07,567 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1417928571427 | Take profit: 2059.7821357142857
+2025-03-10 17:47:07,593 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.32
+2025-03-10 17:47:07,593 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9204571428572 | Take profit: 1997.3111142857142
+2025-03-10 17:47:07,668 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.29, Avg Loss=$-0.61
+2025-03-10 17:47:07,668 - INFO - Episode 4: Reward=-9.29, Balance=$92.49, Win Rate=42.4%, Trades=33, Episode PnL=$-4.37, Total PnL=$-30.44, Max Drawdown=7.2%, Pred Accuracy=98.6%
+2025-03-10 17:47:07,669 - INFO - Refreshing data for episode 5
+2025-03-10 17:47:07,669 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:07,985 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:07,992 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:08,273 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6139714285714 | Take profit: 1996.030592857143
+2025-03-10 17:47:08,292 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.91
+2025-03-10 17:47:08,292 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0127785714285 | Take profit: 2045.3691571428571
+2025-03-10 17:47:08,312 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.61
+2025-03-10 17:47:08,312 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9962714285716 | Take profit: 1980.7236928571429
+2025-03-10 17:47:08,355 - INFO - CLOSED short at 2008.61 | PnL: 0.11% | $0.03
+2025-03-10 17:47:08,355 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5452785714285 | Take profit: 2038.771657142857
+2025-03-10 17:47:08,381 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:47:08,381 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7502214285716 | Take profit: 1973.621842857143
+2025-03-10 17:47:08,431 - INFO - CLOSED short at 2015.34 | PnL: -0.58% | $-1.34
+2025-03-10 17:47:08,431 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2416285714285 | Take profit: 2045.602607142857
+2025-03-10 17:47:08,482 - INFO - CLOSED long at 2001.83 | PnL: -0.67% | $-1.50
+2025-03-10 17:47:08,482 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8608214285712 | Take profit: 1971.7700428571427
+2025-03-10 17:47:08,564 - INFO - CLOSED short at 2002.6 | PnL: -0.04% | $-0.27
+2025-03-10 17:47:08,564 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5653285714284 | Take profit: 2032.6715071428573
+2025-03-10 17:47:08,584 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.22
+2025-03-10 17:47:08,584 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3231214285713 | Take profit: 1972.2231428571429
+2025-03-10 17:47:08,634 - INFO - CLOSED short at 2009.24 | PnL: -0.35% | $-0.85
+2025-03-10 17:47:08,634 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1721285714286 | Take profit: 2039.4111071428572
+2025-03-10 17:47:08,662 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.62
+2025-03-10 17:47:08,663 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9910714285718 | Take profit: 1987.579292857143
+2025-03-10 17:47:08,683 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.16
+2025-03-10 17:47:08,683 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0376785714286 | Take profit: 2044.3744571428572
+2025-03-10 17:47:08,699 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.72
+2025-03-10 17:47:08,699 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9004714285716 | Take profit: 1993.371092857143
+2025-03-10 17:47:08,883 - INFO - CLOSED short at 2019.65 | PnL: 0.20% | $0.20
+2025-03-10 17:47:08,883 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5300785714287 | Take profit: 2049.9772571428575
+2025-03-10 17:47:08,907 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:47:08,907 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6341714285713 | Take profit: 1992.129992857143
+2025-03-10 17:47:09,045 - INFO - CLOSED short at 2015.68 | PnL: 0.34% | $0.46
+2025-03-10 17:47:09,045 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5799285714288 | Take profit: 2045.9477071428573
+2025-03-10 17:47:09,081 - INFO - CLOSED long at 2015.25 | PnL: -0.02% | $-0.23
+2025-03-10 17:47:09,100 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9132285714286 | Take profit: 2047.3078071428572
+2025-03-10 17:47:09,117 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.22
+2025-03-10 17:47:09,117 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4784214285712 | Take profit: 1990.9972428571427
+2025-03-10 17:47:09,204 - INFO - CLOSED short at 2018.09 | PnL: 0.16% | $0.12
+2025-03-10 17:47:09,204 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9778785714284 | Take profit: 2048.393857142857
+2025-03-10 17:47:09,262 - INFO - CLOSED long at 2029.0 | PnL: 0.54% | $0.85
+2025-03-10 17:47:09,263 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1666714285714 | Take profit: 1998.5324928571429
+2025-03-10 17:47:09,299 - INFO - CLOSED short at 2037.36 | PnL: -0.41% | $-1.00
+2025-03-10 17:47:09,299 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1515285714283 | Take profit: 2067.952907142857
+2025-03-10 17:47:09,316 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.26
+2025-03-10 17:47:09,316 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8549214285717 | Take profit: 2006.0677428571428
+2025-03-10 17:47:09,369 - INFO - CLOSED short at 2039.93 | PnL: -0.16% | $-0.50
+2025-03-10 17:47:09,369 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7086785714287 | Take profit: 2070.5614571428573
+2025-03-10 17:47:09,388 - INFO - CLOSED long at 2034.95 | PnL: -0.24% | $-0.66
+2025-03-10 17:47:09,388 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1464214285713 | Take profit: 2004.393242857143
+2025-03-10 17:47:09,492 - INFO - CLOSED short at 2028.7 | PnL: 0.31% | $0.39
+2025-03-10 17:47:09,493 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5348285714285 | Take profit: 2059.163007142857
+2025-03-10 17:47:09,509 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.13
+2025-03-10 17:47:09,509 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4681714285712 | Take profit: 1998.8279928571428
+2025-03-10 17:47:09,525 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.64
+2025-03-10 17:47:09,525 - INFO - Episode 5: Reward=-6.37, Balance=$96.50, Win Rate=48.0%, Trades=25, Episode PnL=$-1.93, Total PnL=$-33.94, Max Drawdown=2.5%, Pred Accuracy=98.6%
+2025-03-10 17:47:09,525 - INFO - Refreshing data for episode 6
+2025-03-10 17:47:09,525 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:09,825 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:09,832 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:09,853 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3060285714287 | Take profit: 2056.889407142857
+2025-03-10 17:47:09,875 - INFO - STOP LOSS hit for long at 2016.3060285714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:09,895 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9962714285716 | Take profit: 1980.7236928571429
+2025-03-10 17:47:09,914 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:47:09,914 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0079285714285 | Take profit: 2040.263707142857
+2025-03-10 17:47:09,952 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.34
+2025-03-10 17:47:09,952 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6747214285713 | Take profit: 1978.4483428571427
+2025-03-10 17:47:10,010 - INFO - CLOSED short at 2008.1 | PnL: 0.03% | $-0.15
+2025-03-10 17:47:10,010 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0378285714285 | Take profit: 2038.254007142857
+2025-03-10 17:47:10,029 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:47:10,029 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4383714285716 | Take profit: 1985.077392857143
+2025-03-10 17:47:10,049 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:47:10,049 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2666285714286 | Take profit: 2040.527607142857
+2025-03-10 17:47:10,067 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:47:10,067 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0918214285712 | Take profit: 1977.877042857143
+2025-03-10 17:47:10,106 - INFO - CLOSED short at 2002.1 | PnL: 0.30% | $0.38
+2025-03-10 17:47:10,106 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0678285714284 | Take profit: 2032.164007142857
+2025-03-10 17:47:10,171 - INFO - CLOSED long at 2002.6 | PnL: 0.02% | $-0.15
+2025-03-10 17:47:10,171 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6346714285714 | Take profit: 1972.5284928571427
+2025-03-10 17:47:10,190 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.17
+2025-03-10 17:47:10,190 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2568785714284 | Take profit: 2032.356857142857
+2025-03-10 17:47:10,211 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.46
+2025-03-10 17:47:10,212 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1068714285711 | Take profit: 1978.8718928571427
+2025-03-10 17:47:10,232 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:47:10,232 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0378285714285 | Take profit: 2038.254007142857
+2025-03-10 17:47:10,252 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:47:10,252 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3078714285716 | Take profit: 1979.0688928571428
+2025-03-10 17:47:10,271 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.04
+2025-03-10 17:47:10,271 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7689285714287 | Take profit: 2048.180707142857
+2025-03-10 17:47:10,334 - INFO - CLOSED long at 2021.01 | PnL: 0.16% | $0.11
+2025-03-10 17:47:10,334 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1367214285717 | Take profit: 1990.662342857143
+2025-03-10 17:47:10,367 - INFO - CLOSED short at 2023.01 | PnL: -0.10% | $-0.39
+2025-03-10 17:47:10,369 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8732785714285 | Take profit: 2053.387657142857
+2025-03-10 17:47:10,401 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.62
+2025-03-10 17:47:10,401 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7394714285713 | Take profit: 2001.0540928571427
+2025-03-10 17:47:10,419 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:47:10,420 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0472785714285 | Take profit: 2058.665657142857
+2025-03-10 17:47:10,440 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:47:10,440 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7143714285714 | Take profit: 2000.049392857143
+2025-03-10 17:47:10,460 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.35
+2025-03-10 17:47:10,461 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7637785714285 | Take profit: 2055.3161571428573
+2025-03-10 17:47:10,507 - INFO - CLOSED long at 2022.5 | PnL: -0.12% | $-0.43
+2025-03-10 17:47:10,507 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6341714285713 | Take profit: 1992.129992857143
+2025-03-10 17:47:10,545 - INFO - CLOSED short at 2027.61 | PnL: -0.25% | $-0.69
+2025-03-10 17:47:10,545 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4502785714283 | Take profit: 2058.056657142857
+2025-03-10 17:47:10,563 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.36
+2025-03-10 17:47:10,564 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0310714285713 | Take profit: 1995.4592928571428
+2025-03-10 17:47:10,583 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.20
+2025-03-10 17:47:10,584 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8582785714286 | Take profit: 2056.432657142857
+2025-03-10 17:47:10,625 - INFO - CLOSED long at 2018.0 | PnL: -0.40% | $-0.95
+2025-03-10 17:47:10,626 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1116714285713 | Take profit: 1987.6974928571428
+2025-03-10 17:47:10,648 - INFO - CLOSED short at 2015.43 | PnL: 0.13% | $0.05
+2025-03-10 17:47:10,648 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3311785714286 | Take profit: 2045.6939571428572
+2025-03-10 17:47:10,665 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.17
+2025-03-10 17:47:10,665 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7800714285713 | Take profit: 1985.412292857143
+2025-03-10 17:47:10,682 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.05
+2025-03-10 17:47:10,683 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1272285714285 | Take profit: 2044.4658071428573
+2025-03-10 17:47:10,796 - INFO - CLOSED long at 2021.63 | PnL: 0.37% | $0.51
+2025-03-10 17:47:10,796 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7598214285717 | Take profit: 1991.273042857143
+2025-03-10 17:47:10,845 - INFO - CLOSED short at 2023.86 | PnL: -0.11% | $-0.40
+2025-03-10 17:47:10,845 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7190285714285 | Take profit: 2054.250407142857
+2025-03-10 17:47:10,941 - INFO - CLOSED long at 2036.06 | PnL: 0.60% | $0.96
+2025-03-10 17:47:10,941 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.261971428571 | Take profit: 2005.4865928571428
+2025-03-10 17:47:10,963 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.71
+2025-03-10 17:47:10,963 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3205785714285 | Take profit: 2072.205757142857
+2025-03-10 17:47:11,052 - INFO - STOP LOSS hit for long at 2031.3205785714285 | PnL: -0.50% | $-1.15
+2025-03-10 17:47:11,079 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5995285714287 | Take profit: 2058.208907142857
+2025-03-10 17:47:11,158 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.37, Avg Loss=$-0.44
+2025-03-10 17:47:11,159 - INFO - Episode 6: Reward=-11.42, Balance=$95.15, Win Rate=36.4%, Trades=33, Episode PnL=$-5.15, Total PnL=$-38.79, Max Drawdown=4.8%, Pred Accuracy=98.7%
+2025-03-10 17:47:11,159 - INFO - Refreshing data for episode 7
+2025-03-10 17:47:11,160 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:11,499 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:11,506 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:11,527 - INFO - OPENED SHORT at 2026.46 | Stop loss: 2036.6139714285714 | Take profit: 1996.030592857143
+2025-03-10 17:47:11,547 - INFO - CLOSED short at 2015.11 | PnL: 0.56% | $0.91
+2025-03-10 17:47:11,547 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0127785714285 | Take profit: 2045.3691571428571
+2025-03-10 17:47:11,656 - INFO - STOP LOSS hit for long at 2005.0127785714285 | PnL: -0.50% | $-1.20
+2025-03-10 17:47:11,674 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1125285714286 | Take profit: 2035.2699071428574
+2025-03-10 17:47:11,704 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.80
+2025-03-10 17:47:11,704 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4383714285716 | Take profit: 1985.077392857143
+2025-03-10 17:47:11,727 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:47:11,727 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2666285714286 | Take profit: 2040.527607142857
+2025-03-10 17:47:11,798 - INFO - STOP LOSS hit for long at 2000.2666285714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:47:11,817 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4359285714286 | Take profit: 2034.5797071428574
+2025-03-10 17:47:11,954 - INFO - CLOSED long at 2014.13 | PnL: 0.48% | $0.75
+2025-03-10 17:47:11,954 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2223214285714 | Take profit: 1983.8855428571428
+2025-03-10 17:47:11,972 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.15
+2025-03-10 17:47:11,972 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6195285714286 | Take profit: 2054.1489071428573
+2025-03-10 17:47:12,781 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.69, Avg Loss=$-1.18
+2025-03-10 17:47:12,781 - INFO - Episode 7: Reward=3.64, Balance=$99.21, Win Rate=57.1%, Trades=7, Episode PnL=$-2.34, Total PnL=$-39.58, Max Drawdown=0.4%, Pred Accuracy=98.7%
+2025-03-10 17:47:12,782 - INFO - Refreshing data for episode 8
+2025-03-10 17:47:12,782 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:13,147 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:13,153 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:13,173 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3060285714287 | Take profit: 2056.889407142857
+2025-03-10 17:47:13,192 - INFO - STOP LOSS hit for long at 2016.3060285714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:13,212 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8437285714285 | Take profit: 2041.1163071428573
+2025-03-10 17:47:13,447 - INFO - STOP LOSS hit for long at 2000.8437285714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:13,466 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4359285714286 | Take profit: 2034.5797071428574
+2025-03-10 17:47:14,191 - INFO - TAKE PROFIT hit for long at 2034.5797071428574 | PnL: 1.50% | $2.71
+2025-03-10 17:47:14,213 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1515285714283 | Take profit: 2067.952907142857
+2025-03-10 17:47:14,401 - INFO - STOP LOSS hit for long at 2027.1515285714283 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:14,422 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5348285714285 | Take profit: 2059.163007142857
+2025-03-10 17:47:14,458 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:14,459 - INFO - Episode 8: Reward=0.69, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-40.43, Max Drawdown=2.4%, Pred Accuracy=98.8%
+2025-03-10 17:47:14,459 - INFO - Refreshing data for episode 9
+2025-03-10 17:47:14,459 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:14,758 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:14,758 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:14,783 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3060285714287 | Take profit: 2056.889407142857
+2025-03-10 17:47:14,807 - INFO - STOP LOSS hit for long at 2016.3060285714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:14,827 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8437285714285 | Take profit: 2041.1163071428573
+2025-03-10 17:47:14,969 - INFO - CLOSED long at 2015.34 | PnL: 0.22% | $0.23
+2025-03-10 17:47:14,969 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4383714285716 | Take profit: 1985.077392857143
+2025-03-10 17:47:14,989 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:47:14,990 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2666285714286 | Take profit: 2040.527607142857
+2025-03-10 17:47:15,082 - INFO - STOP LOSS hit for long at 2000.2666285714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:15,103 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4359285714286 | Take profit: 2034.5797071428574
+2025-03-10 17:47:15,374 - INFO - CLOSED long at 2028.21 | PnL: 1.18% | $2.10
+2025-03-10 17:47:15,375 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3727214285716 | Take profit: 1997.7543428571428
+2025-03-10 17:47:15,397 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.43
+2025-03-10 17:47:15,397 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3656285714285 | Take profit: 2061.030607142857
+2025-03-10 17:47:15,440 - INFO - STOP LOSS hit for long at 2020.3656285714285 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:15,462 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3658285714287 | Take profit: 2052.870007142857
+2025-03-10 17:47:16,088 - INFO - CLOSED long at 2029.31 | PnL: 0.34% | $0.46
+2025-03-10 17:47:16,088 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4782214285715 | Take profit: 1998.8378428571427
+2025-03-10 17:47:16,114 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.05
+2025-03-10 17:47:16,115 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5995285714287 | Take profit: 2058.208907142857
+2025-03-10 17:47:16,205 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.77, Avg Loss=$-0.81
+2025-03-10 17:47:16,205 - INFO - Episode 9: Reward=3.78, Balance=$99.06, Win Rate=44.4%, Trades=9, Episode PnL=$-3.74, Total PnL=$-41.37, Max Drawdown=1.8%, Pred Accuracy=98.9%
+2025-03-10 17:47:16,206 - INFO - Refreshing data for episode 10
+2025-03-10 17:47:16,206 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:16,513 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:16,519 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:16,881 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3060285714287 | Take profit: 2056.889407142857
+2025-03-10 17:47:16,902 - INFO - STOP LOSS hit for long at 2016.3060285714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:16,922 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8437285714285 | Take profit: 2041.1163071428573
+2025-03-10 17:47:17,154 - INFO - STOP LOSS hit for long at 2000.8437285714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:17,205 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5653285714284 | Take profit: 2032.6715071428573
+2025-03-10 17:47:18,049 - INFO - TAKE PROFIT hit for long at 2032.6715071428573 | PnL: 1.50% | $2.71
+2025-03-10 17:47:18,079 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1515285714283 | Take profit: 2067.952907142857
+2025-03-10 17:47:18,310 - INFO - STOP LOSS hit for long at 2027.1515285714283 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:18,330 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5348285714285 | Take profit: 2059.163007142857
+2025-03-10 17:47:18,372 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:18,373 - INFO - Episode 10: Reward=0.69, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-42.22, Max Drawdown=2.4%, Pred Accuracy=99.1%
+2025-03-10 17:47:18,511 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:47:18,512 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:47:19,309 - INFO - Visualization saved for episode 10
+2025-03-10 17:47:20,163 - INFO - Visualization saved for episode 10
+2025-03-10 17:47:20,175 - INFO - Refreshing data for episode 11
+2025-03-10 17:47:20,175 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:20,610 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:20,619 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:20,667 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058642857143 | Take profit: 2056.8896535714284
+2025-03-10 17:47:20,694 - INFO - STOP LOSS hit for long at 2016.3058642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:20,720 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8435642857141 | Take profit: 2041.1165535714285
+2025-03-10 17:47:21,014 - INFO - STOP LOSS hit for long at 2000.8435642857141 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:21,039 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357642857144 | Take profit: 2034.5799535714284
+2025-03-10 17:47:21,959 - INFO - TAKE PROFIT hit for long at 2034.5799535714284 | PnL: 1.50% | $2.71
+2025-03-10 17:47:21,982 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1513642857142 | Take profit: 2067.9531535714286
+2025-03-10 17:47:22,216 - INFO - STOP LOSS hit for long at 2027.1513642857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:22,238 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5346642857144 | Take profit: 2059.163253571429
+2025-03-10 17:47:22,278 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:22,279 - INFO - Episode 11: Reward=0.70, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-43.07, Max Drawdown=2.4%, Pred Accuracy=99.3%
+2025-03-10 17:47:22,279 - INFO - Refreshing data for episode 12
+2025-03-10 17:47:22,279 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:22,595 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:22,603 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:22,626 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058464285714 | Take profit: 2056.889680357143
+2025-03-10 17:47:22,650 - INFO - STOP LOSS hit for long at 2016.3058464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:22,675 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8435464285715 | Take profit: 2041.1165803571428
+2025-03-10 17:47:22,956 - INFO - STOP LOSS hit for long at 2000.8435464285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:22,981 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357464285713 | Take profit: 2034.5799803571429
+2025-03-10 17:47:23,225 - INFO - CLOSED long at 2017.79 | PnL: 0.66% | $1.09
+2025-03-10 17:47:23,225 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9008035714287 | Take profit: 1987.490369642857
+2025-03-10 17:47:23,246 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.70
+2025-03-10 17:47:23,246 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8730964285714 | Take profit: 2053.387930357143
+2025-03-10 17:47:24,141 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$-1.02
+2025-03-10 17:47:24,141 - INFO - Episode 12: Reward=0.12, Balance=$98.02, Win Rate=25.0%, Trades=4, Episode PnL=$-3.07, Total PnL=$-45.05, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:24,141 - INFO - Refreshing data for episode 13
+2025-03-10 17:47:24,141 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:24,466 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:24,471 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:24,494 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058464285714 | Take profit: 2056.889680357143
+2025-03-10 17:47:24,516 - INFO - STOP LOSS hit for long at 2016.3058464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:24,537 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8435464285715 | Take profit: 2041.1165803571428
+2025-03-10 17:47:24,760 - INFO - STOP LOSS hit for long at 2000.8435464285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:24,780 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357464285713 | Take profit: 2034.5799803571429
+2025-03-10 17:47:25,497 - INFO - TAKE PROFIT hit for long at 2034.5799803571429 | PnL: 1.50% | $2.71
+2025-03-10 17:47:25,513 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1513464285713 | Take profit: 2067.9531803571426
+2025-03-10 17:47:25,701 - INFO - STOP LOSS hit for long at 2027.1513464285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:25,718 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5346464285715 | Take profit: 2059.1632803571433
+2025-03-10 17:47:25,756 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:25,756 - INFO - Episode 13: Reward=14.00, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-45.90, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:47:25,756 - INFO - Refreshing data for episode 14
+2025-03-10 17:47:25,757 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:26,061 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:26,066 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:26,088 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058464285714 | Take profit: 2056.889680357143
+2025-03-10 17:47:26,108 - INFO - STOP LOSS hit for long at 2016.3058464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:26,123 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8435464285715 | Take profit: 2041.1165803571428
+2025-03-10 17:47:26,369 - INFO - STOP LOSS hit for long at 2000.8435464285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:26,389 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357464285713 | Take profit: 2034.5799803571429
+2025-03-10 17:47:27,187 - INFO - TAKE PROFIT hit for long at 2034.5799803571429 | PnL: 1.50% | $2.71
+2025-03-10 17:47:27,209 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1513464285713 | Take profit: 2067.9531803571426
+2025-03-10 17:47:27,407 - INFO - STOP LOSS hit for long at 2027.1513464285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:27,429 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5346464285715 | Take profit: 2059.1632803571433
+2025-03-10 17:47:27,471 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:27,472 - INFO - Episode 14: Reward=0.19, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-46.75, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:47:27,472 - INFO - Refreshing data for episode 15
+2025-03-10 17:47:27,472 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:27,788 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:27,795 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:28,122 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058464285714 | Take profit: 2056.889680357143
+2025-03-10 17:47:28,144 - INFO - STOP LOSS hit for long at 2016.3058464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:28,164 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8435464285715 | Take profit: 2041.1165803571428
+2025-03-10 17:47:28,236 - INFO - CLOSED long at 2003.71 | PnL: -0.36% | $-0.90
+2025-03-10 17:47:28,286 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0376464285714 | Take profit: 2038.2542803571425
+2025-03-10 17:47:28,307 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.50
+2025-03-10 17:47:28,308 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4385535714287 | Take profit: 1985.077119642857
+2025-03-10 17:47:28,330 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:47:28,330 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2664464285715 | Take profit: 2040.5278803571427
+2025-03-10 17:47:28,414 - INFO - STOP LOSS hit for long at 2000.2664464285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:28,435 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357464285713 | Take profit: 2034.5799803571429
+2025-03-10 17:47:29,272 - INFO - TAKE PROFIT hit for long at 2034.5799803571429 | PnL: 1.50% | $2.70
+2025-03-10 17:47:29,292 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1513464285713 | Take profit: 2067.9531803571426
+2025-03-10 17:47:29,488 - INFO - STOP LOSS hit for long at 2027.1513464285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:29,507 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5346464285715 | Take profit: 2059.1632803571433
+2025-03-10 17:47:29,551 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.17, Avg Loss=$-1.11
+2025-03-10 17:47:29,551 - INFO - Episode 15: Reward=0.86, Balance=$99.05, Win Rate=42.9%, Trades=7, Episode PnL=$-1.46, Total PnL=$-47.70, Max Drawdown=2.5%, Pred Accuracy=99.5%
+2025-03-10 17:47:29,551 - INFO - Refreshing data for episode 16
+2025-03-10 17:47:29,552 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:29,848 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:29,857 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:29,880 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058464285714 | Take profit: 2056.889680357143
+2025-03-10 17:47:29,898 - INFO - STOP LOSS hit for long at 2016.3058464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:29,914 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8435464285715 | Take profit: 2041.1165803571428
+2025-03-10 17:47:30,134 - INFO - STOP LOSS hit for long at 2000.8435464285715 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:30,150 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5242535714287 | Take profit: 1974.3800196428572
+2025-03-10 17:47:30,168 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:47:30,168 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5651464285713 | Take profit: 2032.671780357143
+2025-03-10 17:47:30,907 - INFO - TAKE PROFIT hit for long at 2032.671780357143 | PnL: 1.50% | $2.71
+2025-03-10 17:47:30,928 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1513464285713 | Take profit: 2067.9531803571426
+2025-03-10 17:47:31,140 - INFO - STOP LOSS hit for long at 2027.1513464285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:31,158 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5346464285715 | Take profit: 2059.1632803571433
+2025-03-10 17:47:31,197 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-0.89
+2025-03-10 17:47:31,197 - INFO - Episode 16: Reward=-0.76, Balance=$99.14, Win Rate=20.0%, Trades=5, Episode PnL=$-0.86, Total PnL=$-48.56, Max Drawdown=2.4%, Pred Accuracy=99.5%
+2025-03-10 17:47:31,197 - INFO - Refreshing data for episode 17
+2025-03-10 17:47:31,198 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:31,500 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:31,507 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:31,527 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058107142858 | Take profit: 2056.8897339285713
+2025-03-10 17:47:31,547 - INFO - STOP LOSS hit for long at 2016.3058107142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:31,564 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8435107142857 | Take profit: 2041.1166339285717
+2025-03-10 17:47:31,777 - INFO - STOP LOSS hit for long at 2000.8435107142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:31,797 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357107142857 | Take profit: 2034.5800339285715
+2025-03-10 17:47:32,608 - INFO - TAKE PROFIT hit for long at 2034.5800339285715 | PnL: 1.50% | $2.71
+2025-03-10 17:47:32,628 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1513107142857 | Take profit: 2067.9532339285715
+2025-03-10 17:47:32,822 - INFO - STOP LOSS hit for long at 2027.1513107142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:32,843 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5346107142857 | Take profit: 2059.163333928572
+2025-03-10 17:47:32,885 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:32,885 - INFO - Episode 17: Reward=0.19, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-49.41, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:32,887 - INFO - Refreshing data for episode 18
+2025-03-10 17:47:32,887 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:33,293 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:33,299 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:33,320 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058071428572 | Take profit: 2056.8897392857143
+2025-03-10 17:47:33,343 - INFO - STOP LOSS hit for long at 2016.3058071428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:33,365 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.843507142857 | Take profit: 2041.1166392857142
+2025-03-10 17:47:33,606 - INFO - STOP LOSS hit for long at 2000.843507142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:33,629 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357071428572 | Take profit: 2034.5800392857143
+2025-03-10 17:47:33,705 - INFO - CLOSED long at 2009.04 | PnL: 0.23% | $0.25
+2025-03-10 17:47:33,730 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.037607142857 | Take profit: 2038.2543392857142
+2025-03-10 17:47:33,755 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:47:33,774 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7687071428575 | Take profit: 2048.1810392857146
+2025-03-10 17:47:34,036 - INFO - CLOSED long at 2019.65 | PnL: 0.09% | $-0.02
+2025-03-10 17:47:34,063 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3656071428572 | Take profit: 2052.870339285714
+2025-03-10 17:47:34,086 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:47:34,087 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3880428571426 | Take profit: 1996.7887107142858
+2025-03-10 17:47:34,109 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.23
+2025-03-10 17:47:34,109 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.450057142857 | Take profit: 2058.0569892857143
+2025-03-10 17:47:34,219 - INFO - STOP LOSS hit for long at 2017.450057142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:47:34,241 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5797071428574 | Take profit: 2045.9480392857142
+2025-03-10 17:47:34,713 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.25, Avg Loss=$-0.64
+2025-03-10 17:47:34,713 - INFO - Episode 18: Reward=12.74, Balance=$96.64, Win Rate=25.0%, Trades=8, Episode PnL=$-3.62, Total PnL=$-52.78, Max Drawdown=3.4%, Pred Accuracy=99.7%
+2025-03-10 17:47:34,714 - INFO - Refreshing data for episode 19
+2025-03-10 17:47:34,714 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:35,024 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:35,031 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:35,051 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3058071428572 | Take profit: 2056.8897392857143
+2025-03-10 17:47:35,074 - INFO - STOP LOSS hit for long at 2016.3058071428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:35,094 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.843507142857 | Take profit: 2041.1166392857142
+2025-03-10 17:47:35,314 - INFO - STOP LOSS hit for long at 2000.843507142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:35,331 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4357071428572 | Take profit: 2034.5800392857143
+2025-03-10 17:47:35,774 - INFO - CLOSED long at 2025.88 | PnL: 1.07% | $1.87
+2025-03-10 17:47:35,774 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0312928571427 | Take profit: 1995.4589607142857
+2025-03-10 17:47:35,795 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.21
+2025-03-10 17:47:35,795 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8580571428572 | Take profit: 2056.432989285714
+2025-03-10 17:47:35,863 - INFO - STOP LOSS hit for long at 2015.8580571428572 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:35,882 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5797071428574 | Take profit: 2045.9480392857142
+2025-03-10 17:47:36,395 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.87, Avg Loss=$-0.94
+2025-03-10 17:47:36,396 - INFO - Episode 19: Reward=14.70, Balance=$98.11, Win Rate=20.0%, Trades=5, Episode PnL=$-3.75, Total PnL=$-54.66, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:36,396 - INFO - Refreshing data for episode 20
+2025-03-10 17:47:36,396 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:36,716 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:36,722 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:37,047 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.305717857143 | Take profit: 2056.8898732142857
+2025-03-10 17:47:37,065 - INFO - STOP LOSS hit for long at 2016.305717857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:37,085 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8434178571429 | Take profit: 2041.116773214286
+2025-03-10 17:47:37,324 - INFO - STOP LOSS hit for long at 2000.8434178571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:37,344 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4356178571427 | Take profit: 2034.5801732142859
+2025-03-10 17:47:38,157 - INFO - TAKE PROFIT hit for long at 2034.5801732142859 | PnL: 1.50% | $2.71
+2025-03-10 17:47:38,183 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1512178571427 | Take profit: 2067.9533732142854
+2025-03-10 17:47:38,401 - INFO - STOP LOSS hit for long at 2027.1512178571427 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:38,418 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5345178571429 | Take profit: 2059.1634732142857
+2025-03-10 17:47:38,454 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:38,454 - INFO - Episode 20: Reward=14.00, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-55.51, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:47:38,572 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:47:38,572 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:47:38,572 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:39,019 - INFO - Visualization saved for episode 20
+2025-03-10 17:47:40,062 - INFO - Visualization saved for episode 20
+2025-03-10 17:47:40,071 - INFO - Refreshing data for episode 21
+2025-03-10 17:47:40,071 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:40,437 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:40,442 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:40,483 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3053464285713 | Take profit: 2056.8904303571426
+2025-03-10 17:47:40,501 - INFO - STOP LOSS hit for long at 2016.3053464285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:40,520 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8430464285714 | Take profit: 2041.1173303571427
+2025-03-10 17:47:40,769 - INFO - STOP LOSS hit for long at 2000.8430464285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:40,791 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4352464285714 | Take profit: 2034.580730357143
+2025-03-10 17:47:41,590 - INFO - TAKE PROFIT hit for long at 2034.580730357143 | PnL: 1.50% | $2.71
+2025-03-10 17:47:41,607 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1508464285714 | Take profit: 2067.953930357143
+2025-03-10 17:47:41,778 - INFO - STOP LOSS hit for long at 2027.1508464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:41,796 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5341464285714 | Take profit: 2059.164030357143
+2025-03-10 17:47:41,834 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.19
+2025-03-10 17:47:41,835 - INFO - Episode 21: Reward=0.20, Balance=$99.15, Win Rate=25.0%, Trades=4, Episode PnL=$-0.85, Total PnL=$-56.36, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:41,835 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:41,835 - INFO - Refreshing data for episode 22
+2025-03-10 17:47:41,836 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:42,151 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:42,151 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:42,177 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3053464285713 | Take profit: 2056.8904303571426
+2025-03-10 17:47:42,195 - INFO - STOP LOSS hit for long at 2016.3053464285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:42,216 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8430464285714 | Take profit: 2041.1173303571427
+2025-03-10 17:47:42,414 - INFO - STOP LOSS hit for long at 2000.8430464285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:42,431 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4352464285714 | Take profit: 2034.580730357143
+2025-03-10 17:47:42,580 - INFO - CLOSED long at 2022.2 | PnL: 0.88% | $1.51
+2025-03-10 17:47:42,581 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3333535714287 | Take profit: 1991.8334696428572
+2025-03-10 17:47:42,600 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:47:42,600 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8825964285713 | Take profit: 2051.358680357143
+2025-03-10 17:47:43,397 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.51, Avg Loss=$-0.81
+2025-03-10 17:47:43,397 - INFO - Episode 22: Reward=0.80, Balance=$99.07, Win Rate=25.0%, Trades=4, Episode PnL=$-2.44, Total PnL=$-57.29, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:43,397 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:43,397 - INFO - Refreshing data for episode 23
+2025-03-10 17:47:43,397 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:43,714 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:43,714 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:43,740 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3053142857143 | Take profit: 2056.8904785714285
+2025-03-10 17:47:43,757 - INFO - STOP LOSS hit for long at 2016.3053142857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:43,777 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8430142857142 | Take profit: 2041.1173785714288
+2025-03-10 17:47:43,902 - INFO - CLOSED long at 2015.34 | PnL: 0.22% | $0.23
+2025-03-10 17:47:43,902 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4390857142857 | Take profit: 1985.0763214285712
+2025-03-10 17:47:43,923 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:47:43,924 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2659142857142 | Take profit: 2040.5286785714286
+2025-03-10 17:47:43,995 - INFO - STOP LOSS hit for long at 2000.2659142857142 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:44,011 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4352142857142 | Take profit: 2034.5807785714285
+2025-03-10 17:47:44,386 - INFO - CLOSED long at 2025.88 | PnL: 1.07% | $1.88
+2025-03-10 17:47:44,407 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8575642857143 | Take profit: 2056.4337285714287
+2025-03-10 17:47:44,424 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.58
+2025-03-10 17:47:44,424 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2730857142858 | Take profit: 1991.7743214285715
+2025-03-10 17:47:44,438 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.21
+2025-03-10 17:47:44,438 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8876142857143 | Take profit: 2048.3035785714283
+2025-03-10 17:47:44,986 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.65, Avg Loss=$-0.98
+2025-03-10 17:47:44,986 - INFO - Episode 23: Reward=4.16, Balance=$99.66, Win Rate=57.1%, Trades=7, Episode PnL=$0.00, Total PnL=$-57.63, Max Drawdown=1.8%, Pred Accuracy=99.6%
+2025-03-10 17:47:44,986 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:44,987 - INFO - Refreshing data for episode 24
+2025-03-10 17:47:44,987 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:45,282 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:45,288 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:45,307 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3053142857143 | Take profit: 2056.8904785714285
+2025-03-10 17:47:45,330 - INFO - STOP LOSS hit for long at 2016.3053142857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:45,349 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8430142857142 | Take profit: 2041.1173785714288
+2025-03-10 17:47:45,559 - INFO - STOP LOSS hit for long at 2000.8430142857142 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:45,576 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4352142857142 | Take profit: 2034.5807785714285
+2025-03-10 17:47:45,943 - INFO - CLOSED long at 2025.88 | PnL: 1.07% | $1.87
+2025-03-10 17:47:45,965 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8575642857143 | Take profit: 2056.4337285714287
+2025-03-10 17:47:46,018 - INFO - STOP LOSS hit for long at 2015.8575642857143 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:46,033 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5792142857144 | Take profit: 2045.9487785714289
+2025-03-10 17:47:46,083 - INFO - CLOSED long at 2017.02 | PnL: 0.07% | $-0.07
+2025-03-10 17:47:46,084 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1274857142857 | Take profit: 1986.7311214285712
+2025-03-10 17:47:46,107 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.61
+2025-03-10 17:47:46,107 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2208642857142 | Take profit: 2051.7038285714284
+2025-03-10 17:47:46,459 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.87, Avg Loss=$-0.84
+2025-03-10 17:47:46,459 - INFO - Episode 24: Reward=-0.67, Balance=$97.64, Win Rate=16.7%, Trades=6, Episode PnL=$-2.29, Total PnL=$-59.98, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:47:46,459 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:46,459 - INFO - Refreshing data for episode 25
+2025-03-10 17:47:46,459 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:46,827 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:46,830 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:47,132 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3053 | Take profit: 2056.8905
+2025-03-10 17:47:47,150 - INFO - STOP LOSS hit for long at 2016.3053 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:47,170 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.843 | Take profit: 2041.1174
+2025-03-10 17:47:47,346 - INFO - STOP LOSS hit for long at 2000.843 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:47,366 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4352 | Take profit: 2034.5808000000002
+2025-03-10 17:47:47,461 - INFO - CLOSED long at 2017.88 | PnL: 0.67% | $1.10
+2025-03-10 17:47:47,461 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9918 | Take profit: 1987.5782
+2025-03-10 17:47:47,481 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:47:47,482 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.03695 | Take profit: 2044.37555
+2025-03-10 17:47:47,955 - INFO - CLOSED long at 2023.89 | PnL: 0.48% | $0.75
+2025-03-10 17:47:47,955 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.03185 | Take profit: 1993.4980500000001
+2025-03-10 17:47:47,978 - INFO - CLOSED short at 2018.06 | PnL: 0.29% | $0.37
+2025-03-10 17:47:47,978 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9472999999998 | Take profit: 2048.3644999999997
+2025-03-10 17:47:48,327 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.60, Avg Loss=$-1.18
+2025-03-10 17:47:48,328 - INFO - Episode 25: Reward=5.61, Balance=$100.02, Win Rate=66.7%, Trades=6, Episode PnL=$-1.83, Total PnL=$-59.96, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:48,328 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:48,328 - INFO - Refreshing data for episode 26
+2025-03-10 17:47:48,328 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:48,633 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:48,643 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:48,661 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3050107142858 | Take profit: 2056.8909339285715
+2025-03-10 17:47:48,673 - INFO - STOP LOSS hit for long at 2016.3050107142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:48,697 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8427107142857 | Take profit: 2041.1178339285716
+2025-03-10 17:47:48,880 - INFO - STOP LOSS hit for long at 2000.8427107142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:48,899 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.434910714286 | Take profit: 2034.5812339285712
+2025-03-10 17:47:49,579 - INFO - TAKE PROFIT hit for long at 2034.5812339285712 | PnL: 1.50% | $2.71
+2025-03-10 17:47:49,595 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505107142857 | Take profit: 2067.9544339285712
+2025-03-10 17:47:49,750 - INFO - CLOSED long at 2026.54 | PnL: -0.53% | $-1.25
+2025-03-10 17:47:49,771 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5338107142857 | Take profit: 2059.1645339285715
+2025-03-10 17:47:49,806 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-1.21
+2025-03-10 17:47:49,807 - INFO - Episode 26: Reward=-2.06, Balance=$99.09, Win Rate=25.0%, Trades=4, Episode PnL=$-0.91, Total PnL=$-60.87, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:47:49,807 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:49,807 - INFO - Refreshing data for episode 27
+2025-03-10 17:47:49,807 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:50,141 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:50,148 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:50,165 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3050107142858 | Take profit: 2056.8909339285715
+2025-03-10 17:47:50,184 - INFO - STOP LOSS hit for long at 2016.3050107142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:50,210 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8427107142857 | Take profit: 2041.1178339285716
+2025-03-10 17:47:50,425 - INFO - STOP LOSS hit for long at 2000.8427107142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:50,441 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.434910714286 | Take profit: 2034.5812339285712
+2025-03-10 17:47:51,056 - INFO - CLOSED long at 2017.02 | PnL: 0.63% | $1.01
+2025-03-10 17:47:51,056 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1277892857142 | Take profit: 1986.7306660714285
+2025-03-10 17:47:51,086 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.61
+2025-03-10 17:47:51,086 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2205607142855 | Take profit: 2051.7042839285714
+2025-03-10 17:47:51,578 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.01, Avg Loss=$-0.99
+2025-03-10 17:47:51,579 - INFO - Episode 27: Reward=-0.12, Balance=$98.04, Win Rate=25.0%, Trades=4, Episode PnL=$-2.98, Total PnL=$-62.83, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:51,579 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:51,579 - INFO - Refreshing data for episode 28
+2025-03-10 17:47:51,579 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:51,887 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:51,892 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:51,913 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3050107142858 | Take profit: 2056.8909339285715
+2025-03-10 17:47:51,935 - INFO - STOP LOSS hit for long at 2016.3050107142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:51,957 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8427107142857 | Take profit: 2041.1178339285716
+2025-03-10 17:47:52,180 - INFO - STOP LOSS hit for long at 2000.8427107142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:52,198 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.434910714286 | Take profit: 2034.5812339285712
+2025-03-10 17:47:52,221 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.37
+2025-03-10 17:47:52,221 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.635689285714 | Take profit: 1972.5269660714287
+2025-03-10 17:47:52,271 - INFO - CLOSED short at 2009.04 | PnL: -0.32% | $-0.81
+2025-03-10 17:47:52,271 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9721107142857 | Take profit: 2039.2096339285713
+2025-03-10 17:47:52,985 - INFO - TAKE PROFIT hit for long at 2039.2096339285713 | PnL: 1.50% | $2.67
+2025-03-10 17:47:53,006 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7076607142858 | Take profit: 2070.562983928571
+2025-03-10 17:47:53,071 - INFO - STOP LOSS hit for long at 2029.7076607142858 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:53,092 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5985107142858 | Take profit: 2058.2104339285715
+2025-03-10 17:47:53,160 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.67, Avg Loss=$-0.95
+2025-03-10 17:47:53,161 - INFO - Episode 28: Reward=-3.19, Balance=$97.95, Win Rate=16.7%, Trades=6, Episode PnL=$-1.68, Total PnL=$-64.89, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:53,161 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:53,161 - INFO - Refreshing data for episode 29
+2025-03-10 17:47:53,162 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:53,642 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:53,648 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:53,664 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3050107142858 | Take profit: 2056.8909339285715
+2025-03-10 17:47:53,685 - INFO - STOP LOSS hit for long at 2016.3050107142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:53,703 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8427107142857 | Take profit: 2041.1178339285716
+2025-03-10 17:47:53,914 - INFO - STOP LOSS hit for long at 2000.8427107142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:53,935 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.434910714286 | Take profit: 2034.5812339285712
+2025-03-10 17:47:54,679 - INFO - TAKE PROFIT hit for long at 2034.5812339285712 | PnL: 1.50% | $2.71
+2025-03-10 17:47:54,692 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505107142857 | Take profit: 2067.9544339285712
+2025-03-10 17:47:54,813 - INFO - CLOSED long at 2031.82 | PnL: -0.27% | $-0.74
+2025-03-10 17:47:54,813 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.001789285714 | Take profit: 2001.3086660714284
+2025-03-10 17:47:54,835 - INFO - CLOSED short at 2029.31 | PnL: 0.12% | $0.05
+2025-03-10 17:47:54,835 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1407607142855 | Take profit: 2059.7836839285715
+2025-03-10 17:47:54,940 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.38, Avg Loss=$-1.03
+2025-03-10 17:47:54,940 - INFO - Episode 29: Reward=-0.45, Balance=$99.65, Win Rate=40.0%, Trades=5, Episode PnL=$0.39, Total PnL=$-65.23, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:47:54,941 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:54,941 - INFO - Refreshing data for episode 30
+2025-03-10 17:47:54,941 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:55,274 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:55,281 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:55,616 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3049892857143 | Take profit: 2056.8909660714285
+2025-03-10 17:47:55,635 - INFO - STOP LOSS hit for long at 2016.3049892857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:55,652 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8426892857144 | Take profit: 2041.1178660714288
+2025-03-10 17:47:55,784 - INFO - CLOSED long at 2010.34 | PnL: -0.03% | $-0.25
+2025-03-10 17:47:55,784 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4144107142859 | Take profit: 1980.1508339285715
+2025-03-10 17:47:55,808 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:47:55,808 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9671392857142 | Take profit: 2038.1845160714288
+2025-03-10 17:47:56,448 - INFO - CLOSED long at 2024.52 | PnL: 0.82% | $1.41
+2025-03-10 17:47:56,449 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6653107142856 | Take profit: 1994.1181339285713
+2025-03-10 17:47:56,472 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.14
+2025-03-10 17:47:56,473 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7478392857145 | Take profit: 2054.2824160714285
+2025-03-10 17:47:56,650 - INFO - CLOSED long at 2037.36 | PnL: 0.67% | $1.12
+2025-03-10 17:47:56,671 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4440392857146 | Take profit: 2067.2338160714285
+2025-03-10 17:47:56,909 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.85, Avg Loss=$-0.53
+2025-03-10 17:47:56,909 - INFO - Episode 30: Reward=2.37, Balance=$100.98, Win Rate=50.0%, Trades=6, Episode PnL=$-0.18, Total PnL=$-64.26, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:47:57,021 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:47:57,021 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:47:57,021 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:57,433 - INFO - Visualization saved for episode 30
+2025-03-10 17:47:58,176 - INFO - Visualization saved for episode 30
+2025-03-10 17:47:58,184 - INFO - Refreshing data for episode 31
+2025-03-10 17:47:58,185 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:47:58,490 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:47:58,497 - INFO - Initialized environment with 100 candles
+2025-03-10 17:47:58,534 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3049892857143 | Take profit: 2056.8909660714285
+2025-03-10 17:47:58,553 - INFO - STOP LOSS hit for long at 2016.3049892857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:47:58,573 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8426892857144 | Take profit: 2041.1178660714288
+2025-03-10 17:47:58,823 - INFO - STOP LOSS hit for long at 2000.8426892857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:47:58,845 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4348892857142 | Take profit: 2034.5812660714287
+2025-03-10 17:47:59,096 - INFO - CLOSED long at 2031.56 | PnL: 1.35% | $2.42
+2025-03-10 17:47:59,113 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.373760714286 | Take profit: 1997.7527839285715
+2025-03-10 17:47:59,132 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.43
+2025-03-10 17:47:59,132 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3645892857144 | Take profit: 2061.0321660714285
+2025-03-10 17:47:59,169 - INFO - STOP LOSS hit for long at 2020.3645892857144 | PnL: -0.50% | $-1.18
+2025-03-10 17:47:59,189 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3647892857143 | Take profit: 2052.871566071429
+2025-03-10 17:47:59,753 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.42, Avg Loss=$-0.99
+2025-03-10 17:47:59,754 - INFO - Episode 31: Reward=1.07, Balance=$98.44, Win Rate=20.0%, Trades=5, Episode PnL=$-1.56, Total PnL=$-65.82, Max Drawdown=2.4%, Pred Accuracy=99.7%
+2025-03-10 17:47:59,754 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:47:59,754 - INFO - Refreshing data for episode 32
+2025-03-10 17:47:59,754 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:00,062 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:00,069 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:00,090 - INFO - OPENED LONG at 2026.46 | Stop loss: 2016.3049892857143 | Take profit: 2056.8909660714285
+2025-03-10 17:48:00,112 - INFO - STOP LOSS hit for long at 2016.3049892857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:00,133 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8426892857144 | Take profit: 2041.1178660714288
+2025-03-10 17:48:00,366 - INFO - STOP LOSS hit for long at 2000.8426892857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:48:00,384 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4348892857142 | Take profit: 2034.5812660714287
+2025-03-10 17:48:00,426 - INFO - CLOSED long at 2002.29 | PnL: -0.11% | $-0.40
+2025-03-10 17:48:00,428 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3241607142857 | Take profit: 1972.2215839285714
+2025-03-10 17:48:00,445 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.84
+2025-03-10 17:48:00,445 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9720892857142 | Take profit: 2039.2096660714283
+2025-03-10 17:48:00,551 - INFO - CLOSED long at 2022.2 | PnL: 0.66% | $1.06
+2025-03-10 17:48:00,552 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3337107142859 | Take profit: 1991.8329339285715
+2025-03-10 17:48:00,574 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:48:00,574 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8822392857144 | Take profit: 2051.3592160714284
+2025-03-10 17:48:01,380 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.06, Avg Loss=$-0.74
+2025-03-10 17:48:01,380 - INFO - Episode 32: Reward=-2.89, Balance=$97.37, Win Rate=16.7%, Trades=6, Episode PnL=$-3.28, Total PnL=$-68.45, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:48:01,381 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:01,381 - INFO - Refreshing data for episode 33
+2025-03-10 17:48:01,381 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:01,706 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:01,713 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:01,733 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0128964285714 | Take profit: 2045.3689803571428
+2025-03-10 17:48:01,835 - INFO - STOP LOSS hit for long at 2005.0128964285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:01,853 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1126464285715 | Take profit: 2035.2697303571429
+2025-03-10 17:48:02,688 - INFO - CLOSED long at 2029.0 | PnL: 1.19% | $2.13
+2025-03-10 17:48:02,689 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1665535714285 | Take profit: 1998.5326696428572
+2025-03-10 17:48:02,709 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.91
+2025-03-10 17:48:02,709 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9775464285715 | Take profit: 2066.755030357143
+2025-03-10 17:48:02,978 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.13, Avg Loss=$-1.05
+2025-03-10 17:48:02,978 - INFO - Episode 33: Reward=0.18, Balance=$100.03, Win Rate=33.3%, Trades=3, Episode PnL=$-2.10, Total PnL=$-68.41, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:48:02,978 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:02,978 - INFO - Refreshing data for episode 34
+2025-03-10 17:48:02,978 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:03,301 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:03,305 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:03,326 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0127607142856 | Take profit: 2045.3691839285714
+2025-03-10 17:48:03,406 - INFO - STOP LOSS hit for long at 2005.0127607142856 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:03,430 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.112510714286 | Take profit: 2035.2699339285714
+2025-03-10 17:48:03,923 - INFO - CLOSED long at 2022.14 | PnL: 0.85% | $1.46
+2025-03-10 17:48:03,945 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8883107142858 | Take profit: 2048.3025339285714
+2025-03-10 17:48:04,127 - INFO - CLOSED long at 2018.06 | PnL: 0.00% | $-0.19
+2025-03-10 17:48:04,147 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.5001607142858 | Take profit: 2051.9869839285716
+2025-03-10 17:48:04,529 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.46, Avg Loss=$-0.69
+2025-03-10 17:48:04,539 - INFO - Episode 34: Reward=14.47, Balance=$100.08, Win Rate=33.3%, Trades=3, Episode PnL=$0.08, Total PnL=$-68.34, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:48:04,539 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:04,539 - INFO - Refreshing data for episode 35
+2025-03-10 17:48:04,539 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:04,844 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:04,851 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:05,463 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0127107142855 | Take profit: 2045.369258928571
+2025-03-10 17:48:05,516 - INFO - CLOSED long at 2010.08 | PnL: -0.25% | $-0.69
+2025-03-10 17:48:05,516 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1521392857144 | Take profit: 1979.8961910714286
+2025-03-10 17:48:05,538 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.58
+2025-03-10 17:48:05,538 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9480607142855 | Take profit: 2044.2832089285716
+2025-03-10 17:48:05,576 - INFO - STOP LOSS hit for long at 2003.9480607142855 | PnL: -0.50% | $-1.17
+2025-03-10 17:48:05,602 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1124607142858 | Take profit: 2035.2700089285715
+2025-03-10 17:48:06,312 - INFO - CLOSED long at 2015.43 | PnL: 0.51% | $0.80
+2025-03-10 17:48:06,334 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5798607142856 | Take profit: 2045.9478089285715
+2025-03-10 17:48:06,590 - INFO - CLOSED long at 2036.06 | PnL: 1.01% | $1.77
+2025-03-10 17:48:06,612 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3205107142855 | Take profit: 2072.205858928571
+2025-03-10 17:48:06,716 - INFO - STOP LOSS hit for long at 2031.3205107142855 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:06,739 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5994607142857 | Take profit: 2058.209008928571
+2025-03-10 17:48:06,847 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.28, Avg Loss=$-0.91
+2025-03-10 17:48:06,847 - INFO - Episode 35: Reward=14.16, Balance=$98.93, Win Rate=33.3%, Trades=6, Episode PnL=$-0.38, Total PnL=$-69.41, Max Drawdown=2.4%, Pred Accuracy=99.6%
+2025-03-10 17:48:06,847 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:06,849 - INFO - Refreshing data for episode 36
+2025-03-10 17:48:06,849 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:07,159 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:07,165 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:07,187 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0126321428572 | Take profit: 2045.369376785714
+2025-03-10 17:48:07,300 - INFO - STOP LOSS hit for long at 2005.0126321428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:07,322 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1123821428573 | Take profit: 2035.2701267857142
+2025-03-10 17:48:08,132 - INFO - CLOSED long at 2015.25 | PnL: 0.50% | $0.79
+2025-03-10 17:48:08,133 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3480678571427 | Take profit: 1984.9885232142856
+2025-03-10 17:48:08,153 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:48:08,153 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.913082142857 | Take profit: 2047.3080267857142
+2025-03-10 17:48:08,497 - INFO - CLOSED long at 2032.9 | PnL: 0.79% | $1.35
+2025-03-10 17:48:08,529 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6390821428572 | Take profit: 2062.3300267857144
+2025-03-10 17:48:08,663 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.07, Avg Loss=$-0.78
+2025-03-10 17:48:08,663 - INFO - Episode 36: Reward=15.87, Balance=$100.58, Win Rate=50.0%, Trades=4, Episode PnL=$-0.21, Total PnL=$-68.83, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:48:08,663 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:08,663 - INFO - Refreshing data for episode 37
+2025-03-10 17:48:08,663 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:08,958 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:08,970 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:08,993 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0125142857144 | Take profit: 2045.3695535714287
+2025-03-10 17:48:09,079 - INFO - STOP LOSS hit for long at 2005.0125142857144 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:09,098 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1122642857144 | Take profit: 2035.2703035714287
+2025-03-10 17:48:09,475 - INFO - CLOSED long at 2017.79 | PnL: 0.63% | $1.04
+2025-03-10 17:48:09,475 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9008857142856 | Take profit: 1987.4902464285713
+2025-03-10 17:48:09,494 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.71
+2025-03-10 17:48:09,494 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8730142857144 | Take profit: 2053.3880535714284
+2025-03-10 17:48:09,545 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.31
+2025-03-10 17:48:09,573 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3653642857141 | Take profit: 2061.0310035714283
+2025-03-10 17:48:09,619 - INFO - STOP LOSS hit for long at 2020.3653642857141 | PnL: -0.50% | $-1.18
+2025-03-10 17:48:09,636 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.365564285714 | Take profit: 2052.8704035714286
+2025-03-10 17:48:09,791 - INFO - CLOSED long at 2015.43 | PnL: -0.35% | $-0.87
+2025-03-10 17:48:09,832 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1269642857144 | Take profit: 2044.4662035714287
+2025-03-10 17:48:09,911 - INFO - CLOSED long at 2024.52 | PnL: 0.51% | $0.79
+2025-03-10 17:48:09,943 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7486142857144 | Take profit: 2054.281253571429
+2025-03-10 17:48:10,390 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.71, Avg Loss=$-0.99
+2025-03-10 17:48:10,391 - INFO - Episode 37: Reward=0.55, Balance=$98.18, Win Rate=42.9%, Trades=7, Episode PnL=$-2.85, Total PnL=$-70.65, Max Drawdown=2.6%, Pred Accuracy=99.6%
+2025-03-10 17:48:10,391 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:10,393 - INFO - Refreshing data for episode 38
+2025-03-10 17:48:10,393 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:10,689 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:10,696 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:10,720 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0122857142856 | Take profit: 2045.369896428571
+2025-03-10 17:48:10,823 - INFO - STOP LOSS hit for long at 2005.0122857142856 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:10,849 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1120357142859 | Take profit: 2035.2706464285714
+2025-03-10 17:48:11,596 - INFO - CLOSED long at 2015.25 | PnL: 0.50% | $0.79
+2025-03-10 17:48:11,596 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3484142857142 | Take profit: 1984.9880035714286
+2025-03-10 17:48:11,611 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:48:11,611 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9127357142856 | Take profit: 2047.3085464285714
+2025-03-10 17:48:11,941 - INFO - CLOSED long at 2029.31 | PnL: 0.61% | $1.00
+2025-03-10 17:48:11,963 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5990357142857 | Take profit: 2058.2096464285714
+2025-03-10 17:48:12,054 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.89, Avg Loss=$-0.78
+2025-03-10 17:48:12,054 - INFO - Episode 38: Reward=1.66, Balance=$100.23, Win Rate=50.0%, Trades=4, Episode PnL=$-0.56, Total PnL=$-70.42, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:48:12,054 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:12,055 - INFO - Refreshing data for episode 39
+2025-03-10 17:48:12,055 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:12,375 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:12,378 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:12,404 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.012182142857 | Take profit: 2045.3700517857142
+2025-03-10 17:48:12,487 - INFO - STOP LOSS hit for long at 2005.012182142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:12,507 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.111932142857 | Take profit: 2035.2708017857144
+2025-03-10 17:48:13,379 - INFO - TAKE PROFIT hit for long at 2035.2708017857144 | PnL: 1.50% | $2.74
+2025-03-10 17:48:13,402 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.150932142857 | Take profit: 2067.9538017857144
+2025-03-10 17:48:13,470 - INFO - CLOSED long at 2039.93 | PnL: 0.13% | $0.05
+2025-03-10 17:48:13,493 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7529821428573 | Take profit: 2065.5076517857146
+2025-03-10 17:48:13,529 - INFO - CLOSED long at 2031.82 | PnL: -0.15% | $-0.51
+2025-03-10 17:48:13,548 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1411821428571 | Take profit: 2059.783051785714
+2025-03-10 17:48:13,660 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.40, Avg Loss=$-0.85
+2025-03-10 17:48:13,660 - INFO - Episode 39: Reward=-0.10, Balance=$101.09, Win Rate=50.0%, Trades=4, Episode PnL=$1.09, Total PnL=$-69.33, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:48:13,660 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:13,663 - INFO - Refreshing data for episode 40
+2025-03-10 17:48:13,663 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:13,971 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:13,978 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:14,312 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0121107142857 | Take profit: 2045.3701589285713
+2025-03-10 17:48:14,420 - INFO - STOP LOSS hit for long at 2005.0121107142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:14,445 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1118607142857 | Take profit: 2035.2709089285713
+2025-03-10 17:48:14,706 - INFO - CLOSED long at 2017.88 | PnL: 0.63% | $1.04
+2025-03-10 17:48:14,707 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9917392857146 | Take profit: 1987.5782910714286
+2025-03-10 17:48:14,727 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:48:14,727 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0370107142858 | Take profit: 2044.3754589285716
+2025-03-10 17:48:15,065 - INFO - CLOSED long at 2026.01 | PnL: 0.59% | $0.97
+2025-03-10 17:48:15,087 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.006960714286 | Take profit: 2052.5056089285717
+2025-03-10 17:48:15,125 - INFO - CLOSED long at 2015.43 | PnL: -0.33% | $-0.86
+2025-03-10 17:48:15,145 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5792607142857 | Take profit: 2045.9487089285712
+2025-03-10 17:48:15,608 - INFO - CLOSED long at 2026.54 | PnL: 0.54% | $0.87
+2025-03-10 17:48:15,631 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5341607142857 | Take profit: 2059.1640089285715
+2025-03-10 17:48:15,685 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.76, Avg Loss=$-1.03
+2025-03-10 17:48:15,685 - INFO - Episode 40: Reward=4.04, Balance=$101.00, Win Rate=66.7%, Trades=6, Episode PnL=$-0.04, Total PnL=$-68.33, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:48:15,807 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:48:15,807 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:48:15,807 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:16,222 - INFO - Visualization saved for episode 40
+2025-03-10 17:48:17,002 - INFO - Visualization saved for episode 40
+2025-03-10 17:48:17,011 - INFO - Refreshing data for episode 41
+2025-03-10 17:48:17,011 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:17,337 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:17,343 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:17,392 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8430392857144 | Take profit: 2041.1173410714287
+2025-03-10 17:48:17,628 - INFO - STOP LOSS hit for long at 2000.8430392857144 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:17,652 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4352392857143 | Take profit: 2034.5807410714287
+2025-03-10 17:48:17,758 - INFO - CLOSED long at 2009.24 | PnL: 0.24% | $0.27
+2025-03-10 17:48:17,782 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7682392857143 | Take profit: 2048.181741071429
+2025-03-10 17:48:18,092 - INFO - CLOSED long at 2027.61 | PnL: 0.48% | $0.75
+2025-03-10 17:48:18,139 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8575892857143 | Take profit: 2056.4336910714287
+2025-03-10 17:48:18,203 - INFO - STOP LOSS hit for long at 2015.8575892857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:18,225 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5792392857145 | Take profit: 2045.9487410714287
+2025-03-10 17:48:18,269 - INFO - CLOSED long at 2015.25 | PnL: -0.02% | $-0.24
+2025-03-10 17:48:18,306 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.220889285714 | Take profit: 2051.7037910714284
+2025-03-10 17:48:18,324 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:48:18,345 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7481892857145 | Take profit: 2054.2818910714286
+2025-03-10 17:48:18,381 - INFO - CLOSED long at 2021.63 | PnL: -0.11% | $-0.41
+2025-03-10 17:48:18,402 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.977189285714 | Take profit: 2048.3948910714284
+2025-03-10 17:48:18,486 - INFO - CLOSED long at 2037.36 | PnL: 0.95% | $1.66
+2025-03-10 17:48:18,513 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4443892857144 | Take profit: 2067.2332910714285
+2025-03-10 17:48:18,600 - INFO - CLOSED long at 2032.9 | PnL: -0.18% | $-0.56
+2025-03-10 17:48:18,668 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3849392857144 | Take profit: 2056.9716410714286
+2025-03-10 17:48:18,689 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:48:18,706 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1311392857142 | Take profit: 2059.7730410714285
+2025-03-10 17:48:18,752 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.56, Avg Loss=$-0.72
+2025-03-10 17:48:18,753 - INFO - Episode 41: Reward=2.65, Balance=$99.21, Win Rate=50.0%, Trades=10, Episode PnL=$-0.79, Total PnL=$-69.11, Max Drawdown=1.9%, Pred Accuracy=99.7%
+2025-03-10 17:48:18,753 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:18,753 - INFO - Refreshing data for episode 42
+2025-03-10 17:48:18,753 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:19,051 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:19,058 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:19,078 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0120892857142 | Take profit: 2045.3701910714287
+2025-03-10 17:48:19,100 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.61
+2025-03-10 17:48:19,141 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9474392857144 | Take profit: 2044.2841410714284
+2025-03-10 17:48:19,166 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:48:19,207 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1118392857145 | Take profit: 2035.2709410714285
+2025-03-10 17:48:19,251 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.80
+2025-03-10 17:48:19,330 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0671392857143 | Take profit: 2032.1650410714285
+2025-03-10 17:48:19,353 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:48:19,408 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2561892857143 | Take profit: 2032.3578910714284
+2025-03-10 17:48:19,449 - INFO - CLOSED long at 2008.1 | PnL: 0.29% | $0.37
+2025-03-10 17:48:19,487 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7682392857143 | Take profit: 2048.181741071429
+2025-03-10 17:48:19,552 - INFO - CLOSED long at 2022.2 | PnL: 0.21% | $0.22
+2025-03-10 17:48:19,572 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8825892857142 | Take profit: 2051.3586910714284
+2025-03-10 17:48:19,610 - INFO - CLOSED long at 2023.01 | PnL: 0.10% | $-0.00
+2025-03-10 17:48:19,646 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.379839285714 | Take profit: 2062.066941071428
+2025-03-10 17:48:19,663 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.52
+2025-03-10 17:48:19,700 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7630892857144 | Take profit: 2055.3171910714286
+2025-03-10 17:48:19,763 - INFO - CLOSED long at 2027.61 | PnL: 0.13% | $0.07
+2025-03-10 17:48:19,763 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7704107142858 | Take profit: 1997.1623089285713
+2025-03-10 17:48:19,783 - INFO - CLOSED short at 2025.88 | PnL: 0.09% | $-0.03
+2025-03-10 17:48:19,783 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7282392857144 | Take profit: 2056.3017410714288
+2025-03-10 17:48:19,862 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.21
+2025-03-10 17:48:19,883 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5792392857145 | Take profit: 2045.9487410714287
+2025-03-10 17:48:19,903 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.33
+2025-03-10 17:48:19,921 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1513892857142 | Take profit: 2045.5122910714285
+2025-03-10 17:48:20,041 - INFO - CLOSED long at 2021.63 | PnL: 0.32% | $0.42
+2025-03-10 17:48:20,080 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8477392857144 | Take profit: 2052.3432410714286
+2025-03-10 17:48:20,120 - INFO - CLOSED long at 2029.0 | PnL: 0.35% | $0.48
+2025-03-10 17:48:20,142 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9767392857143 | Take profit: 2066.7562410714286
+2025-03-10 17:48:20,238 - INFO - CLOSED long at 2039.93 | PnL: 0.18% | $0.16
+2025-03-10 17:48:20,260 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7528892857142 | Take profit: 2065.5077910714285
+2025-03-10 17:48:20,446 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.36, Avg Loss=$-0.49
+2025-03-10 17:48:20,447 - INFO - Episode 42: Reward=-2.88, Balance=$98.61, Win Rate=46.7%, Trades=15, Episode PnL=$-1.46, Total PnL=$-70.50, Max Drawdown=2.5%, Pred Accuracy=99.7%
+2025-03-10 17:48:20,447 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:20,447 - INFO - Refreshing data for episode 43
+2025-03-10 17:48:20,448 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:20,751 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:20,758 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:20,781 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0120892857142 | Take profit: 2045.3701910714287
+2025-03-10 17:48:20,881 - INFO - STOP LOSS hit for long at 2005.0120892857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:20,901 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1118392857145 | Take profit: 2035.2709410714285
+2025-03-10 17:48:20,968 - INFO - CLOSED long at 2010.34 | PnL: 0.26% | $0.31
+2025-03-10 17:48:20,988 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9674892857142 | Take profit: 2038.1839910714286
+2025-03-10 17:48:21,255 - INFO - CLOSED long at 2021.01 | PnL: 0.65% | $1.07
+2025-03-10 17:48:21,256 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1374107142858 | Take profit: 1990.6613089285713
+2025-03-10 17:48:21,276 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:48:21,277 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6786892857142 | Take profit: 2048.0903910714283
+2025-03-10 17:48:21,480 - INFO - CLOSED long at 2025.88 | PnL: 0.40% | $0.60
+2025-03-10 17:48:21,501 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8575892857143 | Take profit: 2056.4336910714287
+2025-03-10 17:48:21,561 - INFO - STOP LOSS hit for long at 2015.8575892857143 | PnL: -0.50% | $-1.20
+2025-03-10 17:48:21,580 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5792392857145 | Take profit: 2045.9487410714287
+2025-03-10 17:48:22,079 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.52, Avg Loss=$-1.19
+2025-03-10 17:48:22,079 - INFO - Episode 43: Reward=5.30, Balance=$99.71, Win Rate=66.7%, Trades=6, Episode PnL=$-1.36, Total PnL=$-70.80, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:48:22,080 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:22,080 - INFO - Refreshing data for episode 44
+2025-03-10 17:48:22,080 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:22,385 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:22,392 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:22,411 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0120892857142 | Take profit: 2045.3701910714287
+2025-03-10 17:48:22,429 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.61
+2025-03-10 17:48:22,429 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.996960714286 | Take profit: 1980.7226589285715
+2025-03-10 17:48:22,446 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:48:22,447 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0072392857144 | Take profit: 2040.2647410714287
+2025-03-10 17:48:22,530 - INFO - CLOSED long at 2005.16 | PnL: -0.24% | $-0.68
+2025-03-10 17:48:22,548 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0371392857141 | Take profit: 2038.2550410714284
+2025-03-10 17:48:22,732 - INFO - CLOSED long at 2009.04 | PnL: 0.05% | $-0.10
+2025-03-10 17:48:22,751 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0371392857141 | Take profit: 2038.2550410714284
+2025-03-10 17:48:22,791 - INFO - CLOSED long at 2017.88 | PnL: 0.49% | $0.75
+2025-03-10 17:48:22,819 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0369892857145 | Take profit: 2044.3754910714288
+2025-03-10 17:48:22,864 - INFO - CLOSED long at 2022.2 | PnL: 0.40% | $0.59
+2025-03-10 17:48:22,883 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8825892857142 | Take profit: 2051.3586910714284
+2025-03-10 17:48:22,900 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.51
+2025-03-10 17:48:22,920 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1474107142856 | Take profit: 1992.6313089285713
+2025-03-10 17:48:22,946 - INFO - CLOSED short at 2022.99 | PnL: 0.00% | $-0.19
+2025-03-10 17:48:22,946 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8526892857144 | Take profit: 2053.368391071429
+2025-03-10 17:48:22,969 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.63
+2025-03-10 17:48:22,993 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0465892857144 | Take profit: 2058.6666910714284
+2025-03-10 17:48:23,197 - INFO - STOP LOSS hit for long at 2018.0465892857144 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:23,216 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3304892857143 | Take profit: 2045.6949910714284
+2025-03-10 17:48:23,363 - INFO - CLOSED long at 2018.06 | PnL: 0.13% | $0.06
+2025-03-10 17:48:23,382 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4994892857144 | Take profit: 2051.987991071429
+2025-03-10 17:48:23,418 - INFO - CLOSED long at 2021.98 | PnL: 0.02% | $-0.16
+2025-03-10 17:48:23,418 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1122607142856 | Take profit: 1991.6167589285715
+2025-03-10 17:48:23,437 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:48:23,437 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7183392857141 | Take profit: 2054.2514410714284
+2025-03-10 17:48:23,457 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:48:23,479 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9767392857143 | Take profit: 2066.7562410714286
+2025-03-10 17:48:23,550 - INFO - CLOSED long at 2041.55 | PnL: 0.26% | $0.32
+2025-03-10 17:48:23,570 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7079892857143 | Take profit: 2070.5624910714287
+2025-03-10 17:48:23,649 - INFO - STOP LOSS hit for long at 2029.7079892857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:48:23,666 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5988392857143 | Take profit: 2058.2099410714286
+2025-03-10 17:48:23,763 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.51
+2025-03-10 17:48:23,764 - INFO - Episode 44: Reward=-2.72, Balance=$97.55, Win Rate=37.5%, Trades=16, Episode PnL=$-1.68, Total PnL=$-73.25, Max Drawdown=2.5%, Pred Accuracy=99.6%
+2025-03-10 17:48:23,764 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:23,764 - INFO - Refreshing data for episode 45
+2025-03-10 17:48:23,764 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:24,074 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:24,081 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:24,671 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0120892857142 | Take profit: 2045.3701910714287
+2025-03-10 17:48:24,772 - INFO - STOP LOSS hit for long at 2005.0120892857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:24,791 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1118392857145 | Take profit: 2035.2709410714285
+2025-03-10 17:48:25,394 - INFO - CLOSED long at 2025.88 | PnL: 1.03% | $1.82
+2025-03-10 17:48:25,395 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0317607142856 | Take profit: 1995.4582589285715
+2025-03-10 17:48:25,412 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.21
+2025-03-10 17:48:25,412 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8575892857143 | Take profit: 2056.4336910714287
+2025-03-10 17:48:25,468 - INFO - STOP LOSS hit for long at 2015.8575892857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:25,491 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5792392857145 | Take profit: 2045.9487410714287
+2025-03-10 17:48:25,630 - INFO - CLOSED long at 2018.06 | PnL: 0.12% | $0.04
+2025-03-10 17:48:25,630 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1726607142855 | Take profit: 1987.7555589285714
+2025-03-10 17:48:25,648 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.54
+2025-03-10 17:48:25,648 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4994892857144 | Take profit: 2051.987991071429
+2025-03-10 17:48:25,997 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.93, Avg Loss=$-0.78
+2025-03-10 17:48:25,998 - INFO - Episode 45: Reward=14.07, Balance=$98.72, Win Rate=33.3%, Trades=6, Episode PnL=$-3.14, Total PnL=$-74.53, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:48:25,998 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:25,998 - INFO - Refreshing data for episode 46
+2025-03-10 17:48:25,998 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:26,353 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:26,359 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:26,381 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0120892857142 | Take profit: 2045.3701910714287
+2025-03-10 17:48:26,469 - INFO - STOP LOSS hit for long at 2005.0120892857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:26,489 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1118392857145 | Take profit: 2035.2709410714285
+2025-03-10 17:48:26,639 - INFO - CLOSED long at 1999.22 | PnL: -0.30% | $-0.77
+2025-03-10 17:48:26,662 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4352392857143 | Take profit: 2034.5807410714287
+2025-03-10 17:48:26,769 - INFO - CLOSED long at 2017.88 | PnL: 0.67% | $1.10
+2025-03-10 17:48:26,770 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.991760714286 | Take profit: 1987.5782589285716
+2025-03-10 17:48:26,789 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:48:26,789 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0369892857145 | Take profit: 2044.3754910714288
+2025-03-10 17:48:27,181 - INFO - CLOSED long at 2014.22 | PnL: 0.00% | $-0.19
+2025-03-10 17:48:27,182 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3134607142856 | Take profit: 1983.9731589285716
+2025-03-10 17:48:27,198 - INFO - CLOSED short at 2015.25 | PnL: -0.05% | $-0.30
+2025-03-10 17:48:27,198 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1513892857142 | Take profit: 2045.5122910714285
+2025-03-10 17:48:27,638 - INFO - CLOSED long at 2032.69 | PnL: 0.87% | $1.50
+2025-03-10 17:48:27,659 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.92, Avg Loss=$-0.61
+2025-03-10 17:48:27,660 - INFO - Episode 46: Reward=0.45, Balance=$100.32, Win Rate=42.9%, Trades=7, Episode PnL=$-0.60, Total PnL=$-74.21, Max Drawdown=2.0%, Pred Accuracy=99.7%
+2025-03-10 17:48:27,660 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:27,660 - INFO - Refreshing data for episode 47
+2025-03-10 17:48:27,660 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:27,958 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:27,967 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:27,991 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.012 | Take profit: 2045.3703249999999
+2025-03-10 17:48:28,099 - INFO - STOP LOSS hit for long at 2005.012 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:28,123 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.11175 | Take profit: 2035.2710749999999
+2025-03-10 17:48:28,659 - INFO - CLOSED long at 2026.01 | PnL: 1.04% | $1.84
+2025-03-10 17:48:28,696 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.88755 | Take profit: 2048.3036749999997
+2025-03-10 17:48:29,268 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.84, Avg Loss=$-1.19
+2025-03-10 17:48:29,268 - INFO - Episode 47: Reward=2.09, Balance=$100.65, Win Rate=50.0%, Trades=2, Episode PnL=$0.65, Total PnL=$-73.56, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:48:29,268 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:29,268 - INFO - Refreshing data for episode 48
+2025-03-10 17:48:29,269 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:29,595 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:29,600 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:29,619 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0119642857142 | Take profit: 2045.3703785714285
+2025-03-10 17:48:29,712 - INFO - STOP LOSS hit for long at 2005.0119642857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:29,729 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1117142857145 | Take profit: 2035.2711285714286
+2025-03-10 17:48:30,453 - INFO - CLOSED long at 2018.06 | PnL: 0.64% | $1.06
+2025-03-10 17:48:30,476 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4993642857144 | Take profit: 2051.9881785714283
+2025-03-10 17:48:30,799 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.06, Avg Loss=$-1.19
+2025-03-10 17:48:30,799 - INFO - Episode 48: Reward=1.64, Balance=$99.87, Win Rate=50.0%, Trades=2, Episode PnL=$-0.13, Total PnL=$-73.69, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:48:30,799 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:30,799 - INFO - Refreshing data for episode 49
+2025-03-10 17:48:30,799 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:31,137 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:31,143 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:31,162 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0119535714286 | Take profit: 2045.370394642857
+2025-03-10 17:48:31,243 - INFO - STOP LOSS hit for long at 2005.0119535714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:31,264 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1117035714285 | Take profit: 2035.271144642857
+2025-03-10 17:48:31,380 - INFO - CLOSED long at 1999.22 | PnL: -0.30% | $-0.77
+2025-03-10 17:48:31,398 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4351035714287 | Take profit: 2034.5809446428573
+2025-03-10 17:48:31,800 - INFO - CLOSED long at 2026.01 | PnL: 1.07% | $1.89
+2025-03-10 17:48:31,816 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0068035714287 | Take profit: 2052.5058446428575
+2025-03-10 17:48:31,891 - INFO - CLOSED long at 2015.68 | PnL: -0.32% | $-0.83
+2025-03-10 17:48:31,908 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1264035714285 | Take profit: 2044.4670446428572
+2025-03-10 17:48:32,002 - INFO - CLOSED long at 2018.06 | PnL: 0.19% | $0.18
+2025-03-10 17:48:32,029 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4993535714289 | Take profit: 2051.9881946428573
+2025-03-10 17:48:32,089 - INFO - CLOSED long at 2023.86 | PnL: 0.11% | $0.02
+2025-03-10 17:48:32,107 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8325035714286 | Take profit: 2059.468744642857
+2025-03-10 17:48:32,128 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.50
+2025-03-10 17:48:32,163 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4442535714288 | Take profit: 2067.2334946428573
+2025-03-10 17:48:32,265 - INFO - CLOSED long at 2031.82 | PnL: -0.24% | $-0.67
+2025-03-10 17:48:32,289 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1409535714286 | Take profit: 2059.7833946428573
+2025-03-10 17:48:32,410 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.65, Avg Loss=$-0.86
+2025-03-10 17:48:32,410 - INFO - Episode 49: Reward=0.46, Balance=$99.13, Win Rate=50.0%, Trades=8, Episode PnL=$-0.87, Total PnL=$-74.56, Max Drawdown=2.0%, Pred Accuracy=99.7%
+2025-03-10 17:48:32,411 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:48:32,411 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:48:32,524 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:48:32,871 - INFO - Training results saved to training_results.png
+2025-03-10 17:48:32,979 - INFO - Model saved to models/trading_agent_continuous_150.pt
+2025-03-10 17:48:37,991 - INFO - Starting training batch 5
+2025-03-10 17:48:37,991 - INFO - Refreshing data for new training batch
+2025-03-10 17:48:37,991 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:38,305 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:48:38,312 - INFO - Initialized environment with 500 candles
+2025-03-10 17:48:38,312 - INFO - Updated environment with fresh candles
+2025-03-10 17:48:38,312 - INFO - Starting training on device: cuda
+2025-03-10 17:48:38,313 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:48:38,313 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:48:38,569 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:48:38,576 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:48:38,595 - INFO - Refreshing data for episode 0
+2025-03-10 17:48:38,595 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:38,893 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:38,900 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:39,346 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2093964285716 | Take profit: 1984.8475803571428
+2025-03-10 17:48:40,173 - INFO - STOP LOSS hit for short at 2025.2093964285716 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:40,192 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3748964285714 | Take profit: 1997.7510803571429
+2025-03-10 17:48:40,684 - INFO - CLOSED short at 2037.36 | PnL: -0.45% | $-1.08
+2025-03-10 17:48:40,684 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1493535714285 | Take profit: 2067.9561696428573
+2025-03-10 17:48:40,708 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.26
+2025-03-10 17:48:40,708 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8570964285716 | Take profit: 2006.064480357143
+2025-03-10 17:48:40,960 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.84
+2025-03-10 17:48:40,960 - INFO - Episode 0: Reward=-23.56, Balance=$97.47, Win Rate=0.0%, Trades=3, Episode PnL=$-2.26, Total PnL=$-77.09, Max Drawdown=1.2%, Pred Accuracy=98.5%
+2025-03-10 17:48:41,083 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:48:41,084 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:48:41,464 - INFO - Visualization saved for episode 0
+2025-03-10 17:48:42,198 - INFO - Visualization saved for episode 0
+2025-03-10 17:48:42,208 - INFO - Refreshing data for episode 1
+2025-03-10 17:48:42,209 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:42,965 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:42,965 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:42,998 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2094321428572 | Take profit: 1984.8475267857143
+2025-03-10 17:48:43,173 - INFO - CLOSED short at 2008.03 | PnL: 0.35% | $0.50
+2025-03-10 17:48:43,173 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9659678571427 | Take profit: 2038.1862732142856
+2025-03-10 17:48:43,193 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:48:43,194 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.863032142857 | Take profit: 1971.7667267857141
+2025-03-10 17:48:43,282 - INFO - CLOSED short at 2002.29 | PnL: -0.02% | $-0.24
+2025-03-10 17:48:43,302 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109082142857 | Take profit: 1978.8685767857144
+2025-03-10 17:48:43,381 - INFO - STOP LOSS hit for short at 2019.109082142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:48:43,402 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.065117857143 | Take profit: 2052.5688232142857
+2025-03-10 17:48:43,419 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.31
+2025-03-10 17:48:43,419 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.138932142857 | Take profit: 1990.659026785714
+2025-03-10 17:48:43,485 - INFO - STOP LOSS hit for short at 2031.138932142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:48:43,527 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7165821428573 | Take profit: 2000.0460767857141
+2025-03-10 17:48:43,873 - INFO - CLOSED short at 2018.06 | PnL: 0.61% | $0.98
+2025-03-10 17:48:43,874 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9458178571429 | Take profit: 2048.3667232142857
+2025-03-10 17:48:43,898 - INFO - CLOSED long at 2021.63 | PnL: 0.18% | $0.15
+2025-03-10 17:48:43,898 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7620321428572 | Take profit: 1991.2697267857145
+2025-03-10 17:48:43,966 - INFO - CLOSED short at 2029.0 | PnL: -0.36% | $-0.90
+2025-03-10 17:48:43,966 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8311178571428 | Take profit: 2059.4708232142857
+2025-03-10 17:48:43,987 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.49
+2025-03-10 17:48:43,987 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3847821428571 | Take profit: 2005.6014767857143
+2025-03-10 17:48:44,097 - INFO - CLOSED short at 2034.95 | PnL: 0.06% | $-0.08
+2025-03-10 17:48:44,098 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.751367857143 | Take profit: 2065.510073214286
+2025-03-10 17:48:44,116 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:48:44,117 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0883821428574 | Take profit: 2002.3706767857143
+2025-03-10 17:48:44,163 - INFO - CLOSED short at 2029.31 | PnL: 0.18% | $0.15
+2025-03-10 17:48:44,163 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.139567857143 | Take profit: 2059.7854732142855
+2025-03-10 17:48:44,186 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:48:44,186 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9226821428572 | Take profit: 1997.3077767857142
+2025-03-10 17:48:44,247 - INFO - CLOSED short at 2029.3 | PnL: -0.08% | $-0.34
+2025-03-10 17:48:44,248 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1296178571426 | Take profit: 2059.775323214286
+2025-03-10 17:48:44,265 - INFO - CLOSED long at 2032.69 | PnL: 0.17% | $0.13
+2025-03-10 17:48:44,266 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8773321428573 | Take profit: 2002.1638267857143
+2025-03-10 17:48:44,283 - INFO - Trade Analysis: Win Rate=37.5% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.57
+2025-03-10 17:48:44,283 - INFO - Episode 1: Reward=-20.12, Balance=$96.65, Win Rate=37.5%, Trades=16, Episode PnL=$-2.27, Total PnL=$-80.44, Max Drawdown=3.2%, Pred Accuracy=98.5%
+2025-03-10 17:48:44,284 - INFO - Refreshing data for episode 2
+2025-03-10 17:48:44,284 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:44,581 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:44,591 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:44,618 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2094321428572 | Take profit: 1984.8475267857143
+2025-03-10 17:48:44,952 - INFO - CLOSED short at 2008.1 | PnL: 0.35% | $0.49
+2025-03-10 17:48:44,952 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0356178571428 | Take profit: 2038.2573232142856
+2025-03-10 17:48:44,980 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.09
+2025-03-10 17:48:44,981 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3100821428573 | Take profit: 1979.0655767857143
+2025-03-10 17:48:45,019 - INFO - CLOSED short at 2014.13 | PnL: -0.24% | $-0.68
+2025-03-10 17:48:45,019 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.035467857143 | Take profit: 2044.3777732142858
+2025-03-10 17:48:45,050 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.75
+2025-03-10 17:48:45,050 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9026821428572 | Take profit: 1993.3677767857143
+2025-03-10 17:48:45,228 - INFO - CLOSED short at 2019.65 | PnL: 0.20% | $0.20
+2025-03-10 17:48:45,228 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5278678571428 | Take profit: 2049.9805732142854
+2025-03-10 17:48:45,269 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.55
+2025-03-10 17:48:45,269 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.390032142857 | Take profit: 1996.7857267857144
+2025-03-10 17:48:45,369 - INFO - CLOSED short at 2018.0 | PnL: 0.46% | $0.71
+2025-03-10 17:48:45,369 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8861178571428 | Take profit: 2048.3058232142857
+2025-03-10 17:48:45,399 - INFO - CLOSED long at 2015.68 | PnL: -0.11% | $-0.43
+2025-03-10 17:48:45,399 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.782282142857 | Take profit: 1985.4089767857145
+2025-03-10 17:48:45,466 - INFO - CLOSED short at 2021.35 | PnL: -0.28% | $-0.76
+2025-03-10 17:48:45,466 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2193678571427 | Take profit: 2051.7060732142854
+2025-03-10 17:48:45,485 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:48:45,485 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6664821428571 | Take profit: 1994.1163767857142
+2025-03-10 17:48:45,621 - INFO - STOP LOSS hit for short at 2034.6664821428571 | PnL: -0.50% | $-1.20
+2025-03-10 17:48:45,645 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.570682142857 | Take profit: 2006.7637767857143
+2025-03-10 17:48:45,705 - INFO - CLOSED short at 2041.55 | PnL: -0.21% | $-0.60
+2025-03-10 17:48:45,705 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3183678571427 | Take profit: 2072.2090732142856
+2025-03-10 17:48:45,722 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:48:45,722 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153532142857 | Take profit: 2009.2952267857145
+2025-03-10 17:48:45,742 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.28
+2025-03-10 17:48:45,742 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.751367857143 | Take profit: 2065.510073214286
+2025-03-10 17:48:45,762 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:48:45,762 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0883821428574 | Take profit: 2002.3706767857143
+2025-03-10 17:48:45,791 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:48:45,791 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6370178571428 | Take profit: 2062.333123214286
+2025-03-10 17:48:45,811 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.44
+2025-03-10 17:48:45,811 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4804321428571 | Take profit: 1998.8345267857142
+2025-03-10 17:48:45,853 - INFO - CLOSED short at 2028.7 | PnL: 0.03% | $-0.14
+2025-03-10 17:48:45,853 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.532617857143 | Take profit: 2059.166323214286
+2025-03-10 17:48:45,903 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.19
+2025-03-10 17:48:45,903 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8773321428573 | Take profit: 2002.1638267857143
+2025-03-10 17:48:45,921 - INFO - Trade Analysis: Win Rate=40.0% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-0.47
+2025-03-10 17:48:45,921 - INFO - Episode 2: Reward=-18.47, Balance=$98.11, Win Rate=42.1%, Trades=19, Episode PnL=$-1.79, Total PnL=$-82.33, Max Drawdown=0.4%, Pred Accuracy=98.5%
+2025-03-10 17:48:45,921 - INFO - Refreshing data for episode 3
+2025-03-10 17:48:45,922 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:46,243 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:46,249 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:46,270 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0105678571429 | Take profit: 2045.3724732142855
+2025-03-10 17:48:46,288 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.61
+2025-03-10 17:48:46,289 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9984821428575 | Take profit: 1980.7203767857145
+2025-03-10 17:48:46,328 - INFO - CLOSED short at 2014.04 | PnL: -0.16% | $-0.50
+2025-03-10 17:48:46,328 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9459178571428 | Take profit: 2044.2864232142856
+2025-03-10 17:48:46,365 - INFO - STOP LOSS hit for long at 2003.9459178571428 | PnL: -0.50% | $-1.18
+2025-03-10 17:48:46,396 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.110317857143 | Take profit: 2035.2732232142857
+2025-03-10 17:48:46,445 - INFO - CLOSED long at 2010.34 | PnL: 0.26% | $0.31
+2025-03-10 17:48:46,445 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4155821428571 | Take profit: 1980.1490767857142
+2025-03-10 17:48:46,490 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.63
+2025-03-10 17:48:46,491 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7969678571428 | Take profit: 2031.8932732142857
+2025-03-10 17:48:46,505 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:48:46,505 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1343821428568 | Take profit: 1972.032676785714
+2025-03-10 17:48:46,551 - INFO - CLOSED short at 2002.6 | PnL: -0.02% | $-0.24
+2025-03-10 17:48:46,551 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5631178571427 | Take profit: 2032.6748232142857
+2025-03-10 17:48:46,592 - INFO - CLOSED long at 2009.04 | PnL: 0.32% | $0.43
+2025-03-10 17:48:46,592 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109082142857 | Take profit: 1978.8685767857144
+2025-03-10 17:48:46,608 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:48:46,608 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0356178571428 | Take profit: 2038.2573232142856
+2025-03-10 17:48:46,633 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:48:46,635 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3100821428573 | Take profit: 1979.0655767857143
+2025-03-10 17:48:46,690 - INFO - CLOSED short at 2023.76 | PnL: -0.72% | $-1.60
+2025-03-10 17:48:46,690 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6173178571428 | Take profit: 2054.1522232142856
+2025-03-10 17:48:46,715 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.34
+2025-03-10 17:48:46,716 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.334882142857 | Take profit: 1991.8311767857142
+2025-03-10 17:48:46,737 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:48:46,737 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8810678571429 | Take profit: 2051.3609732142854
+2025-03-10 17:48:46,759 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.49
+2025-03-10 17:48:46,759 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9028321428568 | Take profit: 1987.4873267857142
+2025-03-10 17:48:46,824 - INFO - STOP LOSS hit for short at 2027.9028321428568 | PnL: -0.50% | $-1.14
+2025-03-10 17:48:46,844 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0450678571428 | Take profit: 2058.668973214286
+2025-03-10 17:48:46,887 - INFO - CLOSED long at 2024.91 | PnL: -0.16% | $-0.49
+2025-03-10 17:48:46,887 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0584321428573 | Take profit: 1994.5005267857146
+2025-03-10 17:48:46,950 - INFO - CLOSED short at 2027.23 | PnL: -0.11% | $-0.40
+2025-03-10 17:48:46,950 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.069967857143 | Take profit: 2057.674273214286
+2025-03-10 17:48:47,008 - INFO - CLOSED long at 2026.01 | PnL: -0.06% | $-0.30
+2025-03-10 17:48:47,008 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1639321428574 | Take profit: 1995.5840267857143
+2025-03-10 17:48:47,090 - INFO - CLOSED short at 2015.68 | PnL: 0.51% | $0.76
+2025-03-10 17:48:47,090 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.577717857143 | Take profit: 2045.9510232142857
+2025-03-10 17:48:47,145 - INFO - CLOSED long at 2017.02 | PnL: 0.07% | $-0.06
+2025-03-10 17:48:47,146 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.128982142857 | Take profit: 1986.7288767857142
+2025-03-10 17:48:47,166 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.59
+2025-03-10 17:48:47,166 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2193678571427 | Take profit: 2051.7060732142854
+2025-03-10 17:48:47,188 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:48:47,189 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6664821428571 | Take profit: 1994.1163767857142
+2025-03-10 17:48:47,211 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.13
+2025-03-10 17:48:47,211 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.746667857143 | Take profit: 2054.284173214286
+2025-03-10 17:48:47,231 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.72
+2025-03-10 17:48:47,231 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1741821428573 | Take profit: 1987.7532767857142
+2025-03-10 17:48:47,250 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.51
+2025-03-10 17:48:47,250 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.497967857143 | Take profit: 2051.990273214286
+2025-03-10 17:48:47,356 - INFO - CLOSED long at 2037.36 | PnL: 0.78% | $1.24
+2025-03-10 17:48:47,356 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.570682142857 | Take profit: 2006.7637767857143
+2025-03-10 17:48:47,415 - INFO - CLOSED short at 2041.55 | PnL: -0.21% | $-0.57
+2025-03-10 17:48:47,415 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3183678571427 | Take profit: 2072.2090732142856
+2025-03-10 17:48:47,451 - INFO - CLOSED long at 2034.95 | PnL: -0.32% | $-0.78
+2025-03-10 17:48:47,451 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1486321428572 | Take profit: 2004.3899267857144
+2025-03-10 17:48:47,484 - INFO - CLOSED short at 2031.82 | PnL: 0.15% | $0.10
+2025-03-10 17:48:47,484 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6370178571428 | Take profit: 2062.333123214286
+2025-03-10 17:48:47,501 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.41
+2025-03-10 17:48:47,502 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4804321428571 | Take profit: 1998.8345267857142
+2025-03-10 17:48:47,522 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.04
+2025-03-10 17:48:47,523 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.597317857143 | Take profit: 2058.2122232142856
+2025-03-10 17:48:47,548 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.29
+2025-03-10 17:48:47,548 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6965821428569 | Take profit: 1996.1060767857143
+2025-03-10 17:48:47,565 - INFO - CLOSED short at 2028.7 | PnL: -0.11% | $-0.37
+2025-03-10 17:48:47,565 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.532617857143 | Take profit: 2059.166323214286
+2025-03-10 17:48:47,603 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.17
+2025-03-10 17:48:47,603 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8773321428573 | Take profit: 2002.1638267857143
+2025-03-10 17:48:47,620 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.47, Avg Loss=$-0.47
+2025-03-10 17:48:47,621 - INFO - Episode 3: Reward=-24.21, Balance=$91.54, Win Rate=23.5%, Trades=34, Episode PnL=$-5.97, Total PnL=$-90.79, Max Drawdown=5.2%, Pred Accuracy=98.6%
+2025-03-10 17:48:47,621 - INFO - Refreshing data for episode 4
+2025-03-10 17:48:47,621 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:47,919 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:47,929 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:47,949 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2094321428572 | Take profit: 1984.8475267857143
+2025-03-10 17:48:48,010 - INFO - CLOSED short at 2014.04 | PnL: 0.05% | $-0.09
+2025-03-10 17:48:48,010 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9459178571428 | Take profit: 2044.2864232142856
+2025-03-10 17:48:48,037 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:48:48,037 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6769321428571 | Take profit: 1978.4450267857142
+2025-03-10 17:48:48,057 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:48:48,057 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6675678571428 | Take profit: 2033.8014732142858
+2025-03-10 17:48:48,125 - INFO - CLOSED long at 2010.34 | PnL: 0.33% | $0.45
+2025-03-10 17:48:48,125 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4155821428571 | Take profit: 1980.1490767857142
+2025-03-10 17:48:48,165 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.64
+2025-03-10 17:48:48,166 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7969678571428 | Take profit: 2031.8932732142857
+2025-03-10 17:48:48,178 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:48:48,178 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1343821428568 | Take profit: 1972.032676785714
+2025-03-10 17:48:48,310 - INFO - CLOSED short at 2009.24 | PnL: -0.36% | $-0.91
+2025-03-10 17:48:48,310 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.169917857143 | Take profit: 2039.414423214286
+2025-03-10 17:48:48,334 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.65
+2025-03-10 17:48:48,334 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.993282142857 | Take profit: 1987.5759767857144
+2025-03-10 17:48:48,353 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:48:48,353 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.035467857143 | Take profit: 2044.3777732142858
+2025-03-10 17:48:48,374 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.75
+2025-03-10 17:48:48,374 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9026821428572 | Take profit: 1993.3677767857143
+2025-03-10 17:48:48,394 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.05
+2025-03-10 17:48:48,394 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.065117857143 | Take profit: 2052.5688232142857
+2025-03-10 17:48:48,434 - INFO - CLOSED long at 2017.79 | PnL: -0.22% | $-0.63
+2025-03-10 17:48:48,434 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9028321428568 | Take profit: 1987.4873267857142
+2025-03-10 17:48:48,451 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.71
+2025-03-10 17:48:48,451 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8710678571429 | Take profit: 2053.390973214286
+2025-03-10 17:48:48,490 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.64
+2025-03-10 17:48:48,490 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.741682142857 | Take profit: 2001.0507767857143
+2025-03-10 17:48:48,511 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:48:48,511 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0450678571428 | Take profit: 2058.668973214286
+2025-03-10 17:48:48,552 - INFO - CLOSED long at 2024.91 | PnL: -0.16% | $-0.52
+2025-03-10 17:48:48,552 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0584321428573 | Take profit: 1994.5005267857146
+2025-03-10 17:48:48,569 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.32
+2025-03-10 17:48:48,569 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5278678571428 | Take profit: 2049.9805732142854
+2025-03-10 17:48:48,651 - INFO - CLOSED long at 2025.88 | PnL: 0.31% | $0.41
+2025-03-10 17:48:48,652 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0332821428572 | Take profit: 1995.4559767857145
+2025-03-10 17:48:48,800 - INFO - CLOSED short at 2017.02 | PnL: 0.44% | $0.67
+2025-03-10 17:48:48,801 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.911017857143 | Take profit: 2047.3111232142858
+2025-03-10 17:48:48,840 - INFO - CLOSED long at 2024.52 | PnL: 0.37% | $0.54
+2025-03-10 17:48:48,840 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6664821428571 | Take profit: 1994.1163767857142
+2025-03-10 17:48:48,860 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.14
+2025-03-10 17:48:48,860 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.746667857143 | Take profit: 2054.284173214286
+2025-03-10 17:48:48,882 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.78
+2025-03-10 17:48:48,882 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1741821428573 | Take profit: 1987.7532767857142
+2025-03-10 17:48:48,905 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.55
+2025-03-10 17:48:48,906 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.497967857143 | Take profit: 2051.990273214286
+2025-03-10 17:48:48,928 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.55
+2025-03-10 17:48:48,928 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2043321428573 | Take profit: 1987.7828267857144
+2025-03-10 17:48:48,955 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.58
+2025-03-10 17:48:48,955 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8462178571428 | Take profit: 2052.3455232142855
+2025-03-10 17:48:48,994 - INFO - CLOSED long at 2029.0 | PnL: 0.35% | $0.48
+2025-03-10 17:48:48,996 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1688821428572 | Take profit: 1998.5291767857143
+2025-03-10 17:48:49,036 - INFO - CLOSED short at 2037.36 | PnL: -0.41% | $-1.01
+2025-03-10 17:48:49,036 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.149317857143 | Take profit: 2067.9562232142857
+2025-03-10 17:48:49,058 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.26
+2025-03-10 17:48:49,058 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8571321428572 | Take profit: 2006.0644267857144
+2025-03-10 17:48:49,123 - INFO - CLOSED short at 2039.93 | PnL: -0.16% | $-0.51
+2025-03-10 17:48:49,123 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7064678571428 | Take profit: 2070.564773214286
+2025-03-10 17:48:49,144 - INFO - CLOSED long at 2034.95 | PnL: -0.24% | $-0.67
+2025-03-10 17:48:49,144 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1486321428572 | Take profit: 2004.3899267857144
+2025-03-10 17:48:49,220 - INFO - CLOSED short at 2029.31 | PnL: 0.28% | $0.34
+2025-03-10 17:48:49,220 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.139567857143 | Take profit: 2059.7854732142855
+2025-03-10 17:48:49,239 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:48:49,239 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9226821428572 | Take profit: 1997.3077767857142
+2025-03-10 17:48:49,263 - INFO - CLOSED short at 2026.54 | PnL: 0.06% | $-0.08
+2025-03-10 17:48:49,264 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3834178571428 | Take profit: 2056.9739232142856
+2025-03-10 17:48:49,314 - INFO - CLOSED long at 2029.3 | PnL: 0.14% | $0.07
+2025-03-10 17:48:49,314 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4703821428573 | Take profit: 1998.8246767857142
+2025-03-10 17:48:49,332 - INFO - CLOSED short at 2032.69 | PnL: -0.17% | $-0.51
+2025-03-10 17:48:49,332 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5026678571428 | Take profit: 2063.216173214286
+2025-03-10 17:48:49,359 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.49
+2025-03-10 17:48:49,360 - INFO - Episode 4: Reward=-11.01, Balance=$96.76, Win Rate=42.9%, Trades=35, Episode PnL=$-2.59, Total PnL=$-94.03, Max Drawdown=0.0%, Pred Accuracy=98.6%
+2025-03-10 17:48:49,360 - INFO - Refreshing data for episode 5
+2025-03-10 17:48:49,361 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:49,679 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:49,686 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:50,334 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0105678571429 | Take profit: 2045.3724732142855
+2025-03-10 17:48:50,366 - INFO - CLOSED long at 2010.92 | PnL: -0.21% | $-0.61
+2025-03-10 17:48:50,366 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9984821428575 | Take profit: 1980.7203767857145
+2025-03-10 17:48:50,389 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.11
+2025-03-10 17:48:50,389 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0057178571428 | Take profit: 2040.2670232142857
+2025-03-10 17:48:50,412 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:48:50,412 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1340821428573 | Take profit: 1983.793576785714
+2025-03-10 17:48:50,459 - INFO - CLOSED short at 2003.71 | PnL: 0.51% | $0.81
+2025-03-10 17:48:50,459 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6675678571428 | Take profit: 2033.8014732142858
+2025-03-10 17:48:50,480 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:48:50,481 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2096821428574 | Take profit: 1975.0467767857144
+2025-03-10 17:48:50,518 - INFO - STOP LOSS hit for short at 2015.2096821428574 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:50,542 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2644178571427 | Take profit: 2040.5309232142858
+2025-03-10 17:48:50,565 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:48:50,565 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0940321428573 | Take profit: 1977.873726785714
+2025-03-10 17:48:50,608 - INFO - CLOSED short at 2002.1 | PnL: 0.30% | $0.38
+2025-03-10 17:48:50,608 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0656178571428 | Take profit: 2032.1673232142857
+2025-03-10 17:48:50,645 - INFO - CLOSED long at 2004.48 | PnL: 0.12% | $0.04
+2025-03-10 17:48:50,645 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.526282142857 | Take profit: 1974.3769767857143
+2025-03-10 17:48:50,783 - INFO - CLOSED short at 2017.88 | PnL: -0.67% | $-1.50
+2025-03-10 17:48:50,783 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.766717857143 | Take profit: 2048.184023214286
+2025-03-10 17:48:50,805 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.55
+2025-03-10 17:48:50,805 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2245321428575 | Take profit: 1983.8822267857145
+2025-03-10 17:48:50,829 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.11
+2025-03-10 17:48:50,830 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6173178571428 | Take profit: 2054.1522232142856
+2025-03-10 17:48:50,875 - INFO - CLOSED long at 2021.01 | PnL: -0.14% | $-0.45
+2025-03-10 17:48:50,875 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.138932142857 | Take profit: 1990.659026785714
+2025-03-10 17:48:50,917 - INFO - CLOSED short at 2023.01 | PnL: -0.10% | $-0.38
+2025-03-10 17:48:50,917 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8710678571429 | Take profit: 2053.390973214286
+2025-03-10 17:48:50,979 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.30
+2025-03-10 17:48:50,979 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.374932142857 | Take profit: 1997.7510267857144
+2025-03-10 17:48:51,083 - INFO - CLOSED short at 2027.23 | PnL: 0.05% | $-0.10
+2025-03-10 17:48:51,107 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4480678571429 | Take profit: 2058.0599732142855
+2025-03-10 17:48:51,127 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.35
+2025-03-10 17:48:51,127 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0332821428572 | Take profit: 1995.4559767857145
+2025-03-10 17:48:51,149 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.20
+2025-03-10 17:48:51,149 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8560678571428 | Take profit: 2056.435973214286
+2025-03-10 17:48:51,189 - INFO - CLOSED long at 2018.0 | PnL: -0.40% | $-0.93
+2025-03-10 17:48:51,189 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1138821428572 | Take profit: 1987.6941767857143
+2025-03-10 17:48:51,251 - INFO - CLOSED short at 2014.22 | PnL: 0.19% | $0.16
+2025-03-10 17:48:51,252 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.125017857143 | Take profit: 2044.469123214286
+2025-03-10 17:48:51,272 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.09
+2025-03-10 17:48:51,272 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3501321428569 | Take profit: 1984.9854267857143
+2025-03-10 17:48:51,292 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.35
+2025-03-10 17:48:51,292 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.911017857143 | Take profit: 2047.3111232142858
+2025-03-10 17:48:51,340 - INFO - CLOSED long at 2024.52 | PnL: 0.37% | $0.50
+2025-03-10 17:48:51,341 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6664821428571 | Take profit: 1994.1163767857142
+2025-03-10 17:48:51,383 - INFO - CLOSED short at 2018.06 | PnL: 0.32% | $0.41
+2025-03-10 17:48:51,383 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9458178571429 | Take profit: 2048.3667232142857
+2025-03-10 17:48:51,401 - INFO - CLOSED long at 2021.63 | PnL: 0.18% | $0.14
+2025-03-10 17:48:51,401 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7620321428572 | Take profit: 1991.2697267857145
+2025-03-10 17:48:51,482 - INFO - CLOSED short at 2029.0 | PnL: -0.36% | $-0.87
+2025-03-10 17:48:51,482 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8311178571428 | Take profit: 2059.4708232142857
+2025-03-10 17:48:51,508 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.47
+2025-03-10 17:48:51,509 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3847821428571 | Take profit: 2005.6014767857143
+2025-03-10 17:48:51,546 - INFO - CLOSED short at 2036.65 | PnL: -0.02% | $-0.23
+2025-03-10 17:48:51,547 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4428678571428 | Take profit: 2067.2355732142855
+2025-03-10 17:48:51,585 - INFO - CLOSED long at 2041.55 | PnL: 0.24% | $0.26
+2025-03-10 17:48:51,585 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.781632142857 | Take profit: 2010.8909267857143
+2025-03-10 17:48:51,602 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:48:51,602 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7064678571428 | Take profit: 2070.564773214286
+2025-03-10 17:48:51,649 - INFO - CLOSED long at 2032.9 | PnL: -0.34% | $-0.83
+2025-03-10 17:48:51,650 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0883821428574 | Take profit: 2002.3706767857143
+2025-03-10 17:48:51,671 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:48:51,671 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6370178571428 | Take profit: 2062.333123214286
+2025-03-10 17:48:51,712 - INFO - CLOSED long at 2027.76 | PnL: -0.20% | $-0.55
+2025-03-10 17:48:51,712 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9226821428572 | Take profit: 1997.3077767857142
+2025-03-10 17:48:51,829 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.33, Avg Loss=$-0.50
+2025-03-10 17:48:51,829 - INFO - Episode 5: Reward=-18.07, Balance=$92.67, Win Rate=33.3%, Trades=33, Episode PnL=$-4.40, Total PnL=$-101.36, Max Drawdown=4.8%, Pred Accuracy=98.6%
+2025-03-10 17:48:51,833 - INFO - Refreshing data for episode 6
+2025-03-10 17:48:51,833 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:52,142 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:52,150 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:52,173 - INFO - OPENED LONG at 2015.11 | Stop loss: 2005.0105678571429 | Take profit: 2045.3724732142855
+2025-03-10 17:48:52,213 - INFO - CLOSED long at 2010.08 | PnL: -0.25% | $-0.69
+2025-03-10 17:48:52,214 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.154282142857 | Take profit: 1979.8929767857142
+2025-03-10 17:48:52,283 - INFO - CLOSED short at 2003.71 | PnL: 0.32% | $0.43
+2025-03-10 17:48:52,283 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6675678571428 | Take profit: 2033.8014732142858
+2025-03-10 17:48:52,325 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.23
+2025-03-10 17:48:52,325 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1643821428568 | Take profit: 1977.9426767857142
+2025-03-10 17:48:52,409 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.42
+2025-03-10 17:48:52,409 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7969678571428 | Take profit: 2031.8932732142857
+2025-03-10 17:48:52,436 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:48:52,437 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1343821428568 | Take profit: 1972.032676785714
+2025-03-10 17:48:52,571 - INFO - STOP LOSS hit for short at 2012.1343821428568 | PnL: -0.50% | $-1.19
+2025-03-10 17:48:52,591 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2245321428575 | Take profit: 1983.8822267857145
+2025-03-10 17:48:52,642 - INFO - CLOSED short at 2022.2 | PnL: -0.40% | $-0.98
+2025-03-10 17:48:52,642 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.065117857143 | Take profit: 2052.5688232142857
+2025-03-10 17:48:52,686 - INFO - CLOSED long at 2017.79 | PnL: -0.22% | $-0.62
+2025-03-10 17:48:52,686 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9028321428568 | Take profit: 1987.4873267857142
+2025-03-10 17:48:52,728 - INFO - CLOSED short at 2022.99 | PnL: -0.26% | $-0.69
+2025-03-10 17:48:52,728 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8511678571429 | Take profit: 2053.3706732142855
+2025-03-10 17:48:52,778 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.30
+2025-03-10 17:48:52,778 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.374932142857 | Take profit: 1997.7510267857144
+2025-03-10 17:48:52,802 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.41
+2025-03-10 17:48:52,802 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3634178571426 | Take profit: 2061.0339232142856
+2025-03-10 17:48:52,844 - INFO - CLOSED long at 2019.65 | PnL: -0.54% | $-1.22
+2025-03-10 17:48:52,845 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7721321428573 | Take profit: 1989.3194267857143
+2025-03-10 17:48:52,968 - INFO - CLOSED short at 2022.14 | PnL: -0.12% | $-0.42
+2025-03-10 17:48:52,968 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.005417857143 | Take profit: 2052.5079232142857
+2025-03-10 17:48:53,013 - INFO - CLOSED long at 2015.43 | PnL: -0.33% | $-0.81
+2025-03-10 17:48:53,015 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5310321428572 | Take profit: 1985.1627267857143
+2025-03-10 17:48:53,037 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.21
+2025-03-10 17:48:53,038 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.577717857143 | Take profit: 2045.9510232142857
+2025-03-10 17:48:53,060 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.32
+2025-03-10 17:48:53,060 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3149821428574 | Take profit: 1983.9708767857144
+2025-03-10 17:48:53,125 - INFO - CLOSED short at 2021.35 | PnL: -0.35% | $-0.84
+2025-03-10 17:48:53,125 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2193678571427 | Take profit: 2051.7060732142854
+2025-03-10 17:48:53,151 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.10
+2025-03-10 17:48:53,151 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6664821428571 | Take profit: 1994.1163767857142
+2025-03-10 17:48:53,174 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.13
+2025-03-10 17:48:53,175 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.746667857143 | Take profit: 2054.284173214286
+2025-03-10 17:48:53,201 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.71
+2025-03-10 17:48:53,202 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1741821428573 | Take profit: 1987.7532767857142
+2025-03-10 17:48:53,230 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.50
+2025-03-10 17:48:53,230 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.497967857143 | Take profit: 2051.990273214286
+2025-03-10 17:48:53,350 - INFO - CLOSED long at 2036.18 | PnL: 0.72% | $1.12
+2025-03-10 17:48:53,351 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3847821428571 | Take profit: 2005.6014767857143
+2025-03-10 17:48:53,373 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.29
+2025-03-10 17:48:53,373 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.149317857143 | Take profit: 2067.9562232142857
+2025-03-10 17:48:53,400 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.25
+2025-03-10 17:48:53,400 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8571321428572 | Take profit: 2006.0644267857144
+2025-03-10 17:48:53,448 - INFO - CLOSED short at 2041.55 | PnL: -0.24% | $-0.62
+2025-03-10 17:48:53,448 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3183678571427 | Take profit: 2072.2090732142856
+2025-03-10 17:48:53,486 - INFO - CLOSED long at 2034.95 | PnL: -0.32% | $-0.77
+2025-03-10 17:48:53,486 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1486321428572 | Take profit: 2004.3899267857144
+2025-03-10 17:48:53,530 - INFO - CLOSED short at 2031.82 | PnL: 0.15% | $0.10
+2025-03-10 17:48:53,531 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6370178571428 | Take profit: 2062.333123214286
+2025-03-10 17:48:53,551 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.40
+2025-03-10 17:48:53,551 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4804321428571 | Take profit: 1998.8345267857142
+2025-03-10 17:48:53,574 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.04
+2025-03-10 17:48:53,574 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.597317857143 | Take profit: 2058.2122232142856
+2025-03-10 17:48:53,641 - INFO - CLOSED long at 2029.3 | PnL: 0.08% | $-0.04
+2025-03-10 17:48:53,641 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4703821428573 | Take profit: 1998.8246767857142
+2025-03-10 17:48:53,667 - INFO - CLOSED short at 2032.69 | PnL: -0.17% | $-0.48
+2025-03-10 17:48:53,667 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5026678571428 | Take profit: 2063.216173214286
+2025-03-10 17:48:53,687 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.39, Avg Loss=$-0.53
+2025-03-10 17:48:53,687 - INFO - Episode 6: Reward=-26.59, Balance=$89.91, Win Rate=22.6%, Trades=31, Episode PnL=$-5.86, Total PnL=$-111.45, Max Drawdown=1.0%, Pred Accuracy=98.7%
+2025-03-10 17:48:53,688 - INFO - Refreshing data for episode 7
+2025-03-10 17:48:53,688 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:54,063 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:54,071 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:54,093 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2094321428572 | Take profit: 1984.8475267857143
+2025-03-10 17:48:54,134 - INFO - CLOSED short at 2010.08 | PnL: 0.25% | $0.30
+2025-03-10 17:48:54,134 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0057178571428 | Take profit: 2040.2670232142857
+2025-03-10 17:48:54,160 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:48:54,161 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1340821428573 | Take profit: 1983.793576785714
+2025-03-10 17:48:54,210 - INFO - CLOSED short at 2003.71 | PnL: 0.51% | $0.82
+2025-03-10 17:48:54,211 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6675678571428 | Take profit: 2033.8014732142858
+2025-03-10 17:48:54,279 - INFO - CLOSED long at 2015.34 | PnL: 0.58% | $0.96
+2025-03-10 17:48:54,279 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4405821428572 | Take profit: 1985.0740767857142
+2025-03-10 17:48:54,365 - INFO - CLOSED short at 2002.1 | PnL: 0.66% | $1.13
+2025-03-10 17:48:54,365 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0656178571428 | Take profit: 2032.1673232142857
+2025-03-10 17:48:54,385 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.50
+2025-03-10 17:48:54,386 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2399821428571 | Take profit: 1969.1958767857143
+2025-03-10 17:48:54,446 - INFO - CLOSED short at 2002.29 | PnL: -0.15% | $-0.52
+2025-03-10 17:48:54,447 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2546678571427 | Take profit: 2032.3601732142856
+2025-03-10 17:48:54,613 - INFO - CLOSED long at 2022.2 | PnL: 0.99% | $1.81
+2025-03-10 17:48:54,613 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.334882142857 | Take profit: 1991.8311767857142
+2025-03-10 17:48:54,637 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:48:54,637 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8810678571429 | Take profit: 2051.3609732142854
+2025-03-10 17:48:54,684 - INFO - CLOSED long at 2023.01 | PnL: 0.10% | $-0.00
+2025-03-10 17:48:54,697 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8511678571429 | Take profit: 2053.3706732142855
+2025-03-10 17:48:54,727 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.67
+2025-03-10 17:48:54,727 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.741682142857 | Take profit: 2001.0507767857143
+2025-03-10 17:48:54,790 - INFO - CLOSED short at 2024.91 | PnL: 0.33% | $0.47
+2025-03-10 17:48:54,790 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7615678571428 | Take profit: 2055.319473214286
+2025-03-10 17:48:54,880 - INFO - CLOSED long at 2027.61 | PnL: 0.13% | $0.07
+2025-03-10 17:48:54,909 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0332821428572 | Take profit: 1995.4559767857145
+2025-03-10 17:48:54,935 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.22
+2025-03-10 17:48:54,936 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8560678571428 | Take profit: 2056.435973214286
+2025-03-10 17:48:54,960 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.60
+2025-03-10 17:48:54,960 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2745821428573 | Take profit: 1991.7720767857143
+2025-03-10 17:48:55,063 - INFO - CLOSED short at 2015.25 | PnL: 0.34% | $0.50
+2025-03-10 17:48:55,073 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.149867857143 | Take profit: 2045.5145732142857
+2025-03-10 17:48:55,096 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.03
+2025-03-10 17:48:55,096 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.128982142857 | Take profit: 1986.7288767857142
+2025-03-10 17:48:55,118 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.65
+2025-03-10 17:48:55,118 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2193678571427 | Take profit: 2051.7060732142854
+2025-03-10 17:48:55,141 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.12
+2025-03-10 17:48:55,142 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6664821428571 | Take profit: 1994.1163767857142
+2025-03-10 17:48:55,166 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.14
+2025-03-10 17:48:55,166 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.746667857143 | Take profit: 2054.284173214286
+2025-03-10 17:48:55,190 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.80
+2025-03-10 17:48:55,190 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1741821428573 | Take profit: 1987.7532767857142
+2025-03-10 17:48:55,237 - INFO - CLOSED short at 2018.09 | PnL: -0.00% | $-0.21
+2025-03-10 17:48:55,237 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9756678571428 | Take profit: 2048.397173214286
+2025-03-10 17:48:55,445 - INFO - CLOSED long at 2039.93 | PnL: 1.08% | $2.00
+2025-03-10 17:48:55,445 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153532142857 | Take profit: 2009.2952267857145
+2025-03-10 17:48:55,468 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.30
+2025-03-10 17:48:55,468 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.751367857143 | Take profit: 2065.510073214286
+2025-03-10 17:48:55,675 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.72, Avg Loss=$-0.34
+2025-03-10 17:48:55,676 - INFO - Episode 7: Reward=4.63, Balance=$105.58, Win Rate=54.2%, Trades=24, Episode PnL=$1.75, Total PnL=$-105.87, Max Drawdown=0.0%, Pred Accuracy=98.8%
+2025-03-10 17:48:55,676 - INFO - Refreshing data for episode 8
+2025-03-10 17:48:55,677 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:55,973 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:55,986 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:56,011 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2094321428572 | Take profit: 1984.8475267857143
+2025-03-10 17:48:56,036 - INFO - CLOSED short at 2010.92 | PnL: 0.21% | $0.21
+2025-03-10 17:48:56,036 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.841517857143 | Take profit: 2041.1196232142859
+2025-03-10 17:48:56,074 - INFO - CLOSED long at 2014.04 | PnL: 0.16% | $0.11
+2025-03-10 17:48:56,074 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1340821428573 | Take profit: 1983.793576785714
+2025-03-10 17:48:56,106 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.34
+2025-03-10 17:48:56,106 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5430678571427 | Take profit: 2038.7749732142859
+2025-03-10 17:48:56,129 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:48:56,129 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7524321428573 | Take profit: 1973.6185267857143
+2025-03-10 17:48:56,185 - INFO - CLOSED short at 2015.34 | PnL: -0.58% | $-1.34
+2025-03-10 17:48:56,185 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2394178571426 | Take profit: 2045.6059232142854
+2025-03-10 17:48:56,237 - INFO - STOP LOSS hit for long at 2005.2394178571426 | PnL: -0.50% | $-1.17
+2025-03-10 17:48:56,275 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0656178571428 | Take profit: 2032.1673232142857
+2025-03-10 17:48:56,360 - INFO - CLOSED long at 2009.04 | PnL: 0.35% | $0.48
+2025-03-10 17:48:56,360 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109082142857 | Take profit: 1978.8685767857144
+2025-03-10 17:48:56,432 - INFO - CLOSED short at 2017.88 | PnL: -0.44% | $-1.05
+2025-03-10 17:48:56,432 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.766717857143 | Take profit: 2048.184023214286
+2025-03-10 17:48:56,456 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.55
+2025-03-10 17:48:56,456 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2245321428575 | Take profit: 1983.8822267857145
+2025-03-10 17:48:56,478 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.10
+2025-03-10 17:48:56,478 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6173178571428 | Take profit: 2054.1522232142856
+2025-03-10 17:48:56,503 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.33
+2025-03-10 17:48:56,503 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.334882142857 | Take profit: 1991.8311767857142
+2025-03-10 17:48:56,533 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:48:56,533 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8810678571429 | Take profit: 2051.3609732142854
+2025-03-10 17:48:56,681 - INFO - CLOSED long at 2024.91 | PnL: 0.19% | $0.17
+2025-03-10 17:48:56,681 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0584321428573 | Take profit: 1994.5005267857146
+2025-03-10 17:48:56,702 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.30
+2025-03-10 17:48:56,702 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5278678571428 | Take profit: 2049.9805732142854
+2025-03-10 17:48:56,751 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.52
+2025-03-10 17:48:56,751 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.390032142857 | Take profit: 1996.7857267857144
+2025-03-10 17:48:56,774 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.22
+2025-03-10 17:48:56,774 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4480678571429 | Take profit: 2058.0599732142855
+2025-03-10 17:48:56,790 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.35
+2025-03-10 17:48:56,790 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0332821428572 | Take profit: 1995.4559767857145
+2025-03-10 17:48:56,889 - INFO - CLOSED short at 2015.43 | PnL: 0.52% | $0.78
+2025-03-10 17:48:56,889 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.328967857143 | Take profit: 2045.6972732142856
+2025-03-10 17:48:56,968 - INFO - CLOSED long at 2015.25 | PnL: -0.01% | $-0.21
+2025-03-10 17:48:56,969 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3501321428569 | Take profit: 1984.9854267857143
+2025-03-10 17:48:56,994 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.36
+2025-03-10 17:48:56,994 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.911017857143 | Take profit: 2047.3111232142858
+2025-03-10 17:48:57,043 - INFO - CLOSED long at 2024.52 | PnL: 0.37% | $0.51
+2025-03-10 17:48:57,043 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6664821428571 | Take profit: 1994.1163767857142
+2025-03-10 17:48:57,087 - INFO - CLOSED short at 2018.06 | PnL: 0.32% | $0.42
+2025-03-10 17:48:57,087 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9458178571429 | Take profit: 2048.3667232142857
+2025-03-10 17:48:57,174 - INFO - CLOSED long at 2023.86 | PnL: 0.29% | $0.36
+2025-03-10 17:48:57,174 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0031821428572 | Take profit: 1993.4662767857142
+2025-03-10 17:48:57,198 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.68
+2025-03-10 17:48:57,198 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8311178571428 | Take profit: 2059.4708232142857
+2025-03-10 17:48:57,228 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.48
+2025-03-10 17:48:57,228 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3847821428571 | Take profit: 2005.6014767857143
+2025-03-10 17:48:57,308 - INFO - CLOSED short at 2036.06 | PnL: 0.01% | $-0.18
+2025-03-10 17:48:57,308 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.855817857143 | Take profit: 2066.6367232142857
+2025-03-10 17:48:57,444 - INFO - CLOSED long at 2029.31 | PnL: -0.33% | $-0.82
+2025-03-10 17:48:57,445 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4804321428571 | Take profit: 1998.8345267857142
+2025-03-10 17:48:57,497 - INFO - CLOSED short at 2026.54 | PnL: 0.14% | $0.07
+2025-03-10 17:48:57,497 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3834178571428 | Take profit: 2056.9739232142856
+2025-03-10 17:48:57,536 - INFO - CLOSED long at 2029.3 | PnL: 0.14% | $0.07
+2025-03-10 17:48:57,554 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5026678571428 | Take profit: 2063.216173214286
+2025-03-10 17:48:57,576 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.34, Avg Loss=$-0.61
+2025-03-10 17:48:57,577 - INFO - Episode 8: Reward=-5.09, Balance=$95.69, Win Rate=48.3%, Trades=29, Episode PnL=$-3.99, Total PnL=$-110.18, Max Drawdown=4.3%, Pred Accuracy=98.9%
+2025-03-10 17:48:57,577 - INFO - Refreshing data for episode 9
+2025-03-10 17:48:57,577 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:57,874 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:57,883 - INFO - Initialized environment with 100 candles
+2025-03-10 17:48:57,906 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2094321428572 | Take profit: 1984.8475267857143
+2025-03-10 17:48:57,929 - INFO - CLOSED short at 2010.92 | PnL: 0.21% | $0.21
+2025-03-10 17:48:57,929 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.841517857143 | Take profit: 2041.1196232142859
+2025-03-10 17:48:57,951 - INFO - CLOSED long at 2010.08 | PnL: -0.04% | $-0.28
+2025-03-10 17:48:57,951 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.154282142857 | Take profit: 1979.8929767857142
+2025-03-10 17:48:57,977 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.59
+2025-03-10 17:48:57,977 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9459178571428 | Take profit: 2044.2864232142856
+2025-03-10 17:48:58,026 - INFO - STOP LOSS hit for long at 2003.9459178571428 | PnL: -0.50% | $-1.18
+2025-03-10 17:48:58,054 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.110317857143 | Take profit: 2035.2732232142857
+2025-03-10 17:48:58,075 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:48:58,075 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1643821428568 | Take profit: 1977.9426767857142
+2025-03-10 17:48:58,142 - INFO - CLOSED short at 2008.03 | PnL: 0.00% | $-0.19
+2025-03-10 17:48:58,142 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9659678571427 | Take profit: 2038.1862732142856
+2025-03-10 17:48:58,192 - INFO - CLOSED long at 2002.1 | PnL: -0.30% | $-0.77
+2025-03-10 17:48:58,193 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1343821428568 | Take profit: 1972.032676785714
+2025-03-10 17:48:58,218 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.08
+2025-03-10 17:48:58,218 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2000178571427 | Take profit: 2029.244123214286
+2025-03-10 17:48:58,259 - INFO - CLOSED long at 2002.6 | PnL: 0.17% | $0.13
+2025-03-10 17:48:58,259 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.636882142857 | Take profit: 1972.5251767857142
+2025-03-10 17:48:58,279 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:48:58,280 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2546678571427 | Take profit: 2032.3601732142856
+2025-03-10 17:48:58,309 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.46
+2025-03-10 17:48:58,309 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109082142857 | Take profit: 1978.8685767857144
+2025-03-10 17:48:58,339 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:48:58,340 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0356178571428 | Take profit: 2038.2573232142856
+2025-03-10 17:48:58,530 - INFO - CLOSED long at 2023.01 | PnL: 0.74% | $1.24
+2025-03-10 17:48:58,530 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1489321428571 | Take profit: 1992.6290267857144
+2025-03-10 17:48:58,549 - INFO - CLOSED short at 2022.99 | PnL: 0.00% | $-0.19
+2025-03-10 17:48:58,550 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8511678571429 | Take profit: 2053.3706732142855
+2025-03-10 17:48:58,615 - INFO - CLOSED long at 2030.54 | PnL: 0.37% | $0.53
+2025-03-10 17:48:58,616 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7165821428573 | Take profit: 2000.0460767857141
+2025-03-10 17:48:58,670 - INFO - CLOSED short at 2022.5 | PnL: 0.40% | $0.58
+2025-03-10 17:48:58,670 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3636178571428 | Take profit: 2052.8733232142854
+2025-03-10 17:48:58,695 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:48:58,696 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.390032142857 | Take profit: 1996.7857267857144
+2025-03-10 17:48:58,771 - INFO - CLOSED short at 2022.14 | PnL: 0.25% | $0.30
+2025-03-10 17:48:58,797 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1138821428572 | Take profit: 1987.6941767857143
+2025-03-10 17:48:58,842 - INFO - CLOSED short at 2015.68 | PnL: 0.11% | $0.03
+2025-03-10 17:48:58,842 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.577717857143 | Take profit: 2045.9510232142857
+2025-03-10 17:48:58,867 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.34
+2025-03-10 17:48:58,867 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3149821428574 | Take profit: 1983.9708767857144
+2025-03-10 17:48:58,915 - INFO - CLOSED short at 2017.02 | PnL: -0.14% | $-0.47
+2025-03-10 17:48:58,915 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.911017857143 | Take profit: 2047.3111232142858
+2025-03-10 17:48:58,940 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.23
+2025-03-10 17:48:58,940 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.480632142857 | Take profit: 1990.9939267857142
+2025-03-10 17:48:59,028 - INFO - CLOSED short at 2021.63 | PnL: -0.01% | $-0.22
+2025-03-10 17:48:59,028 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.497967857143 | Take profit: 2051.990273214286
+2025-03-10 17:48:59,073 - INFO - CLOSED long at 2021.98 | PnL: 0.02% | $-0.16
+2025-03-10 17:48:59,074 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1137821428572 | Take profit: 1991.6144767857143
+2025-03-10 17:48:59,085 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:48:59,085 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7168178571426 | Take profit: 2054.253723214286
+2025-03-10 17:48:59,116 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:48:59,116 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1688821428572 | Take profit: 1998.5291767857143
+2025-03-10 17:48:59,161 - INFO - CLOSED short at 2037.36 | PnL: -0.41% | $-1.01
+2025-03-10 17:48:59,162 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.149317857143 | Take profit: 2067.9562232142857
+2025-03-10 17:48:59,183 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.26
+2025-03-10 17:48:59,206 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.264182142857 | Take profit: 2005.4832767857142
+2025-03-10 17:48:59,230 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.72
+2025-03-10 17:48:59,231 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3183678571427 | Take profit: 2072.2090732142856
+2025-03-10 17:48:59,253 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:48:59,253 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153532142857 | Take profit: 2009.2952267857145
+2025-03-10 17:48:59,274 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.28
+2025-03-10 17:48:59,274 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.751367857143 | Take profit: 2065.510073214286
+2025-03-10 17:48:59,303 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:48:59,303 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0883821428574 | Take profit: 2002.3706767857143
+2025-03-10 17:48:59,325 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:48:59,325 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6370178571428 | Take profit: 2062.333123214286
+2025-03-10 17:48:59,388 - INFO - CLOSED long at 2026.54 | PnL: -0.26% | $-0.69
+2025-03-10 17:48:59,388 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6965821428569 | Take profit: 1996.1060767857143
+2025-03-10 17:48:59,409 - INFO - CLOSED short at 2028.7 | PnL: -0.11% | $-0.39
+2025-03-10 17:48:59,409 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.532617857143 | Take profit: 2059.166323214286
+2025-03-10 17:48:59,454 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.18
+2025-03-10 17:48:59,454 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8773321428573 | Take profit: 2002.1638267857143
+2025-03-10 17:48:59,478 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.33, Avg Loss=$-0.43
+2025-03-10 17:48:59,479 - INFO - Episode 9: Reward=-9.75, Balance=$95.98, Win Rate=41.7%, Trades=36, Episode PnL=$-4.48, Total PnL=$-114.20, Max Drawdown=2.3%, Pred Accuracy=99.0%
+2025-03-10 17:48:59,479 - INFO - Refreshing data for episode 10
+2025-03-10 17:48:59,479 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:48:59,783 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:48:59,793 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:00,177 - INFO - OPENED SHORT at 2015.11 | Stop loss: 2025.2094321428572 | Take profit: 1984.8475267857143
+2025-03-10 17:49:00,268 - INFO - CLOSED short at 2008.61 | PnL: 0.32% | $0.44
+2025-03-10 17:49:00,268 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5430678571427 | Take profit: 2038.7749732142859
+2025-03-10 17:49:00,286 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:49:00,287 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7524321428573 | Take profit: 1973.6185267857143
+2025-03-10 17:49:00,361 - INFO - CLOSED short at 2015.34 | PnL: -0.58% | $-1.34
+2025-03-10 17:49:00,361 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2394178571426 | Take profit: 2045.6059232142854
+2025-03-10 17:49:00,407 - INFO - CLOSED long at 2008.03 | PnL: -0.36% | $-0.90
+2025-03-10 17:49:00,407 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0940321428573 | Take profit: 1977.873726785714
+2025-03-10 17:49:00,470 - INFO - CLOSED short at 1999.22 | PnL: 0.44% | $0.65
+2025-03-10 17:49:00,470 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2000178571427 | Take profit: 2029.244123214286
+2025-03-10 17:49:00,493 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:49:00,493 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.526282142857 | Take profit: 1974.3769767857143
+2025-03-10 17:49:00,515 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:49:00,515 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5631178571427 | Take profit: 2032.6748232142857
+2025-03-10 17:49:00,567 - INFO - CLOSED long at 2009.04 | PnL: 0.32% | $0.43
+2025-03-10 17:49:00,567 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.109082142857 | Take profit: 1978.8685767857144
+2025-03-10 17:49:00,587 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:49:00,608 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.169917857143 | Take profit: 2039.414423214286
+2025-03-10 17:49:00,692 - INFO - CLOSED long at 2022.2 | PnL: 0.65% | $1.06
+2025-03-10 17:49:00,692 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.334882142857 | Take profit: 1991.8311767857142
+2025-03-10 17:49:00,789 - INFO - CLOSED short at 2022.99 | PnL: -0.04% | $-0.27
+2025-03-10 17:49:00,789 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8511678571429 | Take profit: 2053.3706732142855
+2025-03-10 17:49:00,829 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.31
+2025-03-10 17:49:00,829 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.374932142857 | Take profit: 1997.7510267857144
+2025-03-10 17:49:00,899 - INFO - CLOSED short at 2019.65 | PnL: 0.42% | $0.64
+2025-03-10 17:49:00,900 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5278678571428 | Take profit: 2049.9805732142854
+2025-03-10 17:49:01,018 - INFO - CLOSED long at 2022.14 | PnL: 0.12% | $0.05
+2025-03-10 17:49:01,018 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2745821428573 | Take profit: 1991.7720767857143
+2025-03-10 17:49:01,049 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.21
+2025-03-10 17:49:01,049 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8861178571428 | Take profit: 2048.3058232142857
+2025-03-10 17:49:01,091 - INFO - CLOSED long at 2015.68 | PnL: -0.11% | $-0.43
+2025-03-10 17:49:01,092 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.782282142857 | Take profit: 1985.4089767857145
+2025-03-10 17:49:01,116 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.05
+2025-03-10 17:49:01,116 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.125017857143 | Take profit: 2044.469123214286
+2025-03-10 17:49:01,176 - INFO - CLOSED long at 2021.35 | PnL: 0.35% | $0.50
+2025-03-10 17:49:01,176 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.480632142857 | Take profit: 1990.9939267857142
+2025-03-10 17:49:01,200 - INFO - CLOSED short at 2024.52 | PnL: -0.16% | $-0.51
+2025-03-10 17:49:01,200 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3735178571428 | Take profit: 2054.9236232142857
+2025-03-10 17:49:01,220 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.26
+2025-03-10 17:49:01,220 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.033332142857 | Take profit: 1993.4958267857144
+2025-03-10 17:49:01,273 - INFO - CLOSED short at 2018.09 | PnL: 0.29% | $0.37
+2025-03-10 17:49:01,273 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9756678571428 | Take profit: 2048.397173214286
+2025-03-10 17:49:01,299 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:49:01,299 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1137821428572 | Take profit: 1991.6144767857143
+2025-03-10 17:49:01,321 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:49:01,321 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7168178571426 | Take profit: 2054.253723214286
+2025-03-10 17:49:01,342 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:49:01,342 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1688821428572 | Take profit: 1998.5291767857143
+2025-03-10 17:49:01,391 - INFO - CLOSED short at 2036.65 | PnL: -0.38% | $-0.95
+2025-03-10 17:49:01,391 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4428678571428 | Take profit: 2067.2355732142855
+2025-03-10 17:49:01,485 - INFO - CLOSED long at 2032.9 | PnL: -0.18% | $-0.56
+2025-03-10 17:49:01,485 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0883821428574 | Take profit: 2002.3706767857143
+2025-03-10 17:49:01,527 - INFO - CLOSED short at 2029.31 | PnL: 0.18% | $0.15
+2025-03-10 17:49:01,527 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.139567857143 | Take profit: 2059.7854732142855
+2025-03-10 17:49:01,545 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.35
+2025-03-10 17:49:01,546 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9226821428572 | Take profit: 1997.3077767857142
+2025-03-10 17:49:01,572 - INFO - CLOSED short at 2026.54 | PnL: 0.06% | $-0.08
+2025-03-10 17:49:01,573 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3834178571428 | Take profit: 2056.9739232142856
+2025-03-10 17:49:01,636 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.46
+2025-03-10 17:49:01,643 - INFO - Episode 10: Reward=-4.50, Balance=$98.73, Win Rate=48.3%, Trades=29, Episode PnL=$-1.25, Total PnL=$-115.47, Max Drawdown=1.2%, Pred Accuracy=99.2%
+2025-03-10 17:49:01,751 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:49:01,751 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:49:02,156 - INFO - Visualization saved for episode 10
+2025-03-10 17:49:02,848 - INFO - Visualization saved for episode 10
+2025-03-10 17:49:02,854 - INFO - Refreshing data for episode 11
+2025-03-10 17:49:02,854 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:03,141 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:03,149 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:03,170 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8423571428573 | Take profit: 2041.118364285714
+2025-03-10 17:49:03,257 - INFO - CLOSED long at 2003.71 | PnL: -0.36% | $-0.91
+2025-03-10 17:49:03,257 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7515928571427 | Take profit: 1973.6197857142856
+2025-03-10 17:49:03,280 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.34
+2025-03-10 17:49:03,280 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1111571428573 | Take profit: 2035.2719642857141
+2025-03-10 17:49:03,306 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:49:03,307 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1635428571428 | Take profit: 1977.9439357142855
+2025-03-10 17:49:03,351 - INFO - CLOSED short at 2010.34 | PnL: -0.11% | $-0.41
+2025-03-10 17:49:03,351 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.265257142857 | Take profit: 2040.529664285714
+2025-03-10 17:49:03,391 - INFO - CLOSED long at 2001.83 | PnL: -0.42% | $-1.02
+2025-03-10 17:49:03,392 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8621928571429 | Take profit: 1971.7679857142857
+2025-03-10 17:49:03,412 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.22
+2025-03-10 17:49:03,413 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.066457142857 | Take profit: 2032.1660642857141
+2025-03-10 17:49:03,436 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.47
+2025-03-10 17:49:03,437 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2391428571427 | Take profit: 1969.1971357142859
+2025-03-10 17:49:03,462 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.69
+2025-03-10 17:49:03,463 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4345571428573 | Take profit: 2034.5817642857146
+2025-03-10 17:49:03,504 - INFO - CLOSED long at 2002.29 | PnL: -0.11% | $-0.40
+2025-03-10 17:49:03,504 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3244928571428 | Take profit: 1972.2210857142857
+2025-03-10 17:49:03,526 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.83
+2025-03-10 17:49:03,526 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.971757142857 | Take profit: 2039.2101642857142
+2025-03-10 17:49:03,653 - INFO - CLOSED long at 2022.2 | PnL: 0.66% | $1.04
+2025-03-10 17:49:03,685 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8819071428572 | Take profit: 2051.3597142857143
+2025-03-10 17:49:03,784 - INFO - CLOSED long at 2028.21 | PnL: 0.36% | $0.49
+2025-03-10 17:49:03,787 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3740928571428 | Take profit: 1997.7522857142856
+2025-03-10 17:49:03,834 - INFO - CLOSED short at 2024.91 | PnL: 0.16% | $0.12
+2025-03-10 17:49:03,834 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7624071428572 | Take profit: 2055.3182142857145
+2025-03-10 17:49:03,998 - INFO - CLOSED long at 2018.0 | PnL: -0.34% | $-0.84
+2025-03-10 17:49:03,998 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.113042857143 | Take profit: 1987.6954357142858
+2025-03-10 17:49:04,019 - INFO - CLOSED short at 2015.43 | PnL: 0.13% | $0.05
+2025-03-10 17:49:04,020 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3298071428574 | Take profit: 2045.6960142857145
+2025-03-10 17:49:04,475 - INFO - CLOSED long at 2027.76 | PnL: 0.61% | $0.97
+2025-03-10 17:49:04,497 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.384257142857 | Take profit: 2056.9726642857145
+2025-03-10 17:49:04,594 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.46, Avg Loss=$-0.61
+2025-03-10 17:49:04,594 - INFO - Episode 11: Reward=-8.76, Balance=$96.63, Win Rate=37.5%, Trades=16, Episode PnL=$-0.31, Total PnL=$-118.83, Max Drawdown=4.2%, Pred Accuracy=99.4%
+2025-03-10 17:49:04,594 - INFO - Refreshing data for episode 12
+2025-03-10 17:49:04,595 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:04,915 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:04,923 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:04,945 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.841967857143 | Take profit: 2041.1189482142856
+2025-03-10 17:49:05,008 - INFO - CLOSED long at 2008.61 | PnL: -0.11% | $-0.42
+2025-03-10 17:49:05,008 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6764821428571 | Take profit: 1978.4457017857142
+2025-03-10 17:49:05,074 - INFO - CLOSED short at 2008.1 | PnL: 0.03% | $-0.15
+2025-03-10 17:49:05,074 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0360678571428 | Take profit: 2038.2566482142859
+2025-03-10 17:49:05,096 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:49:05,096 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4401321428572 | Take profit: 1985.0747517857142
+2025-03-10 17:49:05,142 - INFO - CLOSED short at 2008.03 | PnL: 0.36% | $0.52
+2025-03-10 17:49:05,142 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.966417857143 | Take profit: 2038.1855982142856
+2025-03-10 17:49:05,406 - INFO - CLOSED long at 2022.2 | PnL: 0.71% | $1.20
+2025-03-10 17:49:05,407 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3344321428572 | Take profit: 1991.8318517857142
+2025-03-10 17:49:05,426 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:49:05,426 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8815178571429 | Take profit: 2051.3602982142856
+2025-03-10 17:49:05,490 - INFO - CLOSED long at 2022.99 | PnL: 0.10% | $-0.00
+2025-03-10 17:49:05,491 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.128382142857 | Take profit: 1992.6100017857143
+2025-03-10 17:49:05,513 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.05
+2025-03-10 17:49:05,534 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0455178571428 | Take profit: 2058.6682982142856
+2025-03-10 17:49:05,584 - INFO - CLOSED long at 2024.91 | PnL: -0.16% | $-0.52
+2025-03-10 17:49:05,584 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0579821428573 | Take profit: 1994.5012017857143
+2025-03-10 17:49:05,604 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.32
+2025-03-10 17:49:05,604 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5283178571428 | Take profit: 2049.979898214286
+2025-03-10 17:49:05,641 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.55
+2025-03-10 17:49:05,641 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.389582142857 | Take profit: 1996.7864017857144
+2025-03-10 17:49:05,665 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.24
+2025-03-10 17:49:05,666 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4485178571426 | Take profit: 2058.0592982142857
+2025-03-10 17:49:05,722 - INFO - CLOSED long at 2022.14 | PnL: -0.27% | $-0.74
+2025-03-10 17:49:05,722 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.274132142857 | Take profit: 1991.7727517857145
+2025-03-10 17:49:05,742 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.21
+2025-03-10 17:49:05,742 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8865678571428 | Take profit: 2048.305148214286
+2025-03-10 17:49:05,825 - INFO - CLOSED long at 2015.25 | PnL: -0.14% | $-0.47
+2025-03-10 17:49:05,825 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3496821428573 | Take profit: 1984.9861017857143
+2025-03-10 17:49:05,850 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:49:05,850 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.911467857143 | Take profit: 2047.310448214286
+2025-03-10 17:49:05,987 - INFO - CLOSED long at 2018.09 | PnL: 0.05% | $-0.09
+2025-03-10 17:49:06,008 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8466678571428 | Take profit: 2052.344848214286
+2025-03-10 17:49:06,045 - INFO - CLOSED long at 2029.0 | PnL: 0.35% | $0.48
+2025-03-10 17:49:06,045 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.168432142857 | Take profit: 1998.5298517857143
+2025-03-10 17:49:06,065 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.89
+2025-03-10 17:49:06,065 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9756678571428 | Take profit: 2066.757848214286
+2025-03-10 17:49:06,088 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:49:06,089 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.570232142857 | Take profit: 2006.764451785714
+2025-03-10 17:49:06,116 - INFO - CLOSED short at 2036.65 | PnL: 0.03% | $-0.13
+2025-03-10 17:49:06,116 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.443317857143 | Take profit: 2067.234898214286
+2025-03-10 17:49:06,431 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.54, Avg Loss=$-0.37
+2025-03-10 17:49:06,432 - INFO - Episode 12: Reward=3.85, Balance=$98.55, Win Rate=33.3%, Trades=21, Episode PnL=$-1.96, Total PnL=$-120.28, Max Drawdown=1.3%, Pred Accuracy=99.6%
+2025-03-10 17:49:06,432 - INFO - Refreshing data for episode 13
+2025-03-10 17:49:06,432 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:06,730 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:06,738 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:06,763 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8418535714286 | Take profit: 2041.1191196428572
+2025-03-10 17:49:07,042 - INFO - STOP LOSS hit for long at 2000.8418535714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:07,063 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4340535714286 | Take profit: 2034.582519642857
+2025-03-10 17:49:07,194 - INFO - CLOSED long at 2017.88 | PnL: 0.67% | $1.11
+2025-03-10 17:49:07,216 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0358035714287 | Take profit: 2044.3772696428573
+2025-03-10 17:49:07,577 - INFO - CLOSED long at 2018.0 | PnL: 0.19% | $0.18
+2025-03-10 17:49:07,603 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3293035714287 | Take profit: 2045.6967696428571
+2025-03-10 17:49:07,630 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.17
+2025-03-10 17:49:07,631 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7819464285715 | Take profit: 1985.409480357143
+2025-03-10 17:49:07,653 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.05
+2025-03-10 17:49:07,653 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1253535714286 | Take profit: 2044.4686196428572
+2025-03-10 17:49:07,739 - INFO - CLOSED long at 2024.52 | PnL: 0.51% | $0.81
+2025-03-10 17:49:07,788 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9461535714286 | Take profit: 2048.3662196428572
+2025-03-10 17:49:08,180 - INFO - CLOSED long at 2032.69 | PnL: 0.72% | $1.24
+2025-03-10 17:49:08,200 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1845035714286 | Take profit: 2066.971169642857
+2025-03-10 17:49:08,218 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.84, Avg Loss=$-0.47
+2025-03-10 17:49:08,218 - INFO - Episode 13: Reward=17.75, Balance=$101.93, Win Rate=57.1%, Trades=7, Episode PnL=$2.11, Total PnL=$-118.35, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:49:08,220 - INFO - Refreshing data for episode 14
+2025-03-10 17:49:08,220 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:08,507 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:08,517 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:08,541 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8418500000002 | Take profit: 2041.1191250000002
+2025-03-10 17:49:08,786 - INFO - STOP LOSS hit for long at 2000.8418500000002 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:08,812 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.43405 | Take profit: 2034.5825249999998
+2025-03-10 17:49:08,833 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:49:08,852 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.255 | Take profit: 2032.359675
+2025-03-10 17:49:09,023 - INFO - CLOSED long at 2022.2 | PnL: 0.99% | $1.74
+2025-03-10 17:49:09,044 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8814 | Take profit: 2051.360475
+2025-03-10 17:49:09,395 - INFO - CLOSED long at 2015.68 | PnL: -0.26% | $-0.72
+2025-03-10 17:49:09,415 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.12535 | Take profit: 2044.468625
+2025-03-10 17:49:09,454 - INFO - CLOSED long at 2017.02 | PnL: 0.14% | $0.08
+2025-03-10 17:49:09,478 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2196999999999 | Take profit: 2051.705575
+2025-03-10 17:49:09,635 - INFO - CLOSED long at 2029.0 | PnL: 0.38% | $0.55
+2025-03-10 17:49:09,657 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.97555 | Take profit: 2066.758025
+2025-03-10 17:49:09,677 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:49:09,704 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4432000000002 | Take profit: 2067.235075
+2025-03-10 17:49:09,987 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.79, Avg Loss=$-0.59
+2025-03-10 17:49:09,987 - INFO - Episode 14: Reward=0.63, Balance=$99.99, Win Rate=42.9%, Trades=7, Episode PnL=$-0.01, Total PnL=$-118.36, Max Drawdown=1.6%, Pred Accuracy=99.4%
+2025-03-10 17:49:09,987 - INFO - Refreshing data for episode 15
+2025-03-10 17:49:09,987 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:10,750 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:10,756 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:11,125 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.841742857143 | Take profit: 2041.1192857142855
+2025-03-10 17:49:11,197 - INFO - CLOSED long at 2008.61 | PnL: -0.11% | $-0.42
+2025-03-10 17:49:11,253 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0358428571428 | Take profit: 2038.2569857142855
+2025-03-10 17:49:11,538 - INFO - CLOSED long at 2023.76 | PnL: 0.78% | $1.34
+2025-03-10 17:49:11,559 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0653428571427 | Take profit: 2052.5684857142855
+2025-03-10 17:49:11,663 - INFO - CLOSED long at 2022.99 | PnL: 0.04% | $-0.12
+2025-03-10 17:49:11,683 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3785428571427 | Take profit: 2062.068885714286
+2025-03-10 17:49:11,765 - INFO - STOP LOSS hit for long at 2021.3785428571427 | PnL: -0.50% | $-1.20
+2025-03-10 17:49:11,785 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.363842857143 | Take profit: 2052.8729857142857
+2025-03-10 17:49:11,822 - INFO - CLOSED long at 2027.61 | PnL: 0.25% | $0.30
+2025-03-10 17:49:11,822 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7717071428572 | Take profit: 1997.1603642857142
+2025-03-10 17:49:11,844 - INFO - CLOSED short at 2025.88 | PnL: 0.09% | $-0.03
+2025-03-10 17:49:11,844 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.726942857143 | Take profit: 2056.3036857142856
+2025-03-10 17:49:11,919 - INFO - STOP LOSS hit for long at 2015.726942857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:11,942 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.577942857143 | Take profit: 2045.9506857142858
+2025-03-10 17:49:12,065 - INFO - CLOSED long at 2018.06 | PnL: 0.12% | $0.04
+2025-03-10 17:49:12,091 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.498192857143 | Take profit: 2051.989935714286
+2025-03-10 17:49:12,244 - INFO - CLOSED long at 2036.65 | PnL: 0.74% | $1.25
+2025-03-10 17:49:12,264 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.856042857143 | Take profit: 2066.6363857142856
+2025-03-10 17:49:12,518 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.73, Avg Loss=$-0.59
+2025-03-10 17:49:12,518 - INFO - Episode 15: Reward=2.33, Balance=$99.97, Win Rate=44.4%, Trades=9, Episode PnL=$-0.33, Total PnL=$-118.39, Max Drawdown=2.2%, Pred Accuracy=99.4%
+2025-03-10 17:49:12,518 - INFO - Refreshing data for episode 16
+2025-03-10 17:49:12,519 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:12,829 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:12,837 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:12,860 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8416892857144 | Take profit: 2041.1193660714289
+2025-03-10 17:49:13,122 - INFO - STOP LOSS hit for long at 2000.8416892857144 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:13,145 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4338892857143 | Take profit: 2034.5827660714285
+2025-03-10 17:49:13,316 - INFO - CLOSED long at 2021.01 | PnL: 0.82% | $1.42
+2025-03-10 17:49:13,318 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1387607142856 | Take profit: 1990.6592839285715
+2025-03-10 17:49:13,336 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:49:13,337 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6773392857142 | Take profit: 2048.0924160714285
+2025-03-10 17:49:13,439 - INFO - CLOSED long at 2028.21 | PnL: 0.52% | $0.83
+2025-03-10 17:49:13,458 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3635892857142 | Take profit: 2061.0336660714283
+2025-03-10 17:49:13,494 - INFO - STOP LOSS hit for long at 2020.3635892857142 | PnL: -0.50% | $-1.20
+2025-03-10 17:49:13,514 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3637892857143 | Take profit: 2052.8730660714286
+2025-03-10 17:49:14,264 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.79, Avg Loss=$-1.20
+2025-03-10 17:49:14,265 - INFO - Episode 16: Reward=4.47, Balance=$99.97, Win Rate=60.0%, Trades=5, Episode PnL=$-1.45, Total PnL=$-118.42, Max Drawdown=1.2%, Pred Accuracy=99.4%
+2025-03-10 17:49:14,265 - INFO - Refreshing data for episode 17
+2025-03-10 17:49:14,265 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:14,560 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:14,566 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:14,589 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8415285714286 | Take profit: 2041.1196071428571
+2025-03-10 17:49:14,672 - INFO - CLOSED long at 2005.16 | PnL: -0.29% | $-0.76
+2025-03-10 17:49:14,695 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0356285714286 | Take profit: 2038.2573071428571
+2025-03-10 17:49:15,165 - INFO - CLOSED long at 2030.54 | PnL: 1.12% | $2.00
+2025-03-10 17:49:15,186 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7615785714286 | Take profit: 2055.319457142857
+2025-03-10 17:49:15,407 - INFO - STOP LOSS hit for long at 2014.7615785714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:49:15,429 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1498785714286 | Take profit: 2045.5145571428573
+2025-03-10 17:49:15,586 - INFO - CLOSED long at 2021.98 | PnL: 0.33% | $0.46
+2025-03-10 17:49:15,607 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7168285714286 | Take profit: 2054.2537071428574
+2025-03-10 17:49:15,774 - INFO - CLOSED long at 2034.95 | PnL: 0.55% | $0.89
+2025-03-10 17:49:15,774 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1486214285712 | Take profit: 2004.3899428571428
+2025-03-10 17:49:15,793 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:49:15,794 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7116285714287 | Take profit: 2063.4293071428574
+2025-03-10 17:49:15,858 - INFO - CLOSED long at 2027.76 | PnL: -0.25% | $-0.71
+2025-03-10 17:49:15,879 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3834285714286 | Take profit: 2056.973907142857
+2025-03-10 17:49:15,895 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:49:15,914 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1296285714286 | Take profit: 2059.775307142857
+2025-03-10 17:49:15,966 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.89
+2025-03-10 17:49:15,967 - INFO - Episode 17: Reward=3.58, Balance=$100.69, Win Rate=62.5%, Trades=8, Episode PnL=$-0.20, Total PnL=$-117.73, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:49:15,967 - INFO - Refreshing data for episode 18
+2025-03-10 17:49:15,967 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:16,260 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:16,267 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:16,290 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8414321428572 | Take profit: 2041.1197517857142
+2025-03-10 17:49:16,503 - INFO - STOP LOSS hit for long at 2000.8414321428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:16,524 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4336321428573 | Take profit: 2034.5831517857143
+2025-03-10 17:49:16,546 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:49:16,574 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.254582142857 | Take profit: 2032.3603017857142
+2025-03-10 17:49:16,951 - INFO - CLOSED long at 2025.88 | PnL: 1.18% | $2.10
+2025-03-10 17:49:16,970 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.855982142857 | Take profit: 2056.4361017857145
+2025-03-10 17:49:17,038 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.24
+2025-03-10 17:49:17,075 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1249321428572 | Take profit: 2044.4692517857143
+2025-03-10 17:49:17,283 - INFO - CLOSED long at 2029.0 | PnL: 0.73% | $1.24
+2025-03-10 17:49:17,307 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9751321428573 | Take profit: 2066.7586517857144
+2025-03-10 17:49:17,590 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.67, Avg Loss=$-0.93
+2025-03-10 17:49:17,591 - INFO - Episode 18: Reward=0.58, Balance=$100.54, Win Rate=40.0%, Trades=5, Episode PnL=$0.54, Total PnL=$-117.19, Max Drawdown=1.6%, Pred Accuracy=99.5%
+2025-03-10 17:49:17,591 - INFO - Refreshing data for episode 19
+2025-03-10 17:49:17,591 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:17,904 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:17,909 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:17,930 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8414321428572 | Take profit: 2041.1197517857142
+2025-03-10 17:49:18,157 - INFO - STOP LOSS hit for long at 2000.8414321428572 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:18,178 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4336321428573 | Take profit: 2034.5831517857143
+2025-03-10 17:49:18,258 - INFO - CLOSED long at 2009.24 | PnL: 0.24% | $0.27
+2025-03-10 17:49:18,258 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3101678571427 | Take profit: 1979.0654482142857
+2025-03-10 17:49:18,282 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.04
+2025-03-10 17:49:18,282 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7666321428574 | Take profit: 2048.184151785714
+2025-03-10 17:49:18,360 - INFO - CLOSED long at 2017.79 | PnL: -0.00% | $-0.20
+2025-03-10 17:49:18,380 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8709821428572 | Take profit: 2053.3911017857145
+2025-03-10 17:49:18,398 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:49:18,422 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.378232142857 | Take profit: 2062.0693517857144
+2025-03-10 17:49:18,501 - INFO - STOP LOSS hit for long at 2021.378232142857 | PnL: -0.50% | $-1.16
+2025-03-10 17:49:18,522 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3635321428571 | Take profit: 2052.873451785714
+2025-03-10 17:49:18,557 - INFO - CLOSED long at 2027.61 | PnL: 0.25% | $0.29
+2025-03-10 17:49:18,574 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7266321428572 | Take profit: 2056.3041517857146
+2025-03-10 17:49:18,667 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.18
+2025-03-10 17:49:18,694 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5776321428573 | Take profit: 2045.9511517857145
+2025-03-10 17:49:18,714 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.33
+2025-03-10 17:49:18,736 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.149782142857 | Take profit: 2045.5147017857144
+2025-03-10 17:49:18,791 - INFO - CLOSED long at 2024.52 | PnL: 0.46% | $0.68
+2025-03-10 17:49:18,812 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7465821428573 | Take profit: 2054.284301785714
+2025-03-10 17:49:19,186 - INFO - CLOSED long at 2029.3 | PnL: 0.27% | $0.32
+2025-03-10 17:49:19,214 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5025821428571 | Take profit: 2063.2163017857147
+2025-03-10 17:49:19,250 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.39, Avg Loss=$-0.76
+2025-03-10 17:49:19,250 - INFO - Episode 19: Reward=-3.04, Balance=$96.27, Win Rate=36.4%, Trades=11, Episode PnL=$-4.00, Total PnL=$-120.93, Max Drawdown=4.7%, Pred Accuracy=99.5%
+2025-03-10 17:49:19,250 - INFO - Refreshing data for episode 20
+2025-03-10 17:49:19,251 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:19,553 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:19,559 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:20,173 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.841385714286 | Take profit: 2041.1198214285716
+2025-03-10 17:49:20,337 - INFO - CLOSED long at 2008.03 | PnL: -0.14% | $-0.48
+2025-03-10 17:49:20,337 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0941642857142 | Take profit: 1977.8735285714286
+2025-03-10 17:49:20,361 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.41
+2025-03-10 17:49:20,361 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7968357142856 | Take profit: 2031.8934714285715
+2025-03-10 17:49:20,463 - INFO - CLOSED long at 2002.29 | PnL: 0.02% | $-0.15
+2025-03-10 17:49:20,507 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0354857142856 | Take profit: 2038.2575214285712
+2025-03-10 17:49:20,640 - INFO - CLOSED long at 2017.79 | PnL: 0.48% | $0.75
+2025-03-10 17:49:20,668 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8709357142857 | Take profit: 2053.3911714285714
+2025-03-10 17:49:20,686 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:49:20,707 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3781857142856 | Take profit: 2062.0694214285713
+2025-03-10 17:49:20,767 - INFO - STOP LOSS hit for long at 2021.3781857142856 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:20,785 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3634857142856 | Take profit: 2052.8735214285716
+2025-03-10 17:49:21,265 - INFO - CLOSED long at 2032.9 | PnL: 0.51% | $0.81
+2025-03-10 17:49:21,265 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0885142857144 | Take profit: 2002.3704785714287
+2025-03-10 17:49:21,285 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:49:21,304 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1394357142856 | Take profit: 2059.7856714285713
+2025-03-10 17:49:21,427 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.66, Avg Loss=$-0.42
+2025-03-10 17:49:21,427 - INFO - Episode 20: Reward=-0.63, Balance=$99.86, Win Rate=37.5%, Trades=8, Episode PnL=$-0.47, Total PnL=$-121.07, Max Drawdown=1.4%, Pred Accuracy=99.5%
+2025-03-10 17:49:21,558 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:49:21,559 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:49:21,559 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:21,960 - INFO - Visualization saved for episode 20
+2025-03-10 17:49:22,670 - INFO - Visualization saved for episode 20
+2025-03-10 17:49:22,679 - INFO - Refreshing data for episode 21
+2025-03-10 17:49:22,679 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:22,982 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:22,988 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:23,031 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8412642857145 | Take profit: 2041.1200035714285
+2025-03-10 17:49:23,165 - INFO - CLOSED long at 2015.34 | PnL: 0.22% | $0.24
+2025-03-10 17:49:23,206 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9657142857143 | Take profit: 2038.1866535714282
+2025-03-10 17:49:23,425 - INFO - CLOSED long at 2014.13 | PnL: 0.30% | $0.40
+2025-03-10 17:49:23,450 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6170642857144 | Take profit: 2054.1526035714287
+2025-03-10 17:49:23,489 - INFO - CLOSED long at 2021.01 | PnL: -0.14% | $-0.47
+2025-03-10 17:49:23,509 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6769142857142 | Take profit: 2048.0930535714283
+2025-03-10 17:49:23,694 - INFO - CLOSED long at 2025.88 | PnL: 0.40% | $0.60
+2025-03-10 17:49:23,719 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8558142857144 | Take profit: 2056.4363535714288
+2025-03-10 17:49:23,769 - INFO - STOP LOSS hit for long at 2015.8558142857144 | PnL: -0.50% | $-1.20
+2025-03-10 17:49:23,804 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5774642857143 | Take profit: 2045.9514035714287
+2025-03-10 17:49:24,318 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.41, Avg Loss=$-0.83
+2025-03-10 17:49:24,318 - INFO - Episode 21: Reward=2.24, Balance=$99.57, Win Rate=60.0%, Trades=5, Episode PnL=$-0.43, Total PnL=$-121.50, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:49:24,318 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:24,318 - INFO - Refreshing data for episode 22
+2025-03-10 17:49:24,318 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:24,636 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:24,642 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:24,662 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8412642857145 | Take profit: 2041.1200035714285
+2025-03-10 17:49:24,748 - INFO - CLOSED long at 2003.71 | PnL: -0.36% | $-0.91
+2025-03-10 17:49:24,774 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1100642857143 | Take profit: 2035.2736035714283
+2025-03-10 17:49:24,951 - INFO - CLOSED long at 2002.6 | PnL: -0.13% | $-0.45
+2025-03-10 17:49:24,976 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2544142857141 | Take profit: 2032.3605535714285
+2025-03-10 17:49:25,000 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.46
+2025-03-10 17:49:25,020 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0353642857142 | Take profit: 2038.2577035714285
+2025-03-10 17:49:25,043 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:49:25,063 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7664642857144 | Take profit: 2048.184403571429
+2025-03-10 17:49:25,469 - INFO - CLOSED long at 2015.25 | PnL: -0.13% | $-0.45
+2025-03-10 17:49:25,490 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9107642857143 | Take profit: 2047.3115035714286
+2025-03-10 17:49:25,700 - INFO - CLOSED long at 2036.06 | PnL: 0.94% | $1.64
+2025-03-10 17:49:25,700 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2644357142854 | Take profit: 2005.4828964285714
+2025-03-10 17:49:25,729 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.73
+2025-03-10 17:49:25,729 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3181142857143 | Take profit: 2072.2094535714286
+2025-03-10 17:49:25,738 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:49:25,765 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7511142857143 | Take profit: 2065.5104535714286
+2025-03-10 17:49:25,783 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:49:25,801 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6367642857142 | Take profit: 2062.3335035714285
+2025-03-10 17:49:25,841 - INFO - CLOSED long at 2027.76 | PnL: -0.20% | $-0.59
+2025-03-10 17:49:25,867 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3831642857144 | Take profit: 2056.974303571428
+2025-03-10 17:49:25,918 - INFO - CLOSED long at 2032.69 | PnL: 0.30% | $0.39
+2025-03-10 17:49:25,918 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8775857142857 | Take profit: 2002.1634464285717
+2025-03-10 17:49:25,935 - INFO - CLOSED short at 2036.39 | PnL: -0.18% | $-0.55
+2025-03-10 17:49:25,935 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1839142857145 | Take profit: 2066.9720535714287
+2025-03-10 17:49:25,952 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.83, Avg Loss=$-0.50
+2025-03-10 17:49:25,953 - INFO - Episode 22: Reward=-9.03, Balance=$98.00, Win Rate=25.0%, Trades=12, Episode PnL=$-4.04, Total PnL=$-123.50, Max Drawdown=1.8%, Pred Accuracy=99.5%
+2025-03-10 17:49:25,953 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:25,953 - INFO - Refreshing data for episode 23
+2025-03-10 17:49:25,953 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:26,253 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:26,255 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:26,298 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0053428571428 | Take profit: 2040.2675857142856
+2025-03-10 17:49:26,492 - INFO - CLOSED long at 2001.83 | PnL: -0.41% | $-1.01
+2025-03-10 17:49:26,520 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0652428571427 | Take profit: 2032.1678857142858
+2025-03-10 17:49:26,644 - INFO - CLOSED long at 2009.24 | PnL: 0.36% | $0.50
+2025-03-10 17:49:26,664 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.766342857143 | Take profit: 2048.1845857142857
+2025-03-10 17:49:26,727 - INFO - CLOSED long at 2022.2 | PnL: 0.21% | $0.22
+2025-03-10 17:49:26,771 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6767928571428 | Take profit: 2048.093235714286
+2025-03-10 17:49:26,805 - INFO - CLOSED long at 2022.99 | PnL: 0.26% | $0.31
+2025-03-10 17:49:26,806 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1292071428572 | Take profit: 1992.6087642857142
+2025-03-10 17:49:26,825 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.04
+2025-03-10 17:49:26,826 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3779428571427 | Take profit: 2062.069785714286
+2025-03-10 17:49:26,844 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.52
+2025-03-10 17:49:26,882 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7611928571428 | Take profit: 2055.320035714286
+2025-03-10 17:49:27,031 - INFO - CLOSED long at 2015.43 | PnL: -0.47% | $-1.11
+2025-03-10 17:49:27,056 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5773428571429 | Take profit: 2045.9515857142858
+2025-03-10 17:49:27,106 - INFO - CLOSED long at 2017.02 | PnL: 0.07% | $-0.06
+2025-03-10 17:49:27,106 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1293571428569 | Take profit: 1986.7283142857143
+2025-03-10 17:49:27,125 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.61
+2025-03-10 17:49:27,125 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2189928571427 | Take profit: 2051.7066357142858
+2025-03-10 17:49:27,443 - INFO - CLOSED long at 2029.31 | PnL: 0.39% | $0.56
+2025-03-10 17:49:27,443 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.480807142857 | Take profit: 1998.8339642857143
+2025-03-10 17:49:27,467 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.05
+2025-03-10 17:49:27,467 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5969428571427 | Take profit: 2058.212785714286
+2025-03-10 17:49:27,559 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.63
+2025-03-10 17:49:27,559 - INFO - Episode 23: Reward=-6.79, Balance=$97.22, Win Rate=36.4%, Trades=11, Episode PnL=$-3.59, Total PnL=$-126.28, Max Drawdown=2.6%, Pred Accuracy=99.5%
+2025-03-10 17:49:27,559 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:27,559 - INFO - Refreshing data for episode 24
+2025-03-10 17:49:27,559 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:27,869 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:27,877 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:27,921 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.005317857143 | Take profit: 2040.2676232142855
+2025-03-10 17:49:27,975 - INFO - CLOSED long at 2003.71 | PnL: -0.32% | $-0.82
+2025-03-10 17:49:28,027 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2390178571427 | Take profit: 2045.6065232142855
+2025-03-10 17:49:28,080 - INFO - CLOSED long at 2001.83 | PnL: -0.67% | $-1.51
+2025-03-10 17:49:28,106 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0652178571427 | Take profit: 2032.1679232142856
+2025-03-10 17:49:28,204 - INFO - CLOSED long at 2009.04 | PnL: 0.35% | $0.48
+2025-03-10 17:49:28,225 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.035217857143 | Take profit: 2038.2579232142855
+2025-03-10 17:49:28,318 - INFO - CLOSED long at 2022.2 | PnL: 0.70% | $1.17
+2025-03-10 17:49:28,350 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.880667857143 | Take profit: 2051.3615732142857
+2025-03-10 17:49:28,394 - INFO - CLOSED long at 2023.01 | PnL: 0.10% | $-0.00
+2025-03-10 17:49:28,435 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3779178571426 | Take profit: 2062.0698232142854
+2025-03-10 17:49:28,520 - INFO - STOP LOSS hit for long at 2021.3779178571426 | PnL: -0.50% | $-1.18
+2025-03-10 17:49:28,542 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.363217857143 | Take profit: 2052.8739232142857
+2025-03-10 17:49:28,579 - INFO - CLOSED long at 2027.61 | PnL: 0.25% | $0.30
+2025-03-10 17:49:28,603 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.726317857143 | Take profit: 2056.3046232142856
+2025-03-10 17:49:28,639 - INFO - CLOSED long at 2022.14 | PnL: -0.18% | $-0.55
+2025-03-10 17:49:28,659 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.885717857143 | Take profit: 2048.306423214286
+2025-03-10 17:49:28,757 - INFO - CLOSED long at 2015.25 | PnL: -0.14% | $-0.46
+2025-03-10 17:49:28,778 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9106178571428 | Take profit: 2047.3117232142856
+2025-03-10 17:49:28,789 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.22
+2025-03-10 17:49:28,826 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.373117857143 | Take profit: 2054.924223214286
+2025-03-10 17:49:28,874 - INFO - CLOSED long at 2018.06 | PnL: -0.32% | $-0.81
+2025-03-10 17:49:28,936 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8458178571427 | Take profit: 2052.346123214286
+2025-03-10 17:49:28,998 - INFO - CLOSED long at 2036.18 | PnL: 0.70% | $1.15
+2025-03-10 17:49:29,050 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8554178571428 | Take profit: 2066.6373232142855
+2025-03-10 17:49:29,074 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.33
+2025-03-10 17:49:29,095 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.706067857143 | Take profit: 2070.565373214286
+2025-03-10 17:49:29,159 - INFO - CLOSED long at 2031.82 | PnL: -0.40% | $-0.97
+2025-03-10 17:49:29,183 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1391678571429 | Take profit: 2059.786073214286
+2025-03-10 17:49:29,244 - INFO - CLOSED long at 2028.7 | PnL: -0.03% | $-0.25
+2025-03-10 17:49:29,276 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1292178571427 | Take profit: 2059.7759232142857
+2025-03-10 17:49:29,320 - INFO - CLOSED long at 2036.39 | PnL: 0.35% | $0.48
+2025-03-10 17:49:29,340 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.59, Avg Loss=$-0.73
+2025-03-10 17:49:29,341 - INFO - Episode 24: Reward=10.30, Balance=$97.57, Win Rate=43.8%, Trades=16, Episode PnL=$-2.43, Total PnL=$-128.72, Max Drawdown=3.2%, Pred Accuracy=99.5%
+2025-03-10 17:49:29,341 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:29,341 - INFO - Refreshing data for episode 25
+2025-03-10 17:49:29,341 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:29,674 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:29,681 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:30,040 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1547142857144 | Take profit: 1979.8923285714284
+2025-03-10 17:49:30,061 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.59
+2025-03-10 17:49:30,061 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9454857142857 | Take profit: 2044.2870714285714
+2025-03-10 17:49:30,083 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:49:30,083 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.677364285714 | Take profit: 1978.4443785714284
+2025-03-10 17:49:30,102 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:49:30,138 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351857142857 | Take profit: 2038.2579714285712
+2025-03-10 17:49:30,181 - INFO - CLOSED long at 2010.34 | PnL: 0.11% | $0.02
+2025-03-10 17:49:30,324 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5626857142856 | Take profit: 2032.6754714285714
+2025-03-10 17:49:30,394 - INFO - CLOSED long at 2008.1 | PnL: 0.27% | $0.34
+2025-03-10 17:49:30,427 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.766285714286 | Take profit: 2048.1846714285716
+2025-03-10 17:49:30,478 - INFO - CLOSED long at 2022.2 | PnL: 0.21% | $0.22
+2025-03-10 17:49:30,519 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9032642857142 | Take profit: 1987.4866785714285
+2025-03-10 17:49:30,539 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.71
+2025-03-10 17:49:30,604 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3629857142855 | Take profit: 2061.0345714285713
+2025-03-10 17:49:30,620 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.74
+2025-03-10 17:49:30,638 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5274357142857 | Take profit: 2049.9812214285716
+2025-03-10 17:49:30,672 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.53
+2025-03-10 17:49:30,708 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.726285714286 | Take profit: 2056.3046714285715
+2025-03-10 17:49:30,778 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.20
+2025-03-10 17:49:30,798 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5772857142858 | Take profit: 2045.9516714285717
+2025-03-10 17:49:30,817 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.33
+2025-03-10 17:49:30,855 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9105857142856 | Take profit: 2047.3117714285713
+2025-03-10 17:49:30,878 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.22
+2025-03-10 17:49:30,888 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3730857142857 | Take profit: 2054.924271428571
+2025-03-10 17:49:31,001 - INFO - CLOSED long at 2021.98 | PnL: -0.13% | $-0.43
+2025-03-10 17:49:31,018 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7163857142857 | Take profit: 2054.2543714285716
+2025-03-10 17:49:31,088 - INFO - CLOSED long at 2037.36 | PnL: 0.67% | $1.09
+2025-03-10 17:49:31,108 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4424357142857 | Take profit: 2067.2362214285713
+2025-03-10 17:49:31,126 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:49:31,127 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2646142857143 | Take profit: 2005.4826285714284
+2025-03-10 17:49:31,147 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.71
+2025-03-10 17:49:31,147 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3179357142856 | Take profit: 2072.2097214285714
+2025-03-10 17:49:31,185 - INFO - CLOSED long at 2034.95 | PnL: -0.32% | $-0.81
+2025-03-10 17:49:31,247 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1391357142857 | Take profit: 2059.7861214285713
+2025-03-10 17:49:31,382 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.39, Avg Loss=$-0.65
+2025-03-10 17:49:31,383 - INFO - Episode 25: Reward=-7.74, Balance=$96.21, Win Rate=41.2%, Trades=17, Episode PnL=$-2.81, Total PnL=$-132.50, Max Drawdown=3.8%, Pred Accuracy=99.5%
+2025-03-10 17:49:31,383 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:31,383 - INFO - Refreshing data for episode 26
+2025-03-10 17:49:31,383 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:31,705 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:31,707 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:31,732 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:31,751 - INFO - CLOSED long at 2010.08 | PnL: -0.04% | $-0.28
+2025-03-10 17:49:31,768 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9454857142857 | Take profit: 2044.2870714285714
+2025-03-10 17:49:31,803 - INFO - STOP LOSS hit for long at 2003.9454857142857 | PnL: -0.50% | $-1.18
+2025-03-10 17:49:31,820 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1098857142858 | Take profit: 2035.2738714285715
+2025-03-10 17:49:31,857 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.79
+2025-03-10 17:49:31,876 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2639857142856 | Take profit: 2040.5315714285712
+2025-03-10 17:49:31,895 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:49:31,915 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7965357142857 | Take profit: 2031.8939214285713
+2025-03-10 17:49:31,972 - INFO - CLOSED long at 2004.48 | PnL: 0.13% | $0.06
+2025-03-10 17:49:32,013 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2542357142856 | Take profit: 2032.3608214285712
+2025-03-10 17:49:32,033 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.46
+2025-03-10 17:49:32,055 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351857142857 | Take profit: 2038.2579714285712
+2025-03-10 17:49:32,097 - INFO - CLOSED long at 2017.88 | PnL: 0.49% | $0.76
+2025-03-10 17:49:32,167 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8806357142857 | Take profit: 2051.361621428571
+2025-03-10 17:49:32,183 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.51
+2025-03-10 17:49:32,277 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3629857142855 | Take profit: 2061.0345714285713
+2025-03-10 17:49:32,317 - INFO - CLOSED long at 2019.65 | PnL: -0.54% | $-1.25
+2025-03-10 17:49:32,339 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3631857142857 | Take profit: 2052.8739714285716
+2025-03-10 17:49:32,389 - INFO - CLOSED long at 2027.61 | PnL: 0.25% | $0.30
+2025-03-10 17:49:32,442 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8556357142857 | Take profit: 2056.4366214285715
+2025-03-10 17:49:32,464 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.57
+2025-03-10 17:49:32,558 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1245857142856 | Take profit: 2044.4697714285717
+2025-03-10 17:49:32,580 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.09
+2025-03-10 17:49:32,618 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2189357142856 | Take profit: 2051.706721428571
+2025-03-10 17:49:32,639 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:49:32,751 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7163857142857 | Take profit: 2054.2543714285716
+2025-03-10 17:49:32,777 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:49:32,793 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9747857142856 | Take profit: 2066.759171428572
+2025-03-10 17:49:32,841 - INFO - CLOSED long at 2036.65 | PnL: 0.02% | $-0.15
+2025-03-10 17:49:32,864 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8553857142856 | Take profit: 2066.6373714285714
+2025-03-10 17:49:32,914 - INFO - CLOSED long at 2034.95 | PnL: -0.05% | $-0.30
+2025-03-10 17:49:32,939 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7111857142856 | Take profit: 2063.4299714285717
+2025-03-10 17:49:32,956 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.30
+2025-03-10 17:49:32,974 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1391357142857 | Take profit: 2059.7861214285713
+2025-03-10 17:49:33,015 - INFO - CLOSED long at 2026.54 | PnL: -0.14% | $-0.46
+2025-03-10 17:49:33,036 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5321857142858 | Take profit: 2059.1669714285713
+2025-03-10 17:49:33,116 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.50
+2025-03-10 17:49:33,117 - INFO - Episode 26: Reward=8.74, Balance=$97.27, Win Rate=38.9%, Trades=18, Episode PnL=$-2.73, Total PnL=$-135.24, Max Drawdown=2.9%, Pred Accuracy=99.6%
+2025-03-10 17:49:33,117 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:33,117 - INFO - Refreshing data for episode 27
+2025-03-10 17:49:33,117 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:33,457 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:33,464 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:33,484 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:33,525 - INFO - CLOSED long at 2014.04 | PnL: 0.16% | $0.11
+2025-03-10 17:49:33,545 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5426357142858 | Take profit: 2038.7756214285714
+2025-03-10 17:49:33,710 - INFO - CLOSED long at 2002.1 | PnL: -0.32% | $-0.84
+2025-03-10 17:49:33,729 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1995857142858 | Take profit: 2029.2447714285715
+2025-03-10 17:49:33,930 - INFO - CLOSED long at 2022.2 | PnL: 1.15% | $2.06
+2025-03-10 17:49:33,953 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8806357142857 | Take profit: 2051.361621428571
+2025-03-10 17:49:34,027 - INFO - CLOSED long at 2031.56 | PnL: 0.52% | $0.85
+2025-03-10 17:49:34,080 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7611357142857 | Take profit: 2055.3201214285714
+2025-03-10 17:49:34,170 - INFO - CLOSED long at 2025.88 | PnL: 0.05% | $-0.11
+2025-03-10 17:49:34,189 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8556357142857 | Take profit: 2056.4366214285715
+2025-03-10 17:49:34,246 - INFO - STOP LOSS hit for long at 2015.8556357142857 | PnL: -0.50% | $-1.21
+2025-03-10 17:49:34,269 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5772857142858 | Take profit: 2045.9516714285717
+2025-03-10 17:49:34,291 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.34
+2025-03-10 17:49:34,313 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1494357142858 | Take profit: 2045.5152214285713
+2025-03-10 17:49:34,327 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:49:34,374 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3730857142857 | Take profit: 2054.924271428571
+2025-03-10 17:49:34,489 - INFO - CLOSED long at 2023.86 | PnL: -0.03% | $-0.26
+2025-03-10 17:49:34,524 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9747857142856 | Take profit: 2066.759171428572
+2025-03-10 17:49:34,643 - INFO - CLOSED long at 2034.95 | PnL: -0.06% | $-0.32
+2025-03-10 17:49:34,643 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.149064285714 | Take profit: 2004.3892785714286
+2025-03-10 17:49:34,668 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:49:34,691 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6365857142855 | Take profit: 2062.3337714285713
+2025-03-10 17:49:34,789 - INFO - CLOSED long at 2029.3 | PnL: -0.12% | $-0.44
+2025-03-10 17:49:34,827 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1837357142856 | Take profit: 2066.9723214285714
+2025-03-10 17:49:34,842 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.75, Avg Loss=$-0.44
+2025-03-10 17:49:34,843 - INFO - Episode 27: Reward=-3.13, Balance=$99.47, Win Rate=33.3%, Trades=12, Episode PnL=$-0.22, Total PnL=$-135.77, Max Drawdown=2.7%, Pred Accuracy=99.5%
+2025-03-10 17:49:34,843 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:34,843 - INFO - Refreshing data for episode 28
+2025-03-10 17:49:34,845 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:35,179 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:35,185 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:35,246 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9454857142857 | Take profit: 2044.2870714285714
+2025-03-10 17:49:35,262 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:49:35,281 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.667135714286 | Take profit: 2033.8021214285716
+2025-03-10 17:49:35,307 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:49:35,334 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351857142857 | Take profit: 2038.2579714285712
+2025-03-10 17:49:35,413 - INFO - CLOSED long at 2002.1 | PnL: -0.30% | $-0.78
+2025-03-10 17:49:35,440 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1995857142858 | Take profit: 2029.2447714285715
+2025-03-10 17:49:35,458 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:49:35,477 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5626857142856 | Take profit: 2032.6754714285714
+2025-03-10 17:49:35,564 - INFO - CLOSED long at 2017.88 | PnL: 0.76% | $1.29
+2025-03-10 17:49:35,596 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0350357142859 | Take profit: 2044.3784214285715
+2025-03-10 17:49:35,637 - INFO - CLOSED long at 2022.2 | PnL: 0.40% | $0.59
+2025-03-10 17:49:35,652 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8806357142857 | Take profit: 2051.361621428571
+2025-03-10 17:49:35,748 - INFO - CLOSED long at 2028.21 | PnL: 0.36% | $0.51
+2025-03-10 17:49:35,770 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3629857142855 | Take profit: 2061.0345714285713
+2025-03-10 17:49:35,809 - INFO - STOP LOSS hit for long at 2020.3629857142855 | PnL: -0.50% | $-1.20
+2025-03-10 17:49:35,910 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8556357142857 | Take profit: 2056.4366214285715
+2025-03-10 17:49:35,937 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.57
+2025-03-10 17:49:35,973 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3285357142859 | Take profit: 2045.6979214285718
+2025-03-10 17:49:36,014 - INFO - CLOSED long at 2014.22 | PnL: -0.06% | $-0.31
+2025-03-10 17:49:36,047 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9105857142856 | Take profit: 2047.3117714285713
+2025-03-10 17:49:36,111 - INFO - CLOSED long at 2023.89 | PnL: 0.34% | $0.47
+2025-03-10 17:49:36,171 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9752357142856 | Take profit: 2048.397821428571
+2025-03-10 17:49:36,194 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:49:36,212 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7163857142857 | Take profit: 2054.2543714285716
+2025-03-10 17:49:36,238 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:49:36,259 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9747857142856 | Take profit: 2066.759171428572
+2025-03-10 17:49:36,280 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:49:36,299 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4424357142857 | Take profit: 2067.2362214285713
+2025-03-10 17:49:36,321 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:49:36,339 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3179357142856 | Take profit: 2072.2097214285714
+2025-03-10 17:49:36,360 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:49:36,403 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7111857142856 | Take profit: 2063.4299714285717
+2025-03-10 17:49:36,420 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.30
+2025-03-10 17:49:36,563 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.52, Avg Loss=$-0.46
+2025-03-10 17:49:36,564 - INFO - Episode 28: Reward=-2.44, Balance=$99.02, Win Rate=41.2%, Trades=17, Episode PnL=$-0.98, Total PnL=$-136.75, Max Drawdown=2.1%, Pred Accuracy=99.5%
+2025-03-10 17:49:36,564 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:36,564 - INFO - Refreshing data for episode 29
+2025-03-10 17:49:36,564 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:36,947 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:36,958 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:37,128 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2639857142856 | Take profit: 2040.5315714285712
+2025-03-10 17:49:37,152 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:49:37,191 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0651857142857 | Take profit: 2032.1679714285715
+2025-03-10 17:49:37,210 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:49:37,245 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5626857142856 | Take profit: 2032.6754714285714
+2025-03-10 17:49:37,262 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.23
+2025-03-10 17:49:37,340 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.766285714286 | Take profit: 2048.1846714285716
+2025-03-10 17:49:37,358 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:49:37,464 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8706357142858 | Take profit: 2053.3916214285714
+2025-03-10 17:49:37,498 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.63
+2025-03-10 17:49:37,559 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7725642857142 | Take profit: 1989.3187785714288
+2025-03-10 17:49:37,575 - INFO - CLOSED short at 2022.5 | PnL: -0.14% | $-0.47
+2025-03-10 17:49:37,611 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4476357142855 | Take profit: 2058.0606214285713
+2025-03-10 17:49:37,628 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.36
+2025-03-10 17:49:37,650 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1643642857143 | Take profit: 1995.5833785714287
+2025-03-10 17:49:37,670 - INFO - CLOSED short at 2022.14 | PnL: 0.19% | $0.18
+2025-03-10 17:49:37,707 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3285357142859 | Take profit: 2045.6979214285718
+2025-03-10 17:49:37,729 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.17
+2025-03-10 17:49:37,861 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9453857142857 | Take profit: 2048.3673714285715
+2025-03-10 17:49:37,903 - INFO - CLOSED long at 2018.09 | PnL: 0.00% | $-0.19
+2025-03-10 17:49:38,048 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3179357142856 | Take profit: 2072.2097214285714
+2025-03-10 17:49:38,068 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:49:38,146 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5968857142857 | Take profit: 2058.2128714285714
+2025-03-10 17:49:38,170 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.31
+2025-03-10 17:49:38,254 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.35
+2025-03-10 17:49:38,254 - INFO - Episode 29: Reward=-10.67, Balance=$97.27, Win Rate=16.7%, Trades=12, Episode PnL=$-2.73, Total PnL=$-139.48, Max Drawdown=2.7%, Pred Accuracy=99.5%
+2025-03-10 17:49:38,254 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:38,254 - INFO - Refreshing data for episode 30
+2025-03-10 17:49:38,254 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:38,565 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:38,570 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:38,881 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:38,982 - INFO - CLOSED long at 2005.16 | PnL: -0.29% | $-0.76
+2025-03-10 17:49:39,043 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2639857142856 | Take profit: 2040.5315714285712
+2025-03-10 17:49:39,063 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:49:39,083 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7965357142857 | Take profit: 2031.8939214285713
+2025-03-10 17:49:39,108 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:49:39,116 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1995857142858 | Take profit: 2029.2447714285715
+2025-03-10 17:49:39,187 - INFO - CLOSED long at 2009.04 | PnL: 0.49% | $0.76
+2025-03-10 17:49:39,213 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351857142857 | Take profit: 2038.2579714285712
+2025-03-10 17:49:39,264 - INFO - CLOSED long at 2014.13 | PnL: 0.30% | $0.39
+2025-03-10 17:49:39,282 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6168857142857 | Take profit: 2054.1528714285714
+2025-03-10 17:49:39,300 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.35
+2025-03-10 17:49:39,354 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1493642857142 | Take profit: 1992.6283785714286
+2025-03-10 17:49:39,377 - INFO - CLOSED short at 2022.99 | PnL: 0.00% | $-0.19
+2025-03-10 17:49:39,378 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8507357142855 | Take profit: 2053.3713214285713
+2025-03-10 17:49:39,399 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.63
+2025-03-10 17:49:39,418 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0446357142857 | Take profit: 2058.6696214285716
+2025-03-10 17:49:39,600 - INFO - STOP LOSS hit for long at 2018.0446357142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:39,629 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3285357142859 | Take profit: 2045.6979214285718
+2025-03-10 17:49:39,783 - INFO - CLOSED long at 2018.06 | PnL: 0.13% | $0.06
+2025-03-10 17:49:39,807 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4975357142857 | Take profit: 2051.9909214285713
+2025-03-10 17:49:39,877 - INFO - CLOSED long at 2029.0 | PnL: 0.36% | $0.52
+2025-03-10 17:49:39,898 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9747857142856 | Take profit: 2066.759171428572
+2025-03-10 17:49:40,176 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.47, Avg Loss=$-0.51
+2025-03-10 17:49:40,177 - INFO - Episode 30: Reward=-0.20, Balance=$99.28, Win Rate=45.5%, Trades=11, Episode PnL=$-0.72, Total PnL=$-140.20, Max Drawdown=1.4%, Pred Accuracy=99.5%
+2025-03-10 17:49:40,306 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:49:40,307 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:49:40,307 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:40,714 - INFO - Visualization saved for episode 30
+2025-03-10 17:49:41,747 - INFO - Visualization saved for episode 30
+2025-03-10 17:49:41,747 - INFO - Refreshing data for episode 31
+2025-03-10 17:49:41,747 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:42,044 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:42,056 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:42,107 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:42,331 - INFO - STOP LOSS hit for long at 2000.8410857142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:42,354 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4332857142856 | Take profit: 2034.5836714285715
+2025-03-10 17:49:42,732 - INFO - CLOSED long at 2027.23 | PnL: 1.13% | $2.02
+2025-03-10 17:49:42,752 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4476357142855 | Take profit: 2058.0606214285713
+2025-03-10 17:49:42,834 - INFO - STOP LOSS hit for long at 2017.4476357142855 | PnL: -0.50% | $-1.20
+2025-03-10 17:49:42,859 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5772857142858 | Take profit: 2045.9516714285717
+2025-03-10 17:49:42,916 - INFO - CLOSED long at 2017.02 | PnL: 0.07% | $-0.07
+2025-03-10 17:49:42,916 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1294142857141 | Take profit: 1986.7282285714284
+2025-03-10 17:49:42,933 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.62
+2025-03-10 17:49:42,933 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2189357142856 | Take profit: 2051.706721428571
+2025-03-10 17:49:43,045 - INFO - CLOSED long at 2021.98 | PnL: 0.03% | $-0.13
+2025-03-10 17:49:43,078 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8306857142857 | Take profit: 2059.4714714285715
+2025-03-10 17:49:43,372 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.02, Avg Loss=$-0.64
+2025-03-10 17:49:43,372 - INFO - Episode 31: Reward=-1.72, Balance=$98.81, Win Rate=16.7%, Trades=6, Episode PnL=$-1.12, Total PnL=$-141.39, Max Drawdown=2.0%, Pred Accuracy=99.5%
+2025-03-10 17:49:43,372 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:43,372 - INFO - Refreshing data for episode 32
+2025-03-10 17:49:43,372 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:43,687 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:43,698 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:43,711 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:43,799 - INFO - CLOSED long at 2005.16 | PnL: -0.29% | $-0.76
+2025-03-10 17:49:43,799 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.210114285714 | Take profit: 1975.0461285714287
+2025-03-10 17:49:43,826 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.48
+2025-03-10 17:49:43,827 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351857142857 | Take profit: 2038.2579714285712
+2025-03-10 17:49:44,192 - INFO - CLOSED long at 2021.01 | PnL: 0.64% | $1.06
+2025-03-10 17:49:44,219 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6767357142858 | Take profit: 2048.0933214285715
+2025-03-10 17:49:44,289 - INFO - CLOSED long at 2031.56 | PnL: 0.68% | $1.15
+2025-03-10 17:49:44,310 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0446357142857 | Take profit: 2058.6696214285716
+2025-03-10 17:49:44,354 - INFO - CLOSED long at 2024.91 | PnL: -0.16% | $-0.52
+2025-03-10 17:49:44,354 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0588642857147 | Take profit: 1994.4998785714288
+2025-03-10 17:49:44,376 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.32
+2025-03-10 17:49:44,376 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5274357142857 | Take profit: 2049.9812214285716
+2025-03-10 17:49:45,092 - INFO - CLOSED long at 2026.54 | PnL: 0.34% | $0.48
+2025-03-10 17:49:45,115 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5321857142858 | Take profit: 2059.1669714285713
+2025-03-10 17:49:45,135 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:49:45,135 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4708142857141 | Take profit: 1998.8240285714285
+2025-03-10 17:49:45,180 - INFO - CLOSED short at 2036.39 | PnL: -0.35% | $-0.90
+2025-03-10 17:49:45,181 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1837357142856 | Take profit: 2066.9723214285714
+2025-03-10 17:49:45,205 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.75, Avg Loss=$-0.56
+2025-03-10 17:49:45,206 - INFO - Episode 32: Reward=-2.17, Balance=$100.20, Win Rate=44.4%, Trades=9, Episode PnL=$1.62, Total PnL=$-141.19, Max Drawdown=0.2%, Pred Accuracy=99.5%
+2025-03-10 17:49:45,206 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:45,206 - INFO - Refreshing data for episode 33
+2025-03-10 17:49:45,206 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:45,513 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:45,513 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:45,538 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:45,776 - INFO - STOP LOSS hit for long at 2000.8410857142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:45,796 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4332857142856 | Take profit: 2034.5836714285715
+2025-03-10 17:49:46,515 - INFO - CLOSED long at 2018.06 | PnL: 0.68% | $1.13
+2025-03-10 17:49:46,539 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4975357142857 | Take profit: 2051.9909214285713
+2025-03-10 17:49:46,565 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.54
+2025-03-10 17:49:46,566 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2047642857142 | Take profit: 1987.7821785714284
+2025-03-10 17:49:46,588 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.58
+2025-03-10 17:49:46,589 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8457857142857 | Take profit: 2052.3461714285713
+2025-03-10 17:49:46,688 - INFO - CLOSED long at 2036.65 | PnL: 0.73% | $1.22
+2025-03-10 17:49:46,717 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8553857142856 | Take profit: 2066.6373714285714
+2025-03-10 17:49:47,002 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.17, Avg Loss=$-0.77
+2025-03-10 17:49:47,002 - INFO - Episode 33: Reward=0.38, Balance=$100.04, Win Rate=40.0%, Trades=5, Episode PnL=$0.59, Total PnL=$-141.15, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:49:47,002 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:47,002 - INFO - Refreshing data for episode 34
+2025-03-10 17:49:47,002 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:47,305 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:47,318 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:47,341 - INFO - OPENED SHORT at 2010.92 | Stop loss: 2020.9989142857141 | Take profit: 1980.7197285714287
+2025-03-10 17:49:47,362 - INFO - CLOSED short at 2010.08 | PnL: 0.04% | $-0.12
+2025-03-10 17:49:47,363 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0052857142857 | Take profit: 2040.2676714285712
+2025-03-10 17:49:47,382 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:49:47,406 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5426357142858 | Take profit: 2038.7756214285714
+2025-03-10 17:49:48,374 - INFO - CLOSED long at 2029.0 | PnL: 1.02% | $1.81
+2025-03-10 17:49:48,397 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9747857142856 | Take profit: 2066.759171428572
+2025-03-10 17:49:48,695 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.00, Avg Loss=$-0.12
+2025-03-10 17:49:48,695 - INFO - Episode 34: Reward=2.35, Balance=$101.89, Win Rate=66.7%, Trades=3, Episode PnL=$1.89, Total PnL=$-139.26, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:49:48,695 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:48,695 - INFO - Refreshing data for episode 35
+2025-03-10 17:49:48,695 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:48,995 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:49,005 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:49,341 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:49,404 - INFO - CLOSED long at 2008.61 | PnL: -0.11% | $-0.42
+2025-03-10 17:49:49,404 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.677364285714 | Take profit: 1978.4443785714284
+2025-03-10 17:49:49,427 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:49:49,427 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.667135714286 | Take profit: 2033.8021214285716
+2025-03-10 17:49:49,818 - INFO - CLOSED long at 2021.01 | PnL: 0.86% | $1.51
+2025-03-10 17:49:49,842 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6767357142858 | Take profit: 2048.0933214285715
+2025-03-10 17:49:50,520 - INFO - CLOSED long at 2036.06 | PnL: 0.91% | $1.61
+2025-03-10 17:49:50,542 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3179357142856 | Take profit: 2072.2097214285714
+2025-03-10 17:49:50,639 - INFO - STOP LOSS hit for long at 2031.3179357142856 | PnL: -0.50% | $-1.22
+2025-03-10 17:49:50,665 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5968857142857 | Take profit: 2058.2128714285714
+2025-03-10 17:49:50,748 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.13, Avg Loss=$-0.82
+2025-03-10 17:49:50,748 - INFO - Episode 35: Reward=3.89, Balance=$101.75, Win Rate=60.0%, Trades=5, Episode PnL=$2.18, Total PnL=$-137.51, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:49:50,758 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:50,758 - INFO - Refreshing data for episode 36
+2025-03-10 17:49:50,758 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:51,063 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:51,068 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:51,095 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:51,177 - INFO - CLOSED long at 2005.16 | PnL: -0.29% | $-0.76
+2025-03-10 17:49:51,196 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351857142857 | Take profit: 2038.2579714285712
+2025-03-10 17:49:51,659 - INFO - CLOSED long at 2027.61 | PnL: 0.97% | $1.71
+2025-03-10 17:49:51,659 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.772364285714 | Take profit: 1997.1593785714283
+2025-03-10 17:49:51,681 - INFO - CLOSED short at 2025.88 | PnL: 0.09% | $-0.03
+2025-03-10 17:49:51,681 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.726285714286 | Take profit: 2056.3046714285715
+2025-03-10 17:49:51,697 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.19
+2025-03-10 17:49:51,722 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0049857142858 | Take profit: 2052.5085714285715
+2025-03-10 17:49:51,914 - INFO - CLOSED long at 2018.09 | PnL: -0.20% | $-0.60
+2025-03-10 17:49:51,949 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8457857142857 | Take profit: 2052.3461714285713
+2025-03-10 17:49:52,279 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.71, Avg Loss=$-0.39
+2025-03-10 17:49:52,280 - INFO - Episode 36: Reward=-3.60, Balance=$100.13, Win Rate=20.0%, Trades=5, Episode PnL=$-1.58, Total PnL=$-137.38, Max Drawdown=0.8%, Pred Accuracy=99.6%
+2025-03-10 17:49:52,280 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:52,280 - INFO - Refreshing data for episode 37
+2025-03-10 17:49:52,280 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:52,583 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:52,590 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:52,608 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:52,800 - INFO - STOP LOSS hit for long at 2000.8410857142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:52,821 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4332857142856 | Take profit: 2034.5836714285715
+2025-03-10 17:49:53,615 - INFO - TAKE PROFIT hit for long at 2034.5836714285715 | PnL: 1.50% | $2.74
+2025-03-10 17:49:53,637 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1488857142856 | Take profit: 2067.9568714285715
+2025-03-10 17:49:53,828 - INFO - STOP LOSS hit for long at 2027.1488857142856 | PnL: -0.50% | $-1.21
+2025-03-10 17:49:53,848 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5321857142858 | Take profit: 2059.1669714285713
+2025-03-10 17:49:53,924 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.20
+2025-03-10 17:49:53,925 - INFO - Episode 37: Reward=13.98, Balance=$100.34, Win Rate=33.3%, Trades=3, Episode PnL=$0.34, Total PnL=$-137.03, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:49:53,925 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:53,925 - INFO - Refreshing data for episode 38
+2025-03-10 17:49:53,925 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:54,265 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:54,271 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:54,314 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0052857142857 | Take profit: 2040.2676714285712
+2025-03-10 17:49:54,531 - INFO - STOP LOSS hit for long at 2000.0052857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:54,571 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5626857142856 | Take profit: 2032.6754714285714
+2025-03-10 17:49:54,670 - INFO - CLOSED long at 2017.88 | PnL: 0.76% | $1.29
+2025-03-10 17:49:54,670 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9937142857143 | Take profit: 1987.5753285714286
+2025-03-10 17:49:54,692 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:49:54,693 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0350357142859 | Take profit: 2044.3784214285715
+2025-03-10 17:49:54,872 - INFO - CLOSED long at 2028.21 | PnL: 0.70% | $1.19
+2025-03-10 17:49:54,895 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3629857142855 | Take profit: 2061.0345714285713
+2025-03-10 17:49:54,914 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.76
+2025-03-10 17:49:54,936 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5274357142857 | Take profit: 2049.9812214285716
+2025-03-10 17:49:55,031 - INFO - CLOSED long at 2025.88 | PnL: 0.31% | $0.41
+2025-03-10 17:49:55,031 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0337142857145 | Take profit: 1995.4553285714287
+2025-03-10 17:49:55,053 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.21
+2025-03-10 17:49:55,053 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8556357142857 | Take profit: 2056.4366214285715
+2025-03-10 17:49:55,119 - INFO - STOP LOSS hit for long at 2015.8556357142857 | PnL: -0.50% | $-1.20
+2025-03-10 17:49:55,144 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5772857142858 | Take profit: 2045.9516714285717
+2025-03-10 17:49:55,487 - INFO - CLOSED long at 2034.95 | PnL: 0.96% | $1.69
+2025-03-10 17:49:55,488 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.149064285714 | Take profit: 2004.3892785714286
+2025-03-10 17:49:55,510 - INFO - CLOSED short at 2032.9 | PnL: 0.10% | $0.00
+2025-03-10 17:49:55,510 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7111857142856 | Take profit: 2063.4299714285717
+2025-03-10 17:49:55,671 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.79, Avg Loss=$-0.84
+2025-03-10 17:49:55,671 - INFO - Episode 38: Reward=5.90, Balance=$101.40, Win Rate=60.0%, Trades=10, Episode PnL=$-2.00, Total PnL=$-135.63, Max Drawdown=1.7%, Pred Accuracy=99.6%
+2025-03-10 17:49:55,671 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:55,671 - INFO - Refreshing data for episode 39
+2025-03-10 17:49:55,671 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:55,979 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:55,985 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:56,007 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:56,264 - INFO - STOP LOSS hit for long at 2000.8410857142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:49:56,283 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4332857142856 | Take profit: 2034.5836714285715
+2025-03-10 17:49:57,131 - INFO - TAKE PROFIT hit for long at 2034.5836714285715 | PnL: 1.50% | $2.74
+2025-03-10 17:49:57,153 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1488857142856 | Take profit: 2067.9568714285715
+2025-03-10 17:49:57,370 - INFO - STOP LOSS hit for long at 2027.1488857142856 | PnL: -0.50% | $-1.21
+2025-03-10 17:49:57,395 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5321857142858 | Take profit: 2059.1669714285713
+2025-03-10 17:49:57,418 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:49:57,439 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5022357142857 | Take profit: 2063.2168214285716
+2025-03-10 17:49:57,458 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:49:57,459 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5962642857146 | Take profit: 2005.8076785714286
+2025-03-10 17:49:57,475 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.45, Avg Loss=$-0.84
+2025-03-10 17:49:57,476 - INFO - Episode 39: Reward=14.08, Balance=$100.37, Win Rate=40.0%, Trades=5, Episode PnL=$0.20, Total PnL=$-135.27, Max Drawdown=1.3%, Pred Accuracy=99.6%
+2025-03-10 17:49:57,476 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:49:57,476 - INFO - Refreshing data for episode 40
+2025-03-10 17:49:57,477 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:49:57,773 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:49:57,781 - INFO - Initialized environment with 100 candles
+2025-03-10 17:49:58,157 - INFO - OPENED LONG at 2010.92 | Stop loss: 2000.8410857142858 | Take profit: 2041.1202714285714
+2025-03-10 17:49:58,206 - INFO - CLOSED long at 2014.04 | PnL: 0.16% | $0.11
+2025-03-10 17:49:58,206 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1345142857142 | Take profit: 1983.7929285714285
+2025-03-10 17:49:58,228 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.34
+2025-03-10 17:49:58,228 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5426357142858 | Take profit: 2038.7756214285714
+2025-03-10 17:49:58,275 - INFO - CLOSED long at 2005.16 | PnL: -0.17% | $-0.54
+2025-03-10 17:49:58,298 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0351857142857 | Take profit: 2038.2579714285712
+2025-03-10 17:49:58,337 - INFO - CLOSED long at 2010.34 | PnL: 0.11% | $0.02
+2025-03-10 17:49:58,361 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9655357142856 | Take profit: 2038.1869214285714
+2025-03-10 17:49:58,590 - INFO - CLOSED long at 2017.88 | PnL: 0.49% | $0.77
+2025-03-10 17:49:58,635 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6168857142857 | Take profit: 2054.1528714285714
+2025-03-10 17:49:59,485 - INFO - CLOSED long at 2032.9 | PnL: 0.45% | $0.70
+2025-03-10 17:49:59,485 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0888142857143 | Take profit: 2002.3700285714287
+2025-03-10 17:49:59,505 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:49:59,505 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6365857142855 | Take profit: 2062.3337714285713
+2025-03-10 17:49:59,668 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.39, Avg Loss=$-0.32
+2025-03-10 17:49:59,669 - INFO - Episode 40: Reward=3.52, Balance=$101.30, Win Rate=71.4%, Trades=7, Episode PnL=$0.50, Total PnL=$-133.96, Max Drawdown=0.1%, Pred Accuracy=99.6%
+2025-03-10 17:49:59,802 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:49:59,803 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:49:59,803 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:00,269 - INFO - Visualization saved for episode 40
+2025-03-10 17:50:01,332 - INFO - Visualization saved for episode 40
+2025-03-10 17:50:01,341 - INFO - Refreshing data for episode 41
+2025-03-10 17:50:01,342 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:01,663 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:01,669 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:01,724 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0062392857142 | Take profit: 2040.2662410714283
+2025-03-10 17:50:01,766 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.34
+2025-03-10 17:50:01,766 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6764107142856 | Take profit: 1978.4458089285713
+2025-03-10 17:50:01,788 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:50:01,788 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6680892857144 | Take profit: 2033.8006910714287
+2025-03-10 17:50:02,623 - INFO - CLOSED long at 2031.56 | PnL: 1.39% | $2.55
+2025-03-10 17:50:02,624 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7411607142858 | Take profit: 2001.0515589285712
+2025-03-10 17:50:02,660 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:50:02,660 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0455892857144 | Take profit: 2058.6681910714283
+2025-03-10 17:50:02,684 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:50:02,711 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7620892857144 | Take profit: 2055.3186910714285
+2025-03-10 17:50:02,971 - INFO - STOP LOSS hit for long at 2014.7620892857144 | PnL: -0.50% | $-1.22
+2025-03-10 17:50:02,998 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1503892857143 | Take profit: 2045.5137910714286
+2025-03-10 17:50:03,665 - INFO - Trade Analysis: Win Rate=66.7% in uptrends, 0.0% in downtrends | Avg Win=$0.75, Avg Loss=$-0.78
+2025-03-10 17:50:03,665 - INFO - Episode 41: Reward=30.84, Balance=$101.43, Win Rate=66.7%, Trades=6, Episode PnL=$-0.77, Total PnL=$-132.53, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:50:03,666 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:03,666 - INFO - Refreshing data for episode 42
+2025-03-10 17:50:03,666 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:03,992 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:03,998 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:04,030 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.946217857143 | Take profit: 2044.2859732142858
+2025-03-10 17:50:04,075 - INFO - STOP LOSS hit for long at 2003.946217857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:04,098 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1106178571429 | Take profit: 2035.272773214286
+2025-03-10 17:50:05,015 - INFO - TAKE PROFIT hit for long at 2035.272773214286 | PnL: 1.50% | $2.74
+2025-03-10 17:50:05,034 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1496178571426 | Take profit: 2067.9557732142853
+2025-03-10 17:50:05,254 - INFO - STOP LOSS hit for long at 2027.1496178571426 | PnL: -0.50% | $-1.21
+2025-03-10 17:50:05,277 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5329178571428 | Take profit: 2059.1658732142855
+2025-03-10 17:50:05,345 - INFO - CLOSED long at 2036.39 | PnL: 0.38% | $0.55
+2025-03-10 17:50:05,345 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5955321428573 | Take profit: 2005.8087767857144
+2025-03-10 17:50:05,385 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$1.65, Avg Loss=$-1.20
+2025-03-10 17:50:05,386 - INFO - Episode 42: Reward=27.68, Balance=$100.90, Win Rate=50.0%, Trades=4, Episode PnL=$0.34, Total PnL=$-131.64, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:50:05,386 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:05,386 - INFO - Refreshing data for episode 43
+2025-03-10 17:50:05,386 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:05,703 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:05,709 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:05,746 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.946125 | Take profit: 2044.2861125
+2025-03-10 17:50:05,793 - INFO - STOP LOSS hit for long at 2003.946125 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:05,836 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.035825 | Take profit: 2038.2570125
+2025-03-10 17:50:06,110 - INFO - CLOSED long at 2023.76 | PnL: 0.78% | $1.33
+2025-03-10 17:50:06,111 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9024749999999 | Take profit: 1993.3680875
+2025-03-10 17:50:06,128 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.05
+2025-03-10 17:50:06,128 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.065325 | Take profit: 2052.5685125
+2025-03-10 17:50:06,265 - INFO - CLOSED long at 2024.91 | PnL: 0.13% | $0.07
+2025-03-10 17:50:06,300 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3638250000001 | Take profit: 2052.8730125
+2025-03-10 17:50:06,441 - INFO - CLOSED long at 2015.43 | PnL: -0.35% | $-0.89
+2025-03-10 17:50:06,441 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5308250000003 | Take profit: 1985.1630375
+2025-03-10 17:50:06,512 - INFO - CLOSED short at 2017.02 | PnL: -0.08% | $-0.35
+2025-03-10 17:50:06,512 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.911225 | Take profit: 2047.3108125
+2025-03-10 17:50:07,016 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.70, Avg Loss=$-0.62
+2025-03-10 17:50:07,016 - INFO - Episode 43: Reward=22.39, Balance=$98.92, Win Rate=33.3%, Trades=6, Episode PnL=$-1.52, Total PnL=$-132.72, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:50:07,016 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:07,016 - INFO - Refreshing data for episode 44
+2025-03-10 17:50:07,017 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:07,329 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:07,336 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:07,355 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0057428571426 | Take profit: 2040.2669857142857
+2025-03-10 17:50:07,562 - INFO - STOP LOSS hit for long at 2000.0057428571426 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:07,698 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7667428571428 | Take profit: 2048.183985714286
+2025-03-10 17:50:07,949 - INFO - CLOSED long at 2022.5 | PnL: 0.23% | $0.25
+2025-03-10 17:50:07,951 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6363571428572 | Take profit: 1992.1267142857143
+2025-03-10 17:50:08,171 - INFO - CLOSED short at 2015.25 | PnL: 0.36% | $0.51
+2025-03-10 17:50:08,172 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.149892857143 | Take profit: 2045.5145357142856
+2025-03-10 17:50:08,392 - INFO - CLOSED long at 2036.18 | PnL: 1.04% | $1.85
+2025-03-10 17:50:08,392 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.384757142857 | Take profit: 2005.6015142857143
+2025-03-10 17:50:08,459 - INFO - CLOSED short at 2036.06 | PnL: 0.01% | $-0.19
+2025-03-10 17:50:08,459 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.855842857143 | Take profit: 2066.6366857142857
+2025-03-10 17:50:08,698 - INFO - Trade Analysis: Win Rate=33.3% in uptrends, 0.0% in downtrends | Avg Win=$0.87, Avg Loss=$-0.69
+2025-03-10 17:50:08,698 - INFO - Episode 44: Reward=9.07, Balance=$101.23, Win Rate=60.0%, Trades=5, Episode PnL=$-0.87, Total PnL=$-131.49, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:50:08,698 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:08,698 - INFO - Refreshing data for episode 45
+2025-03-10 17:50:08,698 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:08,998 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:09,005 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:09,524 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.264442857143 | Take profit: 2040.5308857142857
+2025-03-10 17:50:09,598 - INFO - STOP LOSS hit for long at 2000.264442857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:09,636 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5631428571428 | Take profit: 2032.6747857142857
+2025-03-10 17:50:09,818 - INFO - CLOSED long at 2021.01 | PnL: 0.92% | $1.60
+2025-03-10 17:50:09,818 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.138907142857 | Take profit: 1990.6590642857143
+2025-03-10 17:50:09,878 - INFO - CLOSED short at 2022.99 | PnL: -0.10% | $-0.39
+2025-03-10 17:50:09,879 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8511928571427 | Take profit: 2053.370635714286
+2025-03-10 17:50:09,911 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.31
+2025-03-10 17:50:09,927 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.363442857143 | Take profit: 2061.0338857142856
+2025-03-10 17:50:09,966 - INFO - CLOSED long at 2019.65 | PnL: -0.54% | $-1.26
+2025-03-10 17:50:09,966 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7721071428575 | Take profit: 1989.3194642857143
+2025-03-10 17:50:10,019 - INFO - CLOSED short at 2027.61 | PnL: -0.39% | $-0.97
+2025-03-10 17:50:10,020 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.448092857143 | Take profit: 2058.0599357142855
+2025-03-10 17:50:10,113 - INFO - STOP LOSS hit for long at 2017.448092857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:50:10,167 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.149892857143 | Take profit: 2045.5145357142856
+2025-03-10 17:50:10,184 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:50:10,239 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.746692857143 | Take profit: 2054.2841357142856
+2025-03-10 17:50:10,643 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.96, Avg Loss=$-0.83
+2025-03-10 17:50:10,643 - INFO - Episode 45: Reward=3.86, Balance=$96.91, Win Rate=25.0%, Trades=8, Episode PnL=$-3.43, Total PnL=$-134.58, Max Drawdown=3.4%, Pred Accuracy=99.6%
+2025-03-10 17:50:10,644 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:10,644 - INFO - Refreshing data for episode 46
+2025-03-10 17:50:10,644 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:10,996 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:11,002 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:11,045 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9459428571427 | Take profit: 2044.2863857142856
+2025-03-10 17:50:11,090 - INFO - STOP LOSS hit for long at 2003.9459428571427 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:11,138 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.164357142857 | Take profit: 1977.9427142857141
+2025-03-10 17:50:11,156 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.90
+2025-03-10 17:50:11,156 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2394428571429 | Take profit: 2045.6058857142855
+2025-03-10 17:50:11,212 - INFO - STOP LOSS hit for long at 2005.2394428571429 | PnL: -0.50% | $-1.16
+2025-03-10 17:50:11,243 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2000428571428 | Take profit: 2029.2440857142856
+2025-03-10 17:50:11,481 - INFO - TAKE PROFIT hit for long at 2029.2440857142856 | PnL: 1.50% | $2.68
+2025-03-10 17:50:11,504 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.045092857143 | Take profit: 2058.6689357142855
+2025-03-10 17:50:11,608 - INFO - CLOSED long at 2027.61 | PnL: -0.03% | $-0.25
+2025-03-10 17:50:11,625 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7267428571429 | Take profit: 2056.303985714286
+2025-03-10 17:50:11,698 - INFO - STOP LOSS hit for long at 2015.7267428571429 | PnL: -0.50% | $-1.18
+2025-03-10 17:50:11,715 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.577742857143 | Take profit: 2045.9509857142857
+2025-03-10 17:50:11,798 - INFO - CLOSED long at 2021.35 | PnL: 0.28% | $0.35
+2025-03-10 17:50:11,853 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.945842857143 | Take profit: 2048.3666857142857
+2025-03-10 17:50:12,270 - INFO - Trade Analysis: Win Rate=20.0% in uptrends, 0.0% in downtrends | Avg Win=$1.52, Avg Loss=$-0.94
+2025-03-10 17:50:12,270 - INFO - Episode 46: Reward=23.52, Balance=$98.35, Win Rate=28.6%, Trades=7, Episode PnL=$-1.65, Total PnL=$-136.23, Max Drawdown=3.3%, Pred Accuracy=99.6%
+2025-03-10 17:50:12,270 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:12,270 - INFO - Refreshing data for episode 47
+2025-03-10 17:50:12,270 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:12,583 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:12,585 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:12,625 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9459178571428 | Take profit: 2044.2864232142856
+2025-03-10 17:50:12,641 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:50:12,664 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6675678571428 | Take profit: 2033.8014732142858
+2025-03-10 17:50:13,343 - INFO - CLOSED long at 2021.35 | PnL: 0.88% | $1.53
+2025-03-10 17:50:13,364 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3735178571428 | Take profit: 2054.9236232142857
+2025-03-10 17:50:13,822 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.53, Avg Loss=$-0.73
+2025-03-10 17:50:13,825 - INFO - Episode 47: Reward=27.17, Balance=$100.80, Win Rate=50.0%, Trades=2, Episode PnL=$0.80, Total PnL=$-135.43, Max Drawdown=0.7%, Pred Accuracy=99.6%
+2025-03-10 17:50:13,825 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:13,825 - INFO - Refreshing data for episode 48
+2025-03-10 17:50:13,825 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:14,134 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:14,140 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:14,158 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0057178571428 | Take profit: 2040.2670232142857
+2025-03-10 17:50:14,298 - INFO - CLOSED long at 2008.03 | PnL: -0.10% | $-0.40
+2025-03-10 17:50:14,314 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7969678571428 | Take profit: 2031.8932732142857
+2025-03-10 17:50:15,057 - INFO - TAKE PROFIT hit for long at 2031.8932732142857 | PnL: 1.50% | $2.76
+2025-03-10 17:50:15,080 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.149317857143 | Take profit: 2067.9562232142857
+2025-03-10 17:50:15,275 - INFO - STOP LOSS hit for long at 2027.149317857143 | PnL: -0.50% | $-1.22
+2025-03-10 17:50:15,300 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.532617857143 | Take profit: 2059.166323214286
+2025-03-10 17:50:15,402 - INFO - Trade Analysis: Win Rate=50.0% in uptrends, 0.0% in downtrends | Avg Win=$2.76, Avg Loss=$-0.81
+2025-03-10 17:50:15,402 - INFO - Episode 48: Reward=26.19, Balance=$101.14, Win Rate=33.3%, Trades=3, Episode PnL=$1.14, Total PnL=$-134.28, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:50:15,402 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:15,402 - INFO - Refreshing data for episode 49
+2025-03-10 17:50:15,402 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:15,706 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:15,713 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:15,731 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0057142857142 | Take profit: 2040.2670285714287
+2025-03-10 17:50:15,906 - INFO - STOP LOSS hit for long at 2000.0057142857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:15,934 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4337142857141 | Take profit: 2034.5830285714285
+2025-03-10 17:50:16,178 - INFO - CLOSED long at 2023.01 | PnL: 0.92% | $1.61
+2025-03-10 17:50:16,200 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8511642857143 | Take profit: 2053.3706785714285
+2025-03-10 17:50:17,046 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.61, Avg Loss=$-1.19
+2025-03-10 17:50:17,046 - INFO - Episode 49: Reward=29.36, Balance=$100.42, Win Rate=50.0%, Trades=2, Episode PnL=$0.42, Total PnL=$-133.86, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:50:17,046 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:50:17,046 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:50:17,168 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:50:17,480 - INFO - Training results saved to training_results.png
+2025-03-10 17:50:17,582 - INFO - Model saved to models/trading_agent_continuous_200.pt
+2025-03-10 17:50:22,587 - INFO - Starting training batch 6
+2025-03-10 17:50:22,588 - INFO - Refreshing data for new training batch
+2025-03-10 17:50:22,588 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:22,909 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:50:22,916 - INFO - Initialized environment with 500 candles
+2025-03-10 17:50:22,916 - INFO - Updated environment with fresh candles
+2025-03-10 17:50:22,916 - INFO - Starting training on device: cuda
+2025-03-10 17:50:22,917 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:50:22,917 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:50:23,094 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:50:23,100 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:50:23,142 - INFO - Refreshing data for episode 0
+2025-03-10 17:50:23,142 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:23,450 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:23,456 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:23,855 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1543214285714 | Take profit: 1979.8929178571427
+2025-03-10 17:50:24,345 - INFO - CLOSED short at 2009.04 | PnL: 0.05% | $-0.10
+2025-03-10 17:50:24,346 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9708785714286 | Take profit: 2039.211482142857
+2025-03-10 17:50:24,372 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:24,372 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1644214285711 | Take profit: 1977.9426178571427
+2025-03-10 17:50:24,458 - INFO - STOP LOSS hit for short at 2018.1644214285711 | PnL: -0.50% | $-1.18
+2025-03-10 17:50:24,484 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3349214285715 | Take profit: 1991.831117857143
+2025-03-10 17:50:24,587 - INFO - CLOSED short at 2022.99 | PnL: -0.04% | $-0.27
+2025-03-10 17:50:24,612 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7417214285713 | Take profit: 2001.050717857143
+2025-03-10 17:50:25,424 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.46
+2025-03-10 17:50:25,424 - INFO - Episode 0: Reward=-23.28, Balance=$98.16, Win Rate=0.0%, Trades=4, Episode PnL=$-1.55, Total PnL=$-135.70, Max Drawdown=1.8%, Pred Accuracy=98.3%
+2025-03-10 17:50:25,531 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:50:25,531 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:50:25,881 - INFO - Visualization saved for episode 0
+2025-03-10 17:50:26,759 - INFO - Visualization saved for episode 0
+2025-03-10 17:50:26,764 - INFO - Refreshing data for episode 1
+2025-03-10 17:50:26,764 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:27,097 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:27,103 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:27,128 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.154657142857 | Take profit: 1979.8924142857143
+2025-03-10 17:50:27,234 - INFO - CLOSED short at 2010.34 | PnL: -0.01% | $-0.22
+2025-03-10 17:50:27,242 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2640428571428 | Take profit: 2040.5314857142855
+2025-03-10 17:50:27,261 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:50:27,261 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0944071428573 | Take profit: 1977.8731642857142
+2025-03-10 17:50:27,314 - INFO - CLOSED short at 1999.22 | PnL: 0.44% | $0.67
+2025-03-10 17:50:27,314 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1996428571429 | Take profit: 2029.2446857142857
+2025-03-10 17:50:27,326 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:50:27,326 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5266571428572 | Take profit: 1974.3764142857144
+2025-03-10 17:50:27,417 - INFO - CLOSED short at 2017.88 | PnL: -0.67% | $-1.52
+2025-03-10 17:50:27,435 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2249071428573 | Take profit: 1983.8816642857146
+2025-03-10 17:50:27,550 - INFO - STOP LOSS hit for short at 2024.2249071428573 | PnL: -0.50% | $-1.17
+2025-03-10 17:50:27,569 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.375307142857 | Take profit: 1997.7504642857143
+2025-03-10 17:50:28,032 - INFO - CLOSED short at 2036.06 | PnL: -0.39% | $-0.94
+2025-03-10 17:50:28,033 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8554428571429 | Take profit: 2066.6372857142856
+2025-03-10 17:50:28,050 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.32
+2025-03-10 17:50:28,050 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.782007142857 | Take profit: 2010.8903642857144
+2025-03-10 17:50:28,257 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.86
+2025-03-10 17:50:28,257 - INFO - Episode 1: Reward=-3.08, Balance=$97.03, Win Rate=37.5%, Trades=8, Episode PnL=$-3.20, Total PnL=$-138.68, Max Drawdown=2.4%, Pred Accuracy=98.4%
+2025-03-10 17:50:28,257 - INFO - Refreshing data for episode 2
+2025-03-10 17:50:28,257 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:28,614 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:28,620 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:28,637 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.154717857143 | Take profit: 1979.8923232142856
+2025-03-10 17:50:28,806 - INFO - CLOSED short at 2002.1 | PnL: 0.40% | $0.59
+2025-03-10 17:50:28,825 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2404178571428 | Take profit: 1969.1952232142858
+2025-03-10 17:50:28,944 - INFO - STOP LOSS hit for short at 2009.2404178571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:28,964 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2249678571432 | Take profit: 1983.881573214286
+2025-03-10 17:50:29,078 - INFO - STOP LOSS hit for short at 2024.2249678571432 | PnL: -0.50% | $-1.18
+2025-03-10 17:50:29,116 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.717017857143 | Take profit: 2000.0454232142856
+2025-03-10 17:50:29,261 - INFO - CLOSED short at 2018.0 | PnL: 0.62% | $1.00
+2025-03-10 17:50:29,261 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8856821428571 | Take profit: 2048.306476785714
+2025-03-10 17:50:29,280 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.45
+2025-03-10 17:50:29,281 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.531467857143 | Take profit: 1985.1620732142858
+2025-03-10 17:50:29,494 - INFO - STOP LOSS hit for short at 2025.531467857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:50:29,511 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3852178571428 | Take profit: 2005.6008232142858
+2025-03-10 17:50:29,646 - INFO - CLOSED short at 2031.82 | PnL: 0.21% | $0.22
+2025-03-10 17:50:29,646 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6365821428572 | Take profit: 2062.3337767857142
+2025-03-10 17:50:29,666 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.43
+2025-03-10 17:50:29,666 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4808678571428 | Take profit: 1998.8338732142856
+2025-03-10 17:50:29,739 - INFO - CLOSED short at 2029.3 | PnL: 0.00% | $-0.19
+2025-03-10 17:50:29,739 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1291821428572 | Take profit: 2059.775976785714
+2025-03-10 17:50:29,758 - INFO - CLOSED long at 2032.69 | PnL: 0.17% | $0.13
+2025-03-10 17:50:29,758 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8777678571428 | Take profit: 2002.1631732142857
+2025-03-10 17:50:29,805 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.49, Avg Loss=$-0.77
+2025-03-10 17:50:29,806 - INFO - Episode 2: Reward=1.88, Balance=$97.32, Win Rate=40.0%, Trades=10, Episode PnL=$-1.93, Total PnL=$-141.35, Max Drawdown=3.0%, Pred Accuracy=98.4%
+2025-03-10 17:50:29,806 - INFO - Refreshing data for episode 3
+2025-03-10 17:50:29,806 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:30,111 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:30,117 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:30,134 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.154717857143 | Take profit: 1979.8923232142856
+2025-03-10 17:50:30,188 - INFO - CLOSED short at 2003.71 | PnL: 0.32% | $0.43
+2025-03-10 17:50:30,189 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.667132142857 | Take profit: 2033.8021267857143
+2025-03-10 17:50:30,205 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:50:30,205 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.210117857143 | Take profit: 1975.046123214286
+2025-03-10 17:50:30,246 - INFO - STOP LOSS hit for short at 2015.210117857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:50:30,265 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4160178571426 | Take profit: 1980.1484232142857
+2025-03-10 17:50:30,487 - INFO - STOP LOSS hit for short at 2020.4160178571426 | PnL: -0.50% | $-1.18
+2025-03-10 17:50:30,506 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3353178571429 | Take profit: 1991.830523214286
+2025-03-10 17:50:30,577 - INFO - CLOSED short at 2022.99 | PnL: -0.04% | $-0.27
+2025-03-10 17:50:30,578 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8507321428572 | Take profit: 2053.3713267857142
+2025-03-10 17:50:30,594 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.63
+2025-03-10 17:50:30,595 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7421178571428 | Take profit: 2001.0501232142856
+2025-03-10 17:50:30,722 - INFO - CLOSED short at 2025.88 | PnL: 0.28% | $0.35
+2025-03-10 17:50:30,722 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7262821428571 | Take profit: 2056.304676785714
+2025-03-10 17:50:30,738 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:50:30,738 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.164367857143 | Take profit: 1995.5833732142858
+2025-03-10 17:50:31,003 - INFO - CLOSED short at 2023.86 | PnL: 0.11% | $0.01
+2025-03-10 17:50:31,003 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7163821428571 | Take profit: 2054.254376785714
+2025-03-10 17:50:31,040 - INFO - CLOSED long at 2036.18 | PnL: 0.61% | $0.99
+2025-03-10 17:50:31,040 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3852178571428 | Take profit: 2005.6008232142858
+2025-03-10 17:50:31,076 - INFO - CLOSED short at 2036.65 | PnL: -0.02% | $-0.24
+2025-03-10 17:50:31,076 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4424321428571 | Take profit: 2067.2362267857143
+2025-03-10 17:50:31,092 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:50:31,093 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.264617857143 | Take profit: 2005.4826232142857
+2025-03-10 17:50:31,116 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.72
+2025-03-10 17:50:31,116 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3179321428572 | Take profit: 2072.2097267857143
+2025-03-10 17:50:31,135 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:50:31,135 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153967857143 | Take profit: 2009.2945732142857
+2025-03-10 17:50:31,252 - INFO - CLOSED short at 2028.7 | PnL: 0.55% | $0.87
+2025-03-10 17:50:31,252 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5321821428572 | Take profit: 2059.1669767857143
+2025-03-10 17:50:31,271 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:50:31,271 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4708178571427 | Take profit: 1998.8240232142857
+2025-03-10 17:50:31,337 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.55, Avg Loss=$-0.46
+2025-03-10 17:50:31,338 - INFO - Episode 3: Reward=-1.65, Balance=$98.70, Win Rate=37.5%, Trades=16, Episode PnL=$-1.94, Total PnL=$-142.66, Max Drawdown=2.0%, Pred Accuracy=98.4%
+2025-03-10 17:50:31,338 - INFO - Refreshing data for episode 4
+2025-03-10 17:50:31,338 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:31,640 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:31,645 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:31,664 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.154717857143 | Take profit: 1979.8923232142856
+2025-03-10 17:50:31,680 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.59
+2025-03-10 17:50:31,680 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9454821428571 | Take profit: 2044.2870767857144
+2025-03-10 17:50:31,698 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:50:31,700 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6773678571426 | Take profit: 1978.4443732142856
+2025-03-10 17:50:31,881 - INFO - CLOSED short at 2002.6 | PnL: 0.30% | $0.39
+2025-03-10 17:50:31,881 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.562682142857 | Take profit: 2032.675476785714
+2025-03-10 17:50:31,902 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.23
+2025-03-10 17:50:31,902 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3257678571429 | Take profit: 1972.2191732142858
+2025-03-10 17:50:31,960 - INFO - STOP LOSS hit for short at 2012.3257678571429 | PnL: -0.50% | $-1.17
+2025-03-10 17:50:31,986 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2249678571432 | Take profit: 1983.881573214286
+2025-03-10 17:50:32,033 - INFO - CLOSED short at 2021.01 | PnL: -0.34% | $-0.85
+2025-03-10 17:50:32,051 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9032678571427 | Take profit: 1987.4866732142857
+2025-03-10 17:50:32,068 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.69
+2025-03-10 17:50:32,068 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8706321428572 | Take profit: 2053.391626785714
+2025-03-10 17:50:32,085 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.19
+2025-03-10 17:50:32,086 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.129267857143 | Take profit: 1992.6086732142858
+2025-03-10 17:50:32,191 - INFO - CLOSED short at 2022.5 | PnL: 0.02% | $-0.14
+2025-03-10 17:50:32,191 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.363182142857 | Take profit: 2052.8739767857146
+2025-03-10 17:50:32,207 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.25
+2025-03-10 17:50:32,207 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.390467857143 | Take profit: 1996.7850732142856
+2025-03-10 17:50:32,248 - INFO - CLOSED short at 2025.88 | PnL: 0.07% | $-0.06
+2025-03-10 17:50:32,248 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7262821428571 | Take profit: 2056.304676785714
+2025-03-10 17:50:32,267 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:50:32,267 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.164367857143 | Take profit: 1995.5833732142858
+2025-03-10 17:50:32,369 - INFO - CLOSED short at 2015.25 | PnL: 0.53% | $0.82
+2025-03-10 17:50:32,369 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1494321428572 | Take profit: 2045.5152267857145
+2025-03-10 17:50:32,393 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:50:32,393 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1294178571427 | Take profit: 1986.7282232142857
+2025-03-10 17:50:32,485 - INFO - CLOSED short at 2018.09 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:32,485 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.975232142857 | Take profit: 2048.397826785714
+2025-03-10 17:50:32,503 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:50:32,503 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1142178571429 | Take profit: 1991.6138232142857
+2025-03-10 17:50:32,558 - INFO - STOP LOSS hit for short at 2032.1142178571429 | PnL: -0.50% | $-1.15
+2025-03-10 17:50:32,575 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5711178571426 | Take profit: 2006.7631232142855
+2025-03-10 17:50:32,687 - INFO - CLOSED short at 2032.9 | PnL: 0.22% | $0.22
+2025-03-10 17:50:32,687 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.711182142857 | Take profit: 2063.4299767857146
+2025-03-10 17:50:32,703 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:32,703 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0034178571427 | Take profit: 2001.3062232142856
+2025-03-10 17:50:32,754 - INFO - CLOSED short at 2026.54 | PnL: 0.26% | $0.30
+2025-03-10 17:50:32,755 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3829821428571 | Take profit: 2056.9745767857144
+2025-03-10 17:50:32,773 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:50:32,773 - INFO - OPENED SHORT at 2028.7 | Stop loss: 2038.8678178571427 | Take profit: 1998.2330232142858
+2025-03-10 17:50:32,807 - INFO - CLOSED short at 2032.69 | PnL: -0.20% | $-0.56
+2025-03-10 17:50:32,807 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5022321428573 | Take profit: 2063.2168267857146
+2025-03-10 17:50:32,843 - INFO - CLOSED long at 2033.38 | PnL: 0.03% | $-0.12
+2025-03-10 17:50:32,843 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.571217857143 | Take profit: 2002.842823214286
+2025-03-10 17:50:32,858 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.31, Avg Loss=$-0.45
+2025-03-10 17:50:32,859 - INFO - Episode 4: Reward=-10.16, Balance=$94.91, Win Rate=30.4%, Trades=23, Episode PnL=$-3.78, Total PnL=$-147.75, Max Drawdown=4.7%, Pred Accuracy=98.4%
+2025-03-10 17:50:32,859 - INFO - Refreshing data for episode 5
+2025-03-10 17:50:32,859 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:33,154 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:33,161 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:33,448 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0050142857142 | Take profit: 2040.2680785714283
+2025-03-10 17:50:33,486 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.34
+2025-03-10 17:50:33,486 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6776357142858 | Take profit: 1978.4439714285713
+2025-03-10 17:50:33,503 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:50:33,503 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6668642857142 | Take profit: 2033.8025285714284
+2025-03-10 17:50:33,536 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.24
+2025-03-10 17:50:33,536 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1650857142859 | Take profit: 1977.9416214285714
+2025-03-10 17:50:33,616 - INFO - CLOSED short at 2002.1 | PnL: 0.30% | $0.39
+2025-03-10 17:50:33,616 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0649142857142 | Take profit: 2032.1683785714285
+2025-03-10 17:50:33,657 - INFO - CLOSED long at 2004.48 | PnL: 0.12% | $0.04
+2025-03-10 17:50:33,660 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5269857142857 | Take profit: 1974.3759214285715
+2025-03-10 17:50:33,728 - INFO - CLOSED short at 2008.1 | PnL: -0.18% | $-0.56
+2025-03-10 17:50:33,728 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0349142857142 | Take profit: 2038.2583785714282
+2025-03-10 17:50:33,775 - INFO - CLOSED long at 2014.13 | PnL: 0.30% | $0.40
+2025-03-10 17:50:33,775 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2252357142859 | Take profit: 1983.8811714285716
+2025-03-10 17:50:33,815 - INFO - CLOSED short at 2022.2 | PnL: -0.40% | $-0.99
+2025-03-10 17:50:33,815 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0644142857143 | Take profit: 2052.5698785714285
+2025-03-10 17:50:33,833 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.31
+2025-03-10 17:50:33,833 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1396357142858 | Take profit: 1990.6579714285715
+2025-03-10 17:50:33,871 - INFO - CLOSED short at 2023.01 | PnL: -0.10% | $-0.39
+2025-03-10 17:50:33,872 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8703642857142 | Take profit: 2053.392028571429
+2025-03-10 17:50:33,903 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.63
+2025-03-10 17:50:33,908 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7423857142855 | Take profit: 2001.0497214285713
+2025-03-10 17:50:33,985 - INFO - CLOSED short at 2019.65 | PnL: 0.59% | $0.95
+2025-03-10 17:50:33,985 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5271642857144 | Take profit: 2049.9816285714287
+2025-03-10 17:50:34,007 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:50:34,007 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6370857142858 | Take profit: 1992.1256214285713
+2025-03-10 17:50:34,065 - INFO - CLOSED short at 2025.88 | PnL: -0.17% | $-0.53
+2025-03-10 17:50:34,065 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7260142857144 | Take profit: 2056.3050785714286
+2025-03-10 17:50:34,087 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:50:34,087 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1646357142859 | Take profit: 1995.5829714285715
+2025-03-10 17:50:34,234 - INFO - CLOSED short at 2021.35 | PnL: 0.23% | $0.26
+2025-03-10 17:50:34,234 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.218664285714 | Take profit: 2051.7071285714287
+2025-03-10 17:50:34,273 - INFO - CLOSED long at 2023.89 | PnL: 0.13% | $0.05
+2025-03-10 17:50:34,273 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0340357142857 | Take profit: 1993.4947714285715
+2025-03-10 17:50:34,363 - INFO - CLOSED short at 2023.86 | PnL: 0.00% | $-0.19
+2025-03-10 17:50:34,363 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7161142857142 | Take profit: 2054.2547785714282
+2025-03-10 17:50:34,383 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:50:34,383 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1695857142856 | Take profit: 1998.5281214285712
+2025-03-10 17:50:34,472 - INFO - CLOSED short at 2041.55 | PnL: -0.62% | $-1.42
+2025-03-10 17:50:34,472 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3176642857143 | Take profit: 2072.2101285714284
+2025-03-10 17:50:34,492 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:50:34,493 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1542357142857 | Take profit: 2009.2941714285716
+2025-03-10 17:50:34,575 - INFO - CLOSED short at 2027.76 | PnL: 0.60% | $0.97
+2025-03-10 17:50:34,575 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5966142857142 | Take profit: 2058.2132785714284
+2025-03-10 17:50:34,593 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.31
+2025-03-10 17:50:34,593 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6972857142857 | Take profit: 1996.1050214285713
+2025-03-10 17:50:34,644 - INFO - CLOSED short at 2032.69 | PnL: -0.30% | $-0.79
+2025-03-10 17:50:34,644 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5019642857142 | Take profit: 2063.217228571428
+2025-03-10 17:50:34,662 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:50:34,663 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.596535714286 | Take profit: 2005.8072714285713
+2025-03-10 17:50:34,695 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.37, Avg Loss=$-0.53
+2025-03-10 17:50:34,696 - INFO - Episode 5: Reward=-2.72, Balance=$98.37, Win Rate=52.0%, Trades=25, Episode PnL=$-2.02, Total PnL=$-149.38, Max Drawdown=0.0%, Pred Accuracy=98.5%
+2025-03-10 17:50:34,696 - INFO - Refreshing data for episode 6
+2025-03-10 17:50:34,697 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:35,000 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:35,007 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:35,025 - INFO - OPENED SHORT at 2010.08 | Stop loss: 2020.1550678571427 | Take profit: 1979.8917982142855
+2025-03-10 17:50:35,046 - INFO - CLOSED short at 2014.04 | PnL: -0.20% | $-0.59
+2025-03-10 17:50:35,046 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9451321428571 | Take profit: 2044.2876017857143
+2025-03-10 17:50:35,063 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:50:35,064 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6777178571429 | Take profit: 1978.4438482142857
+2025-03-10 17:50:35,173 - INFO - CLOSED short at 2001.83 | PnL: 0.34% | $0.46
+2025-03-10 17:50:35,190 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1351678571427 | Take profit: 1972.0314982142856
+2025-03-10 17:50:35,209 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:50:35,209 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1992321428572 | Take profit: 2029.2453017857142
+2025-03-10 17:50:35,256 - INFO - CLOSED long at 2002.29 | PnL: 0.15% | $0.11
+2025-03-10 17:50:35,257 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.326117857143 | Take profit: 1972.2186482142858
+2025-03-10 17:50:35,271 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.86
+2025-03-10 17:50:35,271 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.970132142857 | Take profit: 2039.2126017857145
+2025-03-10 17:50:35,289 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:35,289 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1651678571427 | Take profit: 1977.9414982142857
+2025-03-10 17:50:35,349 - INFO - STOP LOSS hit for short at 2018.1651678571427 | PnL: -0.50% | $-1.17
+2025-03-10 17:50:35,374 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3356678571429 | Take profit: 1991.8299982142858
+2025-03-10 17:50:35,408 - INFO - CLOSED short at 2017.79 | PnL: 0.22% | $0.23
+2025-03-10 17:50:35,409 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6763821428572 | Take profit: 2048.0938517857144
+2025-03-10 17:50:35,440 - INFO - CLOSED long at 2022.99 | PnL: 0.26% | $0.30
+2025-03-10 17:50:35,440 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1296178571429 | Take profit: 1992.6081482142858
+2025-03-10 17:50:35,481 - INFO - CLOSED short at 2030.54 | PnL: -0.37% | $-0.91
+2025-03-10 17:50:35,481 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.362632142857 | Take profit: 2061.0351017857142
+2025-03-10 17:50:35,505 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.72
+2025-03-10 17:50:35,505 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.059217857143 | Take profit: 1994.4993482142856
+2025-03-10 17:50:35,540 - INFO - CLOSED short at 2022.5 | PnL: 0.12% | $0.04
+2025-03-10 17:50:35,540 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3628321428573 | Take profit: 2052.874501785714
+2025-03-10 17:50:35,591 - INFO - CLOSED long at 2025.88 | PnL: 0.17% | $0.13
+2025-03-10 17:50:35,609 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.164717857143 | Take profit: 1995.5828482142858
+2025-03-10 17:50:35,625 - INFO - CLOSED short at 2022.14 | PnL: 0.19% | $0.17
+2025-03-10 17:50:35,642 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1146678571426 | Take profit: 1987.6929982142858
+2025-03-10 17:50:35,756 - INFO - CLOSED short at 2024.52 | PnL: -0.32% | $-0.80
+2025-03-10 17:50:35,756 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.372732142857 | Take profit: 2054.924801785714
+2025-03-10 17:50:35,781 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.25
+2025-03-10 17:50:35,821 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.762817857143 | Take profit: 1991.2685482142858
+2025-03-10 17:50:35,893 - INFO - CLOSED short at 2029.0 | PnL: -0.36% | $-0.87
+2025-03-10 17:50:35,912 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9744321428573 | Take profit: 2066.7597017857142
+2025-03-10 17:50:35,930 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:50:35,931 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5714678571428 | Take profit: 2006.7625982142856
+2025-03-10 17:50:35,968 - INFO - CLOSED short at 2036.06 | PnL: 0.06% | $-0.07
+2025-03-10 17:50:35,969 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.855032142857 | Take profit: 2066.6379017857143
+2025-03-10 17:50:35,988 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.32
+2025-03-10 17:50:36,004 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1543178571433 | Take profit: 2009.2940482142858
+2025-03-10 17:50:36,037 - INFO - CLOSED short at 2032.9 | PnL: 0.34% | $0.46
+2025-03-10 17:50:36,054 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6362321428571 | Take profit: 2062.334301785714
+2025-03-10 17:50:36,070 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.42
+2025-03-10 17:50:36,086 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.923467857143 | Take profit: 1997.3065982142857
+2025-03-10 17:50:36,102 - INFO - CLOSED short at 2026.54 | PnL: 0.06% | $-0.07
+2025-03-10 17:50:36,151 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.501882142857 | Take profit: 2063.217351785714
+2025-03-10 17:50:36,173 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.15
+2025-03-10 17:50:36,203 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.22, Avg Loss=$-0.56
+2025-03-10 17:50:36,203 - INFO - Episode 6: Reward=-6.43, Balance=$94.62, Win Rate=44.0%, Trades=25, Episode PnL=$-3.97, Total PnL=$-154.76, Max Drawdown=5.7%, Pred Accuracy=98.5%
+2025-03-10 17:50:36,203 - INFO - Refreshing data for episode 7
+2025-03-10 17:50:36,203 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:36,520 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:36,525 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:36,556 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.134885714286 | Take profit: 1983.7923714285714
+2025-03-10 17:50:36,575 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.34
+2025-03-10 17:50:36,575 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5422642857143 | Take profit: 2038.7761785714283
+2025-03-10 17:50:36,592 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:50:36,592 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.753235714286 | Take profit: 1973.6173214285714
+2025-03-10 17:50:36,610 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.34
+2025-03-10 17:50:36,627 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.034814285714 | Take profit: 2038.2585285714285
+2025-03-10 17:50:36,643 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:50:36,645 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4413857142858 | Take profit: 1985.0728714285715
+2025-03-10 17:50:36,662 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:50:36,680 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0948357142856 | Take profit: 1977.8725214285714
+2025-03-10 17:50:36,718 - INFO - CLOSED short at 2002.1 | PnL: 0.30% | $0.39
+2025-03-10 17:50:36,735 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.240785714286 | Take profit: 1969.1946714285714
+2025-03-10 17:50:36,751 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.72
+2025-03-10 17:50:36,768 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6376857142855 | Take profit: 1972.5239714285713
+2025-03-10 17:50:36,803 - INFO - CLOSED short at 2009.04 | PnL: -0.32% | $-0.83
+2025-03-10 17:50:36,821 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.034814285714 | Take profit: 2038.2585285714285
+2025-03-10 17:50:36,843 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:50:36,843 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3108857142859 | Take profit: 1979.0643714285713
+2025-03-10 17:50:36,896 - INFO - CLOSED short at 2023.76 | PnL: -0.72% | $-1.61
+2025-03-10 17:50:36,909 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3356857142855 | Take profit: 1991.8299714285715
+2025-03-10 17:50:36,953 - INFO - CLOSED short at 2017.79 | PnL: 0.22% | $0.23
+2025-03-10 17:50:37,009 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7424857142857 | Take profit: 2001.0495714285712
+2025-03-10 17:50:37,046 - INFO - CLOSED short at 2030.54 | PnL: 0.05% | $-0.10
+2025-03-10 17:50:37,062 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0592357142857 | Take profit: 1994.4993214285716
+2025-03-10 17:50:37,099 - INFO - CLOSED short at 2022.5 | PnL: 0.12% | $0.04
+2025-03-10 17:50:37,116 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3908357142857 | Take profit: 1996.7845214285715
+2025-03-10 17:50:37,153 - INFO - CLOSED short at 2025.88 | PnL: 0.07% | $-0.06
+2025-03-10 17:50:37,185 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2753857142861 | Take profit: 1991.7708714285716
+2025-03-10 17:50:37,199 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.20
+2025-03-10 17:50:37,219 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3281642857144 | Take profit: 2045.6984785714287
+2025-03-10 17:50:37,267 - INFO - CLOSED long at 2015.25 | PnL: -0.01% | $-0.21
+2025-03-10 17:50:37,267 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.350935714286 | Take profit: 1984.9842214285716
+2025-03-10 17:50:37,282 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.36
+2025-03-10 17:50:37,317 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6672857142858 | Take profit: 1994.1151714285713
+2025-03-10 17:50:37,332 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.13
+2025-03-10 17:50:37,366 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.762835714286 | Take profit: 1991.2685214285716
+2025-03-10 17:50:37,383 - INFO - CLOSED short at 2018.09 | PnL: 0.18% | $0.14
+2025-03-10 17:50:37,436 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1696857142856 | Take profit: 1998.5279714285714
+2025-03-10 17:50:37,454 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.87
+2025-03-10 17:50:37,483 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4420642857144 | Take profit: 2067.2367785714287
+2025-03-10 17:50:37,519 - INFO - CLOSED long at 2041.55 | PnL: 0.24% | $0.27
+2025-03-10 17:50:37,552 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7505642857143 | Take profit: 2065.5112785714286
+2025-03-10 17:50:37,590 - INFO - CLOSED long at 2031.82 | PnL: -0.15% | $-0.48
+2025-03-10 17:50:37,658 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5318142857143 | Take profit: 2059.1675285714286
+2025-03-10 17:50:37,676 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.13
+2025-03-10 17:50:37,695 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5018642857144 | Take profit: 2063.2173785714285
+2025-03-10 17:50:37,728 - INFO - CLOSED long at 2033.38 | PnL: 0.03% | $-0.13
+2025-03-10 17:50:37,746 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-0.45
+2025-03-10 17:50:37,746 - INFO - Episode 7: Reward=-9.41, Balance=$95.66, Win Rate=37.5%, Trades=24, Episode PnL=$-3.87, Total PnL=$-159.10, Max Drawdown=4.8%, Pred Accuracy=98.6%
+2025-03-10 17:50:37,746 - INFO - Refreshing data for episode 8
+2025-03-10 17:50:37,746 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:38,066 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:38,072 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:38,106 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.134885714286 | Take profit: 1983.7923714285714
+2025-03-10 17:50:38,123 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.34
+2025-03-10 17:50:38,138 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.753235714286 | Take profit: 1973.6173214285714
+2025-03-10 17:50:38,155 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.34
+2025-03-10 17:50:38,201 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2386142857142 | Take profit: 2045.6071285714283
+2025-03-10 17:50:38,220 - INFO - CLOSED long at 2010.34 | PnL: -0.25% | $-0.69
+2025-03-10 17:50:38,220 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4163857142858 | Take profit: 1980.1478714285713
+2025-03-10 17:50:38,238 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:50:38,277 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0648142857142 | Take profit: 2032.1685285714286
+2025-03-10 17:50:38,297 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:50:38,332 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5623142857141 | Take profit: 2032.6760285714286
+2025-03-10 17:50:38,348 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.23
+2025-03-10 17:50:38,400 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1691142857144 | Take profit: 2039.4156285714287
+2025-03-10 17:50:38,421 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.64
+2025-03-10 17:50:38,438 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0346642857144 | Take profit: 2044.3789785714287
+2025-03-10 17:50:38,454 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.74
+2025-03-10 17:50:38,508 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6763642857143 | Take profit: 2048.0938785714284
+2025-03-10 17:50:38,531 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.31
+2025-03-10 17:50:38,566 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3775142857141 | Take profit: 2062.0704285714287
+2025-03-10 17:50:38,587 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.53
+2025-03-10 17:50:38,606 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3626142857142 | Take profit: 2061.0351285714287
+2025-03-10 17:50:38,625 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.74
+2025-03-10 17:50:38,723 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7259142857145 | Take profit: 2056.305228571429
+2025-03-10 17:50:38,746 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:50:38,809 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7830857142856 | Take profit: 1985.4077714285716
+2025-03-10 17:50:38,826 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.05
+2025-03-10 17:50:38,842 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.350935714286 | Take profit: 1984.9842214285716
+2025-03-10 17:50:38,865 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:50:38,885 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2185642857141 | Take profit: 2051.707278571428
+2025-03-10 17:50:38,904 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:50:38,923 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7458642857143 | Take profit: 2054.2853785714287
+2025-03-10 17:50:38,933 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.76
+2025-03-10 17:50:38,933 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1749857142859 | Take profit: 1987.7520714285715
+2025-03-10 17:50:38,961 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.54
+2025-03-10 17:50:39,036 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8303142857144 | Take profit: 2059.4720285714284
+2025-03-10 17:50:39,052 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.49
+2025-03-10 17:50:39,068 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.148514285714 | Take profit: 2067.9574285714284
+2025-03-10 17:50:39,104 - INFO - CLOSED long at 2036.06 | PnL: -0.06% | $-0.32
+2025-03-10 17:50:39,122 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3175642857143 | Take profit: 2072.2102785714287
+2025-03-10 17:50:39,159 - INFO - CLOSED long at 2034.95 | PnL: -0.32% | $-0.82
+2025-03-10 17:50:39,253 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3826142857142 | Take profit: 2056.9751285714287
+2025-03-10 17:50:39,287 - INFO - CLOSED long at 2029.3 | PnL: 0.14% | $0.07
+2025-03-10 17:50:39,309 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5018642857144 | Take profit: 2063.2173785714285
+2025-03-10 17:50:39,328 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:50:39,360 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.32, Avg Loss=$-0.46
+2025-03-10 17:50:39,362 - INFO - Episode 8: Reward=-7.30, Balance=$96.86, Win Rate=40.9%, Trades=22, Episode PnL=$-1.70, Total PnL=$-162.24, Max Drawdown=3.7%, Pred Accuracy=98.6%
+2025-03-10 17:50:39,362 - INFO - Refreshing data for episode 9
+2025-03-10 17:50:39,362 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:39,687 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:39,687 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:39,751 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5422642857143 | Take profit: 2038.7761785714283
+2025-03-10 17:50:39,767 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:50:39,849 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.263614285714 | Take profit: 2040.5321285714288
+2025-03-10 17:50:39,870 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:50:39,927 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1992142857143 | Take profit: 2029.2453285714284
+2025-03-10 17:50:39,945 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:50:39,945 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.527085714286 | Take profit: 1974.3757714285716
+2025-03-10 17:50:39,960 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:50:39,996 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9701142857143 | Take profit: 2039.2126285714285
+2025-03-10 17:50:40,013 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:40,083 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6165142857142 | Take profit: 2054.1534285714283
+2025-03-10 17:50:40,099 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.35
+2025-03-10 17:50:40,119 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8802642857145 | Take profit: 2051.3621785714286
+2025-03-10 17:50:40,172 - INFO - CLOSED long at 2022.99 | PnL: 0.10% | $-0.00
+2025-03-10 17:50:40,206 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0442642857142 | Take profit: 2058.6701785714286
+2025-03-10 17:50:40,224 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:50:40,288 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0691642857144 | Take profit: 2057.675478571429
+2025-03-10 17:50:40,321 - INFO - CLOSED long at 2025.88 | PnL: -0.07% | $-0.32
+2025-03-10 17:50:40,446 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1490642857143 | Take profit: 2045.5157785714287
+2025-03-10 17:50:40,462 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:50:40,534 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9450142857143 | Take profit: 2048.3679285714284
+2025-03-10 17:50:40,553 - INFO - CLOSED long at 2021.63 | PnL: 0.18% | $0.15
+2025-03-10 17:50:40,607 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0039857142856 | Take profit: 1993.4650714285715
+2025-03-10 17:50:40,632 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.69
+2025-03-10 17:50:40,685 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4420642857144 | Take profit: 2067.2367785714287
+2025-03-10 17:50:40,718 - INFO - CLOSED long at 2041.55 | PnL: 0.24% | $0.27
+2025-03-10 17:50:40,808 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1387642857142 | Take profit: 2059.7866785714286
+2025-03-10 17:50:40,830 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:50:40,882 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1288142857143 | Take profit: 2059.7765285714286
+2025-03-10 17:50:40,919 - INFO - CLOSED long at 2036.39 | PnL: 0.35% | $0.48
+2025-03-10 17:50:40,949 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.25, Avg Loss=$-0.31
+2025-03-10 17:50:40,951 - INFO - Episode 9: Reward=-4.10, Balance=$98.12, Win Rate=33.3%, Trades=15, Episode PnL=$-2.20, Total PnL=$-164.12, Max Drawdown=2.4%, Pred Accuracy=98.7%
+2025-03-10 17:50:40,951 - INFO - Refreshing data for episode 10
+2025-03-10 17:50:40,951 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:41,262 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:41,267 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:41,689 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.263614285714 | Take profit: 2040.5321285714288
+2025-03-10 17:50:41,709 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:50:41,746 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0648142857142 | Take profit: 2032.1685285714286
+2025-03-10 17:50:41,762 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:50:41,840 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9701142857143 | Take profit: 2039.2126285714285
+2025-03-10 17:50:41,865 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:41,952 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6165142857142 | Take profit: 2054.1534285714283
+2025-03-10 17:50:41,976 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.35
+2025-03-10 17:50:41,995 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8802642857145 | Take profit: 2051.3621785714286
+2025-03-10 17:50:42,014 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.50
+2025-03-10 17:50:42,033 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8702642857143 | Take profit: 2053.3921785714288
+2025-03-10 17:50:42,051 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:50:42,084 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0442642857142 | Take profit: 2058.6701785714286
+2025-03-10 17:50:42,101 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:50:42,168 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0691642857144 | Take profit: 2057.675478571429
+2025-03-10 17:50:42,237 - INFO - CLOSED long at 2022.14 | PnL: -0.25% | $-0.68
+2025-03-10 17:50:42,253 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8853142857142 | Take profit: 2048.3070285714284
+2025-03-10 17:50:42,273 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.44
+2025-03-10 17:50:42,318 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1242142857143 | Take profit: 2044.4703285714288
+2025-03-10 17:50:42,385 - INFO - CLOSED long at 2024.52 | PnL: 0.51% | $0.79
+2025-03-10 17:50:42,405 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7458642857143 | Take profit: 2054.2853785714287
+2025-03-10 17:50:42,427 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.75
+2025-03-10 17:50:42,567 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4420642857144 | Take profit: 2067.2367785714287
+2025-03-10 17:50:42,583 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:50:42,618 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7056642857144 | Take profit: 2070.565978571429
+2025-03-10 17:50:42,647 - INFO - CLOSED long at 2032.9 | PnL: -0.34% | $-0.85
+2025-03-10 17:50:42,713 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3826142857142 | Take profit: 2056.9751285714287
+2025-03-10 17:50:42,731 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:50:42,787 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1833642857143 | Take profit: 2066.9728785714283
+2025-03-10 17:50:42,802 - INFO - CLOSED long at 2033.38 | PnL: -0.15% | $-0.47
+2025-03-10 17:50:42,818 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.28, Avg Loss=$-0.47
+2025-03-10 17:50:42,818 - INFO - Episode 10: Reward=-13.58, Balance=$95.17, Win Rate=20.0%, Trades=15, Episode PnL=$-4.83, Total PnL=$-168.96, Max Drawdown=4.8%, Pred Accuracy=98.8%
+2025-03-10 17:50:42,937 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:50:42,937 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:50:43,300 - INFO - Visualization saved for episode 10
+2025-03-10 17:50:43,977 - INFO - Visualization saved for episode 10
+2025-03-10 17:50:43,985 - INFO - Refreshing data for episode 11
+2025-03-10 17:50:43,985 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:44,286 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:44,290 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:44,353 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6777357142857 | Take profit: 1978.4438214285713
+2025-03-10 17:50:44,372 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:50:44,372 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6667642857142 | Take profit: 2033.8026785714285
+2025-03-10 17:50:44,391 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:50:44,625 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1691142857144 | Take profit: 2039.4156285714287
+2025-03-10 17:50:44,646 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.65
+2025-03-10 17:50:44,666 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0346642857144 | Take profit: 2044.3789785714287
+2025-03-10 17:50:44,683 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.75
+2025-03-10 17:50:44,826 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3626142857142 | Take profit: 2061.0351285714287
+2025-03-10 17:50:44,845 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.76
+2025-03-10 17:50:44,929 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7259142857145 | Take profit: 2056.305228571429
+2025-03-10 17:50:44,952 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.19
+2025-03-10 17:50:45,108 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3727142857142 | Take profit: 2054.9248285714284
+2025-03-10 17:50:45,123 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.26
+2025-03-10 17:50:45,181 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.205135714286 | Take profit: 1987.7816214285713
+2025-03-10 17:50:45,198 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.58
+2025-03-10 17:50:45,253 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3855857142858 | Take profit: 2005.6002714285717
+2025-03-10 17:50:45,271 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.31
+2025-03-10 17:50:45,537 - INFO - Trade Analysis: Win Rate=100.0% in uptrends, 0.0% in downtrends | Avg Win=$0.56, Avg Loss=$-0.36
+2025-03-10 17:50:45,537 - INFO - Episode 11: Reward=-3.44, Balance=$99.54, Win Rate=33.3%, Trades=9, Episode PnL=$-0.46, Total PnL=$-169.42, Max Drawdown=2.1%, Pred Accuracy=99.0%
+2025-03-10 17:50:45,538 - INFO - Refreshing data for episode 12
+2025-03-10 17:50:45,538 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:45,832 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:45,838 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:45,857 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0049142857142 | Take profit: 2040.2682285714286
+2025-03-10 17:50:45,890 - INFO - CLOSED long at 2008.61 | PnL: -0.07% | $-0.34
+2025-03-10 17:50:46,013 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7961642857142 | Take profit: 2031.8944785714286
+2025-03-10 17:50:46,044 - INFO - CLOSED long at 1999.22 | PnL: -0.13% | $-0.45
+2025-03-10 17:50:46,305 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3775142857141 | Take profit: 2062.0704285714287
+2025-03-10 17:50:46,340 - INFO - CLOSED long at 2030.54 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:46,617 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9450142857143 | Take profit: 2048.3679285714284
+2025-03-10 17:50:46,632 - INFO - CLOSED long at 2021.63 | PnL: 0.18% | $0.15
+2025-03-10 17:50:46,666 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.114585714286 | Take profit: 1991.6132714285716
+2025-03-10 17:50:46,683 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:50:46,985 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.15, Avg Loss=$-0.37
+2025-03-10 17:50:46,986 - INFO - Episode 12: Reward=-3.18, Balance=$98.68, Win Rate=20.0%, Trades=5, Episode PnL=$-1.32, Total PnL=$-170.73, Max Drawdown=1.3%, Pred Accuracy=99.3%
+2025-03-10 17:50:46,986 - INFO - Refreshing data for episode 13
+2025-03-10 17:50:46,986 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:47,332 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:47,339 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:47,450 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2386142857142 | Take profit: 2045.6071285714283
+2025-03-10 17:50:47,464 - INFO - CLOSED long at 2010.34 | PnL: -0.25% | $-0.69
+2025-03-10 17:50:47,484 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.965164285714 | Take profit: 2038.1874785714288
+2025-03-10 17:50:47,500 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.80
+2025-03-10 17:50:47,661 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7659142857144 | Take profit: 2048.1852285714285
+2025-03-10 17:50:47,677 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:50:47,678 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.225335714286 | Take profit: 1983.8810214285716
+2025-03-10 17:50:47,697 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.12
+2025-03-10 17:50:47,897 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0691642857144 | Take profit: 2057.675478571429
+2025-03-10 17:50:47,913 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:50:47,972 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0046142857143 | Take profit: 2052.5091285714284
+2025-03-10 17:50:47,991 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.58
+2025-03-10 17:50:48,092 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2185642857141 | Take profit: 2051.707278571428
+2025-03-10 17:50:48,108 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:50:48,146 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9450142857143 | Take profit: 2048.3679285714284
+2025-03-10 17:50:48,184 - INFO - CLOSED long at 2018.09 | PnL: 0.00% | $-0.19
+2025-03-10 17:50:48,217 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7160142857142 | Take profit: 2054.2549285714285
+2025-03-10 17:50:48,236 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.29
+2025-03-10 17:50:48,378 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6362142857142 | Take profit: 2062.3343285714286
+2025-03-10 17:50:48,395 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.43
+2025-03-10 17:50:48,488 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1833642857143 | Take profit: 2066.9728785714283
+2025-03-10 17:50:48,506 - INFO - CLOSED long at 2033.38 | PnL: -0.15% | $-0.47
+2025-03-10 17:50:48,520 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.20, Avg Loss=$-0.55
+2025-03-10 17:50:48,520 - INFO - Episode 13: Reward=4.14, Balance=$95.42, Win Rate=18.2%, Trades=11, Episode PnL=$-4.03, Total PnL=$-175.32, Max Drawdown=4.6%, Pred Accuracy=99.7%
+2025-03-10 17:50:48,520 - INFO - Refreshing data for episode 14
+2025-03-10 17:50:48,520 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:48,826 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:48,831 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:48,915 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1095142857143 | Take profit: 2035.2744285714286
+2025-03-10 17:50:48,931 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:50:49,039 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1992142857143 | Take profit: 2029.2453285714284
+2025-03-10 17:50:49,071 - INFO - CLOSED long at 2002.6 | PnL: 0.17% | $0.14
+2025-03-10 17:50:49,107 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9701142857143 | Take profit: 2039.2126285714285
+2025-03-10 17:50:49,125 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:50:49,166 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7659142857144 | Take profit: 2048.1852285714285
+2025-03-10 17:50:49,184 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:50:49,306 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3775142857141 | Take profit: 2062.0704285714287
+2025-03-10 17:50:49,324 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.52
+2025-03-10 17:50:49,452 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7259142857145 | Take profit: 2056.305228571429
+2025-03-10 17:50:49,524 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.20
+2025-03-10 17:50:49,626 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3727142857142 | Take profit: 2054.9248285714284
+2025-03-10 17:50:49,660 - INFO - CLOSED long at 2018.06 | PnL: -0.32% | $-0.81
+2025-03-10 17:50:49,712 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8454142857142 | Take profit: 2052.3467285714287
+2025-03-10 17:50:49,761 - INFO - CLOSED long at 2036.18 | PnL: 0.70% | $1.15
+2025-03-10 17:50:49,797 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4420642857144 | Take profit: 2067.2367785714287
+2025-03-10 17:50:49,829 - INFO - CLOSED long at 2041.55 | PnL: 0.24% | $0.27
+2025-03-10 17:50:49,933 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5965142857142 | Take profit: 2058.2134285714287
+2025-03-10 17:50:49,952 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.31
+2025-03-10 17:50:50,011 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5018642857144 | Take profit: 2063.2173785714285
+2025-03-10 17:50:50,028 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:50:50,063 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.36, Avg Loss=$-0.62
+2025-03-10 17:50:50,063 - INFO - Episode 14: Reward=10.57, Balance=$98.11, Win Rate=45.5%, Trades=11, Episode PnL=$-1.89, Total PnL=$-177.20, Max Drawdown=3.4%, Pred Accuracy=99.6%
+2025-03-10 17:50:50,063 - INFO - Refreshing data for episode 15
+2025-03-10 17:50:50,063 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:50,363 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:50,369 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:51,019 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1095142857143 | Take profit: 2035.2744285714286
+2025-03-10 17:50:51,036 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:50:51,125 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0648142857142 | Take profit: 2032.1685285714286
+2025-03-10 17:50:51,143 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:50:51,337 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8802642857145 | Take profit: 2051.3621785714286
+2025-03-10 17:50:51,355 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.51
+2025-03-10 17:50:51,370 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.149735714286 | Take profit: 1992.6278214285715
+2025-03-10 17:50:51,403 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.02
+2025-03-10 17:50:51,454 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7607642857142 | Take profit: 2055.3206785714287
+2025-03-10 17:50:51,524 - INFO - CLOSED long at 2027.61 | PnL: 0.13% | $0.06
+2025-03-10 17:50:51,558 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8552642857144 | Take profit: 2056.4371785714284
+2025-03-10 17:50:51,574 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.56
+2025-03-10 17:50:51,625 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5769142857143 | Take profit: 2045.9522285714286
+2025-03-10 17:50:51,691 - INFO - CLOSED long at 2021.35 | PnL: 0.28% | $0.35
+2025-03-10 17:50:51,790 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8454142857142 | Take profit: 2052.3467285714287
+2025-03-10 17:50:51,812 - INFO - CLOSED long at 2023.86 | PnL: 0.09% | $-0.01
+2025-03-10 17:50:51,833 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8303142857144 | Take profit: 2059.4720285714284
+2025-03-10 17:50:51,855 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.49
+2025-03-10 17:50:51,890 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4420642857144 | Take profit: 2067.2367785714287
+2025-03-10 17:50:51,907 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:50:51,978 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7108142857144 | Take profit: 2063.4305285714286
+2025-03-10 17:50:51,997 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.30
+2025-03-10 17:50:52,061 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5318142857143 | Take profit: 2059.1675285714286
+2025-03-10 17:50:52,129 - INFO - CLOSED long at 2033.38 | PnL: 0.23% | $0.25
+2025-03-10 17:50:52,146 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.25, Avg Loss=$-0.45
+2025-03-10 17:50:52,146 - INFO - Episode 15: Reward=-3.97, Balance=$98.11, Win Rate=41.7%, Trades=12, Episode PnL=$-1.89, Total PnL=$-179.10, Max Drawdown=2.5%, Pred Accuracy=99.4%
+2025-03-10 17:50:52,147 - INFO - Refreshing data for episode 16
+2025-03-10 17:50:52,147 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:52,443 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:52,449 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:52,467 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0049142857142 | Take profit: 2040.2682285714286
+2025-03-10 17:50:52,485 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:50:52,502 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5422642857143 | Take profit: 2038.7761785714283
+2025-03-10 17:50:52,518 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:50:52,585 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.263614285714 | Take profit: 2040.5321285714288
+2025-03-10 17:50:52,646 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-1.00
+2025-03-10 17:50:52,664 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.1992142857143 | Take profit: 2029.2453285714284
+2025-03-10 17:50:52,682 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:50:52,781 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7659142857144 | Take profit: 2048.1852285714285
+2025-03-10 17:50:52,803 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:50:52,939 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0442642857142 | Take profit: 2058.6701785714286
+2025-03-10 17:50:52,993 - INFO - CLOSED long at 2019.65 | PnL: -0.42% | $-1.01
+2025-03-10 17:50:53,148 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5769142857143 | Take profit: 2045.9522285714286
+2025-03-10 17:50:53,203 - INFO - CLOSED long at 2017.02 | PnL: 0.07% | $-0.06
+2025-03-10 17:50:53,236 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3727142857142 | Take profit: 2054.9248285714284
+2025-03-10 17:50:53,254 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.25
+2025-03-10 17:50:53,287 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4971642857142 | Take profit: 2051.9914785714286
+2025-03-10 17:50:53,306 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.53
+2025-03-10 17:50:53,585 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1288142857143 | Take profit: 2059.7765285714286
+2025-03-10 17:50:53,621 - INFO - CLOSED long at 2036.39 | PnL: 0.35% | $0.48
+2025-03-10 17:50:53,656 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.33, Avg Loss=$-0.59
+2025-03-10 17:50:53,657 - INFO - Episode 16: Reward=-7.64, Balance=$96.89, Win Rate=30.0%, Trades=10, Episode PnL=$-3.11, Total PnL=$-182.21, Max Drawdown=3.8%, Pred Accuracy=99.4%
+2025-03-10 17:50:53,657 - INFO - Refreshing data for episode 17
+2025-03-10 17:50:53,657 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:53,966 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:53,971 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:54,163 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0648142857142 | Take profit: 2032.1685285714286
+2025-03-10 17:50:54,184 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:50:54,236 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2538642857141 | Take profit: 2032.3613785714288
+2025-03-10 17:50:54,272 - INFO - CLOSED long at 2008.1 | PnL: 0.29% | $0.37
+2025-03-10 17:50:54,320 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.225335714286 | Take profit: 1983.8810214285716
+2025-03-10 17:50:54,335 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.14
+2025-03-10 17:50:54,484 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7607642857142 | Take profit: 2055.3206785714287
+2025-03-10 17:50:54,503 - INFO - CLOSED long at 2019.65 | PnL: -0.26% | $-0.70
+2025-03-10 17:50:54,520 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3628142857144 | Take profit: 2052.8745285714285
+2025-03-10 17:50:54,534 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:50:54,566 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7259142857145 | Take profit: 2056.305228571429
+2025-03-10 17:50:54,583 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:50:54,785 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4971642857142 | Take profit: 2051.9914785714286
+2025-03-10 17:50:54,802 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.53
+2025-03-10 17:50:54,885 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.148514285714 | Take profit: 2067.9574285714284
+2025-03-10 17:50:54,920 - INFO - CLOSED long at 2036.06 | PnL: -0.06% | $-0.32
+2025-03-10 17:50:54,938 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3175642857143 | Take profit: 2072.2102785714287
+2025-03-10 17:50:54,992 - INFO - CLOSED long at 2032.9 | PnL: -0.42% | $-1.01
+2025-03-10 17:50:55,009 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6362142857142 | Take profit: 2062.3343285714286
+2025-03-10 17:50:55,044 - INFO - CLOSED long at 2027.76 | PnL: -0.20% | $-0.57
+2025-03-10 17:50:55,082 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5318142857143 | Take profit: 2059.1675285714286
+2025-03-10 17:50:55,115 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.18
+2025-03-10 17:50:55,132 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1833642857143 | Take profit: 2066.9728785714283
+2025-03-10 17:50:55,172 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-0.62
+2025-03-10 17:50:55,172 - INFO - Episode 17: Reward=-8.92, Balance=$95.88, Win Rate=27.3%, Trades=11, Episode PnL=$-4.12, Total PnL=$-186.33, Max Drawdown=4.3%, Pred Accuracy=99.4%
+2025-03-10 17:50:55,172 - INFO - Refreshing data for episode 18
+2025-03-10 17:50:55,172 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:55,493 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:55,499 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:55,548 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5422642857143 | Take profit: 2038.7761785714283
+2025-03-10 17:50:55,619 - INFO - CLOSED long at 2015.34 | PnL: 0.34% | $0.46
+2025-03-10 17:50:55,640 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.263614285714 | Take profit: 2040.5321285714288
+2025-03-10 17:50:55,659 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.43
+2025-03-10 17:50:55,691 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0648142857142 | Take profit: 2032.1685285714286
+2025-03-10 17:50:55,723 - INFO - CLOSED long at 2004.48 | PnL: 0.12% | $0.04
+2025-03-10 17:50:55,740 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5623142857141 | Take profit: 2032.6760285714286
+2025-03-10 17:50:55,774 - INFO - CLOSED long at 2009.04 | PnL: 0.32% | $0.44
+2025-03-10 17:50:55,855 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6165142857142 | Take profit: 2054.1534285714283
+2025-03-10 17:50:55,892 - INFO - CLOSED long at 2021.01 | PnL: -0.14% | $-0.47
+2025-03-10 17:50:55,924 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8702642857143 | Take profit: 2053.3921785714288
+2025-03-10 17:50:55,974 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.31
+2025-03-10 17:50:56,013 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7607642857142 | Take profit: 2055.3206785714287
+2025-03-10 17:50:56,045 - INFO - CLOSED long at 2022.5 | PnL: -0.12% | $-0.43
+2025-03-10 17:50:56,061 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0691642857144 | Take profit: 2057.675478571429
+2025-03-10 17:50:56,077 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:50:56,109 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8552642857144 | Take profit: 2056.4371785714284
+2025-03-10 17:50:56,168 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.23
+2025-03-10 17:50:56,189 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5769142857143 | Take profit: 2045.9522285714286
+2025-03-10 17:50:56,276 - INFO - CLOSED long at 2024.52 | PnL: 0.44% | $0.66
+2025-03-10 17:50:56,291 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7458642857143 | Take profit: 2054.2853785714287
+2025-03-10 17:50:56,325 - INFO - CLOSED long at 2021.63 | PnL: -0.11% | $-0.41
+2025-03-10 17:50:56,342 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9748642857141 | Take profit: 2048.3983785714286
+2025-03-10 17:50:56,391 - INFO - CLOSED long at 2029.0 | PnL: 0.54% | $0.86
+2025-03-10 17:50:56,407 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9744142857144 | Take profit: 2066.7597285714287
+2025-03-10 17:50:56,473 - INFO - CLOSED long at 2041.55 | PnL: 0.26% | $0.32
+2025-03-10 17:50:56,473 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.782435714286 | Take profit: 2010.8897214285712
+2025-03-10 17:50:56,491 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:50:56,491 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7056642857144 | Take profit: 2070.565978571429
+2025-03-10 17:50:56,530 - INFO - CLOSED long at 2032.9 | PnL: -0.34% | $-0.88
+2025-03-10 17:50:56,551 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6362142857142 | Take profit: 2062.3343285714286
+2025-03-10 17:50:56,572 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.44
+2025-03-10 17:50:56,659 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5018642857144 | Take profit: 2063.2173785714285
+2025-03-10 17:50:56,709 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.50
+2025-03-10 17:50:56,709 - INFO - Episode 18: Reward=9.44, Balance=$98.60, Win Rate=43.8%, Trades=16, Episode PnL=$-1.72, Total PnL=$-187.72, Max Drawdown=2.0%, Pred Accuracy=99.5%
+2025-03-10 17:50:56,710 - INFO - Refreshing data for episode 19
+2025-03-10 17:50:56,710 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:57,010 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:57,015 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:57,032 - INFO - OPENED LONG at 2010.08 | Stop loss: 2000.0049035714285 | Take profit: 2040.2682446428569
+2025-03-10 17:50:57,050 - INFO - CLOSED long at 2014.04 | PnL: 0.20% | $0.19
+2025-03-10 17:50:57,073 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5422535714285 | Take profit: 2038.776194642857
+2025-03-10 17:50:57,130 - INFO - CLOSED long at 2008.1 | PnL: -0.03% | $-0.25
+2025-03-10 17:50:57,178 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9651535714286 | Take profit: 2038.187494642857
+2025-03-10 17:50:57,279 - INFO - CLOSED long at 2002.29 | PnL: -0.29% | $-0.76
+2025-03-10 17:50:57,331 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1691035714286 | Take profit: 2039.4156446428574
+2025-03-10 17:50:57,363 - INFO - CLOSED long at 2014.13 | PnL: 0.24% | $0.28
+2025-03-10 17:50:57,386 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6165035714287 | Take profit: 2054.1534446428573
+2025-03-10 17:50:57,419 - INFO - CLOSED long at 2021.01 | PnL: -0.14% | $-0.46
+2025-03-10 17:50:57,440 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6763535714285 | Take profit: 2048.0938946428573
+2025-03-10 17:50:57,505 - INFO - CLOSED long at 2028.21 | PnL: 0.52% | $0.81
+2025-03-10 17:50:57,523 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3626035714285 | Take profit: 2061.035144642857
+2025-03-10 17:50:57,543 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.74
+2025-03-10 17:50:57,561 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5270535714287 | Take profit: 2049.9817946428575
+2025-03-10 17:50:57,600 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.54
+2025-03-10 17:50:57,639 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7259035714287 | Take profit: 2056.3052446428574
+2025-03-10 17:50:57,717 - INFO - STOP LOSS hit for long at 2015.7259035714287 | PnL: -0.50% | $-1.18
+2025-03-10 17:50:57,733 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5769035714286 | Take profit: 2045.952244642857
+2025-03-10 17:50:57,802 - INFO - CLOSED long at 2021.35 | PnL: 0.28% | $0.35
+2025-03-10 17:50:57,839 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7458535714288 | Take profit: 2054.2853946428577
+2025-03-10 17:50:57,995 - INFO - CLOSED long at 2036.65 | PnL: 0.63% | $1.04
+2025-03-10 17:50:58,039 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3175535714286 | Take profit: 2072.2102946428568
+2025-03-10 17:50:58,058 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:50:58,075 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7505535714286 | Take profit: 2065.511294642857
+2025-03-10 17:50:58,208 - INFO - CLOSED long at 2032.69 | PnL: -0.11% | $-0.41
+2025-03-10 17:50:58,244 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1884035714288 | Take profit: 2063.9177446428575
+2025-03-10 17:50:58,263 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.54, Avg Loss=$-0.60
+2025-03-10 17:50:58,263 - INFO - Episode 19: Reward=13.23, Balance=$99.04, Win Rate=46.2%, Trades=13, Episode PnL=$-0.96, Total PnL=$-188.68, Max Drawdown=1.8%, Pred Accuracy=99.6%
+2025-03-10 17:50:58,263 - INFO - Refreshing data for episode 20
+2025-03-10 17:50:58,263 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:50:58,563 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:50:58,568 - INFO - Initialized environment with 100 candles
+2025-03-10 17:50:58,884 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5420571428572 | Take profit: 2038.7764892857142
+2025-03-10 17:50:59,038 - INFO - CLOSED long at 1999.22 | PnL: -0.47% | $-1.12
+2025-03-10 17:50:59,063 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.432707142857 | Take profit: 2034.5845392857145
+2025-03-10 17:50:59,174 - INFO - CLOSED long at 2017.88 | PnL: 0.67% | $1.11
+2025-03-10 17:50:59,249 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8800571428571 | Take profit: 2051.362489285714
+2025-03-10 17:50:59,269 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.51
+2025-03-10 17:50:59,285 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8700571428571 | Take profit: 2053.3924892857144
+2025-03-10 17:50:59,347 - INFO - CLOSED long at 2030.54 | PnL: 0.37% | $0.54
+2025-03-10 17:50:59,364 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7605571428571 | Take profit: 2055.3209892857144
+2025-03-10 17:50:59,431 - INFO - CLOSED long at 2027.61 | PnL: 0.13% | $0.07
+2025-03-10 17:50:59,488 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0044071428572 | Take profit: 2052.5094392857145
+2025-03-10 17:50:59,669 - INFO - CLOSED long at 2018.09 | PnL: -0.20% | $-0.59
+2025-03-10 17:50:59,690 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8452071428571 | Take profit: 2052.3470392857143
+2025-03-10 17:50:59,830 - INFO - CLOSED long at 2034.95 | PnL: 0.64% | $1.06
+2025-03-10 17:50:59,846 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0893928571427 | Take profit: 2002.3691607142857
+2025-03-10 17:50:59,864 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:50:59,897 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.596307142857 | Take profit: 2058.2137392857144
+2025-03-10 17:50:59,918 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.32
+2025-03-10 17:50:59,968 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.501657142857 | Take profit: 2063.217689285714
+2025-03-10 17:50:59,988 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:51:00,024 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.59, Avg Loss=$-0.53
+2025-03-10 17:51:00,025 - INFO - Episode 20: Reward=13.05, Balance=$100.30, Win Rate=50.0%, Trades=10, Episode PnL=$0.30, Total PnL=$-188.38, Max Drawdown=1.1%, Pred Accuracy=99.6%
+2025-03-10 17:51:00,142 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:51:00,143 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:51:00,143 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:00,514 - INFO - Visualization saved for episode 20
+2025-03-10 17:51:01,246 - INFO - Visualization saved for episode 20
+2025-03-10 17:51:01,252 - INFO - Refreshing data for episode 21
+2025-03-10 17:51:01,252 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:01,582 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:01,585 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:01,761 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.067325 | Take profit: 2032.1647624999996
+2025-03-10 17:51:01,777 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:51:01,777 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2382750000002 | Take profit: 1969.1984375
+2025-03-10 17:51:01,797 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.71
+2025-03-10 17:51:01,798 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.435425 | Take profit: 2034.5804624999998
+2025-03-10 17:51:01,816 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:51:01,816 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.635175 | Take profit: 1972.5277374999998
+2025-03-10 17:51:01,838 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.16
+2025-03-10 17:51:01,838 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.256375 | Take profit: 2032.3576125000002
+2025-03-10 17:51:02,093 - INFO - CLOSED long at 2031.56 | PnL: 1.46% | $2.65
+2025-03-10 17:51:02,136 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.365125 | Take profit: 2061.0313625
+2025-03-10 17:51:02,178 - INFO - STOP LOSS hit for long at 2020.365125 | PnL: -0.50% | $-1.20
+2025-03-10 17:51:02,208 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.365325 | Take profit: 2052.8707624999997
+2025-03-10 17:51:02,544 - INFO - CLOSED long at 2021.98 | PnL: -0.03% | $-0.25
+2025-03-10 17:51:02,561 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7185249999998 | Take profit: 2054.2511624999997
+2025-03-10 17:51:02,889 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.65, Avg Loss=$-0.53
+2025-03-10 17:51:02,889 - INFO - Episode 21: Reward=9.31, Balance=$99.46, Win Rate=14.3%, Trades=7, Episode PnL=$0.32, Total PnL=$-188.92, Max Drawdown=1.4%, Pred Accuracy=99.5%
+2025-03-10 17:51:02,889 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:02,889 - INFO - Refreshing data for episode 22
+2025-03-10 17:51:02,889 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:03,198 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:03,203 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:03,272 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1120250000001 | Take profit: 2035.2706625
+2025-03-10 17:51:03,308 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.81
+2025-03-10 17:51:03,368 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7986749999998 | Take profit: 2031.8907125
+2025-03-10 17:51:03,461 - INFO - CLOSED long at 2002.29 | PnL: 0.02% | $-0.15
+2025-03-10 17:51:03,492 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.037325 | Take profit: 2038.2547625
+2025-03-10 17:51:03,513 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.09
+2025-03-10 17:51:03,530 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.768425 | Take profit: 2048.1814625
+2025-03-10 17:51:03,759 - INFO - CLOSED long at 2022.5 | PnL: 0.23% | $0.26
+2025-03-10 17:51:03,793 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.449775 | Take profit: 2058.0574125
+2025-03-10 17:51:03,861 - INFO - CLOSED long at 2018.0 | PnL: -0.47% | $-1.14
+2025-03-10 17:51:03,882 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3306750000002 | Take profit: 2045.6947125
+2025-03-10 17:51:03,990 - INFO - CLOSED long at 2021.35 | PnL: 0.29% | $0.38
+2025-03-10 17:51:04,141 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7185249999998 | Take profit: 2054.2511624999997
+2025-03-10 17:51:04,158 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:51:04,271 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.320075 | Take profit: 2072.2065125
+2025-03-10 17:51:04,382 - INFO - STOP LOSS hit for long at 2031.320075 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:04,541 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.64
+2025-03-10 17:51:04,541 - INFO - Episode 22: Reward=15.03, Balance=$99.17, Win Rate=50.0%, Trades=8, Episode PnL=$-0.83, Total PnL=$-189.75, Max Drawdown=1.6%, Pred Accuracy=99.5%
+2025-03-10 17:51:04,541 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:04,541 - INFO - Refreshing data for episode 23
+2025-03-10 17:51:04,541 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:04,834 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:04,840 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:04,884 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5447749999998 | Take profit: 2038.7724124999997
+2025-03-10 17:51:05,826 - INFO - CLOSED long at 2036.06 | PnL: 1.37% | $2.51
+2025-03-10 17:51:05,828 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.262475 | Take profit: 2005.4858375
+2025-03-10 17:51:05,983 - INFO - CLOSED short at 2028.7 | PnL: 0.36% | $0.53
+2025-03-10 17:51:05,983 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.534325 | Take profit: 2059.1637625
+2025-03-10 17:51:06,005 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:51:06,054 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1858750000001 | Take profit: 2066.9691125
+2025-03-10 17:51:06,118 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.52, Avg Loss=$-0.14
+2025-03-10 17:51:06,118 - INFO - Episode 23: Reward=16.60, Balance=$102.89, Win Rate=66.7%, Trades=3, Episode PnL=$0.39, Total PnL=$-186.86, Max Drawdown=0.0%, Pred Accuracy=99.5%
+2025-03-10 17:51:06,118 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:06,119 - INFO - Refreshing data for episode 24
+2025-03-10 17:51:06,119 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:06,414 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:06,416 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:06,439 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9475928571428 | Take profit: 2044.2839107142856
+2025-03-10 17:51:06,462 - INFO - CLOSED long at 2008.61 | PnL: -0.27% | $-0.73
+2025-03-10 17:51:06,505 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1119928571432 | Take profit: 2035.2707107142858
+2025-03-10 17:51:06,565 - INFO - CLOSED long at 2010.34 | PnL: 0.26% | $0.31
+2025-03-10 17:51:06,585 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.967642857143 | Take profit: 2038.1837607142854
+2025-03-10 17:51:07,617 - INFO - TAKE PROFIT hit for long at 2038.1837607142854 | PnL: 1.50% | $2.76
+2025-03-10 17:51:07,702 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6386928571428 | Take profit: 2062.3306107142857
+2025-03-10 17:51:07,928 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.54, Avg Loss=$-0.73
+2025-03-10 17:51:07,928 - INFO - Episode 24: Reward=13.61, Balance=$102.34, Win Rate=66.7%, Trades=3, Episode PnL=$2.34, Total PnL=$-184.51, Max Drawdown=0.7%, Pred Accuracy=99.6%
+2025-03-10 17:51:07,933 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:07,933 - INFO - Refreshing data for episode 25
+2025-03-10 17:51:07,933 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:08,230 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:08,237 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:08,877 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9475535714287 | Take profit: 2044.2839696428573
+2025-03-10 17:51:08,927 - INFO - STOP LOSS hit for long at 2003.9475535714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:08,975 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0372535714284 | Take profit: 2038.254869642857
+2025-03-10 17:51:09,363 - INFO - CLOSED long at 2022.99 | PnL: 0.74% | $1.25
+2025-03-10 17:51:09,401 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0467035714287 | Take profit: 2058.6665196428576
+2025-03-10 17:51:09,620 - INFO - STOP LOSS hit for long at 2018.0467035714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:09,641 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3306035714286 | Take profit: 2045.6948196428573
+2025-03-10 17:51:10,214 - INFO - CLOSED long at 2032.69 | PnL: 0.86% | $1.48
+2025-03-10 17:51:10,235 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1858035714288 | Take profit: 2066.9692196428573
+2025-03-10 17:51:10,296 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.37, Avg Loss=$-1.19
+2025-03-10 17:51:10,297 - INFO - Episode 25: Reward=17.92, Balance=$100.35, Win Rate=50.0%, Trades=4, Episode PnL=$0.35, Total PnL=$-184.16, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:51:10,297 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:10,297 - INFO - Refreshing data for episode 26
+2025-03-10 17:51:10,297 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:10,610 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:10,616 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:10,671 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6690107142858 | Take profit: 2033.7993089285715
+2025-03-10 17:51:11,526 - INFO - CLOSED long at 2018.09 | PnL: 0.72% | $1.22
+2025-03-10 17:51:11,547 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.847660714286 | Take profit: 2052.3433589285714
+2025-03-10 17:51:11,761 - INFO - CLOSED long at 2031.82 | PnL: 0.49% | $0.77
+2025-03-10 17:51:11,761 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0015392857142 | Take profit: 2001.3090410714285
+2025-03-10 17:51:11,781 - INFO - CLOSED short at 2029.31 | PnL: 0.12% | $0.05
+2025-03-10 17:51:11,782 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1410107142856 | Take profit: 2059.7833089285714
+2025-03-10 17:51:11,821 - INFO - CLOSED long at 2026.54 | PnL: -0.14% | $-0.48
+2025-03-10 17:51:11,845 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5340607142857 | Take profit: 2059.1641589285714
+2025-03-10 17:51:11,944 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.68, Avg Loss=$-0.48
+2025-03-10 17:51:11,944 - INFO - Episode 26: Reward=16.81, Balance=$101.57, Win Rate=75.0%, Trades=4, Episode PnL=$0.79, Total PnL=$-182.59, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:51:11,944 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:11,946 - INFO - Refreshing data for episode 27
+2025-03-10 17:51:11,946 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:12,372 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:12,377 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:12,397 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9473607142857 | Take profit: 2044.2842589285713
+2025-03-10 17:51:12,430 - INFO - STOP LOSS hit for long at 2003.9473607142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:12,466 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0370607142856 | Take profit: 2038.255158928571
+2025-03-10 17:51:12,535 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:51:12,536 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.861589285714 | Take profit: 1971.7688910714285
+2025-03-10 17:51:12,553 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.22
+2025-03-10 17:51:12,569 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2014607142858 | Take profit: 2029.2419589285714
+2025-03-10 17:51:12,813 - INFO - TAKE PROFIT hit for long at 2029.2419589285714 | PnL: 1.50% | $2.71
+2025-03-10 17:51:12,828 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3734892857142 | Take profit: 1997.7531910714285
+2025-03-10 17:51:12,848 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.43
+2025-03-10 17:51:12,848 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3648607142857 | Take profit: 2061.0317589285714
+2025-03-10 17:51:12,891 - INFO - STOP LOSS hit for long at 2020.3648607142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:12,916 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3650607142858 | Take profit: 2052.8711589285713
+2025-03-10 17:51:13,196 - INFO - CLOSED long at 2018.06 | PnL: -0.22% | $-0.62
+2025-03-10 17:51:13,215 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.499410714286 | Take profit: 2051.9881089285714
+2025-03-10 17:51:13,606 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.71, Avg Loss=$-0.74
+2025-03-10 17:51:13,606 - INFO - Episode 27: Reward=8.20, Balance=$98.25, Win Rate=14.3%, Trades=7, Episode PnL=$-0.94, Total PnL=$-184.34, Max Drawdown=2.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:13,606 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:13,610 - INFO - Refreshing data for episode 28
+2025-03-10 17:51:13,610 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:13,914 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:13,919 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:13,936 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9473357142858 | Take profit: 2044.2842964285712
+2025-03-10 17:51:13,975 - INFO - STOP LOSS hit for long at 2003.9473357142858 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:14,000 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1117357142857 | Take profit: 2035.2710964285718
+2025-03-10 17:51:14,459 - INFO - CLOSED long at 2027.61 | PnL: 1.12% | $1.99
+2025-03-10 17:51:14,481 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7281357142858 | Take profit: 2056.3018964285716
+2025-03-10 17:51:14,542 - INFO - STOP LOSS hit for long at 2015.7281357142858 | PnL: -0.50% | $-1.20
+2025-03-10 17:51:14,563 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5791357142857 | Take profit: 2045.9488964285713
+2025-03-10 17:51:15,070 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.99, Avg Loss=$-1.19
+2025-03-10 17:51:15,070 - INFO - Episode 28: Reward=16.39, Balance=$99.61, Win Rate=33.3%, Trades=3, Episode PnL=$-0.39, Total PnL=$-184.73, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:15,071 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:15,071 - INFO - Refreshing data for episode 29
+2025-03-10 17:51:15,071 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:15,382 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:15,388 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:15,404 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9473142857144 | Take profit: 2044.2843285714287
+2025-03-10 17:51:15,440 - INFO - STOP LOSS hit for long at 2003.9473142857144 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:15,462 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1117142857145 | Take profit: 2035.2711285714286
+2025-03-10 17:51:15,491 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.80
+2025-03-10 17:51:15,508 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2658142857142 | Take profit: 2040.5288285714287
+2025-03-10 17:51:15,574 - INFO - STOP LOSS hit for long at 2000.2658142857142 | PnL: -0.50% | $-1.18
+2025-03-10 17:51:15,594 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4351142857142 | Take profit: 2034.5809285714288
+2025-03-10 17:51:16,221 - INFO - TAKE PROFIT hit for long at 2034.5809285714288 | PnL: 1.50% | $2.73
+2025-03-10 17:51:16,239 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1507142857142 | Take profit: 2067.9541285714286
+2025-03-10 17:51:16,404 - INFO - STOP LOSS hit for long at 2027.1507142857142 | PnL: -0.50% | $-1.20
+2025-03-10 17:51:16,427 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5340142857142 | Take profit: 2059.164228571429
+2025-03-10 17:51:16,527 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.76, Avg Loss=$-1.19
+2025-03-10 17:51:16,527 - INFO - Episode 29: Reward=16.08, Balance=$99.95, Win Rate=40.0%, Trades=5, Episode PnL=$-0.05, Total PnL=$-184.79, Max Drawdown=1.6%, Pred Accuracy=99.6%
+2025-03-10 17:51:16,527 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:16,527 - INFO - Refreshing data for episode 30
+2025-03-10 17:51:16,527 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:16,882 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:16,892 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:17,167 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9473142857144 | Take profit: 2044.2843285714287
+2025-03-10 17:51:17,206 - INFO - STOP LOSS hit for long at 2003.9473142857144 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:17,225 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1117142857145 | Take profit: 2035.2711285714286
+2025-03-10 17:51:17,412 - INFO - CLOSED long at 2009.04 | PnL: 0.19% | $0.18
+2025-03-10 17:51:17,412 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1076857142857 | Take profit: 1978.8706714285715
+2025-03-10 17:51:17,429 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:51:17,429 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0370142857141 | Take profit: 2038.2552285714285
+2025-03-10 17:51:18,108 - INFO - TAKE PROFIT hit for long at 2038.2552285714285 | PnL: 1.50% | $2.74
+2025-03-10 17:51:18,133 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7078642857143 | Take profit: 2070.5626785714285
+2025-03-10 17:51:18,206 - INFO - STOP LOSS hit for long at 2029.7078642857143 | PnL: -0.50% | $-1.21
+2025-03-10 17:51:18,222 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5987142857143 | Take profit: 2058.210128571429
+2025-03-10 17:51:18,287 - INFO - CLOSED long at 2032.69 | PnL: 0.24% | $0.28
+2025-03-10 17:51:18,305 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1855642857145 | Take profit: 2066.9695785714284
+2025-03-10 17:51:18,352 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.07, Avg Loss=$-0.83
+2025-03-10 17:51:18,353 - INFO - Episode 30: Reward=15.84, Balance=$100.71, Win Rate=50.0%, Trades=6, Episode PnL=$0.52, Total PnL=$-184.08, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:18,464 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:51:18,464 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:51:18,464 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:18,806 - INFO - Visualization saved for episode 30
+2025-03-10 17:51:19,451 - INFO - Visualization saved for episode 30
+2025-03-10 17:51:19,458 - INFO - Refreshing data for episode 31
+2025-03-10 17:51:19,458 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:19,763 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:19,771 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:19,797 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:19,831 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:19,855 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:20,130 - INFO - CLOSED long at 2023.76 | PnL: 0.93% | $1.62
+2025-03-10 17:51:20,150 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0664035714287 | Take profit: 2052.5668946428573
+2025-03-10 17:51:20,523 - INFO - CLOSED long at 2021.35 | PnL: -0.04% | $-0.28
+2025-03-10 17:51:20,543 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3748035714286 | Take profit: 2054.9216946428573
+2025-03-10 17:51:20,772 - INFO - CLOSED long at 2034.95 | PnL: 0.52% | $0.82
+2025-03-10 17:51:20,790 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7129035714288 | Take profit: 2063.4273946428575
+2025-03-10 17:51:20,977 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.22, Avg Loss=$-0.74
+2025-03-10 17:51:20,977 - INFO - Episode 31: Reward=16.67, Balance=$100.97, Win Rate=50.0%, Trades=4, Episode PnL=$0.97, Total PnL=$-183.11, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:20,977 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:20,977 - INFO - Refreshing data for episode 32
+2025-03-10 17:51:20,977 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:21,285 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:21,288 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:21,309 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:21,342 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:21,364 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:22,140 - INFO - TAKE PROFIT hit for long at 2035.2712946428571 | PnL: 1.50% | $2.74
+2025-03-10 17:51:22,158 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1506035714283 | Take profit: 2067.954294642857
+2025-03-10 17:51:22,323 - INFO - STOP LOSS hit for long at 2027.1506035714283 | PnL: -0.50% | $-1.21
+2025-03-10 17:51:22,338 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5339035714285 | Take profit: 2059.164394642857
+2025-03-10 17:51:22,439 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.20
+2025-03-10 17:51:22,439 - INFO - Episode 32: Reward=14.39, Balance=$100.34, Win Rate=33.3%, Trades=3, Episode PnL=$0.34, Total PnL=$-182.77, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:22,439 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:22,440 - INFO - Refreshing data for episode 33
+2025-03-10 17:51:22,440 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:22,726 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:22,736 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:22,747 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:22,780 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:22,796 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:23,256 - INFO - CLOSED long at 2027.61 | PnL: 1.12% | $1.99
+2025-03-10 17:51:23,274 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7280035714286 | Take profit: 2056.3020946428574
+2025-03-10 17:51:23,337 - INFO - STOP LOSS hit for long at 2015.7280035714286 | PnL: -0.50% | $-1.20
+2025-03-10 17:51:23,355 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5790035714285 | Take profit: 2045.949094642857
+2025-03-10 17:51:23,385 - INFO - CLOSED long at 2015.25 | PnL: -0.02% | $-0.24
+2025-03-10 17:51:23,385 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3488464285713 | Take profit: 1984.9873553571429
+2025-03-10 17:51:23,402 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:51:23,402 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9123035714285 | Take profit: 2047.3091946428574
+2025-03-10 17:51:23,450 - INFO - CLOSED long at 2023.89 | PnL: 0.34% | $0.47
+2025-03-10 17:51:23,450 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0320464285717 | Take profit: 1993.497755357143
+2025-03-10 17:51:23,469 - INFO - CLOSED short at 2018.06 | PnL: 0.29% | $0.37
+2025-03-10 17:51:23,469 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9471035714287 | Take profit: 2048.364794642857
+2025-03-10 17:51:23,849 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.94, Avg Loss=$-0.75
+2025-03-10 17:51:23,850 - INFO - Episode 33: Reward=16.36, Balance=$99.84, Win Rate=42.9%, Trades=7, Episode PnL=$-0.39, Total PnL=$-182.93, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:23,850 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:23,850 - INFO - Refreshing data for episode 34
+2025-03-10 17:51:23,851 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:24,146 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:24,152 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:24,169 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:24,203 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:24,221 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:24,966 - INFO - TAKE PROFIT hit for long at 2035.2712946428571 | PnL: 1.50% | $2.74
+2025-03-10 17:51:25,005 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4441535714286 | Take profit: 2067.233644642857
+2025-03-10 17:51:25,182 - INFO - CLOSED long at 2029.3 | PnL: -0.36% | $-0.93
+2025-03-10 17:51:25,199 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5039535714286 | Take profit: 2063.2142446428575
+2025-03-10 17:51:25,266 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-1.06
+2025-03-10 17:51:25,266 - INFO - Episode 34: Reward=12.67, Balance=$100.62, Win Rate=33.3%, Trades=3, Episode PnL=$0.62, Total PnL=$-182.30, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:25,266 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:25,266 - INFO - Refreshing data for episode 35
+2025-03-10 17:51:25,266 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:25,567 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:25,576 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:25,842 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:25,876 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:25,892 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:26,682 - INFO - CLOSED long at 2029.0 | PnL: 1.19% | $2.13
+2025-03-10 17:51:26,699 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9765035714286 | Take profit: 2066.756594642857
+2025-03-10 17:51:27,009 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.13, Avg Loss=$-1.19
+2025-03-10 17:51:27,009 - INFO - Episode 35: Reward=16.58, Balance=$100.94, Win Rate=50.0%, Trades=2, Episode PnL=$0.94, Total PnL=$-181.37, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:27,009 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:27,009 - INFO - Refreshing data for episode 36
+2025-03-10 17:51:27,009 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:27,308 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:27,318 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:27,338 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:27,376 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:27,392 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:28,161 - INFO - TAKE PROFIT hit for long at 2035.2712946428571 | PnL: 1.50% | $2.74
+2025-03-10 17:51:28,180 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1506035714283 | Take profit: 2067.954294642857
+2025-03-10 17:51:28,249 - INFO - CLOSED long at 2039.93 | PnL: 0.13% | $0.05
+2025-03-10 17:51:28,249 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1522464285713 | Take profit: 2009.297155357143
+2025-03-10 17:51:28,265 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.29
+2025-03-10 17:51:28,265 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7526535714287 | Take profit: 2065.508144642857
+2025-03-10 17:51:28,457 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.03, Avg Loss=$-1.19
+2025-03-10 17:51:28,457 - INFO - Episode 36: Reward=16.59, Balance=$101.89, Win Rate=75.0%, Trades=4, Episode PnL=$1.84, Total PnL=$-179.47, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:51:28,457 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:28,457 - INFO - Refreshing data for episode 37
+2025-03-10 17:51:28,457 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:28,771 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:28,771 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:28,795 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:28,827 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:28,846 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:29,406 - INFO - CLOSED long at 2015.43 | PnL: 0.51% | $0.81
+2025-03-10 17:51:29,406 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5297464285716 | Take profit: 1985.164655357143
+2025-03-10 17:51:29,421 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.22
+2025-03-10 17:51:29,421 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5790035714285 | Take profit: 2045.949094642857
+2025-03-10 17:51:29,613 - INFO - CLOSED long at 2029.0 | PnL: 0.66% | $1.10
+2025-03-10 17:51:29,613 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1675964285712 | Take profit: 1998.531105357143
+2025-03-10 17:51:29,630 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.90
+2025-03-10 17:51:29,630 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9765035714286 | Take profit: 2066.756594642857
+2025-03-10 17:51:29,929 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.95, Avg Loss=$-0.77
+2025-03-10 17:51:29,929 - INFO - Episode 37: Reward=13.84, Balance=$99.60, Win Rate=40.0%, Trades=5, Episode PnL=$-2.31, Total PnL=$-179.88, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:29,929 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:29,929 - INFO - Refreshing data for episode 38
+2025-03-10 17:51:29,930 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:30,251 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:30,258 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:30,276 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:30,312 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:30,332 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:30,517 - INFO - CLOSED long at 2009.04 | PnL: 0.19% | $0.18
+2025-03-10 17:51:30,517 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1077964285712 | Take profit: 1978.8705053571427
+2025-03-10 17:51:30,533 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:51:30,533 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0369035714286 | Take profit: 2038.2553946428573
+2025-03-10 17:51:30,884 - INFO - CLOSED long at 2022.14 | PnL: 0.70% | $1.17
+2025-03-10 17:51:30,906 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8874035714286 | Take profit: 2048.3038946428574
+2025-03-10 17:51:31,417 - INFO - CLOSED long at 2036.39 | PnL: 0.91% | $1.61
+2025-03-10 17:51:31,433 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1905035714285 | Take profit: 2063.914594642857
+2025-03-10 17:51:31,463 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.99, Avg Loss=$-0.65
+2025-03-10 17:51:31,463 - INFO - Episode 38: Reward=18.03, Balance=$101.67, Win Rate=60.0%, Trades=5, Episode PnL=$1.48, Total PnL=$-178.21, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:31,463 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:31,463 - INFO - Refreshing data for episode 39
+2025-03-10 17:51:31,463 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:31,784 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:31,788 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:31,806 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1327964285715 | Take profit: 1983.795505357143
+2025-03-10 17:51:31,822 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.34
+2025-03-10 17:51:31,822 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5443535714285 | Take profit: 2038.7730446428573
+2025-03-10 17:51:32,328 - INFO - CLOSED long at 2027.61 | PnL: 0.95% | $1.68
+2025-03-10 17:51:32,329 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7706464285714 | Take profit: 1997.1619553571427
+2025-03-10 17:51:32,344 - INFO - CLOSED short at 2025.88 | PnL: 0.09% | $-0.03
+2025-03-10 17:51:32,344 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7280035714286 | Take profit: 2056.3020946428574
+2025-03-10 17:51:32,415 - INFO - STOP LOSS hit for long at 2015.7280035714286 | PnL: -0.50% | $-1.21
+2025-03-10 17:51:32,437 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5790035714285 | Take profit: 2045.949094642857
+2025-03-10 17:51:32,925 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.01, Avg Loss=$-0.62
+2025-03-10 17:51:32,930 - INFO - Episode 39: Reward=16.22, Balance=$100.77, Win Rate=50.0%, Trades=4, Episode PnL=$-0.91, Total PnL=$-177.44, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:51:32,930 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:32,930 - INFO - Refreshing data for episode 40
+2025-03-10 17:51:32,930 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:33,241 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:33,246 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:33,776 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:33,810 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:33,830 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:33,934 - INFO - CLOSED long at 2002.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:51:33,936 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1330964285717 | Take profit: 1972.0346053571427
+2025-03-10 17:51:33,959 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:51:33,959 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2013035714285 | Take profit: 2029.2421946428572
+2025-03-10 17:51:34,197 - INFO - TAKE PROFIT hit for long at 2029.2421946428572 | PnL: 1.50% | $2.73
+2025-03-10 17:51:34,221 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0463535714287 | Take profit: 2058.667044642857
+2025-03-10 17:51:34,389 - INFO - STOP LOSS hit for long at 2018.0463535714287 | PnL: -0.50% | $-1.20
+2025-03-10 17:51:34,410 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3302535714286 | Take profit: 2045.6953446428572
+2025-03-10 17:51:34,942 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.41, Avg Loss=$-0.96
+2025-03-10 17:51:34,942 - INFO - Episode 40: Reward=13.79, Balance=$99.93, Win Rate=40.0%, Trades=5, Episode PnL=$0.42, Total PnL=$-177.51, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:35,059 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:51:35,060 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:51:35,060 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:35,402 - INFO - Visualization saved for episode 40
+2025-03-10 17:51:36,058 - INFO - Visualization saved for episode 40
+2025-03-10 17:51:36,065 - INFO - Refreshing data for episode 41
+2025-03-10 17:51:36,065 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:36,391 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:36,396 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:36,413 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:36,448 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:36,468 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:36,874 - INFO - CLOSED long at 2031.56 | PnL: 1.32% | $2.38
+2025-03-10 17:51:36,892 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0463535714287 | Take profit: 2058.667044642857
+2025-03-10 17:51:37,053 - INFO - CLOSED long at 2026.01 | PnL: -0.11% | $-0.42
+2025-03-10 17:51:37,070 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0067035714287 | Take profit: 2052.5059946428573
+2025-03-10 17:51:37,166 - INFO - CLOSED long at 2015.25 | PnL: -0.34% | $-0.88
+2025-03-10 17:51:37,167 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3488464285713 | Take profit: 1984.9873553571429
+2025-03-10 17:51:37,185 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:51:37,186 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9123035714285 | Take profit: 2047.3091946428574
+2025-03-10 17:51:37,660 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.38, Avg Loss=$-0.71
+2025-03-10 17:51:37,660 - INFO - Episode 41: Reward=11.92, Balance=$99.52, Win Rate=20.0%, Trades=5, Episode PnL=$0.40, Total PnL=$-177.99, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:37,660 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:37,660 - INFO - Refreshing data for episode 42
+2025-03-10 17:51:37,660 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:37,967 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:37,972 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:37,992 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9472035714284 | Take profit: 2044.2844946428572
+2025-03-10 17:51:38,033 - INFO - STOP LOSS hit for long at 2003.9472035714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:38,049 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1116035714285 | Take profit: 2035.2712946428571
+2025-03-10 17:51:38,870 - INFO - TAKE PROFIT hit for long at 2035.2712946428571 | PnL: 1.50% | $2.74
+2025-03-10 17:51:38,889 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1506035714283 | Take profit: 2067.954294642857
+2025-03-10 17:51:39,066 - INFO - STOP LOSS hit for long at 2027.1506035714283 | PnL: -0.50% | $-1.21
+2025-03-10 17:51:39,084 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5339035714285 | Take profit: 2059.164394642857
+2025-03-10 17:51:39,102 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:51:39,121 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5039535714286 | Take profit: 2063.2142446428575
+2025-03-10 17:51:39,192 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-0.85
+2025-03-10 17:51:39,192 - INFO - Episode 42: Reward=13.55, Balance=$100.20, Win Rate=25.0%, Trades=4, Episode PnL=$0.20, Total PnL=$-177.79, Max Drawdown=1.3%, Pred Accuracy=99.7%
+2025-03-10 17:51:39,193 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:39,193 - INFO - Refreshing data for episode 43
+2025-03-10 17:51:39,193 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:39,502 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:39,509 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:39,527 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9470607142855 | Take profit: 2044.2847089285713
+2025-03-10 17:51:39,561 - INFO - CLOSED long at 2003.71 | PnL: -0.51% | $-1.21
+2025-03-10 17:51:39,579 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1114607142858 | Take profit: 2035.2715089285716
+2025-03-10 17:51:40,102 - INFO - CLOSED long at 2026.01 | PnL: 1.04% | $1.84
+2025-03-10 17:51:40,122 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0065607142858 | Take profit: 2052.5062089285716
+2025-03-10 17:51:40,193 - INFO - CLOSED long at 2014.22 | PnL: -0.39% | $-0.98
+2025-03-10 17:51:40,214 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1510107142858 | Take profit: 2045.5128589285716
+2025-03-10 17:51:40,726 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.84, Avg Loss=$-1.10
+2025-03-10 17:51:40,726 - INFO - Episode 43: Reward=25.31, Balance=$99.65, Win Rate=33.3%, Trades=3, Episode PnL=$-0.35, Total PnL=$-178.14, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:40,726 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:40,726 - INFO - Refreshing data for episode 44
+2025-03-10 17:51:40,726 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:41,040 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:41,045 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:41,064 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9466928571428 | Take profit: 2044.2852607142854
+2025-03-10 17:51:41,101 - INFO - STOP LOSS hit for long at 2003.9466928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:41,119 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.111092857143 | Take profit: 2035.2720607142855
+2025-03-10 17:51:41,311 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:51:41,313 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.163607142857 | Take profit: 1977.9438392857141
+2025-03-10 17:51:41,328 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.31
+2025-03-10 17:51:41,328 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1706928571427 | Take profit: 2039.4132607142856
+2025-03-10 17:51:41,461 - INFO - CLOSED long at 2031.56 | PnL: 1.11% | $1.97
+2025-03-10 17:51:41,477 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.045842857143 | Take profit: 2058.6678107142857
+2025-03-10 17:51:41,630 - INFO - STOP LOSS hit for long at 2018.045842857143 | PnL: -0.50% | $-1.20
+2025-03-10 17:51:41,647 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.329742857143 | Take profit: 2045.6961107142859
+2025-03-10 17:51:42,138 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.03, Avg Loss=$-0.90
+2025-03-10 17:51:42,139 - INFO - Episode 44: Reward=29.15, Balance=$99.37, Win Rate=40.0%, Trades=5, Episode PnL=$-0.72, Total PnL=$-178.77, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:42,139 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:42,139 - INFO - Refreshing data for episode 45
+2025-03-10 17:51:42,139 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:42,442 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:42,449 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:42,719 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9466928571428 | Take profit: 2044.2852607142854
+2025-03-10 17:51:42,752 - INFO - STOP LOSS hit for long at 2003.9466928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:42,768 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.111092857143 | Take profit: 2035.2720607142855
+2025-03-10 17:51:42,940 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.48
+2025-03-10 17:51:42,940 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.324557142857 | Take profit: 1972.2209892857143
+2025-03-10 17:51:42,959 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.85
+2025-03-10 17:51:42,959 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.971692857143 | Take profit: 2039.2102607142858
+2025-03-10 17:51:43,077 - INFO - CLOSED long at 2021.01 | PnL: 0.60% | $0.96
+2025-03-10 17:51:43,099 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6779428571429 | Take profit: 2048.0915107142855
+2025-03-10 17:51:43,509 - INFO - CLOSED long at 2018.09 | PnL: 0.01% | $-0.17
+2025-03-10 17:51:43,526 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.846992857143 | Take profit: 2052.344360714286
+2025-03-10 17:51:43,609 - INFO - CLOSED long at 2036.65 | PnL: 0.73% | $1.22
+2025-03-10 17:51:43,626 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.856592857143 | Take profit: 2066.6355607142855
+2025-03-10 17:51:43,870 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$-0.67
+2025-03-10 17:51:43,870 - INFO - Episode 45: Reward=25.81, Balance=$99.49, Win Rate=33.3%, Trades=6, Episode PnL=$-0.03, Total PnL=$-179.28, Max Drawdown=1.7%, Pred Accuracy=99.7%
+2025-03-10 17:51:43,871 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:43,871 - INFO - Refreshing data for episode 46
+2025-03-10 17:51:43,871 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:44,204 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:44,210 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:44,225 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9466928571428 | Take profit: 2044.2852607142854
+2025-03-10 17:51:44,261 - INFO - STOP LOSS hit for long at 2003.9466928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:44,296 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0363928571428 | Take profit: 2038.2561607142854
+2025-03-10 17:51:45,109 - INFO - TAKE PROFIT hit for long at 2038.2561607142854 | PnL: 1.50% | $2.74
+2025-03-10 17:51:45,130 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.707242857143 | Take profit: 2070.563610714286
+2025-03-10 17:51:45,188 - INFO - STOP LOSS hit for long at 2029.707242857143 | PnL: -0.50% | $-1.21
+2025-03-10 17:51:45,226 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3841928571428 | Take profit: 2056.972760714286
+2025-03-10 17:51:45,291 - INFO - CLOSED long at 2036.39 | PnL: 0.49% | $0.77
+2025-03-10 17:51:45,309 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.189992857143 | Take profit: 2063.9153607142857
+2025-03-10 17:51:45,343 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.75, Avg Loss=$-1.20
+2025-03-10 17:51:45,343 - INFO - Episode 46: Reward=16.14, Balance=$101.11, Win Rate=50.0%, Trades=4, Episode PnL=$1.11, Total PnL=$-178.17, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:51:45,343 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:45,343 - INFO - Refreshing data for episode 47
+2025-03-10 17:51:45,344 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:45,656 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:45,661 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:45,678 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9466928571428 | Take profit: 2044.2852607142854
+2025-03-10 17:51:45,711 - INFO - STOP LOSS hit for long at 2003.9466928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:45,730 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.111092857143 | Take profit: 2035.2720607142855
+2025-03-10 17:51:46,522 - INFO - TAKE PROFIT hit for long at 2035.2720607142855 | PnL: 1.50% | $2.74
+2025-03-10 17:51:46,543 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.150092857143 | Take profit: 2067.9550607142855
+2025-03-10 17:51:46,711 - INFO - STOP LOSS hit for long at 2027.150092857143 | PnL: -0.50% | $-1.21
+2025-03-10 17:51:46,726 - INFO - OPENED SHORT at 2028.7 | Stop loss: 2038.8666071428572 | Take profit: 1998.2348392857145
+2025-03-10 17:51:46,749 - INFO - CLOSED short at 2029.3 | PnL: -0.03% | $-0.26
+2025-03-10 17:51:46,749 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1303928571429 | Take profit: 2059.7741607142857
+2025-03-10 17:51:46,832 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.74, Avg Loss=$-0.88
+2025-03-10 17:51:46,832 - INFO - Episode 47: Reward=12.99, Balance=$100.09, Win Rate=25.0%, Trades=4, Episode PnL=$0.09, Total PnL=$-178.08, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:51:46,832 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:46,832 - INFO - Refreshing data for episode 48
+2025-03-10 17:51:46,832 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:47,138 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:47,144 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:47,161 - INFO - OPENED LONG at 2014.04 | Stop loss: 2003.9466928571428 | Take profit: 2044.2852607142854
+2025-03-10 17:51:47,198 - INFO - STOP LOSS hit for long at 2003.9466928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:47,217 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.111092857143 | Take profit: 2035.2720607142855
+2025-03-10 17:51:47,959 - INFO - CLOSED long at 2021.98 | PnL: 0.84% | $1.44
+2025-03-10 17:51:47,959 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1130071428572 | Take profit: 1991.6156392857142
+2025-03-10 17:51:47,990 - INFO - CLOSED short at 2029.0 | PnL: -0.35% | $-0.89
+2025-03-10 17:51:47,991 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.831892857143 | Take profit: 2059.469660714286
+2025-03-10 17:51:48,222 - INFO - CLOSED long at 2029.3 | PnL: 0.01% | $-0.17
+2025-03-10 17:51:48,222 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.469607142857 | Take profit: 1998.8258392857142
+2025-03-10 17:51:48,241 - INFO - CLOSED short at 2032.69 | PnL: -0.17% | $-0.52
+2025-03-10 17:51:48,242 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.503442857143 | Take profit: 2063.215010714286
+2025-03-10 17:51:48,305 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.44, Avg Loss=$-0.69
+2025-03-10 17:51:48,305 - INFO - Episode 48: Reward=10.77, Balance=$98.68, Win Rate=20.0%, Trades=5, Episode PnL=$-2.60, Total PnL=$-179.41, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:51:48,305 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:48,305 - INFO - Refreshing data for episode 49
+2025-03-10 17:51:48,305 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:48,617 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:48,625 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:48,708 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0363928571428 | Take profit: 2038.2561607142854
+2025-03-10 17:51:48,790 - INFO - CLOSED long at 2002.1 | PnL: -0.30% | $-0.79
+2025-03-10 17:51:48,790 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.133607142857 | Take profit: 1972.0338392857143
+2025-03-10 17:51:48,834 - INFO - CLOSED short at 2004.48 | PnL: -0.12% | $-0.43
+2025-03-10 17:51:48,834 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.434492857143 | Take profit: 2034.5818607142858
+2025-03-10 17:51:49,029 - INFO - CLOSED long at 2023.01 | PnL: 0.92% | $1.61
+2025-03-10 17:51:49,029 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1481571428571 | Take profit: 1992.6301892857143
+2025-03-10 17:51:49,063 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.04
+2025-03-10 17:51:49,064 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3790928571427 | Take profit: 2062.068060714286
+2025-03-10 17:51:49,129 - INFO - STOP LOSS hit for long at 2021.3790928571427 | PnL: -0.50% | $-1.18
+2025-03-10 17:51:49,187 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4488428571426 | Take profit: 2058.0588107142858
+2025-03-10 17:51:49,271 - INFO - STOP LOSS hit for long at 2017.4488428571426 | PnL: -0.50% | $-1.17
+2025-03-10 17:51:49,296 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1257928571429 | Take profit: 2044.4679607142857
+2025-03-10 17:51:49,413 - INFO - CLOSED long at 2018.06 | PnL: 0.19% | $0.17
+2025-03-10 17:51:49,466 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.846992857143 | Take profit: 2052.344360714286
+2025-03-10 17:51:49,815 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.89, Avg Loss=$-0.92
+2025-03-10 17:51:49,815 - INFO - Episode 49: Reward=11.45, Balance=$97.18, Win Rate=28.6%, Trades=7, Episode PnL=$-3.64, Total PnL=$-182.23, Max Drawdown=3.0%, Pred Accuracy=99.8%
+2025-03-10 17:51:49,815 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:51:49,815 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:51:49,837 - ERROR - Failed to save model: File models/trading_agent_final.pt cannot be opened.
+2025-03-10 17:51:49,839 - ERROR - Traceback: Traceback (most recent call last):
+  File "main.py", line 1601, in save
+    torch.save({
+  File "C:\Users\popov\miniforge3\Lib\site-packages\torch\serialization.py", line 943, in save
+    with _open_zipfile_writer(f) as opened_zipfile:
+         ^^^^^^^^^^^^^^^^^^^^^^^
+  File "C:\Users\popov\miniforge3\Lib\site-packages\torch\serialization.py", line 810, in _open_zipfile_writer
+    return container(name_or_buffer)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "C:\Users\popov\miniforge3\Lib\site-packages\torch\serialization.py", line 781, in __init__
+    super().__init__(torch._C.PyTorchFileWriter(self.name, _compute_crc32))
+                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+RuntimeError: File models/trading_agent_final.pt cannot be opened.
+
+2025-03-10 17:51:50,169 - INFO - Training results saved to training_results.png
+2025-03-10 17:51:50,266 - INFO - Model saved to models/trading_agent_continuous_250.pt
+2025-03-10 17:51:55,267 - INFO - Starting training batch 7
+2025-03-10 17:51:55,267 - INFO - Refreshing data for new training batch
+2025-03-10 17:51:55,267 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:55,606 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:51:55,613 - INFO - Initialized environment with 500 candles
+2025-03-10 17:51:55,613 - INFO - Updated environment with fresh candles
+2025-03-10 17:51:55,613 - INFO - Starting training on device: cuda
+2025-03-10 17:51:55,613 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:51:55,613 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:51:55,765 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:51:55,772 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:51:55,778 - INFO - Refreshing data for episode 0
+2025-03-10 17:51:55,778 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:56,112 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:56,117 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:56,740 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1334964285713 | Take profit: 1983.7944553571426
+2025-03-10 17:51:56,773 - INFO - CLOSED short at 2008.61 | PnL: 0.27% | $0.34
+2025-03-10 17:51:56,807 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7518464285715 | Take profit: 1973.6194053571428
+2025-03-10 17:51:56,898 - INFO - STOP LOSS hit for short at 2013.7518464285715 | PnL: -0.50% | $-1.19
+2025-03-10 17:51:56,932 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4149964285712 | Take profit: 1980.1499553571427
+2025-03-10 17:51:57,202 - INFO - STOP LOSS hit for short at 2020.4149964285712 | PnL: -0.50% | $-1.18
+2025-03-10 17:51:57,220 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3342964285716 | Take profit: 1991.832055357143
+2025-03-10 17:51:57,328 - INFO - CLOSED short at 2028.21 | PnL: -0.30% | $-0.77
+2025-03-10 17:51:57,349 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7159964285713 | Take profit: 2000.046955357143
+2025-03-10 17:51:57,478 - INFO - CLOSED short at 2026.01 | PnL: 0.22% | $0.24
+2025-03-10 17:51:57,495 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2739964285718 | Take profit: 1991.772955357143
+2025-03-10 17:51:57,767 - INFO - STOP LOSS hit for short at 2032.2739964285718 | PnL: -0.50% | $-1.16
+2025-03-10 17:51:57,785 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5700964285713 | Take profit: 2006.7646553571428
+2025-03-10 17:51:58,070 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.29, Avg Loss=$-1.07
+2025-03-10 17:51:58,070 - INFO - Episode 0: Reward=1.24, Balance=$96.27, Win Rate=33.3%, Trades=6, Episode PnL=$-3.73, Total PnL=$-185.95, Max Drawdown=4.0%, Pred Accuracy=98.3%
+2025-03-10 17:51:58,187 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:51:58,187 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:51:58,550 - INFO - Visualization saved for episode 0
+2025-03-10 17:51:59,203 - INFO - Visualization saved for episode 0
+2025-03-10 17:51:59,210 - INFO - Refreshing data for episode 1
+2025-03-10 17:51:59,210 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:51:59,534 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:51:59,540 - INFO - Initialized environment with 100 candles
+2025-03-10 17:51:59,566 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1334964285713 | Take profit: 1983.7944553571426
+2025-03-10 17:51:59,697 - INFO - CLOSED short at 2008.03 | PnL: 0.30% | $0.39
+2025-03-10 17:51:59,697 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9665535714287 | Take profit: 2038.1853946428569
+2025-03-10 17:51:59,718 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:51:59,718 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8624464285713 | Take profit: 1971.7676053571429
+2025-03-10 17:51:59,734 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.22
+2025-03-10 17:51:59,752 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2393964285716 | Take profit: 1969.1967553571428
+2025-03-10 17:51:59,824 - INFO - CLOSED short at 2009.04 | PnL: -0.49% | $-1.16
+2025-03-10 17:51:59,841 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1637964285715 | Take profit: 1977.943555357143
+2025-03-10 17:51:59,925 - INFO - STOP LOSS hit for short at 2018.1637964285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:51:59,945 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3342964285716 | Take profit: 1991.832055357143
+2025-03-10 17:52:00,429 - INFO - STOP LOSS hit for short at 2032.3342964285716 | PnL: -0.50% | $-1.15
+2025-03-10 17:52:00,451 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5700964285713 | Take profit: 2006.7646553571428
+2025-03-10 17:52:00,529 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.03
+2025-03-10 17:52:00,531 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7519535714287 | Take profit: 2065.5091946428574
+2025-03-10 17:52:00,546 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.38
+2025-03-10 17:52:00,546 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0877964285717 | Take profit: 2002.371555357143
+2025-03-10 17:52:00,566 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:52:00,566 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6376035714284 | Take profit: 2062.3322446428574
+2025-03-10 17:52:00,584 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.42
+2025-03-10 17:52:00,584 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4798464285716 | Take profit: 1998.835405357143
+2025-03-10 17:52:00,648 - INFO - CLOSED short at 2029.3 | PnL: 0.00% | $-0.19
+2025-03-10 17:52:00,648 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1302035714286 | Take profit: 2059.7744446428574
+2025-03-10 17:52:00,673 - INFO - CLOSED long at 2032.69 | PnL: 0.17% | $0.13
+2025-03-10 17:52:00,673 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8767464285713 | Take profit: 2002.1647053571428
+2025-03-10 17:52:00,740 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.18, Avg Loss=$-0.62
+2025-03-10 17:52:00,741 - INFO - Episode 1: Reward=-6.30, Balance=$94.96, Win Rate=25.0%, Trades=12, Episode PnL=$-3.55, Total PnL=$-190.99, Max Drawdown=4.1%, Pred Accuracy=98.3%
+2025-03-10 17:52:00,741 - INFO - Refreshing data for episode 2
+2025-03-10 17:52:00,741 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:01,048 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:01,050 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:01,071 - INFO - OPENED SHORT at 2014.04 | Stop loss: 2024.1334964285713 | Take profit: 1983.7944553571426
+2025-03-10 17:52:01,462 - INFO - STOP LOSS hit for short at 2024.1334964285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:52:01,476 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3743464285715 | Take profit: 1997.751905357143
+2025-03-10 17:52:01,918 - INFO - STOP LOSS hit for short at 2038.3743464285715 | PnL: -0.50% | $-1.17
+2025-03-10 17:52:01,937 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1529464285713 | Take profit: 2009.296105357143
+2025-03-10 17:52:02,147 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:52:02,147 - INFO - Episode 2: Reward=0.30, Balance=$97.64, Win Rate=0.0%, Trades=2, Episode PnL=$-2.36, Total PnL=$-193.36, Max Drawdown=2.4%, Pred Accuracy=98.3%
+2025-03-10 17:52:02,147 - INFO - Refreshing data for episode 3
+2025-03-10 17:52:02,147 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:02,510 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:02,514 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:02,530 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6746785714286 | Take profit: 1978.4484071428571
+2025-03-10 17:52:02,571 - INFO - CLOSED short at 2008.1 | PnL: 0.03% | $-0.15
+2025-03-10 17:52:02,571 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0378714285714 | Take profit: 2038.2539428571429
+2025-03-10 17:52:02,593 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:52:02,593 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4383285714284 | Take profit: 1985.0774571428572
+2025-03-10 17:52:02,675 - INFO - CLOSED short at 1999.22 | PnL: 0.80% | $1.39
+2025-03-10 17:52:02,675 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2022714285713 | Take profit: 2029.240742857143
+2025-03-10 17:52:02,693 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.33
+2025-03-10 17:52:02,694 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5240285714285 | Take profit: 1974.3803571428573
+2025-03-10 17:52:02,795 - INFO - STOP LOSS hit for short at 2014.5240285714285 | PnL: -0.50% | $-1.21
+2025-03-10 17:52:02,811 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0377214285716 | Take profit: 2044.3743928571428
+2025-03-10 17:52:02,827 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.75
+2025-03-10 17:52:02,827 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9004285714286 | Take profit: 1993.371157142857
+2025-03-10 17:52:02,843 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.05
+2025-03-10 17:52:02,845 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0673714285715 | Take profit: 2052.565442857143
+2025-03-10 17:52:02,865 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.32
+2025-03-10 17:52:02,865 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1366785714283 | Take profit: 1990.662407142857
+2025-03-10 17:52:02,925 - INFO - STOP LOSS hit for short at 2031.1366785714283 | PnL: -0.50% | $-1.20
+2025-03-10 17:52:02,944 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3726785714289 | Take profit: 1997.7544071428572
+2025-03-10 17:52:03,016 - INFO - CLOSED short at 2027.23 | PnL: 0.05% | $-0.10
+2025-03-10 17:52:03,024 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0722214285715 | Take profit: 2057.670892857143
+2025-03-10 17:52:03,039 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:52:03,039 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7696785714286 | Take profit: 1997.163407142857
+2025-03-10 17:52:03,090 - INFO - CLOSED short at 2022.14 | PnL: 0.27% | $0.34
+2025-03-10 17:52:03,090 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0076714285715 | Take profit: 2052.504542857143
+2025-03-10 17:52:03,111 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.60
+2025-03-10 17:52:03,112 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1116285714286 | Take profit: 1987.6975571428572
+2025-03-10 17:52:03,273 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.55
+2025-03-10 17:52:03,273 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.5002214285716 | Take profit: 2051.986892857143
+2025-03-10 17:52:03,289 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.54
+2025-03-10 17:52:03,289 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2020785714287 | Take profit: 1987.7862071428572
+2025-03-10 17:52:03,320 - INFO - CLOSED short at 2023.86 | PnL: -0.29% | $-0.75
+2025-03-10 17:52:03,320 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7190714285714 | Take profit: 2054.2503428571426
+2025-03-10 17:52:03,341 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:52:03,341 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1666285714284 | Take profit: 1998.532557142857
+2025-03-10 17:52:03,389 - INFO - CLOSED short at 2036.65 | PnL: -0.38% | $-0.92
+2025-03-10 17:52:03,389 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4451214285716 | Take profit: 2067.2321928571428
+2025-03-10 17:52:03,404 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:52:03,404 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2619285714288 | Take profit: 2005.486657142857
+2025-03-10 17:52:03,421 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.71
+2025-03-10 17:52:03,421 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3206214285715 | Take profit: 2072.205692857143
+2025-03-10 17:52:03,437 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.34
+2025-03-10 17:52:03,437 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1512785714285 | Take profit: 2009.2986071428572
+2025-03-10 17:52:03,471 - INFO - CLOSED short at 2032.9 | PnL: 0.34% | $0.46
+2025-03-10 17:52:03,471 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7138714285716 | Take profit: 2063.4259428571427
+2025-03-10 17:52:03,493 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.29
+2025-03-10 17:52:03,493 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0007285714287 | Take profit: 2001.3102571428572
+2025-03-10 17:52:03,513 - INFO - CLOSED short at 2029.31 | PnL: 0.12% | $0.04
+2025-03-10 17:52:03,513 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1418214285713 | Take profit: 2059.7820928571427
+2025-03-10 17:52:03,530 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.33
+2025-03-10 17:52:03,530 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9204285714284 | Take profit: 1997.3111571428572
+2025-03-10 17:52:03,564 - INFO - CLOSED short at 2028.7 | PnL: -0.05% | $-0.28
+2025-03-10 17:52:03,565 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5348714285715 | Take profit: 2059.1629428571428
+2025-03-10 17:52:03,582 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.13
+2025-03-10 17:52:03,582 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4681285714285 | Take profit: 1998.8280571428572
+2025-03-10 17:52:03,663 - INFO - CLOSED short at 2030.46 | PnL: -0.06% | $-0.30
+2025-03-10 17:52:03,663 - INFO - OPENED LONG at 2030.46 | Stop loss: 2020.2860714285714 | Take profit: 2060.949342857143
+2025-03-10 17:52:03,678 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.52, Avg Loss=$-0.46
+2025-03-10 17:52:03,679 - INFO - Episode 3: Reward=-14.14, Balance=$94.93, Win Rate=28.6%, Trades=28, Episode PnL=$-3.99, Total PnL=$-198.42, Max Drawdown=0.8%, Pred Accuracy=98.4%
+2025-03-10 17:52:03,679 - INFO - Refreshing data for episode 4
+2025-03-10 17:52:03,679 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:03,993 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:03,996 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:04,015 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6746785714286 | Take profit: 1978.4484071428571
+2025-03-10 17:52:04,062 - INFO - CLOSED short at 2008.1 | PnL: 0.03% | $-0.15
+2025-03-10 17:52:04,063 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0378714285714 | Take profit: 2038.2539428571429
+2025-03-10 17:52:04,073 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:52:04,073 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4383285714284 | Take profit: 1985.0774571428572
+2025-03-10 17:52:04,195 - INFO - CLOSED short at 2002.6 | PnL: 0.63% | $1.06
+2025-03-10 17:52:04,196 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5653714285713 | Take profit: 2032.671442857143
+2025-03-10 17:52:04,213 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.23
+2025-03-10 17:52:04,213 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3230785714286 | Take profit: 1972.223207142857
+2025-03-10 17:52:04,261 - INFO - CLOSED short at 2009.24 | PnL: -0.35% | $-0.90
+2025-03-10 17:52:04,279 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9910285714288 | Take profit: 1987.5793571428574
+2025-03-10 17:52:04,389 - INFO - CLOSED short at 2022.99 | PnL: -0.25% | $-0.70
+2025-03-10 17:52:04,389 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8534214285714 | Take profit: 2053.3672928571427
+2025-03-10 17:52:04,404 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.64
+2025-03-10 17:52:04,404 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7394285714286 | Take profit: 2001.054157142857
+2025-03-10 17:52:04,499 - INFO - CLOSED short at 2027.23 | PnL: 0.21% | $0.22
+2025-03-10 17:52:04,499 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0722214285715 | Take profit: 2057.670892857143
+2025-03-10 17:52:04,515 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:52:04,515 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7696785714286 | Take profit: 1997.163407142857
+2025-03-10 17:52:04,564 - INFO - CLOSED short at 2022.14 | PnL: 0.27% | $0.34
+2025-03-10 17:52:04,564 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0076714285715 | Take profit: 2052.504542857143
+2025-03-10 17:52:04,580 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.61
+2025-03-10 17:52:04,580 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1116285714286 | Take profit: 1987.6975571428572
+2025-03-10 17:52:04,647 - INFO - CLOSED short at 2015.25 | PnL: 0.14% | $0.07
+2025-03-10 17:52:04,647 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1521214285715 | Take profit: 2045.5111928571428
+2025-03-10 17:52:04,664 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:52:04,664 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1267285714284 | Take profit: 1986.7322571428572
+2025-03-10 17:52:04,680 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.62
+2025-03-10 17:52:04,680 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2216214285713 | Take profit: 2051.7026928571427
+2025-03-10 17:52:04,697 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:52:04,697 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6642285714286 | Take profit: 1994.119757142857
+2025-03-10 17:52:04,729 - INFO - CLOSED short at 2018.06 | PnL: 0.32% | $0.43
+2025-03-10 17:52:04,729 - INFO - OPENED LONG at 2018.06 | Stop loss: 2007.9480714285714 | Take profit: 2048.3633428571425
+2025-03-10 17:52:04,761 - INFO - CLOSED long at 2018.09 | PnL: 0.00% | $-0.19
+2025-03-10 17:52:04,761 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2020785714287 | Take profit: 1987.7862071428572
+2025-03-10 17:52:04,809 - INFO - STOP LOSS hit for short at 2028.2020785714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:52:04,828 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3825285714286 | Take profit: 2005.6048571428573
+2025-03-10 17:52:04,936 - INFO - CLOSED short at 2034.95 | PnL: 0.06% | $-0.08
+2025-03-10 17:52:04,936 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7536214285715 | Take profit: 2065.506692857143
+2025-03-10 17:52:04,952 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:52:04,952 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0861285714288 | Take profit: 2002.374057142857
+2025-03-10 17:52:05,049 - INFO - CLOSED short at 2028.7 | PnL: 0.21% | $0.21
+2025-03-10 17:52:05,049 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5348714285715 | Take profit: 2059.1629428571428
+2025-03-10 17:52:05,069 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:52:05,070 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4681285714285 | Take profit: 1998.8280571428572
+2025-03-10 17:52:05,088 - INFO - CLOSED short at 2032.69 | PnL: -0.17% | $-0.52
+2025-03-10 17:52:05,088 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5049214285714 | Take profit: 2063.212792857143
+2025-03-10 17:52:05,107 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:52:05,107 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5935785714285 | Take profit: 2005.8117071428574
+2025-03-10 17:52:05,183 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.38, Avg Loss=$-0.42
+2025-03-10 17:52:05,183 - INFO - Episode 4: Reward=-4.86, Balance=$97.85, Win Rate=41.7%, Trades=24, Episode PnL=$-1.82, Total PnL=$-200.57, Max Drawdown=1.7%, Pred Accuracy=98.4%
+2025-03-10 17:52:05,183 - INFO - Refreshing data for episode 5
+2025-03-10 17:52:05,183 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:05,481 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:05,489 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:05,770 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.674717857143 | Take profit: 1978.4483482142857
+2025-03-10 17:52:05,823 - INFO - CLOSED short at 2008.1 | PnL: 0.03% | $-0.15
+2025-03-10 17:52:05,823 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.037832142857 | Take profit: 2038.254001785714
+2025-03-10 17:52:05,857 - INFO - CLOSED long at 2010.34 | PnL: 0.11% | $0.02
+2025-03-10 17:52:05,857 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4133678571427 | Take profit: 1980.1523982142855
+2025-03-10 17:52:06,082 - INFO - STOP LOSS hit for short at 2020.4133678571427 | PnL: -0.50% | $-1.19
+2025-03-10 17:52:06,099 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.332667857143 | Take profit: 1991.8344982142858
+2025-03-10 17:52:06,276 - INFO - CLOSED short at 2027.23 | PnL: -0.25% | $-0.68
+2025-03-10 17:52:06,276 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0721821428572 | Take profit: 2057.6709517857144
+2025-03-10 17:52:06,324 - INFO - CLOSED long at 2025.88 | PnL: -0.07% | $-0.32
+2025-03-10 17:52:06,324 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.031067857143 | Take profit: 1995.4592982142858
+2025-03-10 17:52:06,411 - INFO - CLOSED short at 2015.68 | PnL: 0.50% | $0.78
+2025-03-10 17:52:06,411 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5799321428572 | Take profit: 2045.9477017857143
+2025-03-10 17:52:06,428 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.34
+2025-03-10 17:52:06,428 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.312767857143 | Take profit: 1983.9741982142857
+2025-03-10 17:52:06,496 - INFO - STOP LOSS hit for short at 2024.312767857143 | PnL: -0.50% | $-1.17
+2025-03-10 17:52:06,511 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7488821428572 | Take profit: 2054.2808517857143
+2025-03-10 17:52:06,563 - INFO - CLOSED long at 2018.09 | PnL: -0.29% | $-0.74
+2025-03-10 17:52:06,564 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2021178571426 | Take profit: 1987.7861482142857
+2025-03-10 17:52:06,625 - INFO - STOP LOSS hit for short at 2028.2021178571426 | PnL: -0.50% | $-1.14
+2025-03-10 17:52:06,641 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9774321428572 | Take profit: 2066.7552017857142
+2025-03-10 17:52:06,674 - INFO - CLOSED long at 2036.65 | PnL: 0.02% | $-0.14
+2025-03-10 17:52:06,675 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.854917857143 | Take profit: 2006.0677482142858
+2025-03-10 17:52:06,691 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.13
+2025-03-10 17:52:06,691 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8580321428572 | Take profit: 2066.6334017857143
+2025-03-10 17:52:06,707 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.32
+2025-03-10 17:52:06,708 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7794178571426 | Take profit: 2010.8942482142857
+2025-03-10 17:52:06,768 - INFO - CLOSED short at 2031.82 | PnL: 0.48% | $0.71
+2025-03-10 17:52:06,783 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.478217857143 | Take profit: 1998.8378482142855
+2025-03-10 17:52:06,950 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.46, Avg Loss=$-0.60
+2025-03-10 17:52:06,951 - INFO - Episode 5: Reward=-3.70, Balance=$95.82, Win Rate=28.6%, Trades=14, Episode PnL=$-2.97, Total PnL=$-204.75, Max Drawdown=4.9%, Pred Accuracy=98.4%
+2025-03-10 17:52:06,951 - INFO - Refreshing data for episode 6
+2025-03-10 17:52:06,951 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:07,255 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:07,260 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:07,280 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.675032142857 | Take profit: 1978.4478767857142
+2025-03-10 17:52:07,394 - INFO - CLOSED short at 2001.83 | PnL: 0.34% | $0.47
+2025-03-10 17:52:07,398 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7988678571428 | Take profit: 2031.8904232142856
+2025-03-10 17:52:07,415 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:52:07,415 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.132482142857 | Take profit: 1972.0355267857142
+2025-03-10 17:52:07,450 - INFO - CLOSED short at 2004.48 | PnL: -0.12% | $-0.43
+2025-03-10 17:52:07,450 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4356178571427 | Take profit: 2034.5801732142859
+2025-03-10 17:52:07,472 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:52:07,472 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6349821428569 | Take profit: 1972.5280267857142
+2025-03-10 17:52:07,560 - INFO - STOP LOSS hit for short at 2012.6349821428569 | PnL: -0.50% | $-1.18
+2025-03-10 17:52:07,576 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.037367857143 | Take profit: 2044.3749232142857
+2025-03-10 17:52:07,598 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.74
+2025-03-10 17:52:07,599 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.900782142857 | Take profit: 1993.3706267857142
+2025-03-10 17:52:07,673 - INFO - CLOSED short at 2023.01 | PnL: 0.04% | $-0.12
+2025-03-10 17:52:07,673 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8729678571428 | Take profit: 2053.3881232142858
+2025-03-10 17:52:07,691 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:52:07,691 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1269321428574 | Take profit: 1992.6121767857144
+2025-03-10 17:52:07,891 - INFO - CLOSED short at 2018.0 | PnL: 0.25% | $0.29
+2025-03-10 17:52:07,893 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8880178571428 | Take profit: 2048.302973214286
+2025-03-10 17:52:07,910 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.45
+2025-03-10 17:52:07,910 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.529132142857 | Take profit: 1985.1655767857144
+2025-03-10 17:52:07,950 - INFO - CLOSED short at 2014.22 | PnL: 0.06% | $-0.08
+2025-03-10 17:52:07,950 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1269178571429 | Take profit: 2044.4662732142858
+2025-03-10 17:52:07,972 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.10
+2025-03-10 17:52:07,972 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3482321428573 | Take profit: 1984.9882767857143
+2025-03-10 17:52:07,991 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:52:07,991 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.912917857143 | Take profit: 2047.3082732142857
+2025-03-10 17:52:08,027 - INFO - CLOSED long at 2024.52 | PnL: 0.37% | $0.53
+2025-03-10 17:52:08,027 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6645821428572 | Take profit: 1994.1192267857143
+2025-03-10 17:52:08,085 - INFO - CLOSED short at 2021.63 | PnL: 0.14% | $0.08
+2025-03-10 17:52:08,085 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4998678571428 | Take profit: 2051.9874232142856
+2025-03-10 17:52:08,102 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.54
+2025-03-10 17:52:08,103 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.202432142857 | Take profit: 1987.7856767857143
+2025-03-10 17:52:08,125 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.57
+2025-03-10 17:52:08,126 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8481178571428 | Take profit: 2052.3426732142857
+2025-03-10 17:52:08,141 - INFO - CLOSED long at 2023.86 | PnL: 0.09% | $-0.01
+2025-03-10 17:52:08,141 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0012821428568 | Take profit: 1993.469126785714
+2025-03-10 17:52:08,158 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.68
+2025-03-10 17:52:08,158 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8330178571427 | Take profit: 2059.467973214286
+2025-03-10 17:52:08,181 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.49
+2025-03-10 17:52:08,181 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3828821428574 | Take profit: 2005.6043267857142
+2025-03-10 17:52:08,266 - INFO - CLOSED short at 2039.93 | PnL: -0.18% | $-0.55
+2025-03-10 17:52:08,266 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7083678571428 | Take profit: 2070.561923214286
+2025-03-10 17:52:08,289 - INFO - CLOSED long at 2034.95 | PnL: -0.24% | $-0.66
+2025-03-10 17:52:08,289 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.146732142857 | Take profit: 2004.3927767857142
+2025-03-10 17:52:08,338 - INFO - CLOSED short at 2029.31 | PnL: 0.28% | $0.34
+2025-03-10 17:52:08,338 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.141467857143 | Take profit: 2059.7826232142856
+2025-03-10 17:52:08,357 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:52:08,357 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9207821428572 | Take profit: 1997.3106267857142
+2025-03-10 17:52:08,436 - INFO - CLOSED short at 2036.39 | PnL: -0.43% | $-1.00
+2025-03-10 17:52:08,436 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.186067857143 | Take profit: 2066.9688232142857
+2025-03-10 17:52:08,451 - INFO - CLOSED long at 2033.38 | PnL: -0.15% | $-0.47
+2025-03-10 17:52:08,452 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5688821428575 | Take profit: 2002.8463267857144
+2025-03-10 17:52:08,497 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-0.44
+2025-03-10 17:52:08,497 - INFO - Episode 6: Reward=-16.44, Balance=$94.64, Win Rate=26.9%, Trades=26, Episode PnL=$-3.81, Total PnL=$-210.11, Max Drawdown=1.7%, Pred Accuracy=98.4%
+2025-03-10 17:52:08,497 - INFO - Refreshing data for episode 7
+2025-03-10 17:52:08,497 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:08,803 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:08,810 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:08,829 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5449678571426 | Take profit: 2038.7721232142856
+2025-03-10 17:52:08,875 - INFO - CLOSED long at 2005.16 | PnL: -0.17% | $-0.54
+2025-03-10 17:52:08,876 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2077821428575 | Take profit: 1975.0496267857145
+2025-03-10 17:52:08,912 - INFO - STOP LOSS hit for short at 2015.2077821428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:52:08,930 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.266317857143 | Take profit: 2040.5280732142855
+2025-03-10 17:52:08,956 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:52:08,957 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.092132142857 | Take profit: 1977.8765767857142
+2025-03-10 17:52:08,975 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.40
+2025-03-10 17:52:08,975 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7988678571428 | Take profit: 2031.8904232142856
+2025-03-10 17:52:08,995 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:52:08,995 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.132482142857 | Take profit: 1972.0355267857142
+2025-03-10 17:52:09,017 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:52:09,017 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.201917857143 | Take profit: 2029.241273214286
+2025-03-10 17:52:09,034 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:52:09,050 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.565017857143 | Take profit: 2032.6719732142858
+2025-03-10 17:52:09,071 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.23
+2025-03-10 17:52:09,071 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.323432142857 | Take profit: 1972.2226767857144
+2025-03-10 17:52:09,139 - INFO - CLOSED short at 2017.88 | PnL: -0.78% | $-1.71
+2025-03-10 17:52:09,139 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7686178571428 | Take profit: 2048.181173214286
+2025-03-10 17:52:09,155 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.55
+2025-03-10 17:52:09,155 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.222632142857 | Take profit: 1983.8850767857143
+2025-03-10 17:52:09,209 - INFO - CLOSED short at 2021.01 | PnL: -0.34% | $-0.84
+2025-03-10 17:52:09,209 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8829678571428 | Take profit: 2051.358123214286
+2025-03-10 17:52:09,279 - INFO - CLOSED long at 2031.56 | PnL: 0.52% | $0.79
+2025-03-10 17:52:09,280 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7397821428572 | Take profit: 2001.0536267857144
+2025-03-10 17:52:09,314 - INFO - CLOSED short at 2030.54 | PnL: 0.05% | $-0.09
+2025-03-10 17:52:09,314 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3653178571428 | Take profit: 2061.0310732142857
+2025-03-10 17:52:09,352 - INFO - STOP LOSS hit for long at 2020.3653178571428 | PnL: -0.50% | $-1.14
+2025-03-10 17:52:09,370 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6344821428572 | Take profit: 1992.1295267857142
+2025-03-10 17:52:09,442 - INFO - CLOSED short at 2026.01 | PnL: -0.17% | $-0.51
+2025-03-10 17:52:09,442 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.857967857143 | Take profit: 2056.433123214286
+2025-03-10 17:52:09,456 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.54
+2025-03-10 17:52:09,456 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.272682142857 | Take profit: 1991.7749267857143
+2025-03-10 17:52:09,496 - INFO - CLOSED short at 2015.43 | PnL: 0.33% | $0.43
+2025-03-10 17:52:09,496 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.330867857143 | Take profit: 2045.6944232142857
+2025-03-10 17:52:09,513 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.16
+2025-03-10 17:52:09,513 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.780382142857 | Take profit: 1985.4118267857143
+2025-03-10 17:52:09,579 - INFO - CLOSED short at 2021.35 | PnL: -0.28% | $-0.71
+2025-03-10 17:52:09,579 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.221267857143 | Take profit: 2051.7032232142856
+2025-03-10 17:52:09,594 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.10
+2025-03-10 17:52:09,594 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6645821428572 | Take profit: 1994.1192267857143
+2025-03-10 17:52:09,666 - INFO - CLOSED short at 2021.98 | PnL: 0.13% | $0.05
+2025-03-10 17:52:09,666 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8481178571428 | Take profit: 2052.3426732142857
+2025-03-10 17:52:09,706 - INFO - CLOSED long at 2029.0 | PnL: 0.35% | $0.46
+2025-03-10 17:52:09,706 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1669821428573 | Take profit: 1998.5320267857144
+2025-03-10 17:52:09,724 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.84
+2025-03-10 17:52:09,724 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.977117857143 | Take profit: 2066.7556732142857
+2025-03-10 17:52:09,739 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:52:09,739 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5687821428571 | Take profit: 2006.7666267857144
+2025-03-10 17:52:09,761 - INFO - CLOSED short at 2036.65 | PnL: 0.03% | $-0.12
+2025-03-10 17:52:09,761 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.444767857143 | Take profit: 2067.2327232142857
+2025-03-10 17:52:09,777 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.24
+2025-03-10 17:52:09,777 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.262282142857 | Take profit: 2005.486126785714
+2025-03-10 17:52:09,795 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.68
+2025-03-10 17:52:09,795 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3202678571429 | Take profit: 2072.2062232142857
+2025-03-10 17:52:09,872 - INFO - STOP LOSS hit for long at 2031.3202678571429 | PnL: -0.50% | $-1.09
+2025-03-10 17:52:09,888 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5992178571428 | Take profit: 2058.2093732142857
+2025-03-10 17:52:09,907 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.29
+2025-03-10 17:52:09,907 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.694682142857 | Take profit: 1996.1089267857142
+2025-03-10 17:52:09,973 - INFO - CLOSED short at 2036.39 | PnL: -0.49% | $-1.05
+2025-03-10 17:52:09,973 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.186067857143 | Take profit: 2066.9688232142857
+2025-03-10 17:52:10,009 - INFO - CLOSED long at 2030.14 | PnL: -0.31% | $-0.72
+2025-03-10 17:52:10,009 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3126821428575 | Take profit: 1999.6549267857145
+2025-03-10 17:52:10,039 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.33, Avg Loss=$-0.60
+2025-03-10 17:52:10,039 - INFO - Episode 7: Reward=-21.44, Balance=$88.75, Win Rate=25.8%, Trades=31, Episode PnL=$-8.69, Total PnL=$-221.36, Max Drawdown=9.2%, Pred Accuracy=98.5%
+2025-03-10 17:52:10,039 - INFO - Refreshing data for episode 8
+2025-03-10 17:52:10,039 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:10,355 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:10,361 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:10,377 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6752678571427 | Take profit: 1978.4475232142856
+2025-03-10 17:52:10,474 - INFO - CLOSED short at 2008.03 | PnL: 0.03% | $-0.14
+2025-03-10 17:52:10,474 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9676321428572 | Take profit: 2038.1837767857141
+2025-03-10 17:52:10,492 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:52:10,492 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8613678571428 | Take profit: 1971.7692232142856
+2025-03-10 17:52:10,526 - INFO - CLOSED short at 1999.22 | PnL: 0.13% | $0.06
+2025-03-10 17:52:10,526 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2016821428572 | Take profit: 2029.2416267857143
+2025-03-10 17:52:10,543 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:52:10,543 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5246178571426 | Take profit: 1974.3794732142858
+2025-03-10 17:52:10,573 - INFO - CLOSED short at 2002.29 | PnL: 0.11% | $0.02
+2025-03-10 17:52:10,573 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.256332142857 | Take profit: 2032.3576767857141
+2025-03-10 17:52:10,593 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.47
+2025-03-10 17:52:10,593 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1074178571428 | Take profit: 1978.8710732142856
+2025-03-10 17:52:10,628 - INFO - CLOSED short at 2009.24 | PnL: -0.01% | $-0.22
+2025-03-10 17:52:10,628 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1715821428572 | Take profit: 2039.4119267857143
+2025-03-10 17:52:10,662 - INFO - CLOSED long at 2014.13 | PnL: 0.24% | $0.28
+2025-03-10 17:52:10,662 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2228678571428 | Take profit: 1983.884723214286
+2025-03-10 17:52:10,715 - INFO - CLOSED short at 2021.01 | PnL: -0.34% | $-0.87
+2025-03-10 17:52:10,717 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.882732142857 | Take profit: 2051.358476785714
+2025-03-10 17:52:10,769 - INFO - CLOSED long at 2022.99 | PnL: 0.10% | $-0.00
+2025-03-10 17:52:10,769 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.127167857143 | Take profit: 1992.6118232142858
+2025-03-10 17:52:10,793 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.03
+2025-03-10 17:52:10,794 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3799821428572 | Take profit: 2062.0667267857143
+2025-03-10 17:52:10,864 - INFO - STOP LOSS hit for long at 2021.3799821428572 | PnL: -0.50% | $-1.17
+2025-03-10 17:52:10,899 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3883678571428 | Take profit: 1996.7882232142858
+2025-03-10 17:52:10,915 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.23
+2025-03-10 17:52:10,918 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.449732142857 | Take profit: 2058.0574767857142
+2025-03-10 17:52:10,935 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.35
+2025-03-10 17:52:10,935 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0316178571427 | Take profit: 1995.4584732142857
+2025-03-10 17:52:10,952 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.20
+2025-03-10 17:52:10,953 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.857732142857 | Take profit: 2056.4334767857144
+2025-03-10 17:52:11,004 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.18
+2025-03-10 17:52:11,004 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5293678571431 | Take profit: 1985.1652232142858
+2025-03-10 17:52:11,022 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.21
+2025-03-10 17:52:11,022 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5793821428572 | Take profit: 2045.9485267857144
+2025-03-10 17:52:11,159 - INFO - CLOSED long at 2021.63 | PnL: 0.30% | $0.37
+2025-03-10 17:52:11,159 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.760367857143 | Take profit: 1991.272223214286
+2025-03-10 17:52:11,176 - INFO - CLOSED short at 2018.09 | PnL: 0.18% | $0.14
+2025-03-10 17:52:11,176 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.977332142857 | Take profit: 2048.3946767857146
+2025-03-10 17:52:11,226 - INFO - CLOSED long at 2029.0 | PnL: 0.54% | $0.83
+2025-03-10 17:52:11,226 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1672178571428 | Take profit: 1998.5316732142858
+2025-03-10 17:52:11,258 - INFO - CLOSED short at 2037.36 | PnL: -0.41% | $-0.97
+2025-03-10 17:52:11,258 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1509821428572 | Take profit: 2067.9537267857145
+2025-03-10 17:52:11,277 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.25
+2025-03-10 17:52:11,278 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8554678571431 | Take profit: 2006.0669232142857
+2025-03-10 17:52:11,294 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.13
+2025-03-10 17:52:11,294 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8574821428572 | Take profit: 2066.634226785714
+2025-03-10 17:52:11,310 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.32
+2025-03-10 17:52:11,311 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7799678571428 | Take profit: 2010.8934232142856
+2025-03-10 17:52:11,327 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:52:11,327 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.708132142857 | Take profit: 2070.5622767857144
+2025-03-10 17:52:11,381 - INFO - CLOSED long at 2031.82 | PnL: -0.40% | $-0.94
+2025-03-10 17:52:11,382 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.001317857143 | Take profit: 2001.3093732142856
+2025-03-10 17:52:11,400 - INFO - CLOSED short at 2029.31 | PnL: 0.12% | $0.04
+2025-03-10 17:52:11,400 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1412321428572 | Take profit: 2059.7829767857143
+2025-03-10 17:52:11,417 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.33
+2025-03-10 17:52:11,418 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.921017857143 | Take profit: 1997.3102732142856
+2025-03-10 17:52:11,448 - INFO - CLOSED short at 2028.7 | PnL: -0.05% | $-0.27
+2025-03-10 17:52:11,469 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.468717857143 | Take profit: 1998.8271732142857
+2025-03-10 17:52:11,500 - INFO - CLOSED short at 2036.39 | PnL: -0.35% | $-0.83
+2025-03-10 17:52:11,500 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1858321428572 | Take profit: 2066.9691767857144
+2025-03-10 17:52:11,538 - INFO - CLOSED long at 2030.14 | PnL: -0.31% | $-0.75
+2025-03-10 17:52:11,538 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3129178571428 | Take profit: 1999.6545732142858
+2025-03-10 17:52:11,572 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.28, Avg Loss=$-0.52
+2025-03-10 17:52:11,572 - INFO - Episode 8: Reward=-18.38, Balance=$91.92, Win Rate=32.3%, Trades=31, Episode PnL=$-6.05, Total PnL=$-229.44, Max Drawdown=6.5%, Pred Accuracy=98.5%
+2025-03-10 17:52:11,572 - INFO - Refreshing data for episode 9
+2025-03-10 17:52:11,572 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:11,889 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:11,895 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:11,908 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6752749999998 | Take profit: 1978.4475125
+2025-03-10 17:52:11,929 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:52:11,929 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6692249999999 | Take profit: 2033.7989874999998
+2025-03-10 17:52:11,945 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:52:11,946 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2080250000001 | Take profit: 1975.0492625000002
+2025-03-10 17:52:11,962 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:52:11,962 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.037275 | Take profit: 2038.2548375
+2025-03-10 17:52:11,978 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:52:11,978 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4389250000002 | Take profit: 1985.0765625
+2025-03-10 17:52:12,048 - INFO - CLOSED short at 1999.22 | PnL: 0.80% | $1.39
+2025-03-10 17:52:12,048 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.201675 | Take profit: 2029.2416374999998
+2025-03-10 17:52:12,070 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.33
+2025-03-10 17:52:12,072 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5246250000002 | Take profit: 1974.3794625
+2025-03-10 17:52:12,107 - INFO - CLOSED short at 2002.29 | PnL: 0.11% | $0.02
+2025-03-10 17:52:12,107 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.256325 | Take profit: 2032.3576875
+2025-03-10 17:52:12,143 - INFO - CLOSED long at 2008.1 | PnL: 0.29% | $0.38
+2025-03-10 17:52:12,143 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.162725 | Take profit: 1977.9451625
+2025-03-10 17:52:12,160 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.32
+2025-03-10 17:52:12,160 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.171575 | Take profit: 2039.4119375
+2025-03-10 17:52:12,178 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.67
+2025-03-10 17:52:12,178 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9916249999999 | Take profit: 1987.5784625000001
+2025-03-10 17:52:12,228 - INFO - CLOSED short at 2022.2 | PnL: -0.21% | $-0.64
+2025-03-10 17:52:12,229 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.066775 | Take profit: 2052.5663375
+2025-03-10 17:52:12,245 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.32
+2025-03-10 17:52:12,245 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1372749999998 | Take profit: 1990.6615125
+2025-03-10 17:52:12,261 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:52:12,261 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.678825 | Take profit: 2048.0901875
+2025-03-10 17:52:12,308 - INFO - CLOSED long at 2031.56 | PnL: 0.68% | $1.17
+2025-03-10 17:52:12,324 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3732750000001 | Take profit: 1997.7535125
+2025-03-10 17:52:12,340 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.44
+2025-03-10 17:52:12,340 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.365075 | Take profit: 2061.0314375
+2025-03-10 17:52:12,373 - INFO - CLOSED long at 2019.65 | PnL: -0.54% | $-1.29
+2025-03-10 17:52:12,373 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.770475 | Take profit: 1989.3219125
+2025-03-10 17:52:12,390 - INFO - CLOSED short at 2022.5 | PnL: -0.14% | $-0.48
+2025-03-10 17:52:12,390 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.365275 | Take profit: 2052.8708375
+2025-03-10 17:52:12,412 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.27
+2025-03-10 17:52:12,431 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.449725 | Take profit: 2058.0574874999998
+2025-03-10 17:52:12,447 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.37
+2025-03-10 17:52:12,447 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.031625 | Take profit: 1995.4584625000002
+2025-03-10 17:52:12,462 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.21
+2025-03-10 17:52:12,481 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.272925 | Take profit: 1991.7745625
+2025-03-10 17:52:12,495 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.21
+2025-03-10 17:52:12,495 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.887775 | Take profit: 2048.3033375
+2025-03-10 17:52:12,514 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.45
+2025-03-10 17:52:12,515 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.529375 | Take profit: 1985.1652125
+2025-03-10 17:52:12,531 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.22
+2025-03-10 17:52:12,531 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.579375 | Take profit: 2045.9485375000004
+2025-03-10 17:52:12,549 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.34
+2025-03-10 17:52:12,565 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.151525 | Take profit: 2045.5120874999998
+2025-03-10 17:52:12,598 - INFO - CLOSED long at 2021.35 | PnL: 0.30% | $0.40
+2025-03-10 17:52:12,630 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7483250000002 | Take profit: 2054.2816875000003
+2025-03-10 17:52:12,664 - INFO - CLOSED long at 2021.63 | PnL: -0.11% | $-0.42
+2025-03-10 17:52:12,680 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.202675 | Take profit: 1987.7853125
+2025-03-10 17:52:12,708 - INFO - CLOSED short at 2023.86 | PnL: -0.29% | $-0.76
+2025-03-10 17:52:12,708 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.718475 | Take profit: 2054.2512374999997
+2025-03-10 17:52:12,726 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:52:12,726 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1672250000001 | Take profit: 1998.5316625
+2025-03-10 17:52:12,742 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.89
+2025-03-10 17:52:12,757 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.569025 | Take profit: 2006.7662624999998
+2025-03-10 17:52:12,790 - INFO - CLOSED short at 2036.06 | PnL: 0.06% | $-0.07
+2025-03-10 17:52:12,790 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.857475 | Take profit: 2066.6342375
+2025-03-10 17:52:12,808 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.33
+2025-03-10 17:52:12,808 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.779975 | Take profit: 2010.8934124999998
+2025-03-10 17:52:12,841 - INFO - CLOSED short at 2034.95 | PnL: 0.32% | $0.44
+2025-03-10 17:52:12,863 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0867250000003 | Take profit: 2002.3731625
+2025-03-10 17:52:12,883 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:52:12,919 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9210249999999 | Take profit: 1997.3102625
+2025-03-10 17:52:12,952 - INFO - CLOSED short at 2028.7 | PnL: -0.05% | $-0.29
+2025-03-10 17:52:12,952 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.534275 | Take profit: 2059.1638374999998
+2025-03-10 17:52:12,987 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.19
+2025-03-10 17:52:12,987 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8756750000002 | Take profit: 2002.1663125
+2025-03-10 17:52:13,006 - INFO - CLOSED short at 2036.39 | PnL: -0.18% | $-0.55
+2025-03-10 17:52:13,023 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5691250000002 | Take profit: 2002.8459625000003
+2025-03-10 17:52:13,044 - INFO - CLOSED short at 2030.14 | PnL: 0.16% | $0.12
+2025-03-10 17:52:13,066 - INFO - OPENED SHORT at 2030.46 | Stop loss: 2040.6345250000002 | Take profit: 1999.9697625
+2025-03-10 17:52:13,081 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-0.44
+2025-03-10 17:52:13,081 - INFO - Episode 9: Reward=-6.25, Balance=$98.42, Win Rate=45.9%, Trades=37, Episode PnL=$-1.80, Total PnL=$-231.02, Max Drawdown=4.6%, Pred Accuracy=98.6%
+2025-03-10 17:52:13,081 - INFO - Refreshing data for episode 10
+2025-03-10 17:52:13,082 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:13,390 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:13,400 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:13,692 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7507750000002 | Take profit: 1973.6210125
+2025-03-10 17:52:13,711 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.34
+2025-03-10 17:52:13,725 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.037275 | Take profit: 2038.2548375
+2025-03-10 17:52:13,747 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:52:13,747 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4389250000002 | Take profit: 1985.0765625
+2025-03-10 17:52:13,766 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:52:13,766 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.266075 | Take profit: 2040.5284374999999
+2025-03-10 17:52:13,819 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-1.01
+2025-03-10 17:52:13,819 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1327249999997 | Take profit: 1972.0351625
+2025-03-10 17:52:13,858 - INFO - CLOSED short at 2004.48 | PnL: -0.12% | $-0.43
+2025-03-10 17:52:13,879 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.635225 | Take profit: 1972.5276625
+2025-03-10 17:52:13,897 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.17
+2025-03-10 17:52:13,913 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.972575 | Take profit: 2039.2089375
+2025-03-10 17:52:13,947 - INFO - CLOSED long at 2009.24 | PnL: 0.01% | $-0.18
+2025-03-10 17:52:13,948 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3084249999997 | Take profit: 1979.0680625
+2025-03-10 17:52:13,983 - INFO - CLOSED short at 2014.13 | PnL: -0.24% | $-0.67
+2025-03-10 17:52:13,984 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.037125 | Take profit: 2044.3752875
+2025-03-10 17:52:14,000 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.73
+2025-03-10 17:52:14,000 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9010250000001 | Take profit: 1993.3702624999999
+2025-03-10 17:52:14,018 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.04
+2025-03-10 17:52:14,018 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.066775 | Take profit: 2052.5663375
+2025-03-10 17:52:14,037 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.31
+2025-03-10 17:52:14,037 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1372749999998 | Take profit: 1990.6615125
+2025-03-10 17:52:14,054 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:52:14,054 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.678825 | Take profit: 2048.0901875
+2025-03-10 17:52:14,088 - INFO - CLOSED long at 2022.99 | PnL: 0.26% | $0.31
+2025-03-10 17:52:14,088 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.127175 | Take profit: 1992.6118125
+2025-03-10 17:52:14,105 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.02
+2025-03-10 17:52:14,105 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3799749999998 | Take profit: 2062.0667375
+2025-03-10 17:52:14,139 - INFO - CLOSED long at 2030.54 | PnL: -0.05% | $-0.29
+2025-03-10 17:52:14,140 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7149249999998 | Take profit: 2000.0485625000001
+2025-03-10 17:52:14,157 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.34
+2025-03-10 17:52:14,157 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7632250000001 | Take profit: 2055.3169875000003
+2025-03-10 17:52:14,173 - INFO - CLOSED long at 2019.65 | PnL: -0.26% | $-0.70
+2025-03-10 17:52:14,173 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.770475 | Take profit: 1989.3219125
+2025-03-10 17:52:14,189 - INFO - CLOSED short at 2022.5 | PnL: -0.14% | $-0.46
+2025-03-10 17:52:14,189 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.365275 | Take profit: 2052.8708375
+2025-03-10 17:52:14,243 - INFO - CLOSED long at 2025.88 | PnL: 0.17% | $0.13
+2025-03-10 17:52:14,243 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.031625 | Take profit: 1995.4584625000002
+2025-03-10 17:52:14,259 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.20
+2025-03-10 17:52:14,314 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.529375 | Take profit: 1985.1652125
+2025-03-10 17:52:14,333 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.21
+2025-03-10 17:52:14,350 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1266750000002 | Take profit: 2044.4666375
+2025-03-10 17:52:14,368 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.09
+2025-03-10 17:52:14,368 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3484749999998 | Take profit: 1984.9879125
+2025-03-10 17:52:14,398 - INFO - CLOSED short at 2021.35 | PnL: -0.30% | $-0.77
+2025-03-10 17:52:14,398 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2210249999998 | Take profit: 2051.7035874999997
+2025-03-10 17:52:14,417 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:52:14,434 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7483250000002 | Take profit: 2054.2816875000003
+2025-03-10 17:52:14,450 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.73
+2025-03-10 17:52:14,450 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1725250000002 | Take profit: 1987.7557625
+2025-03-10 17:52:14,488 - INFO - CLOSED short at 2018.09 | PnL: -0.00% | $-0.19
+2025-03-10 17:52:14,488 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9773249999998 | Take profit: 2048.3946875
+2025-03-10 17:52:14,542 - INFO - CLOSED long at 2029.0 | PnL: 0.54% | $0.83
+2025-03-10 17:52:14,562 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.976875 | Take profit: 2066.7560375000003
+2025-03-10 17:52:14,613 - INFO - CLOSED long at 2036.06 | PnL: -0.01% | $-0.20
+2025-03-10 17:52:14,632 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.779975 | Take profit: 2010.8934124999998
+2025-03-10 17:52:14,650 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:52:14,682 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.713275 | Take profit: 2063.4268375
+2025-03-10 17:52:14,699 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.29
+2025-03-10 17:52:14,714 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4787749999998 | Take profit: 1998.8370125000001
+2025-03-10 17:52:14,751 - INFO - CLOSED short at 2026.54 | PnL: 0.14% | $0.07
+2025-03-10 17:52:14,751 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.385075 | Take profit: 2056.9714375
+2025-03-10 17:52:14,762 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:52:14,786 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4687250000002 | Take profit: 1998.8271625
+2025-03-10 17:52:14,838 - INFO - CLOSED short at 2033.38 | PnL: -0.20% | $-0.57
+2025-03-10 17:52:14,838 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1908750000002 | Take profit: 2063.9140375
+2025-03-10 17:52:14,873 - INFO - CLOSED long at 2030.46 | PnL: -0.14% | $-0.46
+2025-03-10 17:52:14,890 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.31, Avg Loss=$-0.41
+2025-03-10 17:52:14,890 - INFO - Episode 10: Reward=-18.08, Balance=$94.07, Win Rate=32.4%, Trades=34, Episode PnL=$-4.30, Total PnL=$-236.95, Max Drawdown=5.9%, Pred Accuracy=98.7%
+2025-03-10 17:52:15,007 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:52:15,007 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:52:15,374 - INFO - Visualization saved for episode 10
+2025-03-10 17:52:16,335 - INFO - Visualization saved for episode 10
+2025-03-10 17:52:16,341 - INFO - Refreshing data for episode 11
+2025-03-10 17:52:16,341 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:16,678 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:16,686 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:16,715 - INFO - OPENED SHORT at 2008.61 | Stop loss: 2018.6752749999998 | Take profit: 1978.4475125
+2025-03-10 17:52:16,734 - INFO - CLOSED short at 2003.71 | PnL: 0.24% | $0.28
+2025-03-10 17:52:16,891 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2383249999998 | Take profit: 1969.1983625
+2025-03-10 17:52:16,913 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.72
+2025-03-10 17:52:16,914 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.435375 | Take profit: 2034.5805375000002
+2025-03-10 17:52:16,938 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:52:16,975 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.107425 | Take profit: 1978.8710625
+2025-03-10 17:52:16,991 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:52:17,268 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0716249999998 | Take profit: 2057.6717875000004
+2025-03-10 17:52:17,288 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:52:17,324 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.857725 | Take profit: 2056.4334875
+2025-03-10 17:52:17,358 - INFO - CLOSED long at 2018.0 | PnL: -0.40% | $-0.97
+2025-03-10 17:52:17,634 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.150975 | Take profit: 2067.9537375
+2025-03-10 17:52:17,653 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.26
+2025-03-10 17:52:17,690 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.320025 | Take profit: 2072.2065875
+2025-03-10 17:52:17,709 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.35
+2025-03-10 17:52:17,887 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1908750000002 | Take profit: 2063.9140375
+2025-03-10 17:52:17,938 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.28, Avg Loss=$-0.42
+2025-03-10 17:52:17,938 - INFO - Episode 11: Reward=-7.51, Balance=$97.34, Win Rate=12.5%, Trades=8, Episode PnL=$-2.66, Total PnL=$-239.61, Max Drawdown=2.9%, Pred Accuracy=98.8%
+2025-03-10 17:52:17,938 - INFO - Refreshing data for episode 12
+2025-03-10 17:52:17,938 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:18,237 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:18,246 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:18,267 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5447249999997 | Take profit: 2038.7724875
+2025-03-10 17:52:18,284 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:52:18,392 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.798625 | Take profit: 2031.8907874999998
+2025-03-10 17:52:18,408 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:52:18,512 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.037275 | Take profit: 2038.2548375
+2025-03-10 17:52:18,529 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:52:18,547 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.768375 | Take profit: 2048.1815375
+2025-03-10 17:52:18,564 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:52:18,579 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9010250000001 | Take profit: 1993.3702624999999
+2025-03-10 17:52:18,597 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.04
+2025-03-10 17:52:18,618 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8827250000002 | Take profit: 2051.3584874999997
+2025-03-10 17:52:18,634 - INFO - CLOSED long at 2017.79 | PnL: -0.16% | $-0.51
+2025-03-10 17:52:18,788 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0716249999998 | Take profit: 2057.6717875000004
+2025-03-10 17:52:18,805 - INFO - CLOSED long at 2027.61 | PnL: 0.02% | $-0.16
+2025-03-10 17:52:18,818 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.031625 | Take profit: 1995.4584625000002
+2025-03-10 17:52:18,837 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.21
+2025-03-10 17:52:18,857 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.007075 | Take profit: 2052.5054375
+2025-03-10 17:52:18,917 - INFO - CLOSED long at 2015.68 | PnL: -0.32% | $-0.81
+2025-03-10 17:52:19,114 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8327749999999 | Take profit: 2059.4683375
+2025-03-10 17:52:19,175 - INFO - CLOSED long at 2036.65 | PnL: 0.38% | $0.53
+2025-03-10 17:52:19,214 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.779975 | Take profit: 2010.8934124999998
+2025-03-10 17:52:19,232 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:52:19,284 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.638675 | Take profit: 2062.3306374999997
+2025-03-10 17:52:19,319 - INFO - CLOSED long at 2027.76 | PnL: -0.20% | $-0.58
+2025-03-10 17:52:19,337 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.385075 | Take profit: 2056.9714375
+2025-03-10 17:52:19,356 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:52:19,472 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.27, Avg Loss=$-0.35
+2025-03-10 17:52:19,473 - INFO - Episode 12: Reward=-11.02, Balance=$96.71, Win Rate=15.4%, Trades=13, Episode PnL=$-3.29, Total PnL=$-242.90, Max Drawdown=3.3%, Pred Accuracy=99.0%
+2025-03-10 17:52:19,473 - INFO - Refreshing data for episode 13
+2025-03-10 17:52:19,473 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:19,787 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:19,793 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:19,998 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5647749999998 | Take profit: 2032.6723375000001
+2025-03-10 17:52:20,020 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.23
+2025-03-10 17:52:20,189 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.678825 | Take profit: 2048.0901875
+2025-03-10 17:52:20,207 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.31
+2025-03-10 17:52:20,315 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5295250000001 | Take profit: 2049.9780875
+2025-03-10 17:52:20,335 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:52:20,403 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1622750000001 | Take profit: 1995.5865125
+2025-03-10 17:52:20,423 - INFO - CLOSED short at 2022.14 | PnL: 0.19% | $0.18
+2025-03-10 17:52:20,531 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9126749999998 | Take profit: 2047.3086374999998
+2025-03-10 17:52:20,551 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.23
+2025-03-10 17:52:20,570 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3751750000001 | Take profit: 2054.9211375
+2025-03-10 17:52:20,606 - INFO - CLOSED long at 2018.06 | PnL: -0.32% | $-0.83
+2025-03-10 17:52:20,623 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4996250000002 | Take profit: 2051.9877875
+2025-03-10 17:52:20,660 - INFO - CLOSED long at 2021.98 | PnL: 0.02% | $-0.16
+2025-03-10 17:52:20,675 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.718475 | Take profit: 2054.2512374999997
+2025-03-10 17:52:20,712 - INFO - CLOSED long at 2036.18 | PnL: 0.61% | $1.00
+2025-03-10 17:52:20,759 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.857475 | Take profit: 2066.6342375
+2025-03-10 17:52:20,779 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.34
+2025-03-10 17:52:20,797 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.708125 | Take profit: 2070.5622875
+2025-03-10 17:52:20,817 - INFO - CLOSED long at 2034.95 | PnL: -0.24% | $-0.69
+2025-03-10 17:52:20,897 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.385075 | Take profit: 2056.9714375
+2025-03-10 17:52:20,914 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:52:20,935 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.131275 | Take profit: 2059.7728374999997
+2025-03-10 17:52:20,951 - INFO - CLOSED long at 2032.69 | PnL: 0.17% | $0.13
+2025-03-10 17:52:21,036 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.29, Avg Loss=$-0.48
+2025-03-10 17:52:21,036 - INFO - Episode 13: Reward=5.05, Balance=$100.38, Win Rate=66.7%, Trades=12, Episode PnL=$0.38, Total PnL=$-242.53, Max Drawdown=1.0%, Pred Accuracy=99.3%
+2025-03-10 17:52:21,036 - INFO - Refreshing data for episode 14
+2025-03-10 17:52:21,036 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:21,334 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:21,340 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:21,357 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5447249999997 | Take profit: 2038.7724875
+2025-03-10 17:52:21,377 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:52:21,395 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.111975 | Take profit: 2035.2707375
+2025-03-10 17:52:21,435 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.80
+2025-03-10 17:52:21,468 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.967625 | Take profit: 2038.1837874999999
+2025-03-10 17:52:21,501 - INFO - CLOSED long at 2002.1 | PnL: -0.30% | $-0.78
+2025-03-10 17:52:21,517 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.201675 | Take profit: 2029.2416374999998
+2025-03-10 17:52:21,549 - INFO - CLOSED long at 2002.6 | PnL: 0.17% | $0.14
+2025-03-10 17:52:21,566 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.256325 | Take profit: 2032.3576875
+2025-03-10 17:52:21,581 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.47
+2025-03-10 17:52:21,581 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.107425 | Take profit: 1978.8710625
+2025-03-10 17:52:21,598 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.11
+2025-03-10 17:52:21,641 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.768375 | Take profit: 2048.1815375
+2025-03-10 17:52:21,677 - INFO - CLOSED long at 2023.76 | PnL: 0.29% | $0.38
+2025-03-10 17:52:21,716 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8827250000002 | Take profit: 2051.3584874999997
+2025-03-10 17:52:21,754 - INFO - CLOSED long at 2023.01 | PnL: 0.10% | $-0.00
+2025-03-10 17:52:21,775 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8528250000002 | Take profit: 2053.3681874999997
+2025-03-10 17:52:21,812 - INFO - CLOSED long at 2028.21 | PnL: 0.26% | $0.31
+2025-03-10 17:52:21,833 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.365075 | Take profit: 2061.0314375
+2025-03-10 17:52:21,849 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.75
+2025-03-10 17:52:21,869 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5295250000001 | Take profit: 2049.9780875
+2025-03-10 17:52:21,924 - INFO - CLOSED long at 2027.61 | PnL: 0.39% | $0.58
+2025-03-10 17:52:21,962 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.857725 | Take profit: 2056.4334875
+2025-03-10 17:52:22,021 - INFO - STOP LOSS hit for long at 2015.857725 | PnL: -0.50% | $-1.19
+2025-03-10 17:52:22,054 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3133249999998 | Take profit: 1983.9733625000001
+2025-03-10 17:52:22,070 - INFO - CLOSED short at 2015.25 | PnL: -0.05% | $-0.30
+2025-03-10 17:52:22,070 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.151525 | Take profit: 2045.5120874999998
+2025-03-10 17:52:22,309 - INFO - CLOSED long at 2036.06 | PnL: 1.03% | $1.82
+2025-03-10 17:52:22,329 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.320025 | Take profit: 2072.2065875
+2025-03-10 17:52:22,346 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.36
+2025-03-10 17:52:22,365 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7530250000002 | Take profit: 2065.5075874999998
+2025-03-10 17:52:22,386 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.40
+2025-03-10 17:52:22,401 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.638675 | Take profit: 2062.3306374999997
+2025-03-10 17:52:22,469 - INFO - CLOSED long at 2028.7 | PnL: -0.15% | $-0.50
+2025-03-10 17:52:22,488 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.131275 | Take profit: 2059.7728374999997
+2025-03-10 17:52:22,522 - INFO - CLOSED long at 2036.39 | PnL: 0.35% | $0.49
+2025-03-10 17:52:22,538 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1908750000002 | Take profit: 2063.9140375
+2025-03-10 17:52:22,583 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.62, Avg Loss=$-0.51
+2025-03-10 17:52:22,584 - INFO - Episode 14: Reward=0.58, Balance=$99.92, Win Rate=44.4%, Trades=18, Episode PnL=$-0.54, Total PnL=$-242.61, Max Drawdown=1.4%, Pred Accuracy=99.6%
+2025-03-10 17:52:22,584 - INFO - Refreshing data for episode 15
+2025-03-10 17:52:22,584 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:22,918 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:22,923 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:23,201 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5445928571426 | Take profit: 2038.7726857142854
+2025-03-10 17:52:23,221 - INFO - CLOSED long at 2003.71 | PnL: -0.24% | $-0.68
+2025-03-10 17:52:23,238 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1118428571428 | Take profit: 2035.2709357142858
+2025-03-10 17:52:23,663 - INFO - CLOSED long at 2030.54 | PnL: 1.27% | $2.29
+2025-03-10 17:52:23,700 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.529392857143 | Take profit: 2049.978285714286
+2025-03-10 17:52:23,759 - INFO - CLOSED long at 2027.61 | PnL: 0.39% | $0.59
+2025-03-10 17:52:23,778 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.728242857143 | Take profit: 2056.3017357142858
+2025-03-10 17:52:23,845 - INFO - STOP LOSS hit for long at 2015.728242857143 | PnL: -0.50% | $-1.22
+2025-03-10 17:52:23,861 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5792428571428 | Take profit: 2045.9487357142857
+2025-03-10 17:52:23,878 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.34
+2025-03-10 17:52:23,897 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1513928571428 | Take profit: 2045.5122857142858
+2025-03-10 17:52:24,281 - INFO - CLOSED long at 2028.7 | PnL: 0.67% | $1.13
+2025-03-10 17:52:24,300 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1311428571428 | Take profit: 2059.7730357142855
+2025-03-10 17:52:24,314 - INFO - CLOSED long at 2032.69 | PnL: 0.17% | $0.13
+2025-03-10 17:52:24,329 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1856928571428 | Take profit: 2066.969385714286
+2025-03-10 17:52:24,398 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.04, Avg Loss=$-0.75
+2025-03-10 17:52:24,398 - INFO - Episode 15: Reward=18.25, Balance=$101.91, Win Rate=57.1%, Trades=7, Episode PnL=$1.91, Total PnL=$-240.70, Max Drawdown=1.5%, Pred Accuracy=99.7%
+2025-03-10 17:52:24,398 - INFO - Refreshing data for episode 16
+2025-03-10 17:52:24,399 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:24,716 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:24,723 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:24,740 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5444714285713 | Take profit: 2038.7728678571425
+2025-03-10 17:52:24,777 - INFO - CLOSED long at 2005.16 | PnL: -0.17% | $-0.54
+2025-03-10 17:52:24,794 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0370214285715 | Take profit: 2038.2552178571427
+2025-03-10 17:52:25,634 - INFO - TAKE PROFIT hit for long at 2038.2552178571427 | PnL: 1.50% | $2.76
+2025-03-10 17:52:25,655 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7078714285715 | Take profit: 2070.562667857143
+2025-03-10 17:52:25,729 - INFO - STOP LOSS hit for long at 2029.7078714285715 | PnL: -0.50% | $-1.22
+2025-03-10 17:52:25,749 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5987214285715 | Take profit: 2058.210117857143
+2025-03-10 17:52:25,910 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.76, Avg Loss=$-0.88
+2025-03-10 17:52:25,910 - INFO - Episode 16: Reward=12.85, Balance=$101.00, Win Rate=33.3%, Trades=3, Episode PnL=$1.00, Total PnL=$-239.70, Max Drawdown=1.2%, Pred Accuracy=99.5%
+2025-03-10 17:52:25,910 - INFO - Refreshing data for episode 17
+2025-03-10 17:52:25,910 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:26,230 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:26,239 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:26,257 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5444535714284 | Take profit: 2038.772894642857
+2025-03-10 17:52:26,860 - INFO - CLOSED long at 2022.14 | PnL: 0.67% | $1.13
+2025-03-10 17:52:26,861 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2731964285717 | Take profit: 1991.774155357143
+2025-03-10 17:52:26,878 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.21
+2025-03-10 17:52:26,878 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8875035714286 | Take profit: 2048.303744642857
+2025-03-10 17:52:27,447 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$0.00
+2025-03-10 17:52:27,448 - INFO - Episode 17: Reward=16.79, Balance=$101.34, Win Rate=100.0%, Trades=2, Episode PnL=$0.21, Total PnL=$-238.35, Max Drawdown=0.0%, Pred Accuracy=99.5%
+2025-03-10 17:52:27,448 - INFO - Refreshing data for episode 18
+2025-03-10 17:52:27,448 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:27,769 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:27,775 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:27,790 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:28,672 - INFO - TAKE PROFIT hit for long at 2038.7731571428571 | PnL: 1.50% | $2.77
+2025-03-10 17:52:28,688 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7076785714287 | Take profit: 2070.562957142857
+2025-03-10 17:52:28,753 - INFO - STOP LOSS hit for long at 2029.7076785714287 | PnL: -0.50% | $-1.22
+2025-03-10 17:52:28,774 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5985285714287 | Take profit: 2058.210407142857
+2025-03-10 17:52:28,885 - INFO - CLOSED long at 2030.14 | PnL: 0.12% | $0.03
+2025-03-10 17:52:28,885 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3133714285714 | Take profit: 1999.6538928571429
+2025-03-10 17:52:28,901 - INFO - CLOSED short at 2030.46 | PnL: -0.02% | $-0.23
+2025-03-10 17:52:28,901 - INFO - OPENED LONG at 2030.46 | Stop loss: 2020.2850285714285 | Take profit: 2060.9509071428574
+2025-03-10 17:52:28,916 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.40, Avg Loss=$-0.73
+2025-03-10 17:52:28,917 - INFO - Episode 18: Reward=14.07, Balance=$101.35, Win Rate=50.0%, Trades=4, Episode PnL=$1.32, Total PnL=$-237.00, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:52:28,917 - INFO - Refreshing data for episode 19
+2025-03-10 17:52:28,917 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:29,231 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:29,237 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:29,254 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:29,368 - INFO - CLOSED long at 2001.83 | PnL: -0.34% | $-0.87
+2025-03-10 17:52:29,384 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0668285714285 | Take profit: 2032.165507142857
+2025-03-10 17:52:30,047 - INFO - TAKE PROFIT hit for long at 2032.165507142857 | PnL: 1.50% | $2.75
+2025-03-10 17:52:30,064 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505285714284 | Take profit: 2067.9544071428572
+2025-03-10 17:52:30,230 - INFO - STOP LOSS hit for long at 2027.1505285714284 | PnL: -0.50% | $-1.21
+2025-03-10 17:52:30,247 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5338285714286 | Take profit: 2059.164507142857
+2025-03-10 17:52:30,295 - INFO - CLOSED long at 2036.39 | PnL: 0.38% | $0.56
+2025-03-10 17:52:30,295 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5946214285714 | Take profit: 2005.810142857143
+2025-03-10 17:52:30,312 - INFO - CLOSED short at 2033.38 | PnL: 0.15% | $0.10
+2025-03-10 17:52:30,312 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1904285714288 | Take profit: 2063.9147071428574
+2025-03-10 17:52:30,359 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.13, Avg Loss=$-1.04
+2025-03-10 17:52:30,360 - INFO - Episode 19: Reward=14.99, Balance=$101.32, Win Rate=60.0%, Trades=5, Episode PnL=$0.77, Total PnL=$-235.68, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:52:30,360 - INFO - Refreshing data for episode 20
+2025-03-10 17:52:30,360 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:30,691 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:30,698 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:30,988 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:31,703 - INFO - CLOSED long at 2024.52 | PnL: 0.79% | $1.37
+2025-03-10 17:52:31,703 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6652714285717 | Take profit: 1994.118192857143
+2025-03-10 17:52:31,720 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.14
+2025-03-10 17:52:31,721 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7478785714288 | Take profit: 2054.282357142857
+2025-03-10 17:52:32,159 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.37, Avg Loss=$-0.14
+2025-03-10 17:52:32,160 - INFO - Episode 20: Reward=14.55, Balance=$101.23, Win Rate=50.0%, Trades=2, Episode PnL=$-0.14, Total PnL=$-234.45, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:52:32,275 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:52:32,276 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:52:32,276 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:32,636 - INFO - Visualization saved for episode 20
+2025-03-10 17:52:33,535 - INFO - Visualization saved for episode 20
+2025-03-10 17:52:33,543 - INFO - Refreshing data for episode 21
+2025-03-10 17:52:33,543 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:33,860 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:33,865 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:33,902 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:34,077 - INFO - CLOSED long at 1999.22 | PnL: -0.47% | $-1.12
+2025-03-10 17:52:34,077 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2387714285715 | Take profit: 1969.1976928571428
+2025-03-10 17:52:34,096 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.71
+2025-03-10 17:52:34,096 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4349285714286 | Take profit: 2034.5812071428572
+2025-03-10 17:52:34,801 - INFO - TAKE PROFIT hit for long at 2034.5812071428572 | PnL: 1.50% | $2.72
+2025-03-10 17:52:34,822 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505285714284 | Take profit: 2067.9544071428572
+2025-03-10 17:52:34,994 - INFO - STOP LOSS hit for long at 2027.1505285714284 | PnL: -0.50% | $-1.20
+2025-03-10 17:52:35,012 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5338285714286 | Take profit: 2059.164507142857
+2025-03-10 17:52:35,131 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.72, Avg Loss=$-1.01
+2025-03-10 17:52:35,132 - INFO - Episode 21: Reward=10.34, Balance=$99.69, Win Rate=25.0%, Trades=4, Episode PnL=$0.81, Total PnL=$-234.76, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:52:35,132 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:35,132 - INFO - Refreshing data for episode 22
+2025-03-10 17:52:35,132 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:35,438 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:35,443 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:35,459 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:36,319 - INFO - TAKE PROFIT hit for long at 2038.7731571428571 | PnL: 1.50% | $2.77
+2025-03-10 17:52:36,343 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7076785714287 | Take profit: 2070.562957142857
+2025-03-10 17:52:36,410 - INFO - STOP LOSS hit for long at 2029.7076785714287 | PnL: -0.50% | $-1.22
+2025-03-10 17:52:36,426 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5985285714287 | Take profit: 2058.210407142857
+2025-03-10 17:52:36,565 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:52:36,569 - INFO - Episode 22: Reward=14.30, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-233.21, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:52:36,569 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:36,569 - INFO - Refreshing data for episode 23
+2025-03-10 17:52:36,569 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:36,877 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:36,883 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:36,899 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:37,126 - INFO - CLOSED long at 2008.1 | PnL: -0.03% | $-0.25
+2025-03-10 17:52:37,126 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1631714285713 | Take profit: 1977.944492857143
+2025-03-10 17:52:37,143 - INFO - CLOSED short at 2009.24 | PnL: -0.06% | $-0.31
+2025-03-10 17:52:37,144 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1711285714287 | Take profit: 2039.412607142857
+2025-03-10 17:52:37,218 - INFO - CLOSED long at 2022.2 | PnL: 0.65% | $1.07
+2025-03-10 17:52:37,218 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3336714285713 | Take profit: 1991.832992857143
+2025-03-10 17:52:37,238 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:52:37,238 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8822785714287 | Take profit: 2051.359157142857
+2025-03-10 17:52:37,775 - INFO - CLOSED long at 2036.65 | PnL: 0.77% | $1.34
+2025-03-10 17:52:37,799 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8570285714286 | Take profit: 2066.634907142857
+2025-03-10 17:52:37,885 - INFO - CLOSED long at 2032.9 | PnL: -0.16% | $-0.51
+2025-03-10 17:52:37,885 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0871714285715 | Take profit: 2002.372492857143
+2025-03-10 17:52:37,906 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:52:37,906 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6382285714285 | Take profit: 2062.331307142857
+2025-03-10 17:52:37,967 - INFO - CLOSED long at 2026.54 | PnL: -0.26% | $-0.72
+2025-03-10 17:52:37,968 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6953714285714 | Take profit: 1996.1078928571428
+2025-03-10 17:52:37,987 - INFO - CLOSED short at 2028.7 | PnL: -0.11% | $-0.41
+2025-03-10 17:52:37,987 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5338285714286 | Take profit: 2059.164507142857
+2025-03-10 17:52:38,110 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.21, Avg Loss=$-0.34
+2025-03-10 17:52:38,111 - INFO - Episode 23: Reward=8.11, Balance=$100.03, Win Rate=22.2%, Trades=9, Episode PnL=$0.44, Total PnL=$-233.17, Max Drawdown=0.0%, Pred Accuracy=99.6%
+2025-03-10 17:52:38,111 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:38,111 - INFO - Refreshing data for episode 24
+2025-03-10 17:52:38,111 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:38,409 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:38,413 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:38,432 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:39,046 - INFO - CLOSED long at 2015.43 | PnL: 0.34% | $0.47
+2025-03-10 17:52:39,061 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5789285714286 | Take profit: 2045.9492071428574
+2025-03-10 17:52:39,271 - INFO - CLOSED long at 2023.86 | PnL: 0.41% | $0.61
+2025-03-10 17:52:39,300 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8323285714284 | Take profit: 2059.469007142857
+2025-03-10 17:52:39,318 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.51
+2025-03-10 17:52:39,319 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3835714285715 | Take profit: 2005.6032928571428
+2025-03-10 17:52:39,341 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.32
+2025-03-10 17:52:39,342 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505285714284 | Take profit: 2067.9544071428572
+2025-03-10 17:52:39,522 - INFO - STOP LOSS hit for long at 2027.1505285714284 | PnL: -0.50% | $-1.20
+2025-03-10 17:52:39,548 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5338285714286 | Take profit: 2059.164507142857
+2025-03-10 17:52:39,692 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.53, Avg Loss=$-0.76
+2025-03-10 17:52:39,693 - INFO - Episode 24: Reward=16.80, Balance=$100.07, Win Rate=60.0%, Trades=5, Episode PnL=$-0.44, Total PnL=$-233.11, Max Drawdown=1.0%, Pred Accuracy=99.6%
+2025-03-10 17:52:39,693 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:39,693 - INFO - Refreshing data for episode 25
+2025-03-10 17:52:39,694 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:40,001 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:40,008 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:40,317 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:40,544 - INFO - CLOSED long at 2002.6 | PnL: -0.30% | $-0.79
+2025-03-10 17:52:40,566 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2558785714286 | Take profit: 2032.3583571428571
+2025-03-10 17:52:41,246 - INFO - TAKE PROFIT hit for long at 2032.3583571428571 | PnL: 1.50% | $2.75
+2025-03-10 17:52:41,269 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505285714284 | Take profit: 2067.9544071428572
+2025-03-10 17:52:41,470 - INFO - STOP LOSS hit for long at 2027.1505285714284 | PnL: -0.50% | $-1.21
+2025-03-10 17:52:41,486 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5338285714286 | Take profit: 2059.164507142857
+2025-03-10 17:52:41,613 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.75, Avg Loss=$-1.00
+2025-03-10 17:52:41,613 - INFO - Episode 25: Reward=12.61, Balance=$100.75, Win Rate=33.3%, Trades=3, Episode PnL=$0.75, Total PnL=$-232.36, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:52:41,613 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:41,613 - INFO - Refreshing data for episode 26
+2025-03-10 17:52:41,613 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:41,909 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:41,920 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:41,943 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:42,051 - INFO - CLOSED long at 2008.03 | PnL: -0.03% | $-0.25
+2025-03-10 17:52:42,055 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0928214285714 | Take profit: 1977.8755428571428
+2025-03-10 17:52:42,075 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.41
+2025-03-10 17:52:42,075 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7981785714285 | Take profit: 2031.8914571428572
+2025-03-10 17:52:42,872 - INFO - CLOSED long at 2021.98 | PnL: 1.01% | $1.80
+2025-03-10 17:52:42,894 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7180285714285 | Take profit: 2054.251907142857
+2025-03-10 17:52:43,223 - INFO - CLOSED long at 2033.38 | PnL: 0.47% | $0.75
+2025-03-10 17:52:43,249 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9666285714286 | Take profit: 2060.626107142857
+2025-03-10 17:52:43,284 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.98, Avg Loss=$-0.25
+2025-03-10 17:52:43,285 - INFO - Episode 26: Reward=17.73, Balance=$102.70, Win Rate=75.0%, Trades=4, Episode PnL=$2.95, Total PnL=$-229.66, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:52:43,285 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:43,285 - INFO - Refreshing data for episode 27
+2025-03-10 17:52:43,287 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:43,601 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:43,610 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:43,627 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:44,235 - INFO - CLOSED long at 2027.23 | PnL: 0.93% | $1.64
+2025-03-10 17:52:44,255 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4492785714285 | Take profit: 2058.058157142857
+2025-03-10 17:52:44,341 - INFO - STOP LOSS hit for long at 2017.4492785714285 | PnL: -0.50% | $-1.21
+2025-03-10 17:52:44,365 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5789285714286 | Take profit: 2045.9492071428574
+2025-03-10 17:52:45,033 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.64, Avg Loss=$-1.21
+2025-03-10 17:52:45,034 - INFO - Episode 27: Reward=16.07, Balance=$100.43, Win Rate=50.0%, Trades=2, Episode PnL=$0.43, Total PnL=$-229.23, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:52:45,034 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:45,034 - INFO - Refreshing data for episode 28
+2025-03-10 17:52:45,036 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:45,330 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:45,336 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:45,355 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:46,304 - INFO - CLOSED long at 2024.52 | PnL: 0.79% | $1.37
+2025-03-10 17:52:46,323 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7478785714288 | Take profit: 2054.282357142857
+2025-03-10 17:52:46,646 - INFO - CLOSED long at 2032.69 | PnL: 0.43% | $0.67
+2025-03-10 17:52:46,646 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8761214285714 | Take profit: 2002.165642857143
+2025-03-10 17:52:46,663 - INFO - CLOSED short at 2036.39 | PnL: -0.18% | $-0.57
+2025-03-10 17:52:46,664 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1853785714286 | Take profit: 2066.969857142857
+2025-03-10 17:52:46,729 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.02, Avg Loss=$-0.57
+2025-03-10 17:52:46,729 - INFO - Episode 28: Reward=15.56, Balance=$101.47, Win Rate=66.7%, Trades=3, Episode PnL=$0.80, Total PnL=$-227.76, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:52:46,730 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:46,730 - INFO - Refreshing data for episode 29
+2025-03-10 17:52:46,730 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:47,036 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:47,041 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:47,063 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:47,267 - INFO - CLOSED long at 2004.48 | PnL: -0.21% | $-0.60
+2025-03-10 17:52:47,293 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5643285714284 | Take profit: 2032.673007142857
+2025-03-10 17:52:47,773 - INFO - CLOSED long at 2015.68 | PnL: 0.65% | $1.09
+2025-03-10 17:52:47,774 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7810714285715 | Take profit: 1985.410792857143
+2025-03-10 17:52:47,791 - INFO - CLOSED short at 2014.22 | PnL: 0.07% | $-0.05
+2025-03-10 17:52:47,808 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1510785714286 | Take profit: 2045.512757142857
+2025-03-10 17:52:48,285 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.09, Avg Loss=$-0.33
+2025-03-10 17:52:48,285 - INFO - Episode 29: Reward=13.09, Balance=$100.43, Win Rate=33.3%, Trades=3, Episode PnL=$-0.66, Total PnL=$-227.33, Max Drawdown=0.6%, Pred Accuracy=99.7%
+2025-03-10 17:52:48,285 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:48,286 - INFO - Refreshing data for episode 30
+2025-03-10 17:52:48,286 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:48,635 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:48,641 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:48,921 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5442785714283 | Take profit: 2038.7731571428571
+2025-03-10 17:52:49,008 - INFO - CLOSED long at 2010.34 | PnL: 0.09% | $-0.03
+2025-03-10 17:52:49,025 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9671785714283 | Take profit: 2038.1844571428574
+2025-03-10 17:52:49,384 - INFO - CLOSED long at 2019.65 | PnL: 0.58% | $0.95
+2025-03-10 17:52:49,401 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3648285714285 | Take profit: 2052.8715071428574
+2025-03-10 17:52:50,048 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.95, Avg Loss=$-0.03
+2025-03-10 17:52:50,048 - INFO - Episode 30: Reward=14.62, Balance=$100.92, Win Rate=50.0%, Trades=2, Episode PnL=$0.92, Total PnL=$-226.41, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:52:50,160 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:52:50,162 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:52:50,162 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:50,503 - INFO - Visualization saved for episode 30
+2025-03-10 17:52:51,401 - INFO - Visualization saved for episode 30
+2025-03-10 17:52:51,403 - INFO - Refreshing data for episode 31
+2025-03-10 17:52:51,403 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:51,772 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:51,778 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:51,794 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5440285714285 | Take profit: 2038.773532142857
+2025-03-10 17:52:52,688 - INFO - TAKE PROFIT hit for long at 2038.773532142857 | PnL: 1.50% | $2.77
+2025-03-10 17:52:52,708 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7074285714286 | Take profit: 2070.563332142857
+2025-03-10 17:52:52,776 - INFO - STOP LOSS hit for long at 2029.7074285714286 | PnL: -0.50% | $-1.22
+2025-03-10 17:52:52,799 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5982785714286 | Take profit: 2058.210782142857
+2025-03-10 17:52:52,944 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:52:52,945 - INFO - Episode 31: Reward=-6.41, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-224.86, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:52:52,945 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:52,945 - INFO - Refreshing data for episode 32
+2025-03-10 17:52:52,945 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:53,273 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:53,280 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:53,298 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5438464285714 | Take profit: 2038.7738053571427
+2025-03-10 17:52:54,178 - INFO - TAKE PROFIT hit for long at 2038.7738053571427 | PnL: 1.50% | $2.77
+2025-03-10 17:52:54,197 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7072464285714 | Take profit: 2070.563605357143
+2025-03-10 17:52:54,266 - INFO - STOP LOSS hit for long at 2029.7072464285714 | PnL: -0.50% | $-1.22
+2025-03-10 17:52:54,284 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5980964285716 | Take profit: 2058.2110553571424
+2025-03-10 17:52:54,436 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:52:54,437 - INFO - Episode 32: Reward=-6.40, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-223.31, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:52:54,437 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:54,437 - INFO - Refreshing data for episode 33
+2025-03-10 17:52:54,437 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:54,753 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:54,758 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:54,776 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5438464285714 | Take profit: 2038.7738053571427
+2025-03-10 17:52:55,675 - INFO - TAKE PROFIT hit for long at 2038.7738053571427 | PnL: 1.50% | $2.77
+2025-03-10 17:52:55,696 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7072464285714 | Take profit: 2070.563605357143
+2025-03-10 17:52:55,759 - INFO - STOP LOSS hit for long at 2029.7072464285714 | PnL: -0.50% | $-1.22
+2025-03-10 17:52:55,776 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5980964285716 | Take profit: 2058.2110553571424
+2025-03-10 17:52:55,804 - INFO - CLOSED long at 2028.7 | PnL: 0.05% | $-0.11
+2025-03-10 17:52:55,804 - INFO - OPENED SHORT at 2028.7 | Stop loss: 2038.8666035714286 | Take profit: 1998.2348446428573
+2025-03-10 17:52:55,838 - INFO - CLOSED short at 2032.69 | PnL: -0.20% | $-0.60
+2025-03-10 17:52:55,838 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5034464285714 | Take profit: 2063.215005357143
+2025-03-10 17:52:55,915 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$2.77, Avg Loss=$-0.64
+2025-03-10 17:52:55,915 - INFO - Episode 33: Reward=-8.23, Balance=$100.85, Win Rate=25.0%, Trades=4, Episode PnL=$0.95, Total PnL=$-222.47, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:52:55,915 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:55,915 - INFO - Refreshing data for episode 34
+2025-03-10 17:52:55,915 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:56,233 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:56,239 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:56,255 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5438464285714 | Take profit: 2038.7738053571427
+2025-03-10 17:52:56,569 - INFO - CLOSED long at 2021.01 | PnL: 0.62% | $1.02
+2025-03-10 17:52:56,569 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1381535714283 | Take profit: 1990.6601946428573
+2025-03-10 17:52:56,586 - INFO - CLOSED short at 2017.79 | PnL: 0.16% | $0.12
+2025-03-10 17:52:56,587 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6779464285714 | Take profit: 2048.0915053571425
+2025-03-10 17:52:57,348 - INFO - CLOSED long at 2033.38 | PnL: 0.77% | $1.35
+2025-03-10 17:52:57,349 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.570003571429 | Take profit: 2002.8446446428572
+2025-03-10 17:52:57,367 - INFO - CLOSED short at 2030.14 | PnL: 0.16% | $0.12
+2025-03-10 17:52:57,367 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9661964285715 | Take profit: 2060.626755357143
+2025-03-10 17:52:57,398 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 100.0% in downtrends | Avg Win=$0.65, Avg Loss=$0.00
+2025-03-10 17:52:57,399 - INFO - Episode 34: Reward=-0.10, Balance=$102.61, Win Rate=100.0%, Trades=4, Episode PnL=$0.24, Total PnL=$-219.86, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:52:57,399 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:57,399 - INFO - Refreshing data for episode 35
+2025-03-10 17:52:57,399 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:57,712 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:57,718 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:57,997 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5438464285714 | Take profit: 2038.7738053571427
+2025-03-10 17:52:58,350 - INFO - CLOSED long at 2017.79 | PnL: 0.46% | $0.71
+2025-03-10 17:52:58,350 - INFO - OPENED SHORT at 2017.79 | Stop loss: 2027.9020535714285 | Take profit: 1987.488494642857
+2025-03-10 17:52:58,368 - INFO - CLOSED short at 2023.01 | PnL: -0.26% | $-0.71
+2025-03-10 17:52:58,368 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8718464285714 | Take profit: 2053.389805357143
+2025-03-10 17:52:58,401 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.64
+2025-03-10 17:52:58,402 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7409035714286 | Take profit: 2001.051944642857
+2025-03-10 17:52:58,419 - INFO - CLOSED short at 2028.21 | PnL: 0.16% | $0.13
+2025-03-10 17:52:58,419 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0458464285716 | Take profit: 2058.667805357143
+2025-03-10 17:52:58,588 - INFO - STOP LOSS hit for long at 2018.0458464285716 | PnL: -0.50% | $-1.20
+2025-03-10 17:52:58,607 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3297464285715 | Take profit: 2045.696105357143
+2025-03-10 17:52:58,787 - INFO - CLOSED long at 2021.98 | PnL: 0.32% | $0.44
+2025-03-10 17:52:58,787 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1130035714286 | Take profit: 1991.6156446428572
+2025-03-10 17:52:58,807 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:52:58,808 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7175964285714 | Take profit: 2054.2525553571427
+2025-03-10 17:52:59,086 - INFO - CLOSED long at 2036.39 | PnL: 0.62% | $1.02
+2025-03-10 17:52:59,086 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5950535714287 | Take profit: 2005.8094946428573
+2025-03-10 17:52:59,103 - INFO - CLOSED short at 2033.38 | PnL: 0.15% | $0.10
+2025-03-10 17:52:59,103 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1899964285715 | Take profit: 2063.9153553571427
+2025-03-10 17:52:59,152 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 40.0% in downtrends | Avg Win=$0.51, Avg Loss=$-0.76
+2025-03-10 17:52:59,152 - INFO - Episode 35: Reward=-0.03, Balance=$100.74, Win Rate=66.7%, Trades=9, Episode PnL=$-2.07, Total PnL=$-219.12, Max Drawdown=0.4%, Pred Accuracy=99.7%
+2025-03-10 17:52:59,152 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:52:59,152 - INFO - Refreshing data for episode 36
+2025-03-10 17:52:59,153 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:52:59,452 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:52:59,457 - INFO - Initialized environment with 100 candles
+2025-03-10 17:52:59,474 - INFO - OPENED LONG at 2008.61 | Stop loss: 1998.5438464285714 | Take profit: 2038.7738053571427
+2025-03-10 17:53:00,030 - INFO - CLOSED long at 2027.61 | PnL: 0.95% | $1.67
+2025-03-10 17:53:00,030 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7711535714284 | Take profit: 1997.161194642857
+2025-03-10 17:53:00,049 - INFO - CLOSED short at 2025.88 | PnL: 0.09% | $-0.03
+2025-03-10 17:53:00,049 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7274964285716 | Take profit: 2056.3028553571426
+2025-03-10 17:53:00,119 - INFO - STOP LOSS hit for long at 2015.7274964285716 | PnL: -0.50% | $-1.21
+2025-03-10 17:53:00,133 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5784964285715 | Take profit: 2045.949855357143
+2025-03-10 17:53:00,655 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.67, Avg Loss=$-0.62
+2025-03-10 17:53:00,656 - INFO - Episode 36: Reward=14.93, Balance=$100.43, Win Rate=33.3%, Trades=3, Episode PnL=$-1.24, Total PnL=$-218.68, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:53:00,656 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:00,656 - INFO - Refreshing data for episode 37
+2025-03-10 17:53:00,656 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:00,951 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:00,957 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:00,974 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6704535714287 | Take profit: 2033.7971446428571
+2025-03-10 17:53:01,203 - INFO - CLOSED long at 2017.88 | PnL: 0.71% | $1.20
+2025-03-10 17:53:01,203 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9903964285718 | Take profit: 1987.5803053571428
+2025-03-10 17:53:01,219 - INFO - CLOSED short at 2014.13 | PnL: 0.19% | $0.17
+2025-03-10 17:53:01,219 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0383535714286 | Take profit: 2044.373444642857
+2025-03-10 17:53:01,235 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.76
+2025-03-10 17:53:01,236 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.8997964285713 | Take profit: 1993.3721053571428
+2025-03-10 17:53:01,252 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.05
+2025-03-10 17:53:01,252 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0680035714286 | Take profit: 2052.5644946428574
+2025-03-10 17:53:01,451 - INFO - CLOSED long at 2025.88 | PnL: 0.18% | $0.17
+2025-03-10 17:53:01,468 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8589535714286 | Take profit: 2056.431644642857
+2025-03-10 17:53:01,516 - INFO - STOP LOSS hit for long at 2015.8589535714286 | PnL: -0.50% | $-1.22
+2025-03-10 17:53:01,532 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5806035714286 | Take profit: 2045.9466946428572
+2025-03-10 17:53:02,070 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.57, Avg Loss=$-0.63
+2025-03-10 17:53:02,071 - INFO - Episode 37: Reward=-0.93, Balance=$101.04, Win Rate=66.7%, Trades=6, Episode PnL=$-0.93, Total PnL=$-217.65, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:53:02,071 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:02,071 - INFO - Refreshing data for episode 38
+2025-03-10 17:53:02,071 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:02,365 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:02,370 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:02,387 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6703071428572 | Take profit: 2033.7973642857144
+2025-03-10 17:53:02,501 - INFO - CLOSED long at 2002.1 | PnL: -0.08% | $-0.36
+2025-03-10 17:53:02,502 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1316428571427 | Take profit: 1972.0367857142855
+2025-03-10 17:53:02,517 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:53:02,517 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2027571428573 | Take profit: 2029.2400142857143
+2025-03-10 17:53:02,759 - INFO - TAKE PROFIT hit for long at 2029.2400142857143 | PnL: 1.50% | $2.77
+2025-03-10 17:53:02,779 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0478071428572 | Take profit: 2058.6648642857144
+2025-03-10 17:53:02,939 - INFO - STOP LOSS hit for long at 2018.0478071428572 | PnL: -0.50% | $-1.22
+2025-03-10 17:53:02,957 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3317071428573 | Take profit: 2045.6931642857141
+2025-03-10 17:53:03,107 - INFO - CLOSED long at 2021.63 | PnL: 0.31% | $0.42
+2025-03-10 17:53:03,128 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.978407142857 | Take profit: 2048.393064285714
+2025-03-10 17:53:03,513 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 66.7% in downtrends | Avg Win=$1.09, Avg Loss=$-0.79
+2025-03-10 17:53:03,513 - INFO - Episode 38: Reward=-4.69, Balance=$101.69, Win Rate=60.0%, Trades=5, Episode PnL=$2.05, Total PnL=$-215.96, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:53:03,513 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:03,513 - INFO - Refreshing data for episode 39
+2025-03-10 17:53:03,513 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:03,807 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:03,813 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:03,825 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6702964285714 | Take profit: 2033.7973803571426
+2025-03-10 17:53:04,608 - INFO - TAKE PROFIT hit for long at 2033.7973803571426 | PnL: 1.50% | $2.77
+2025-03-10 17:53:04,626 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1520464285713 | Take profit: 2067.952130357143
+2025-03-10 17:53:04,791 - INFO - STOP LOSS hit for long at 2027.1520464285713 | PnL: -0.50% | $-1.22
+2025-03-10 17:53:04,808 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5353464285715 | Take profit: 2059.162230357143
+2025-03-10 17:53:04,942 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:53:04,944 - INFO - Episode 39: Reward=-6.40, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-214.41, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:53:04,944 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:04,944 - INFO - Refreshing data for episode 40
+2025-03-10 17:53:04,944 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:05,246 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:05,252 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:05,546 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6702071428572 | Take profit: 2033.7975142857142
+2025-03-10 17:53:06,018 - INFO - CLOSED long at 2019.65 | PnL: 0.80% | $1.38
+2025-03-10 17:53:06,041 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3662571428572 | Take profit: 2052.8693642857147
+2025-03-10 17:53:06,670 - INFO - CLOSED long at 2030.46 | PnL: 0.39% | $0.59
+2025-03-10 17:53:06,692 - INFO - OPENED LONG at 2029.25 | Stop loss: 2019.0825071428571 | Take profit: 2059.7206142857144
+2025-03-10 17:53:06,706 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.98, Avg Loss=$0.00
+2025-03-10 17:53:06,706 - INFO - Episode 40: Reward=-3.14, Balance=$101.97, Win Rate=100.0%, Trades=2, Episode PnL=$1.97, Total PnL=$-212.44, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:53:06,816 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:53:06,816 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:53:06,816 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:07,174 - INFO - Visualization saved for episode 40
+2025-03-10 17:53:07,815 - INFO - Visualization saved for episode 40
+2025-03-10 17:53:07,823 - INFO - Refreshing data for episode 41
+2025-03-10 17:53:07,823 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:08,129 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:08,135 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:08,152 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6701142857144 | Take profit: 2033.7976535714286
+2025-03-10 17:53:08,317 - INFO - CLOSED long at 2002.6 | PnL: -0.06% | $-0.31
+2025-03-10 17:53:08,334 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2572142857143 | Take profit: 2032.3563535714286
+2025-03-10 17:53:08,465 - INFO - CLOSED long at 2021.01 | PnL: 0.93% | $1.65
+2025-03-10 17:53:08,488 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6797142857142 | Take profit: 2048.0888535714284
+2025-03-10 17:53:08,948 - INFO - CLOSED long at 2036.18 | PnL: 0.91% | $1.63
+2025-03-10 17:53:08,973 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.151864285714 | Take profit: 2067.9524035714285
+2025-03-10 17:53:09,128 - INFO - STOP LOSS hit for long at 2027.151864285714 | PnL: -0.50% | $-1.22
+2025-03-10 17:53:09,143 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5351642857142 | Take profit: 2059.1625035714287
+2025-03-10 17:53:09,272 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.64, Avg Loss=$-0.77
+2025-03-10 17:53:09,272 - INFO - Episode 41: Reward=-3.15, Balance=$101.74, Win Rate=50.0%, Trades=4, Episode PnL=$1.74, Total PnL=$-210.70, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:53:09,272 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:09,272 - INFO - Refreshing data for episode 42
+2025-03-10 17:53:09,272 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:09,565 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:09,568 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:09,588 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6701142857144 | Take profit: 2033.7976535714286
+2025-03-10 17:53:09,603 - INFO - CLOSED long at 2005.16 | PnL: 0.07% | $-0.05
+2025-03-10 17:53:09,617 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0381642857142 | Take profit: 2038.2535035714286
+2025-03-10 17:53:09,921 - INFO - CLOSED long at 2023.01 | PnL: 0.74% | $1.27
+2025-03-10 17:53:09,921 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1463857142858 | Take profit: 1992.6328464285714
+2025-03-10 17:53:09,937 - INFO - CLOSED short at 2022.99 | PnL: 0.00% | $-0.20
+2025-03-10 17:53:09,937 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8537142857144 | Take profit: 2053.3668535714282
+2025-03-10 17:53:10,256 - INFO - CLOSED long at 2024.52 | PnL: 0.08% | $-0.05
+2025-03-10 17:53:10,256 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6639357142858 | Take profit: 1994.1201964285713
+2025-03-10 17:53:10,273 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.14
+2025-03-10 17:53:10,273 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7492142857143 | Take profit: 2054.280353571429
+2025-03-10 17:53:10,722 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.27, Avg Loss=$-0.11
+2025-03-10 17:53:10,722 - INFO - Episode 42: Reward=-8.29, Balance=$100.83, Win Rate=20.0%, Trades=5, Episode PnL=$-0.39, Total PnL=$-209.87, Max Drawdown=0.1%, Pred Accuracy=99.8%
+2025-03-10 17:53:10,722 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:10,722 - INFO - Refreshing data for episode 43
+2025-03-10 17:53:10,725 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:11,028 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:11,034 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:11,066 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1128642857145 | Take profit: 2035.2694035714285
+2025-03-10 17:53:11,666 - INFO - CLOSED long at 2015.25 | PnL: 0.50% | $0.80
+2025-03-10 17:53:11,683 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9135642857143 | Take profit: 2047.3073035714285
+2025-03-10 17:53:12,157 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.80, Avg Loss=$0.00
+2025-03-10 17:53:12,157 - INFO - Episode 43: Reward=-4.62, Balance=$100.80, Win Rate=100.0%, Trades=1, Episode PnL=$0.80, Total PnL=$-209.07, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:53:12,157 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:12,157 - INFO - Refreshing data for episode 44
+2025-03-10 17:53:12,160 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:12,458 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:12,464 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:12,481 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6701142857144 | Take profit: 2033.7976535714286
+2025-03-10 17:53:13,294 - INFO - TAKE PROFIT hit for long at 2033.7976535714286 | PnL: 1.50% | $2.77
+2025-03-10 17:53:13,314 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.151864285714 | Take profit: 2067.9524035714285
+2025-03-10 17:53:13,490 - INFO - STOP LOSS hit for long at 2027.151864285714 | PnL: -0.50% | $-1.22
+2025-03-10 17:53:13,507 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5351642857142 | Take profit: 2059.1625035714287
+2025-03-10 17:53:13,636 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:53:13,637 - INFO - Episode 44: Reward=-6.72, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-207.52, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:53:13,637 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:13,637 - INFO - Refreshing data for episode 45
+2025-03-10 17:53:13,637 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:13,924 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:13,930 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:14,500 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6701142857144 | Take profit: 2033.7976535714286
+2025-03-10 17:53:15,044 - INFO - CLOSED long at 2026.01 | PnL: 1.11% | $2.00
+2025-03-10 17:53:15,065 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0079642857145 | Take profit: 2052.5041035714285
+2025-03-10 17:53:15,172 - INFO - CLOSED long at 2015.25 | PnL: -0.34% | $-0.89
+2025-03-10 17:53:15,192 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9135642857143 | Take profit: 2047.3073035714285
+2025-03-10 17:53:15,343 - INFO - CLOSED long at 2029.0 | PnL: 0.59% | $0.99
+2025-03-10 17:53:15,360 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9777642857143 | Take profit: 2066.7547035714283
+2025-03-10 17:53:15,682 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.50, Avg Loss=$-0.89
+2025-03-10 17:53:15,682 - INFO - Episode 45: Reward=-3.89, Balance=$102.10, Win Rate=66.7%, Trades=3, Episode PnL=$2.10, Total PnL=$-205.41, Max Drawdown=0.9%, Pred Accuracy=99.9%
+2025-03-10 17:53:15,683 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:15,683 - INFO - Refreshing data for episode 46
+2025-03-10 17:53:15,683 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:15,998 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:16,005 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:16,022 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6700535714285 | Take profit: 2033.7977446428572
+2025-03-10 17:53:16,797 - INFO - CLOSED long at 2018.06 | PnL: 0.72% | $1.22
+2025-03-10 17:53:16,815 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.5004535714286 | Take profit: 2051.9865446428576
+2025-03-10 17:53:17,232 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.22, Avg Loss=$0.00
+2025-03-10 17:53:17,232 - INFO - Episode 46: Reward=-4.67, Balance=$101.22, Win Rate=100.0%, Trades=1, Episode PnL=$1.22, Total PnL=$-204.19, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:53:17,232 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:17,234 - INFO - Refreshing data for episode 47
+2025-03-10 17:53:17,234 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:17,537 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:17,543 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:17,558 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6700535714285 | Take profit: 2033.7977446428572
+2025-03-10 17:53:18,384 - INFO - TAKE PROFIT hit for long at 2033.7977446428572 | PnL: 1.50% | $2.77
+2025-03-10 17:53:18,403 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1518035714284 | Take profit: 2067.952494642857
+2025-03-10 17:53:18,558 - INFO - STOP LOSS hit for long at 2027.1518035714284 | PnL: -0.50% | $-1.22
+2025-03-10 17:53:18,577 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5351035714286 | Take profit: 2059.162594642857
+2025-03-10 17:53:18,718 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:53:18,718 - INFO - Episode 47: Reward=-6.41, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-202.64, Max Drawdown=1.2%, Pred Accuracy=99.9%
+2025-03-10 17:53:18,718 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:18,718 - INFO - Refreshing data for episode 48
+2025-03-10 17:53:18,718 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:19,024 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:19,029 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:19,047 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6700321428573 | Take profit: 2033.7977767857146
+2025-03-10 17:53:19,857 - INFO - CLOSED long at 2029.0 | PnL: 1.26% | $2.30
+2025-03-10 17:53:19,858 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.166417857143 | Take profit: 1998.5328732142857
+2025-03-10 17:53:19,877 - INFO - CLOSED short at 2036.18 | PnL: -0.35% | $-0.92
+2025-03-10 17:53:19,877 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9776821428572 | Take profit: 2066.7548267857146
+2025-03-10 17:53:20,203 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.30, Avg Loss=$-0.92
+2025-03-10 17:53:20,204 - INFO - Episode 48: Reward=-6.04, Balance=$101.38, Win Rate=50.0%, Trades=2, Episode PnL=$-0.92, Total PnL=$-201.26, Max Drawdown=0.0%, Pred Accuracy=99.9%
+2025-03-10 17:53:20,204 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:20,204 - INFO - Refreshing data for episode 49
+2025-03-10 17:53:20,204 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:20,491 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:20,498 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:20,514 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6699571428574 | Take profit: 2033.7978892857143
+2025-03-10 17:53:20,546 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.24
+2025-03-10 17:53:20,546 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1619928571429 | Take profit: 1977.9462607142857
+2025-03-10 17:53:20,565 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.91
+2025-03-10 17:53:20,565 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2418071428572 | Take profit: 2045.602339285714
+2025-03-10 17:53:20,617 - INFO - STOP LOSS hit for long at 2005.2418071428572 | PnL: -0.50% | $-1.18
+2025-03-10 17:53:20,637 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1319928571427 | Take profit: 1972.0362607142856
+2025-03-10 17:53:20,655 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:53:20,655 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2024071428573 | Take profit: 2029.2405392857142
+2025-03-10 17:53:20,907 - INFO - CLOSED long at 2031.56 | PnL: 1.62% | $2.95
+2025-03-10 17:53:20,923 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0474571428572 | Take profit: 2058.6653892857144
+2025-03-10 17:53:21,091 - INFO - STOP LOSS hit for long at 2018.0474571428572 | PnL: -0.50% | $-1.20
+2025-03-10 17:53:21,109 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.331357142857 | Take profit: 2045.6936892857143
+2025-03-10 17:53:21,659 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$1.09, Avg Loss=$-1.10
+2025-03-10 17:53:21,659 - INFO - Episode 49: Reward=-2.27, Balance=$99.97, Win Rate=50.0%, Trades=6, Episode PnL=$-0.26, Total PnL=$-201.29, Max Drawdown=1.9%, Pred Accuracy=99.9%
+2025-03-10 17:53:21,660 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:53:21,660 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:53:21,775 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:53:22,098 - INFO - Training results saved to training_results.png
+2025-03-10 17:53:22,202 - INFO - Model saved to models/trading_agent_continuous_300.pt
+2025-03-10 17:53:27,204 - INFO - Starting training batch 8
+2025-03-10 17:53:27,205 - INFO - Refreshing data for new training batch
+2025-03-10 17:53:27,205 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:27,511 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:53:27,517 - INFO - Initialized environment with 500 candles
+2025-03-10 17:53:27,517 - INFO - Updated environment with fresh candles
+2025-03-10 17:53:27,517 - INFO - Starting training on device: cuda
+2025-03-10 17:53:27,517 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:53:27,517 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:53:27,695 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:53:27,701 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:53:27,706 - INFO - Refreshing data for episode 0
+2025-03-10 17:53:27,706 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:28,006 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:28,012 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:28,330 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:28,561 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:28,649 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.413814285714 | Take profit: 1980.1517285714285
+2025-03-10 17:53:28,695 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.63
+2025-03-10 17:53:28,695 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7987357142856 | Take profit: 2031.8906214285714
+2025-03-10 17:53:28,713 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:53:28,713 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1326142857145 | Take profit: 1972.0353285714284
+2025-03-10 17:53:28,849 - INFO - STOP LOSS hit for short at 2012.1326142857145 | PnL: -0.50% | $-1.18
+2025-03-10 17:53:28,866 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2227642857144 | Take profit: 1983.8848785714288
+2025-03-10 17:53:28,988 - INFO - STOP LOSS hit for short at 2024.2227642857144 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:29,000 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3731642857144 | Take profit: 1997.7536785714287
+2025-03-10 17:53:29,478 - INFO - STOP LOSS hit for short at 2038.3731642857144 | PnL: -0.50% | $-1.15
+2025-03-10 17:53:29,494 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1517642857143 | Take profit: 2009.2978785714286
+2025-03-10 17:53:29,746 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 20.0% in downtrends | Avg Win=$0.63, Avg Loss=$-0.97
+2025-03-10 17:53:29,746 - INFO - Episode 0: Reward=14.15, Balance=$95.77, Win Rate=16.7%, Trades=6, Episode PnL=$-4.06, Total PnL=$-205.52, Max Drawdown=4.2%, Pred Accuracy=98.5%
+2025-03-10 17:53:29,854 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:53:29,854 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:53:30,209 - INFO - Visualization saved for episode 0
+2025-03-10 17:53:30,822 - INFO - Visualization saved for episode 0
+2025-03-10 17:53:30,828 - INFO - Refreshing data for episode 1
+2025-03-10 17:53:30,829 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:31,131 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:31,137 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:31,159 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:31,215 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:31,233 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.413814285714 | Take profit: 1980.1517285714285
+2025-03-10 17:53:31,447 - INFO - STOP LOSS hit for short at 2020.413814285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:31,465 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:31,920 - INFO - CLOSED short at 2021.98 | PnL: 0.01% | $-0.17
+2025-03-10 17:53:31,920 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8479857142856 | Take profit: 2052.3428714285715
+2025-03-10 17:53:31,938 - INFO - CLOSED long at 2023.86 | PnL: 0.09% | $-0.01
+2025-03-10 17:53:31,938 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.001414285714 | Take profit: 1993.4689285714285
+2025-03-10 17:53:31,975 - INFO - STOP LOSS hit for short at 2034.001414285714 | PnL: -0.50% | $-1.16
+2025-03-10 17:53:31,994 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.568914285714 | Take profit: 2006.7664285714284
+2025-03-10 17:53:32,293 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.74
+2025-03-10 17:53:32,294 - INFO - Episode 1: Reward=11.50, Balance=$96.29, Win Rate=0.0%, Trades=5, Episode PnL=$-3.70, Total PnL=$-209.23, Max Drawdown=3.7%, Pred Accuracy=98.5%
+2025-03-10 17:53:32,294 - INFO - Refreshing data for episode 2
+2025-03-10 17:53:32,294 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:32,683 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:32,691 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:32,706 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:32,751 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:32,772 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.413814285714 | Take profit: 1980.1517285714285
+2025-03-10 17:53:32,969 - INFO - STOP LOSS hit for short at 2020.413814285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:32,986 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:33,377 - INFO - CLOSED short at 2018.06 | PnL: 0.20% | $0.20
+2025-03-10 17:53:33,394 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7602642857144 | Take profit: 1991.2723785714286
+2025-03-10 17:53:33,479 - INFO - STOP LOSS hit for short at 2031.7602642857144 | PnL: -0.50% | $-1.16
+2025-03-10 17:53:33,498 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.568914285714 | Take profit: 2006.7664285714284
+2025-03-10 17:53:33,670 - INFO - CLOSED short at 2028.7 | PnL: 0.43% | $0.62
+2025-03-10 17:53:33,670 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5343857142857 | Take profit: 2059.1636714285714
+2025-03-10 17:53:33,687 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:53:33,687 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.468614285714 | Take profit: 1998.8273285714286
+2025-03-10 17:53:33,802 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$0.41, Avg Loss=$-0.92
+2025-03-10 17:53:33,802 - INFO - Episode 2: Reward=15.10, Balance=$97.16, Win Rate=33.3%, Trades=6, Episode PnL=$-2.70, Total PnL=$-212.07, Max Drawdown=3.3%, Pred Accuracy=98.6%
+2025-03-10 17:53:33,802 - INFO - Refreshing data for episode 3
+2025-03-10 17:53:33,802 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:34,107 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:34,112 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:34,128 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:34,181 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:34,199 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.413814285714 | Take profit: 1980.1517285714285
+2025-03-10 17:53:34,308 - INFO - CLOSED short at 2002.29 | PnL: 0.40% | $0.59
+2025-03-10 17:53:34,309 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2564357142858 | Take profit: 2032.3575214285715
+2025-03-10 17:53:34,324 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.47
+2025-03-10 17:53:34,324 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.107314285714 | Take profit: 1978.8712285714284
+2025-03-10 17:53:34,406 - INFO - STOP LOSS hit for short at 2019.107314285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:34,429 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:34,878 - INFO - CLOSED short at 2023.86 | PnL: -0.08% | $-0.36
+2025-03-10 17:53:34,895 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1671142857142 | Take profit: 1998.5318285714286
+2025-03-10 17:53:34,975 - INFO - STOP LOSS hit for short at 2039.1671142857142 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:34,996 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1517642857143 | Take profit: 2009.2978785714286
+2025-03-10 17:53:35,249 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$0.53, Avg Loss=$-0.98
+2025-03-10 17:53:35,249 - INFO - Episode 3: Reward=15.00, Balance=$97.15, Win Rate=33.3%, Trades=6, Episode PnL=$-3.31, Total PnL=$-214.91, Max Drawdown=2.8%, Pred Accuracy=98.6%
+2025-03-10 17:53:35,249 - INFO - Refreshing data for episode 4
+2025-03-10 17:53:35,249 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:35,554 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:35,560 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:35,575 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:35,630 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:35,645 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.413814285714 | Take profit: 1980.1517285714285
+2025-03-10 17:53:35,859 - INFO - STOP LOSS hit for short at 2020.413814285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:35,877 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:36,106 - INFO - CLOSED short at 2025.88 | PnL: -0.18% | $-0.54
+2025-03-10 17:53:36,125 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1621642857144 | Take profit: 1995.5866785714286
+2025-03-10 17:53:36,411 - INFO - STOP LOSS hit for short at 2036.1621642857144 | PnL: -0.50% | $-1.15
+2025-03-10 17:53:36,431 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.568914285714 | Take profit: 2006.7664285714284
+2025-03-10 17:53:36,738 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.02
+2025-03-10 17:53:36,738 - INFO - Episode 4: Reward=12.56, Balance=$95.94, Win Rate=0.0%, Trades=4, Episode PnL=$-4.06, Total PnL=$-218.98, Max Drawdown=4.1%, Pred Accuracy=98.6%
+2025-03-10 17:53:36,739 - INFO - Refreshing data for episode 5
+2025-03-10 17:53:36,739 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:37,048 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:37,051 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:37,334 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:37,386 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:37,405 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.413814285714 | Take profit: 1980.1517285714285
+2025-03-10 17:53:37,627 - INFO - STOP LOSS hit for short at 2020.413814285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:37,642 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:37,752 - INFO - CLOSED short at 2030.54 | PnL: -0.41% | $-0.99
+2025-03-10 17:53:37,752 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3651857142856 | Take profit: 2061.0312714285715
+2025-03-10 17:53:37,769 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.72
+2025-03-10 17:53:37,769 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0566642857143 | Take profit: 1994.5031785714286
+2025-03-10 17:53:38,130 - INFO - STOP LOSS hit for short at 2035.0566642857143 | PnL: -0.50% | $-1.14
+2025-03-10 17:53:38,148 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.568914285714 | Take profit: 2006.7664285714284
+2025-03-10 17:53:38,457 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.04
+2025-03-10 17:53:38,457 - INFO - Episode 5: Reward=9.77, Balance=$94.78, Win Rate=0.0%, Trades=5, Episode PnL=$-4.49, Total PnL=$-224.19, Max Drawdown=5.2%, Pred Accuracy=98.7%
+2025-03-10 17:53:38,457 - INFO - Refreshing data for episode 6
+2025-03-10 17:53:38,457 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:38,822 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:38,827 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:38,844 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:38,893 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:38,909 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2661857142857 | Take profit: 2040.528271428571
+2025-03-10 17:53:38,925 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.42
+2025-03-10 17:53:38,925 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0922642857145 | Take profit: 1977.8763785714286
+2025-03-10 17:53:39,118 - INFO - STOP LOSS hit for short at 2018.0922642857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:39,135 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:39,365 - INFO - CLOSED short at 2022.14 | PnL: 0.00% | $-0.19
+2025-03-10 17:53:39,365 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.007185714286 | Take profit: 2052.5052714285716
+2025-03-10 17:53:39,388 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.58
+2025-03-10 17:53:39,388 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1121142857144 | Take profit: 1987.6968285714286
+2025-03-10 17:53:39,602 - INFO - STOP LOSS hit for short at 2028.1121142857144 | PnL: -0.50% | $-1.15
+2025-03-10 17:53:39,629 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3830142857141 | Take profit: 2005.6041285714286
+2025-03-10 17:53:39,753 - INFO - CLOSED short at 2031.82 | PnL: 0.21% | $0.22
+2025-03-10 17:53:39,770 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4786642857143 | Take profit: 1998.8371785714285
+2025-03-10 17:53:39,947 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.22, Avg Loss=$-0.78
+2025-03-10 17:53:39,947 - INFO - Episode 6: Reward=10.03, Balance=$95.52, Win Rate=14.3%, Trades=7, Episode PnL=$-3.48, Total PnL=$-228.68, Max Drawdown=4.7%, Pred Accuracy=98.7%
+2025-03-10 17:53:39,947 - INFO - Refreshing data for episode 7
+2025-03-10 17:53:39,947 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:40,262 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:40,272 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:40,291 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506642857143 | Take profit: 1973.6211785714288
+2025-03-10 17:53:40,336 - INFO - STOP LOSS hit for short at 2013.7506642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:53:40,354 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.413814285714 | Take profit: 1980.1517285714285
+2025-03-10 17:53:40,501 - INFO - CLOSED short at 2008.1 | PnL: 0.11% | $0.02
+2025-03-10 17:53:40,501 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373857142856 | Take profit: 2038.254671428571
+2025-03-10 17:53:40,520 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.08
+2025-03-10 17:53:40,520 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3083142857142 | Take profit: 1979.0682285714286
+2025-03-10 17:53:40,573 - INFO - STOP LOSS hit for short at 2019.3083142857142 | PnL: -0.50% | $-1.17
+2025-03-10 17:53:40,591 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:40,695 - INFO - CLOSED short at 2028.21 | PnL: -0.30% | $-0.77
+2025-03-10 17:53:40,716 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7148142857143 | Take profit: 2000.0487285714285
+2025-03-10 17:53:40,799 - INFO - CLOSED short at 2027.61 | PnL: 0.14% | $0.08
+2025-03-10 17:53:40,817 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0315142857141 | Take profit: 1995.4586285714286
+2025-03-10 17:53:40,964 - INFO - CLOSED short at 2021.35 | PnL: 0.22% | $0.24
+2025-03-10 17:53:40,981 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6647142857144 | Take profit: 1994.1190285714285
+2025-03-10 17:53:41,104 - INFO - CLOSED short at 2029.0 | PnL: -0.22% | $-0.62
+2025-03-10 17:53:41,122 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3830142857141 | Take profit: 2005.6041285714286
+2025-03-10 17:53:41,142 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.30
+2025-03-10 17:53:41,143 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1510857142857 | Take profit: 2067.953571428571
+2025-03-10 17:53:41,163 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.26
+2025-03-10 17:53:41,163 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8553642857146 | Take profit: 2006.0670785714287
+2025-03-10 17:53:41,200 - INFO - CLOSED short at 2041.55 | PnL: -0.24% | $-0.65
+2025-03-10 17:53:41,201 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3201357142857 | Take profit: 2072.2064214285715
+2025-03-10 17:53:41,219 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.34
+2025-03-10 17:53:41,253 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0866142857144 | Take profit: 2002.3733285714286
+2025-03-10 17:53:41,395 - INFO - CLOSED short at 2036.39 | PnL: -0.17% | $-0.51
+2025-03-10 17:53:41,416 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5690142857145 | Take profit: 2002.8461285714286
+2025-03-10 17:53:41,451 - INFO - CLOSED short at 2030.46 | PnL: 0.14% | $0.08
+2025-03-10 17:53:41,470 - INFO - OPENED SHORT at 2029.25 | Stop loss: 2039.4183642857145 | Take profit: 1998.7780785714288
+2025-03-10 17:53:41,488 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 20.0% in downtrends | Avg Win=$0.11, Avg Loss=$-0.59
+2025-03-10 17:53:41,488 - INFO - Episode 7: Reward=4.34, Balance=$94.54, Win Rate=28.6%, Trades=14, Episode PnL=$-5.12, Total PnL=$-234.14, Max Drawdown=5.5%, Pred Accuracy=98.8%
+2025-03-10 17:53:41,489 - INFO - Refreshing data for episode 8
+2025-03-10 17:53:41,489 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:42,277 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:42,283 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:42,319 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2079142857142 | Take profit: 1975.0494285714285
+2025-03-10 17:53:42,337 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:53:42,355 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4388142857142 | Take profit: 1985.0767285714285
+2025-03-10 17:53:42,374 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:53:42,395 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0922642857145 | Take profit: 1977.8763785714286
+2025-03-10 17:53:42,410 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.41
+2025-03-10 17:53:42,445 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2382142857143 | Take profit: 1969.1985285714286
+2025-03-10 17:53:42,526 - INFO - CLOSED short at 2008.1 | PnL: -0.44% | $-1.08
+2025-03-10 17:53:42,544 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3083142857142 | Take profit: 1979.0682285714286
+2025-03-10 17:53:42,597 - INFO - STOP LOSS hit for short at 2019.3083142857142 | PnL: -0.50% | $-1.18
+2025-03-10 17:53:42,617 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331142857146 | Take profit: 1991.8338285714287
+2025-03-10 17:53:42,719 - INFO - CLOSED short at 2028.21 | PnL: -0.30% | $-0.77
+2025-03-10 17:53:42,738 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7148142857143 | Take profit: 2000.0487285714285
+2025-03-10 17:53:42,774 - INFO - CLOSED short at 2019.65 | PnL: 0.54% | $0.84
+2025-03-10 17:53:42,774 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5296357142859 | Take profit: 2049.977921428572
+2025-03-10 17:53:42,791 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:53:42,791 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6346142857144 | Take profit: 1992.1293285714287
+2025-03-10 17:53:42,814 - INFO - CLOSED short at 2027.23 | PnL: -0.23% | $-0.65
+2025-03-10 17:53:42,839 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7701642857144 | Take profit: 1997.1626785714286
+2025-03-10 17:53:42,891 - INFO - CLOSED short at 2022.14 | PnL: 0.27% | $0.33
+2025-03-10 17:53:42,909 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1121142857144 | Take profit: 1987.6968285714286
+2025-03-10 17:53:42,979 - INFO - CLOSED short at 2015.25 | PnL: 0.14% | $0.07
+2025-03-10 17:53:43,013 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4788642857143 | Take profit: 1990.9965785714285
+2025-03-10 17:53:43,034 - INFO - CLOSED short at 2024.52 | PnL: -0.16% | $-0.50
+2025-03-10 17:53:43,035 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3752857142856 | Take profit: 2054.920971428571
+2025-03-10 17:53:43,052 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.25
+2025-03-10 17:53:43,052 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0315642857142 | Take profit: 1993.4984785714287
+2025-03-10 17:53:43,071 - INFO - CLOSED short at 2018.06 | PnL: 0.29% | $0.36
+2025-03-10 17:53:43,088 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7602642857144 | Take profit: 1991.2723785714286
+2025-03-10 17:53:43,152 - INFO - CLOSED short at 2029.0 | PnL: -0.36% | $-0.90
+2025-03-10 17:53:43,172 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3830142857141 | Take profit: 2005.6041285714286
+2025-03-10 17:53:43,189 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.30
+2025-03-10 17:53:43,207 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4446357142858 | Take profit: 2067.232921428572
+2025-03-10 17:53:43,229 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:53:43,248 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.779864285714 | Take profit: 2010.8935785714286
+2025-03-10 17:53:43,288 - INFO - CLOSED short at 2034.95 | PnL: 0.32% | $0.42
+2025-03-10 17:53:43,309 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0866142857144 | Take profit: 2002.3733285714286
+2025-03-10 17:53:43,358 - INFO - CLOSED short at 2027.76 | PnL: 0.25% | $0.29
+2025-03-10 17:53:43,375 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6948142857143 | Take profit: 1996.1087285714286
+2025-03-10 17:53:43,392 - INFO - CLOSED short at 2028.7 | PnL: -0.11% | $-0.40
+2025-03-10 17:53:43,461 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5690142857145 | Take profit: 2002.8461285714286
+2025-03-10 17:53:43,513 - INFO - CLOSED short at 2029.25 | PnL: 0.20% | $0.20
+2025-03-10 17:53:43,529 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.33, Avg Loss=$-0.61
+2025-03-10 17:53:43,529 - INFO - Episode 8: Reward=6.30, Balance=$96.54, Win Rate=47.6%, Trades=21, Episode PnL=$-3.29, Total PnL=$-237.59, Max Drawdown=4.2%, Pred Accuracy=98.8%
+2025-03-10 17:53:43,529 - INFO - Refreshing data for episode 9
+2025-03-10 17:53:43,530 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:43,841 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:43,841 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:43,966 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8612678571428 | Take profit: 1971.7693732142857
+2025-03-10 17:53:43,985 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.22
+2025-03-10 17:53:44,005 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.238217857143 | Take profit: 1969.1985232142858
+2025-03-10 17:53:44,023 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.72
+2025-03-10 17:53:44,109 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.308317857143 | Take profit: 1979.0682232142858
+2025-03-10 17:53:44,126 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.04
+2025-03-10 17:53:44,195 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1371678571431 | Take profit: 1990.6616732142857
+2025-03-10 17:53:44,229 - INFO - CLOSED short at 2023.01 | PnL: -0.10% | $-0.39
+2025-03-10 17:53:44,317 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0566678571427 | Take profit: 1994.5031732142857
+2025-03-10 17:53:44,335 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.31
+2025-03-10 17:53:44,382 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.770167857143 | Take profit: 1997.1626732142856
+2025-03-10 17:53:44,405 - INFO - CLOSED short at 2025.88 | PnL: 0.09% | $-0.03
+2025-03-10 17:53:44,435 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2728178571429 | Take profit: 1991.7747232142858
+2025-03-10 17:53:44,468 - INFO - CLOSED short at 2015.43 | PnL: 0.33% | $0.45
+2025-03-10 17:53:44,490 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7805178571432 | Take profit: 1985.4116232142858
+2025-03-10 17:53:44,530 - INFO - CLOSED short at 2015.25 | PnL: 0.02% | $-0.15
+2025-03-10 17:53:44,551 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.127217857143 | Take profit: 1986.7315232142857
+2025-03-10 17:53:44,587 - INFO - CLOSED short at 2024.52 | PnL: -0.37% | $-0.92
+2025-03-10 17:53:44,621 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1724178571426 | Take profit: 1987.7559232142855
+2025-03-10 17:53:44,654 - INFO - CLOSED short at 2018.09 | PnL: -0.00% | $-0.20
+2025-03-10 17:53:44,676 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1120178571427 | Take profit: 1991.6171232142858
+2025-03-10 17:53:44,718 - INFO - CLOSED short at 2029.0 | PnL: -0.35% | $-0.86
+2025-03-10 17:53:44,740 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.383017857143 | Take profit: 2005.6041232142857
+2025-03-10 17:53:44,756 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.30
+2025-03-10 17:53:44,856 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7133821428572 | Take profit: 2063.4266767857143
+2025-03-10 17:53:44,879 - INFO - CLOSED long at 2031.82 | PnL: -0.05% | $-0.29
+2025-03-10 17:53:44,951 - INFO - OPENED SHORT at 2028.7 | Stop loss: 2038.8656178571432 | Take profit: 1998.2363232142857
+2025-03-10 17:53:44,967 - INFO - CLOSED short at 2029.3 | PnL: -0.03% | $-0.25
+2025-03-10 17:53:45,051 - INFO - OPENED SHORT at 2030.46 | Stop loss: 2040.6344178571428 | Take profit: 1999.969923214286
+2025-03-10 17:53:45,068 - INFO - CLOSED short at 2029.25 | PnL: 0.06% | $-0.08
+2025-03-10 17:53:45,085 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.38, Avg Loss=$-0.42
+2025-03-10 17:53:45,086 - INFO - Episode 9: Reward=-10.58, Balance=$95.33, Win Rate=13.3%, Trades=15, Episode PnL=$-4.67, Total PnL=$-242.27, Max Drawdown=4.7%, Pred Accuracy=98.9%
+2025-03-10 17:53:45,086 - INFO - Refreshing data for episode 10
+2025-03-10 17:53:45,086 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:45,380 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:45,384 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:45,924 - INFO - OPENED SHORT at 2003.71 | Stop loss: 2013.7506999999998 | Take profit: 1973.621125
+2025-03-10 17:53:45,940 - INFO - CLOSED short at 2005.16 | PnL: -0.07% | $-0.34
+2025-03-10 17:53:46,261 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6789 | Take profit: 2048.090075
+2025-03-10 17:53:46,279 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.31
+2025-03-10 17:53:46,299 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8529 | Take profit: 2053.368075
+2025-03-10 17:53:46,315 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.64
+2025-03-10 17:53:46,332 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0468 | Take profit: 2058.666375
+2025-03-10 17:53:46,350 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:53:46,369 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7633 | Take profit: 2055.316875
+2025-03-10 17:53:46,389 - INFO - CLOSED long at 2019.65 | PnL: -0.26% | $-0.72
+2025-03-10 17:53:46,389 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7704 | Take profit: 1989.322025
+2025-03-10 17:53:46,401 - INFO - CLOSED short at 2022.5 | PnL: -0.14% | $-0.48
+2025-03-10 17:53:46,459 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7284500000003 | Take profit: 2056.301425
+2025-03-10 17:53:46,477 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:53:46,477 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1622 | Take profit: 1995.5866250000001
+2025-03-10 17:53:46,495 - INFO - CLOSED short at 2022.14 | PnL: 0.19% | $0.18
+2025-03-10 17:53:46,495 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.00715 | Take profit: 2052.505325
+2025-03-10 17:53:46,515 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.60
+2025-03-10 17:53:46,568 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1267500000001 | Take profit: 2044.4665250000003
+2025-03-10 17:53:46,584 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.10
+2025-03-10 17:53:46,603 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.91275 | Take profit: 2047.3085250000001
+2025-03-10 17:53:46,636 - INFO - CLOSED long at 2024.52 | PnL: 0.37% | $0.53
+2025-03-10 17:53:46,799 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4446 | Take profit: 2067.2329750000004
+2025-03-10 17:53:46,818 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:53:46,818 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.26245 | Take profit: 2005.4858749999999
+2025-03-10 17:53:46,838 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.72
+2025-03-10 17:53:47,064 - INFO - OPENED LONG at 2030.46 | Stop loss: 2020.28555 | Take profit: 2060.9501250000003
+2025-03-10 17:53:47,082 - INFO - CLOSED long at 2029.25 | PnL: -0.06% | $-0.31
+2025-03-10 17:53:47,098 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 100.0% in downtrends | Avg Win=$0.34, Avg Loss=$-0.41
+2025-03-10 17:53:47,098 - INFO - Episode 10: Reward=-7.71, Balance=$97.99, Win Rate=35.7%, Trades=14, Episode PnL=$-0.85, Total PnL=$-244.28, Max Drawdown=2.6%, Pred Accuracy=99.1%
+2025-03-10 17:53:47,209 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:53:47,209 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:53:47,565 - INFO - Visualization saved for episode 10
+2025-03-10 17:53:48,189 - INFO - Visualization saved for episode 10
+2025-03-10 17:53:48,192 - INFO - Refreshing data for episode 11
+2025-03-10 17:53:48,192 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:48,530 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:48,540 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:48,578 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.111667857143 | Take profit: 2035.2711982142857
+2025-03-10 17:53:48,596 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:53:48,713 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4350678571427 | Take profit: 2034.580998214286
+2025-03-10 17:53:48,730 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:53:48,746 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.256017857143 | Take profit: 2032.3581482142856
+2025-03-10 17:53:48,769 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.47
+2025-03-10 17:53:48,803 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1712678571428 | Take profit: 2039.4123982142855
+2025-03-10 17:53:48,823 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.65
+2025-03-10 17:53:48,909 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6785178571427 | Take profit: 2048.0906482142855
+2025-03-10 17:53:48,949 - INFO - CLOSED long at 2022.99 | PnL: 0.26% | $0.31
+2025-03-10 17:53:48,984 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0464178571428 | Take profit: 2058.6669482142856
+2025-03-10 17:53:49,021 - INFO - CLOSED long at 2024.91 | PnL: -0.16% | $-0.53
+2025-03-10 17:53:49,039 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5292178571428 | Take profit: 2049.978548214286
+2025-03-10 17:53:49,056 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:53:49,155 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.887467857143 | Take profit: 2048.3037982142855
+2025-03-10 17:53:49,203 - INFO - CLOSED long at 2014.22 | PnL: -0.19% | $-0.57
+2025-03-10 17:53:49,221 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1512178571427 | Take profit: 2045.5125482142857
+2025-03-10 17:53:49,302 - INFO - CLOSED long at 2018.06 | PnL: 0.14% | $0.08
+2025-03-10 17:53:49,359 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8475678571428 | Take profit: 2052.343498214286
+2025-03-10 17:53:49,377 - INFO - CLOSED long at 2023.86 | PnL: 0.09% | $-0.01
+2025-03-10 17:53:49,478 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7802821428572 | Take profit: 2010.8929517857143
+2025-03-10 17:53:49,498 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:53:49,549 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6383678571428 | Take profit: 2062.3310982142857
+2025-03-10 17:53:49,588 - INFO - CLOSED long at 2027.76 | PnL: -0.20% | $-0.59
+2025-03-10 17:53:49,668 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5040178571428 | Take profit: 2063.2141482142856
+2025-03-10 17:53:49,689 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:53:49,725 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9667678571432 | Take profit: 2060.625898214286
+2025-03-10 17:53:49,746 - INFO - CLOSED long at 2030.46 | PnL: 0.02% | $-0.17
+2025-03-10 17:53:49,779 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.26, Avg Loss=$-0.33
+2025-03-10 17:53:49,779 - INFO - Episode 11: Reward=8.20, Balance=$99.55, Win Rate=50.0%, Trades=14, Episode PnL=$-0.45, Total PnL=$-244.72, Max Drawdown=1.6%, Pred Accuracy=99.3%
+2025-03-10 17:53:49,779 - INFO - Refreshing data for episode 12
+2025-03-10 17:53:49,779 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:50,179 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:50,181 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:50,201 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6689178571428 | Take profit: 2033.7994482142858
+2025-03-10 17:53:50,305 - INFO - CLOSED long at 2001.83 | PnL: -0.09% | $-0.38
+2025-03-10 17:53:50,390 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.256017857143 | Take profit: 2032.3581482142856
+2025-03-10 17:53:50,407 - INFO - CLOSED long at 2009.04 | PnL: 0.34% | $0.47
+2025-03-10 17:53:50,475 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.036817857143 | Take profit: 2044.375748214286
+2025-03-10 17:53:50,492 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.75
+2025-03-10 17:53:50,546 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6785178571427 | Take profit: 2048.0906482142855
+2025-03-10 17:53:50,568 - INFO - CLOSED long at 2023.01 | PnL: 0.26% | $0.32
+2025-03-10 17:53:50,749 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.857417857143 | Take profit: 2056.4339482142855
+2025-03-10 17:53:50,798 - INFO - CLOSED long at 2015.43 | PnL: -0.52% | $-1.24
+2025-03-10 17:53:50,835 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.126367857143 | Take profit: 2044.467098214286
+2025-03-10 17:53:50,906 - INFO - CLOSED long at 2024.52 | PnL: 0.51% | $0.81
+2025-03-10 17:53:51,021 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7181678571426 | Take profit: 2054.2516982142856
+2025-03-10 17:53:51,043 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.31
+2025-03-10 17:53:51,079 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1506678571427 | Take profit: 2067.9541982142855
+2025-03-10 17:53:51,095 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.27
+2025-03-10 17:53:51,167 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.752717857143 | Take profit: 2065.5080482142857
+2025-03-10 17:53:51,187 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.40
+2025-03-10 17:53:51,264 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.533967857143 | Take profit: 2059.1642982142857
+2025-03-10 17:53:51,300 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.19
+2025-03-10 17:53:51,312 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.594482142857 | Take profit: 2005.8103517857144
+2025-03-10 17:53:51,333 - INFO - CLOSED short at 2033.38 | PnL: 0.15% | $0.10
+2025-03-10 17:53:51,395 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-0.57
+2025-03-10 17:53:51,395 - INFO - Episode 12: Reward=11.67, Balance=$100.64, Win Rate=63.6%, Trades=11, Episode PnL=$0.64, Total PnL=$-244.08, Max Drawdown=1.2%, Pred Accuracy=99.7%
+2025-03-10 17:53:51,395 - INFO - Refreshing data for episode 13
+2025-03-10 17:53:51,395 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:51,717 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:51,725 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:51,742 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6689178571428 | Take profit: 2033.7994482142858
+2025-03-10 17:53:51,773 - INFO - CLOSED long at 2008.1 | PnL: 0.22% | $0.24
+2025-03-10 17:53:51,817 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9673178571427 | Take profit: 2038.1842482142856
+2025-03-10 17:53:51,843 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:53:51,908 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5644678571427 | Take profit: 2032.6727982142856
+2025-03-10 17:53:51,924 - INFO - CLOSED long at 2002.29 | PnL: -0.02% | $-0.23
+2025-03-10 17:53:52,002 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.768067857143 | Take profit: 2048.181998214286
+2025-03-10 17:53:52,019 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:53:52,173 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3647678571429 | Take profit: 2061.031898214286
+2025-03-10 17:53:52,189 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.74
+2025-03-10 17:53:52,229 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3649678571428 | Take profit: 2052.8712982142856
+2025-03-10 17:53:52,311 - INFO - CLOSED long at 2022.14 | PnL: -0.02% | $-0.23
+2025-03-10 17:53:52,327 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.887467857143 | Take profit: 2048.3037982142855
+2025-03-10 17:53:52,345 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.44
+2025-03-10 17:53:52,380 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.126367857143 | Take profit: 2044.467098214286
+2025-03-10 17:53:52,418 - INFO - CLOSED long at 2017.02 | PnL: 0.14% | $0.08
+2025-03-10 17:53:52,524 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9770178571428 | Take profit: 2048.3951482142857
+2025-03-10 17:53:52,542 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:53:52,581 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.832467857143 | Take profit: 2059.4687982142855
+2025-03-10 17:53:52,618 - INFO - CLOSED long at 2037.36 | PnL: 0.41% | $0.60
+2025-03-10 17:53:52,635 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.444217857143 | Take profit: 2067.2335482142857
+2025-03-10 17:53:52,654 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:53:52,672 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.319717857143 | Take profit: 2072.207048214286
+2025-03-10 17:53:52,709 - INFO - CLOSED long at 2034.95 | PnL: -0.32% | $-0.82
+2025-03-10 17:53:52,744 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6383678571428 | Take profit: 2062.3310982142857
+2025-03-10 17:53:52,763 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.43
+2025-03-10 17:53:52,798 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3847678571428 | Take profit: 2056.971898214286
+2025-03-10 17:53:52,816 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:53:52,835 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1309678571429 | Take profit: 2059.7732982142857
+2025-03-10 17:53:52,853 - INFO - CLOSED long at 2032.69 | PnL: 0.17% | $0.13
+2025-03-10 17:53:52,890 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.190567857143 | Take profit: 2063.9144982142857
+2025-03-10 17:53:52,937 - INFO - CLOSED long at 2029.25 | PnL: -0.20% | $-0.58
+2025-03-10 17:53:52,955 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.21, Avg Loss=$-0.51
+2025-03-10 17:53:52,955 - INFO - Episode 13: Reward=0.26, Balance=$96.15, Win Rate=37.5%, Trades=16, Episode PnL=$-3.85, Total PnL=$-247.93, Max Drawdown=4.1%, Pred Accuracy=99.9%
+2025-03-10 17:53:52,955 - INFO - Refreshing data for episode 14
+2025-03-10 17:53:52,955 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:53,290 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:53,300 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:53,321 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6686714285715 | Take profit: 2033.799817857143
+2025-03-10 17:53:53,448 - INFO - CLOSED long at 1999.22 | PnL: -0.22% | $-0.64
+2025-03-10 17:53:53,474 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4348214285715 | Take profit: 2034.5813678571426
+2025-03-10 17:53:53,496 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:53:53,551 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0367214285714 | Take profit: 2038.2556678571427
+2025-03-10 17:53:53,642 - INFO - CLOSED long at 2022.2 | PnL: 0.70% | $1.18
+2025-03-10 17:53:53,717 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8522714285714 | Take profit: 2053.369017857143
+2025-03-10 17:53:53,737 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.64
+2025-03-10 17:53:53,754 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0461714285714 | Take profit: 2058.6673178571427
+2025-03-10 17:53:53,771 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:53:53,820 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3647214285713 | Take profit: 2052.8716678571427
+2025-03-10 17:53:53,956 - INFO - CLOSED long at 2015.68 | PnL: -0.34% | $-0.87
+2025-03-10 17:53:53,993 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1509714285714 | Take profit: 2045.5129178571428
+2025-03-10 17:53:54,028 - INFO - CLOSED long at 2021.35 | PnL: 0.30% | $0.40
+2025-03-10 17:53:54,052 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7477714285717 | Take profit: 2054.282517857143
+2025-03-10 17:53:54,129 - INFO - CLOSED long at 2021.98 | PnL: -0.09% | $-0.39
+2025-03-10 17:53:54,168 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8322214285713 | Take profit: 2059.469167857143
+2025-03-10 17:53:54,369 - INFO - CLOSED long at 2026.54 | PnL: -0.12% | $-0.44
+2025-03-10 17:53:54,424 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5037714285716 | Take profit: 2063.214517857143
+2025-03-10 17:53:54,507 - INFO - CLOSED long at 2029.25 | PnL: -0.17% | $-0.53
+2025-03-10 17:53:54,524 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.56, Avg Loss=$-0.54
+2025-03-10 17:53:54,524 - INFO - Episode 14: Reward=-5.00, Balance=$99.00, Win Rate=40.0%, Trades=10, Episode PnL=$-1.00, Total PnL=$-248.93, Max Drawdown=1.8%, Pred Accuracy=99.8%
+2025-03-10 17:53:54,524 - INFO - Refreshing data for episode 15
+2025-03-10 17:53:54,525 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:54,858 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:54,864 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:55,145 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6686714285715 | Take profit: 2033.799817857143
+2025-03-10 17:53:55,415 - INFO - CLOSED long at 2022.2 | PnL: 0.92% | $1.63
+2025-03-10 17:53:55,436 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8821714285714 | Take profit: 2051.3593178571427
+2025-03-10 17:53:55,584 - INFO - CLOSED long at 2022.5 | PnL: 0.07% | $-0.05
+2025-03-10 17:53:55,602 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0710714285715 | Take profit: 2057.672617857143
+2025-03-10 17:53:55,650 - INFO - CLOSED long at 2026.01 | PnL: -0.06% | $-0.32
+2025-03-10 17:53:55,702 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3300714285715 | Take profit: 2045.695617857143
+2025-03-10 17:53:55,720 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.18
+2025-03-10 17:53:55,742 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.1261214285714 | Take profit: 2044.4674678571428
+2025-03-10 17:53:55,775 - INFO - CLOSED long at 2017.02 | PnL: 0.14% | $0.08
+2025-03-10 17:53:55,792 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2204714285715 | Take profit: 2051.7044178571427
+2025-03-10 17:53:56,132 - INFO - CLOSED long at 2026.54 | PnL: 0.26% | $0.31
+2025-03-10 17:53:56,150 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5337214285714 | Take profit: 2059.164667857143
+2025-03-10 17:53:56,281 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.18
+2025-03-10 17:53:56,281 - INFO - Episode 15: Reward=-3.15, Balance=$101.47, Win Rate=50.0%, Trades=6, Episode PnL=$1.47, Total PnL=$-247.46, Max Drawdown=0.5%, Pred Accuracy=99.6%
+2025-03-10 17:53:56,281 - INFO - Refreshing data for episode 16
+2025-03-10 17:53:56,281 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:56,574 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:56,586 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:56,606 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6686714285715 | Take profit: 2033.799817857143
+2025-03-10 17:53:56,674 - INFO - CLOSED long at 2010.34 | PnL: 0.33% | $0.46
+2025-03-10 17:53:56,691 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9670714285714 | Take profit: 2038.184617857143
+2025-03-10 17:53:56,802 - INFO - CLOSED long at 2009.04 | PnL: 0.05% | $-0.10
+2025-03-10 17:53:56,818 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0367214285714 | Take profit: 2038.2556678571427
+2025-03-10 17:53:57,293 - INFO - CLOSED long at 2021.63 | PnL: 0.67% | $1.14
+2025-03-10 17:53:57,293 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7609285714286 | Take profit: 1991.2713821428572
+2025-03-10 17:53:57,313 - INFO - CLOSED short at 2018.09 | PnL: 0.18% | $0.15
+2025-03-10 17:53:57,314 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9767714285713 | Take profit: 2048.3955178571427
+2025-03-10 17:53:57,451 - INFO - CLOSED long at 2041.55 | PnL: 1.16% | $2.14
+2025-03-10 17:53:57,470 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7075714285716 | Take profit: 2070.5631178571425
+2025-03-10 17:53:57,539 - INFO - STOP LOSS hit for long at 2029.7075714285716 | PnL: -0.50% | $-1.23
+2025-03-10 17:53:57,573 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3845214285714 | Take profit: 2056.972267857143
+2025-03-10 17:53:57,719 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$0.97, Avg Loss=$-0.67
+2025-03-10 17:53:57,719 - INFO - Episode 16: Reward=0.80, Balance=$102.55, Win Rate=66.7%, Trades=6, Episode PnL=$1.41, Total PnL=$-244.91, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:53:57,719 - INFO - Refreshing data for episode 17
+2025-03-10 17:53:57,719 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:58,013 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:58,020 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:58,036 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6686714285715 | Take profit: 2033.799817857143
+2025-03-10 17:53:58,823 - INFO - TAKE PROFIT hit for long at 2033.799817857143 | PnL: 1.50% | $2.77
+2025-03-10 17:53:58,840 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1504214285715 | Take profit: 2067.9545678571426
+2025-03-10 17:53:59,008 - INFO - STOP LOSS hit for long at 2027.1504214285715 | PnL: -0.50% | $-1.22
+2025-03-10 17:53:59,027 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5337214285714 | Take profit: 2059.164667857143
+2025-03-10 17:53:59,163 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:53:59,163 - INFO - Episode 17: Reward=-6.43, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-243.36, Max Drawdown=1.2%, Pred Accuracy=99.6%
+2025-03-10 17:53:59,164 - INFO - Refreshing data for episode 18
+2025-03-10 17:53:59,164 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:53:59,477 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:53:59,482 - INFO - Initialized environment with 100 candles
+2025-03-10 17:53:59,499 - INFO - OPENED LONG at 2003.71 | Stop loss: 1993.6686714285715 | Take profit: 2033.799817857143
+2025-03-10 17:54:00,283 - INFO - TAKE PROFIT hit for long at 2033.799817857143 | PnL: 1.50% | $2.77
+2025-03-10 17:54:00,316 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4439714285716 | Take profit: 2067.233917857143
+2025-03-10 17:54:00,599 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 100.0% in downtrends | Avg Win=$2.77, Avg Loss=$0.00
+2025-03-10 17:54:00,603 - INFO - Episode 18: Reward=-6.20, Balance=$102.77, Win Rate=100.0%, Trades=1, Episode PnL=$2.77, Total PnL=$-240.59, Max Drawdown=0.0%, Pred Accuracy=99.7%
+2025-03-10 17:54:00,603 - INFO - Refreshing data for episode 19
+2025-03-10 17:54:00,603 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:00,894 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:00,900 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:00,918 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1128392857145 | Take profit: 2035.269441071429
+2025-03-10 17:54:01,405 - INFO - CLOSED long at 2027.23 | PnL: 1.10% | $1.98
+2025-03-10 17:54:01,405 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3875107142858 | Take profit: 1996.7895089285714
+2025-03-10 17:54:01,422 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.24
+2025-03-10 17:54:01,422 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4505892857142 | Take profit: 2058.0561910714287
+2025-03-10 17:54:01,511 - INFO - STOP LOSS hit for long at 2017.4505892857142 | PnL: -0.50% | $-1.21
+2025-03-10 17:54:01,529 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5802392857142 | Take profit: 2045.9472410714288
+2025-03-10 17:54:02,084 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.98, Avg Loss=$-0.72
+2025-03-10 17:54:02,084 - INFO - Episode 19: Reward=-5.69, Balance=$100.53, Win Rate=33.3%, Trades=3, Episode PnL=$-1.45, Total PnL=$-240.06, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:02,084 - INFO - Refreshing data for episode 20
+2025-03-10 17:54:02,084 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:02,389 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:02,395 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:02,675 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1125821428573 | Take profit: 2035.2698267857143
+2025-03-10 17:54:02,743 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.09
+2025-03-10 17:54:02,759 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.799232142857 | Take profit: 2031.8898767857143
+2025-03-10 17:54:03,474 - INFO - TAKE PROFIT hit for long at 2031.8898767857143 | PnL: 1.50% | $2.78
+2025-03-10 17:54:03,492 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.151582142857 | Take profit: 2067.952826785714
+2025-03-10 17:54:03,663 - INFO - STOP LOSS hit for long at 2027.151582142857 | PnL: -0.50% | $-1.22
+2025-03-10 17:54:03,680 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5348821428572 | Take profit: 2059.1629267857147
+2025-03-10 17:54:03,746 - INFO - CLOSED long at 2033.38 | PnL: 0.23% | $0.26
+2025-03-10 17:54:03,746 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.568517857143 | Take profit: 2002.8468732142858
+2025-03-10 17:54:03,762 - INFO - CLOSED short at 2030.14 | PnL: 0.16% | $0.12
+2025-03-10 17:54:03,762 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9676821428573 | Take profit: 2060.6245267857144
+2025-03-10 17:54:03,828 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 66.7% in downtrends | Avg Win=$0.81, Avg Loss=$-1.22
+2025-03-10 17:54:03,828 - INFO - Episode 20: Reward=-3.36, Balance=$102.02, Win Rate=80.0%, Trades=5, Episode PnL=$1.76, Total PnL=$-238.04, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:54:03,940 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:54:03,941 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:54:03,941 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:04,594 - INFO - Visualization saved for episode 20
+2025-03-10 17:54:05,236 - INFO - Visualization saved for episode 20
+2025-03-10 17:54:05,246 - INFO - Refreshing data for episode 21
+2025-03-10 17:54:05,246 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:05,562 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:05,567 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:05,584 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1123 | Take profit: 2035.27025
+2025-03-10 17:54:05,736 - INFO - CLOSED long at 2004.48 | PnL: -0.03% | $-0.26
+2025-03-10 17:54:05,736 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5243000000003 | Take profit: 1974.37995
+2025-03-10 17:54:05,757 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:54:05,757 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5651 | Take profit: 2032.67185
+2025-03-10 17:54:06,367 - INFO - TAKE PROFIT hit for long at 2032.67185 | PnL: 1.50% | $2.77
+2025-03-10 17:54:06,389 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1513 | Take profit: 2067.9532499999996
+2025-03-10 17:54:06,554 - INFO - STOP LOSS hit for long at 2027.1513 | PnL: -0.50% | $-1.22
+2025-03-10 17:54:06,574 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5346000000002 | Take profit: 2059.16335
+2025-03-10 17:54:06,722 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$2.77, Avg Loss=$-0.50
+2025-03-10 17:54:06,722 - INFO - Episode 21: Reward=-9.13, Balance=$101.27, Win Rate=25.0%, Trades=4, Episode PnL=$1.53, Total PnL=$-236.77, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:54:06,723 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:06,723 - INFO - Refreshing data for episode 22
+2025-03-10 17:54:06,723 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:07,052 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:07,058 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:07,075 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1122500000001 | Take profit: 2035.270325
+2025-03-10 17:54:07,740 - INFO - CLOSED long at 2018.06 | PnL: 0.64% | $1.07
+2025-03-10 17:54:07,740 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.17225 | Take profit: 1987.756175
+2025-03-10 17:54:07,757 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.55
+2025-03-10 17:54:07,757 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4999 | Take profit: 2051.987375
+2025-03-10 17:54:08,188 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.07, Avg Loss=$-0.55
+2025-03-10 17:54:08,189 - INFO - Episode 22: Reward=-6.60, Balance=$100.52, Win Rate=50.0%, Trades=2, Episode PnL=$-0.55, Total PnL=$-236.25, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:08,189 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:08,189 - INFO - Refreshing data for episode 23
+2025-03-10 17:54:08,190 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:08,494 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:08,500 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:08,515 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1117714285715 | Take profit: 2035.2710428571431
+2025-03-10 17:54:09,033 - INFO - CLOSED long at 2026.01 | PnL: 1.04% | $1.86
+2025-03-10 17:54:09,052 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0068714285715 | Take profit: 2052.505742857143
+2025-03-10 17:54:09,679 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.86, Avg Loss=$0.00
+2025-03-10 17:54:09,679 - INFO - Episode 23: Reward=-4.50, Balance=$101.86, Win Rate=100.0%, Trades=1, Episode PnL=$1.86, Total PnL=$-234.39, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:09,679 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:09,679 - INFO - Refreshing data for episode 24
+2025-03-10 17:54:09,679 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:09,991 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:09,997 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:10,014 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1117000000002 | Take profit: 2035.2711499999998
+2025-03-10 17:54:10,080 - INFO - CLOSED long at 2008.03 | PnL: 0.14% | $0.09
+2025-03-10 17:54:10,097 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7983499999998 | Take profit: 2031.8912
+2025-03-10 17:54:10,521 - INFO - CLOSED long at 2026.01 | PnL: 1.21% | $2.19
+2025-03-10 17:54:10,537 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0068 | Take profit: 2052.50585
+2025-03-10 17:54:10,693 - INFO - CLOSED long at 2018.06 | PnL: -0.20% | $-0.61
+2025-03-10 17:54:10,710 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4993500000003 | Take profit: 2051.9882
+2025-03-10 17:54:11,120 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.14, Avg Loss=$-0.61
+2025-03-10 17:54:11,121 - INFO - Episode 24: Reward=-4.26, Balance=$101.67, Win Rate=66.7%, Trades=3, Episode PnL=$1.67, Total PnL=$-232.72, Max Drawdown=0.6%, Pred Accuracy=99.8%
+2025-03-10 17:54:11,121 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:11,121 - INFO - Refreshing data for episode 25
+2025-03-10 17:54:11,122 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:11,434 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:11,440 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:11,722 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1115464285715 | Take profit: 2035.271380357143
+2025-03-10 17:54:12,509 - INFO - TAKE PROFIT hit for long at 2035.271380357143 | PnL: 1.50% | $2.77
+2025-03-10 17:54:12,531 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1505464285713 | Take profit: 2067.954380357143
+2025-03-10 17:54:12,684 - INFO - STOP LOSS hit for long at 2027.1505464285713 | PnL: -0.50% | $-1.22
+2025-03-10 17:54:12,703 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5338464285717 | Take profit: 2059.164480357143
+2025-03-10 17:54:12,837 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:54:12,838 - INFO - Episode 25: Reward=-6.72, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-231.17, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:54:12,838 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:12,838 - INFO - Refreshing data for episode 26
+2025-03-10 17:54:12,839 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:13,155 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:13,159 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:13,177 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1115464285715 | Take profit: 2035.271380357143
+2025-03-10 17:54:13,929 - INFO - CLOSED long at 2029.0 | PnL: 1.19% | $2.15
+2025-03-10 17:54:13,944 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9764464285715 | Take profit: 2066.756680357143
+2025-03-10 17:54:14,295 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.15, Avg Loss=$0.00
+2025-03-10 17:54:14,296 - INFO - Episode 26: Reward=-4.12, Balance=$102.15, Win Rate=100.0%, Trades=1, Episode PnL=$2.15, Total PnL=$-229.02, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:14,296 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:14,296 - INFO - Refreshing data for episode 27
+2025-03-10 17:54:14,296 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:14,601 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:14,604 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:14,623 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1115464285715 | Take profit: 2035.271380357143
+2025-03-10 17:54:15,048 - INFO - CLOSED long at 2019.65 | PnL: 0.72% | $1.23
+2025-03-10 17:54:15,068 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3648464285714 | Take profit: 2052.871480357143
+2025-03-10 17:54:15,523 - INFO - CLOSED long at 2031.82 | PnL: 0.46% | $0.72
+2025-03-10 17:54:15,542 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1407964285713 | Take profit: 2059.7836303571426
+2025-03-10 17:54:15,726 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.98, Avg Loss=$0.00
+2025-03-10 17:54:15,726 - INFO - Episode 27: Reward=-3.13, Balance=$101.95, Win Rate=100.0%, Trades=2, Episode PnL=$1.95, Total PnL=$-227.06, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:15,726 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:15,726 - INFO - Refreshing data for episode 28
+2025-03-10 17:54:15,726 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:16,037 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:16,037 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:16,058 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113785714285 | Take profit: 2035.271632142857
+2025-03-10 17:54:16,133 - INFO - CLOSED long at 2001.83 | PnL: -0.17% | $-0.53
+2025-03-10 17:54:16,149 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0666785714284 | Take profit: 2032.1657321428572
+2025-03-10 17:54:16,632 - INFO - CLOSED long at 2017.02 | PnL: 0.75% | $1.27
+2025-03-10 17:54:16,632 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1279214285712 | Take profit: 1986.730467857143
+2025-03-10 17:54:16,649 - INFO - CLOSED short at 2021.35 | PnL: -0.21% | $-0.63
+2025-03-10 17:54:16,649 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2204285714286 | Take profit: 2051.704482142857
+2025-03-10 17:54:16,788 - INFO - CLOSED long at 2036.18 | PnL: 0.73% | $1.25
+2025-03-10 17:54:16,803 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1503785714285 | Take profit: 2067.954632142857
+2025-03-10 17:54:16,924 - INFO - CLOSED long at 2029.31 | PnL: -0.40% | $-0.99
+2025-03-10 17:54:16,924 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4793714285713 | Take profit: 1998.8361178571429
+2025-03-10 17:54:16,942 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.05
+2025-03-10 17:54:16,943 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5983785714286 | Take profit: 2058.210632142857
+2025-03-10 17:54:16,994 - INFO - CLOSED long at 2029.3 | PnL: 0.08% | $-0.05
+2025-03-10 17:54:17,026 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1852285714285 | Take profit: 2066.9700821428573
+2025-03-10 17:54:17,128 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.26, Avg Loss=$-0.45
+2025-03-10 17:54:17,128 - INFO - Episode 28: Reward=-8.18, Balance=$100.28, Win Rate=28.6%, Trades=7, Episode PnL=$0.01, Total PnL=$-226.78, Max Drawdown=1.1%, Pred Accuracy=99.8%
+2025-03-10 17:54:17,128 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:17,129 - INFO - Refreshing data for episode 29
+2025-03-10 17:54:17,129 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:17,434 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:17,439 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:17,456 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:17,622 - INFO - CLOSED long at 2002.29 | PnL: -0.14% | $-0.48
+2025-03-10 17:54:17,623 - INFO - OPENED SHORT at 2002.29 | Stop loss: 2012.3243285714284 | Take profit: 1972.2213321428571
+2025-03-10 17:54:17,639 - INFO - CLOSED short at 2009.04 | PnL: -0.34% | $-0.86
+2025-03-10 17:54:17,639 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9719214285715 | Take profit: 2039.2099178571427
+2025-03-10 17:54:18,230 - INFO - CLOSED long at 2036.18 | PnL: 1.35% | $2.44
+2025-03-10 17:54:18,231 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3837785714288 | Take profit: 2005.6029821428574
+2025-03-10 17:54:18,255 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.32
+2025-03-10 17:54:18,255 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1503214285713 | Take profit: 2067.954717857143
+2025-03-10 17:54:18,409 - INFO - STOP LOSS hit for long at 2027.1503214285713 | PnL: -0.50% | $-1.20
+2025-03-10 17:54:18,425 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5336214285715 | Take profit: 2059.1648178571427
+2025-03-10 17:54:18,576 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.44, Avg Loss=$-0.71
+2025-03-10 17:54:18,577 - INFO - Episode 29: Reward=-8.29, Balance=$99.59, Win Rate=20.0%, Trades=5, Episode PnL=$-2.37, Total PnL=$-227.19, Max Drawdown=0.4%, Pred Accuracy=99.8%
+2025-03-10 17:54:18,577 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:18,577 - INFO - Refreshing data for episode 30
+2025-03-10 17:54:18,577 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:18,874 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:18,874 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:19,146 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:19,882 - INFO - TAKE PROFIT hit for long at 2035.271717857143 | PnL: 1.50% | $2.77
+2025-03-10 17:54:19,901 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1503214285713 | Take profit: 2067.954717857143
+2025-03-10 17:54:20,067 - INFO - STOP LOSS hit for long at 2027.1503214285713 | PnL: -0.50% | $-1.22
+2025-03-10 17:54:20,083 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5336214285715 | Take profit: 2059.1648178571427
+2025-03-10 17:54:20,181 - INFO - CLOSED long at 2030.46 | PnL: 0.09% | $-0.03
+2025-03-10 17:54:20,182 - INFO - OPENED SHORT at 2030.46 | Stop loss: 2040.6351785714287 | Take profit: 1999.9687821428572
+2025-03-10 17:54:20,199 - INFO - CLOSED short at 2029.25 | PnL: 0.06% | $-0.08
+2025-03-10 17:54:20,199 - INFO - OPENED LONG at 2029.25 | Stop loss: 2019.0808714285713 | Take profit: 2059.723067857143
+2025-03-10 17:54:20,226 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$2.77, Avg Loss=$-0.44
+2025-03-10 17:54:20,226 - INFO - Episode 30: Reward=-8.34, Balance=$101.44, Win Rate=25.0%, Trades=4, Episode PnL=$1.47, Total PnL=$-225.75, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:54:20,340 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:54:20,340 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:54:20,340 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:20,696 - INFO - Visualization saved for episode 30
+2025-03-10 17:54:21,606 - INFO - Visualization saved for episode 30
+2025-03-10 17:54:21,614 - INFO - Refreshing data for episode 31
+2025-03-10 17:54:21,614 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:22,122 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:22,125 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:22,164 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:22,488 - INFO - CLOSED long at 2022.2 | PnL: 0.85% | $1.48
+2025-03-10 17:54:22,507 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8820714285714 | Take profit: 2051.359467857143
+2025-03-10 17:54:23,392 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.48, Avg Loss=$0.00
+2025-03-10 17:54:23,392 - INFO - Episode 31: Reward=-4.73, Balance=$101.48, Win Rate=100.0%, Trades=1, Episode PnL=$1.48, Total PnL=$-224.27, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:23,392 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:23,392 - INFO - Refreshing data for episode 32
+2025-03-10 17:54:23,392 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:23,702 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:23,702 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:23,722 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:23,845 - INFO - CLOSED long at 2004.48 | PnL: -0.03% | $-0.26
+2025-03-10 17:54:23,845 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5252785714288 | Take profit: 1974.3784821428574
+2025-03-10 17:54:23,863 - INFO - CLOSED short at 2002.6 | PnL: 0.09% | $-0.01
+2025-03-10 17:54:23,863 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5641214285713 | Take profit: 2032.6733178571428
+2025-03-10 17:54:23,984 - INFO - CLOSED long at 2023.76 | PnL: 1.06% | $1.89
+2025-03-10 17:54:24,001 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0661214285715 | Take profit: 2052.567317857143
+2025-03-10 17:54:24,872 - INFO - CLOSED long at 2026.48 | PnL: 0.21% | $0.22
+2025-03-10 17:54:24,888 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.06, Avg Loss=$-0.14
+2025-03-10 17:54:24,889 - INFO - Episode 32: Reward=-4.86, Balance=$101.83, Win Rate=50.0%, Trades=4, Episode PnL=$2.10, Total PnL=$-222.43, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:24,889 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:24,889 - INFO - Refreshing data for episode 33
+2025-03-10 17:54:24,889 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:25,207 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:25,208 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:25,231 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:25,383 - INFO - CLOSED long at 2002.6 | PnL: -0.13% | $-0.45
+2025-03-10 17:54:25,401 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2556714285713 | Take profit: 2032.358667857143
+2025-03-10 17:54:25,995 - INFO - TAKE PROFIT hit for long at 2032.358667857143 | PnL: 1.50% | $2.76
+2025-03-10 17:54:26,013 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1503214285713 | Take profit: 2067.954717857143
+2025-03-10 17:54:26,118 - INFO - CLOSED long at 2031.82 | PnL: -0.27% | $-0.75
+2025-03-10 17:54:26,118 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0019785714285 | Take profit: 2001.3083821428572
+2025-03-10 17:54:26,154 - INFO - CLOSED short at 2027.76 | PnL: 0.20% | $0.20
+2025-03-10 17:54:26,154 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5983214285714 | Take profit: 2058.2107178571428
+2025-03-10 17:54:26,315 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 100.0% in downtrends | Avg Win=$1.48, Avg Loss=$-0.60
+2025-03-10 17:54:26,322 - INFO - Episode 33: Reward=-7.40, Balance=$101.76, Win Rate=50.0%, Trades=4, Episode PnL=$2.51, Total PnL=$-220.68, Max Drawdown=0.5%, Pred Accuracy=99.8%
+2025-03-10 17:54:26,322 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:26,322 - INFO - Refreshing data for episode 34
+2025-03-10 17:54:26,322 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:26,638 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:26,646 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:26,661 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:26,857 - INFO - CLOSED long at 2009.24 | PnL: 0.20% | $0.20
+2025-03-10 17:54:26,877 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7677214285716 | Take profit: 2048.182517857143
+2025-03-10 17:54:27,610 - INFO - CLOSED long at 2029.3 | PnL: 0.57% | $0.92
+2025-03-10 17:54:27,626 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5036714285714 | Take profit: 2063.214667857143
+2025-03-10 17:54:27,742 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.56, Avg Loss=$0.00
+2025-03-10 17:54:27,743 - INFO - Episode 34: Reward=-3.43, Balance=$101.13, Win Rate=100.0%, Trades=2, Episode PnL=$1.13, Total PnL=$-219.55, Max Drawdown=0.0%, Pred Accuracy=99.9%
+2025-03-10 17:54:27,743 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:27,743 - INFO - Refreshing data for episode 35
+2025-03-10 17:54:27,744 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:28,039 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:28,044 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:28,321 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:28,917 - INFO - CLOSED long at 2014.22 | PnL: 0.45% | $0.70
+2025-03-10 17:54:28,939 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1508714285715 | Take profit: 2045.513067857143
+2025-03-10 17:54:29,420 - INFO - CLOSED long at 2029.25 | PnL: 0.69% | $1.18
+2025-03-10 17:54:29,444 - INFO - OPENED LONG at 2026.48 | Stop loss: 2016.3247214285716 | Take profit: 2056.911517857143
+2025-03-10 17:54:29,458 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.94, Avg Loss=$0.00
+2025-03-10 17:54:29,458 - INFO - Episode 35: Reward=-3.18, Balance=$101.88, Win Rate=100.0%, Trades=2, Episode PnL=$1.88, Total PnL=$-217.67, Max Drawdown=0.0%, Pred Accuracy=99.8%
+2025-03-10 17:54:29,459 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:29,459 - INFO - Refreshing data for episode 36
+2025-03-10 17:54:29,459 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:29,755 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:29,762 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:29,777 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:30,556 - INFO - CLOSED long at 2036.18 | PnL: 1.55% | $2.86
+2025-03-10 17:54:30,556 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3837785714288 | Take profit: 2005.6029821428574
+2025-03-10 17:54:30,577 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.32
+2025-03-10 17:54:30,577 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1503214285713 | Take profit: 2067.954717857143
+2025-03-10 17:54:30,598 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.27
+2025-03-10 17:54:30,598 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8561285714288 | Take profit: 2006.0659321428573
+2025-03-10 17:54:30,619 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.14
+2025-03-10 17:54:30,619 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8568214285715 | Take profit: 2066.635217857143
+2025-03-10 17:54:30,826 - INFO - CLOSED long at 2033.38 | PnL: -0.13% | $-0.47
+2025-03-10 17:54:30,843 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9664214285715 | Take profit: 2060.6264178571428
+2025-03-10 17:54:30,915 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$2.86, Avg Loss=$-0.30
+2025-03-10 17:54:30,916 - INFO - Episode 36: Reward=-7.94, Balance=$101.66, Win Rate=20.0%, Trades=5, Episode PnL=$-0.93, Total PnL=$-216.01, Max Drawdown=0.0%, Pred Accuracy=99.9%
+2025-03-10 17:54:30,916 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:30,916 - INFO - Refreshing data for episode 37
+2025-03-10 17:54:30,917 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:31,216 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:31,222 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:31,239 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:31,808 - INFO - CLOSED long at 2015.25 | PnL: 0.50% | $0.80
+2025-03-10 17:54:31,823 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9120214285713 | Take profit: 2047.3096178571427
+2025-03-10 17:54:32,296 - INFO - CLOSED long at 2026.48 | PnL: 0.47% | $0.74
+2025-03-10 17:54:32,318 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.77, Avg Loss=$0.00
+2025-03-10 17:54:32,318 - INFO - Episode 37: Reward=-3.38, Balance=$101.53, Win Rate=100.0%, Trades=2, Episode PnL=$1.53, Total PnL=$-214.48, Max Drawdown=0.0%, Pred Accuracy=99.9%
+2025-03-10 17:54:32,319 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:32,319 - INFO - Refreshing data for episode 38
+2025-03-10 17:54:32,319 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:32,623 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:32,623 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:32,644 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:32,652 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:54:32,660 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1633785714284 | Take profit: 1977.944182142857
+2025-03-10 17:54:32,678 - INFO - CLOSED short at 2015.34 | PnL: -0.36% | $-0.91
+2025-03-10 17:54:32,679 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2404214285714 | Take profit: 2045.6044178571426
+2025-03-10 17:54:32,726 - INFO - STOP LOSS hit for long at 2005.2404214285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:54:32,745 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0666214285714 | Take profit: 2032.1658178571429
+2025-03-10 17:54:33,209 - INFO - CLOSED long at 2014.22 | PnL: 0.61% | $0.98
+2025-03-10 17:54:33,233 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1508714285715 | Take profit: 2045.513067857143
+2025-03-10 17:54:33,742 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.54, Avg Loss=$-1.05
+2025-03-10 17:54:33,742 - INFO - Episode 38: Reward=-5.55, Balance=$98.98, Win Rate=50.0%, Trades=4, Episode PnL=$-1.11, Total PnL=$-215.50, Max Drawdown=2.0%, Pred Accuracy=99.9%
+2025-03-10 17:54:33,742 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:33,742 - INFO - Refreshing data for episode 39
+2025-03-10 17:54:33,742 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:34,028 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:34,037 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:34,051 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:34,828 - INFO - TAKE PROFIT hit for long at 2035.271717857143 | PnL: 1.50% | $2.77
+2025-03-10 17:54:34,853 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1503214285713 | Take profit: 2067.954717857143
+2025-03-10 17:54:34,870 - INFO - CLOSED long at 2036.65 | PnL: -0.03% | $-0.27
+2025-03-10 17:54:34,872 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8561285714288 | Take profit: 2006.0659321428573
+2025-03-10 17:54:34,890 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.14
+2025-03-10 17:54:34,891 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8568214285715 | Take profit: 2066.635217857143
+2025-03-10 17:54:35,192 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-0.21
+2025-03-10 17:54:35,192 - INFO - Episode 39: Reward=-8.64, Balance=$102.35, Win Rate=33.3%, Trades=3, Episode PnL=$2.63, Total PnL=$-213.15, Max Drawdown=0.0%, Pred Accuracy=99.9%
+2025-03-10 17:54:35,192 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:35,192 - INFO - Refreshing data for episode 40
+2025-03-10 17:54:35,192 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:35,528 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:35,531 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:35,814 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:35,937 - INFO - CLOSED long at 1999.22 | PnL: -0.30% | $-0.78
+2025-03-10 17:54:35,937 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2389785714286 | Take profit: 1969.1973821428571
+2025-03-10 17:54:35,955 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.71
+2025-03-10 17:54:35,956 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4347214285715 | Take profit: 2034.581517857143
+2025-03-10 17:54:36,588 - INFO - TAKE PROFIT hit for long at 2034.581517857143 | PnL: 1.50% | $2.73
+2025-03-10 17:54:36,612 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1503214285713 | Take profit: 2067.954717857143
+2025-03-10 17:54:36,774 - INFO - STOP LOSS hit for long at 2027.1503214285713 | PnL: -0.50% | $-1.20
+2025-03-10 17:54:36,792 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5336214285715 | Take profit: 2059.1648178571427
+2025-03-10 17:54:36,923 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$2.73, Avg Loss=$-0.90
+2025-03-10 17:54:36,923 - INFO - Episode 40: Reward=-9.83, Balance=$100.03, Win Rate=25.0%, Trades=4, Episode PnL=$0.81, Total PnL=$-213.12, Max Drawdown=1.2%, Pred Accuracy=99.9%
+2025-03-10 17:54:37,043 - INFO - Model saved to checkpoints/trading_agent_episode_40.pt
+2025-03-10 17:54:37,043 - INFO - Checkpoint saved at episode 40
+2025-03-10 17:54:37,043 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:37,376 - INFO - Visualization saved for episode 40
+2025-03-10 17:54:38,285 - INFO - Visualization saved for episode 40
+2025-03-10 17:54:38,293 - INFO - Refreshing data for episode 41
+2025-03-10 17:54:38,293 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:38,586 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:38,593 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:38,620 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:38,832 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:54:38,851 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1709214285713 | Take profit: 2039.412917857143
+2025-03-10 17:54:39,084 - INFO - CLOSED long at 2024.91 | PnL: 0.78% | $1.35
+2025-03-10 17:54:39,084 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0574285714288 | Take profit: 1994.5020321428574
+2025-03-10 17:54:39,103 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.32
+2025-03-10 17:54:39,103 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5288714285716 | Take profit: 2049.979067857143
+2025-03-10 17:54:39,140 - INFO - CLOSED long at 2027.23 | PnL: 0.38% | $0.55
+2025-03-10 17:54:39,143 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3890285714283 | Take profit: 1996.7872321428572
+2025-03-10 17:54:39,164 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.24
+2025-03-10 17:54:39,164 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4490714285712 | Take profit: 2058.0584678571427
+2025-03-10 17:54:39,260 - INFO - STOP LOSS hit for long at 2017.4490714285712 | PnL: -0.50% | $-1.21
+2025-03-10 17:54:39,282 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5787214285715 | Take profit: 2045.949517857143
+2025-03-10 17:54:39,305 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.34
+2025-03-10 17:54:39,327 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1508714285715 | Take profit: 2045.513067857143
+2025-03-10 17:54:39,576 - INFO - CLOSED long at 2041.55 | PnL: 1.31% | $2.40
+2025-03-10 17:54:39,576 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.780628571428 | Take profit: 2010.8924321428572
+2025-03-10 17:54:39,591 - INFO - CLOSED short at 2039.93 | PnL: 0.08% | $-0.04
+2025-03-10 17:54:39,591 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7074714285714 | Take profit: 2070.563267857143
+2025-03-10 17:54:39,664 - INFO - STOP LOSS hit for long at 2029.7074714285714 | PnL: -0.50% | $-1.22
+2025-03-10 17:54:39,680 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5983214285714 | Take profit: 2058.2107178571428
+2025-03-10 17:54:39,863 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 20.0% in downtrends | Avg Win=$0.94, Avg Loss=$-0.61
+2025-03-10 17:54:39,863 - INFO - Episode 41: Reward=-0.55, Balance=$101.65, Win Rate=50.0%, Trades=10, Episode PnL=$-2.65, Total PnL=$-211.47, Max Drawdown=0.3%, Pred Accuracy=99.9%
+2025-03-10 17:54:39,864 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:39,864 - INFO - Refreshing data for episode 42
+2025-03-10 17:54:39,864 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:40,176 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:40,182 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:40,196 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:40,232 - INFO - CLOSED long at 2015.34 | PnL: 0.51% | $0.81
+2025-03-10 17:54:40,232 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4395785714287 | Take profit: 1985.0755821428572
+2025-03-10 17:54:40,248 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.30
+2025-03-10 17:54:40,248 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2654214285715 | Take profit: 2040.529417857143
+2025-03-10 17:54:40,301 - INFO - CLOSED long at 2002.1 | PnL: -0.41% | $-1.02
+2025-03-10 17:54:40,301 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1333785714287 | Take profit: 1972.0341821428572
+2025-03-10 17:54:40,318 - INFO - CLOSED short at 1999.22 | PnL: 0.14% | $0.09
+2025-03-10 17:54:40,318 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2010214285715 | Take profit: 2029.2426178571427
+2025-03-10 17:54:40,473 - INFO - CLOSED long at 2023.76 | PnL: 1.23% | $2.23
+2025-03-10 17:54:40,473 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9016785714286 | Take profit: 1993.3692821428572
+2025-03-10 17:54:40,528 - INFO - CLOSED short at 2017.79 | PnL: 0.29% | $0.39
+2025-03-10 17:54:40,528 - INFO - OPENED LONG at 2017.79 | Stop loss: 2007.6781714285714 | Take profit: 2048.091167857143
+2025-03-10 17:54:40,562 - INFO - CLOSED long at 2022.99 | PnL: 0.26% | $0.32
+2025-03-10 17:54:40,562 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1278285714286 | Take profit: 1992.6108321428571
+2025-03-10 17:54:40,617 - INFO - CLOSED short at 2030.54 | PnL: -0.37% | $-0.97
+2025-03-10 17:54:40,617 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3644214285714 | Take profit: 2061.0324178571427
+2025-03-10 17:54:40,635 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.76
+2025-03-10 17:54:40,636 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0574285714288 | Take profit: 1994.5020321428574
+2025-03-10 17:54:40,654 - INFO - CLOSED short at 2019.65 | PnL: 0.26% | $0.32
+2025-03-10 17:54:40,654 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5288714285716 | Take profit: 2049.979067857143
+2025-03-10 17:54:40,677 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:54:40,677 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6353785714286 | Take profit: 1992.1281821428572
+2025-03-10 17:54:40,802 - INFO - CLOSED short at 2015.43 | PnL: 0.35% | $0.50
+2025-03-10 17:54:40,802 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3299714285715 | Take profit: 2045.6957678571428
+2025-03-10 17:54:40,840 - INFO - CLOSED long at 2014.22 | PnL: -0.06% | $-0.32
+2025-03-10 17:54:40,840 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3139785714288 | Take profit: 1983.972382142857
+2025-03-10 17:54:40,914 - INFO - STOP LOSS hit for short at 2024.3139785714288 | PnL: -0.50% | $-1.21
+2025-03-10 17:54:40,934 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0323285714287 | Take profit: 1993.4973321428572
+2025-03-10 17:54:40,986 - INFO - CLOSED short at 2021.63 | PnL: 0.11% | $0.02
+2025-03-10 17:54:40,986 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4989714285716 | Take profit: 2051.988767857143
+2025-03-10 17:54:41,008 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.55
+2025-03-10 17:54:41,008 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2033285714283 | Take profit: 1987.7843321428572
+2025-03-10 17:54:41,057 - INFO - STOP LOSS hit for short at 2028.2033285714283 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:41,075 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3837785714288 | Take profit: 2005.6029821428574
+2025-03-10 17:54:41,279 - INFO - CLOSED short at 2028.7 | PnL: 0.37% | $0.52
+2025-03-10 17:54:41,279 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5336214285715 | Take profit: 2059.1648178571427
+2025-03-10 17:54:41,297 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:54:41,297 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4693785714287 | Take profit: 1998.826182142857
+2025-03-10 17:54:41,314 - INFO - CLOSED short at 2032.69 | PnL: -0.17% | $-0.53
+2025-03-10 17:54:41,314 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5036714285714 | Take profit: 2063.214667857143
+2025-03-10 17:54:41,335 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:54:41,335 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5948285714287 | Take profit: 2005.8098321428572
+2025-03-10 17:54:41,368 - INFO - CLOSED short at 2030.14 | PnL: 0.31% | $0.41
+2025-03-10 17:54:41,368 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9664214285715 | Take profit: 2060.6264178571428
+2025-03-10 17:54:41,387 - INFO - CLOSED long at 2030.46 | PnL: 0.02% | $-0.17
+2025-03-10 17:54:41,387 - INFO - OPENED SHORT at 2030.46 | Stop loss: 2040.6351785714287 | Take profit: 1999.9687821428572
+2025-03-10 17:54:41,433 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 66.7% in downtrends | Avg Win=$0.47, Avg Loss=$-0.69
+2025-03-10 17:54:41,433 - INFO - Episode 42: Reward=20.56, Balance=$99.30, Win Rate=56.5%, Trades=23, Episode PnL=$-1.34, Total PnL=$-212.17, Max Drawdown=1.7%, Pred Accuracy=99.9%
+2025-03-10 17:54:41,433 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:41,433 - INFO - Refreshing data for episode 43
+2025-03-10 17:54:41,433 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:41,812 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:41,821 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:41,836 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2086785714287 | Take profit: 1975.0482821428573
+2025-03-10 17:54:41,853 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:54:41,853 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0366214285714 | Take profit: 2038.255817857143
+2025-03-10 17:54:41,870 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:54:41,870 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4395785714287 | Take profit: 1985.0755821428572
+2025-03-10 17:54:41,890 - INFO - CLOSED short at 2010.34 | PnL: 0.25% | $0.29
+2025-03-10 17:54:41,890 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2654214285715 | Take profit: 2040.529417857143
+2025-03-10 17:54:41,911 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.43
+2025-03-10 17:54:41,912 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0930285714287 | Take profit: 1977.8752321428572
+2025-03-10 17:54:42,104 - INFO - STOP LOSS hit for short at 2018.0930285714287 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:42,128 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3338785714286 | Take profit: 1991.8326821428573
+2025-03-10 17:54:42,180 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:54:42,180 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8720714285714 | Take profit: 2053.389467857143
+2025-03-10 17:54:42,199 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:54:42,199 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1278285714286 | Take profit: 1992.6108321428571
+2025-03-10 17:54:42,345 - INFO - CLOSED short at 2025.88 | PnL: -0.14% | $-0.47
+2025-03-10 17:54:42,345 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.7277214285716 | Take profit: 2056.3025178571434
+2025-03-10 17:54:42,365 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:54:42,365 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1629285714287 | Take profit: 1995.5855321428571
+2025-03-10 17:54:42,614 - INFO - CLOSED short at 2023.86 | PnL: 0.11% | $0.01
+2025-03-10 17:54:42,614 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7178214285714 | Take profit: 2054.2522178571426
+2025-03-10 17:54:42,647 - INFO - CLOSED long at 2036.18 | PnL: 0.61% | $0.98
+2025-03-10 17:54:42,647 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3837785714288 | Take profit: 2005.6029821428574
+2025-03-10 17:54:42,700 - INFO - CLOSED short at 2036.06 | PnL: 0.01% | $-0.18
+2025-03-10 17:54:42,700 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8568214285715 | Take profit: 2066.635217857143
+2025-03-10 17:54:42,717 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.33
+2025-03-10 17:54:42,717 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.780628571428 | Take profit: 2010.8924321428572
+2025-03-10 17:54:42,806 - INFO - CLOSED short at 2029.31 | PnL: 0.60% | $0.98
+2025-03-10 17:54:42,806 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1405714285715 | Take profit: 2059.7839678571427
+2025-03-10 17:54:42,822 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.35
+2025-03-10 17:54:42,823 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9216785714286 | Take profit: 1997.3092821428572
+2025-03-10 17:54:42,874 - INFO - CLOSED short at 2029.3 | PnL: -0.08% | $-0.35
+2025-03-10 17:54:42,895 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8763285714288 | Take profit: 2002.165332142857
+2025-03-10 17:54:42,932 - INFO - CLOSED short at 2033.38 | PnL: -0.03% | $-0.26
+2025-03-10 17:54:42,932 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1902214285717 | Take profit: 2063.915017857143
+2025-03-10 17:54:42,971 - INFO - CLOSED long at 2030.46 | PnL: -0.14% | $-0.48
+2025-03-10 17:54:42,971 - INFO - OPENED SHORT at 2030.46 | Stop loss: 2040.6351785714287 | Take profit: 1999.9687821428572
+2025-03-10 17:54:43,028 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.52, Avg Loss=$-0.40
+2025-03-10 17:54:43,028 - INFO - Episode 43: Reward=16.08, Balance=$98.27, Win Rate=33.3%, Trades=18, Episode PnL=$-1.93, Total PnL=$-213.90, Max Drawdown=1.3%, Pred Accuracy=99.9%
+2025-03-10 17:54:43,030 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:43,030 - INFO - Refreshing data for episode 44
+2025-03-10 17:54:43,030 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:43,372 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:43,380 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:43,395 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1113214285715 | Take profit: 2035.271717857143
+2025-03-10 17:54:43,412 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:54:43,413 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1633785714284 | Take profit: 1977.944182142857
+2025-03-10 17:54:43,669 - INFO - STOP LOSS hit for short at 2018.1633785714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:43,688 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3338785714286 | Take profit: 1991.8326821428573
+2025-03-10 17:54:43,726 - INFO - CLOSED short at 2017.79 | PnL: 0.22% | $0.23
+2025-03-10 17:54:43,745 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1479285714286 | Take profit: 1992.6305321428572
+2025-03-10 17:54:44,111 - INFO - CLOSED short at 2023.89 | PnL: -0.04% | $-0.28
+2025-03-10 17:54:44,111 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7476714285715 | Take profit: 2054.282667857143
+2025-03-10 17:54:44,128 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.76
+2025-03-10 17:54:44,128 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1731785714285 | Take profit: 1987.754782142857
+2025-03-10 17:54:44,165 - INFO - CLOSED short at 2018.09 | PnL: -0.00% | $-0.20
+2025-03-10 17:54:44,165 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9766714285713 | Take profit: 2048.3956678571426
+2025-03-10 17:54:44,204 - INFO - CLOSED long at 2023.86 | PnL: 0.29% | $0.36
+2025-03-10 17:54:44,204 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0021785714287 | Take profit: 1993.467782142857
+2025-03-10 17:54:44,219 - INFO - CLOSED short at 2029.0 | PnL: -0.25% | $-0.69
+2025-03-10 17:54:44,237 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9762214285715 | Take profit: 2066.757017857143
+2025-03-10 17:54:44,257 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:54:44,257 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5696785714285 | Take profit: 2006.7652821428571
+2025-03-10 17:54:44,340 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.04
+2025-03-10 17:54:44,340 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7523714285715 | Take profit: 2065.508567857143
+2025-03-10 17:54:44,358 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:54:44,358 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0873785714289 | Take profit: 2002.3721821428574
+2025-03-10 17:54:44,518 - INFO - CLOSED short at 2030.14 | PnL: 0.14% | $0.07
+2025-03-10 17:54:44,518 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9664214285715 | Take profit: 2060.6264178571428
+2025-03-10 17:54:44,537 - INFO - CLOSED long at 2030.46 | PnL: 0.02% | $-0.16
+2025-03-10 17:54:44,537 - INFO - OPENED SHORT at 2030.46 | Stop loss: 2040.6351785714287 | Take profit: 1999.9687821428572
+2025-03-10 17:54:44,584 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 40.0% in downtrends | Avg Win=$0.16, Avg Loss=$-0.47
+2025-03-10 17:54:44,585 - INFO - Episode 44: Reward=20.10, Balance=$97.04, Win Rate=38.5%, Trades=13, Episode PnL=$-2.02, Total PnL=$-216.86, Max Drawdown=2.4%, Pred Accuracy=99.9%
+2025-03-10 17:54:44,585 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:44,585 - INFO - Refreshing data for episode 45
+2025-03-10 17:54:44,585 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:44,973 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:44,977 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:45,267 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.20875 | Take profit: 1975.048175
+2025-03-10 17:54:45,285 - INFO - CLOSED short at 2008.1 | PnL: -0.15% | $-0.49
+2025-03-10 17:54:45,285 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0365499999998 | Take profit: 2038.2559249999997
+2025-03-10 17:54:45,303 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.51
+2025-03-10 17:54:45,303 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4396499999998 | Take profit: 1985.0754749999999
+2025-03-10 17:54:45,374 - INFO - CLOSED short at 2002.1 | PnL: 0.66% | $1.10
+2025-03-10 17:54:45,374 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.06655 | Take profit: 2032.165925
+2025-03-10 17:54:45,423 - INFO - CLOSED long at 2002.6 | PnL: 0.02% | $-0.15
+2025-03-10 17:54:45,423 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6359499999999 | Take profit: 1972.5265749999999
+2025-03-10 17:54:45,509 - INFO - STOP LOSS hit for short at 2012.6359499999999 | PnL: -0.50% | $-1.20
+2025-03-10 17:54:45,529 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2236 | Take profit: 1983.8836250000002
+2025-03-10 17:54:45,656 - INFO - STOP LOSS hit for short at 2024.2236 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:45,676 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.374 | Take profit: 1997.7524250000001
+2025-03-10 17:54:45,691 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.42
+2025-03-10 17:54:45,710 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0575000000001 | Take profit: 1994.5019250000003
+2025-03-10 17:54:45,956 - INFO - CLOSED short at 2021.35 | PnL: 0.18% | $0.15
+2025-03-10 17:54:45,956 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2203 | Take profit: 2051.704675
+2025-03-10 17:54:45,976 - INFO - CLOSED long at 2024.52 | PnL: 0.16% | $0.11
+2025-03-10 17:54:45,976 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6655500000002 | Take profit: 1994.117775
+2025-03-10 17:54:46,110 - INFO - STOP LOSS hit for short at 2034.6655500000002 | PnL: -0.50% | $-1.17
+2025-03-10 17:54:46,128 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5697499999999 | Take profit: 2006.7651749999998
+2025-03-10 17:54:46,212 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.04
+2025-03-10 17:54:46,212 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7522999999999 | Take profit: 2065.508675
+2025-03-10 17:54:46,228 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:54:46,228 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0874500000002 | Take profit: 2002.372075
+2025-03-10 17:54:46,452 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 42.9% in downtrends | Avg Win=$0.38, Avg Loss=$-0.71
+2025-03-10 17:54:46,452 - INFO - Episode 45: Reward=25.87, Balance=$96.91, Win Rate=41.7%, Trades=12, Episode PnL=$-3.18, Total PnL=$-219.95, Max Drawdown=2.7%, Pred Accuracy=99.9%
+2025-03-10 17:54:46,452 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:46,452 - INFO - Refreshing data for episode 46
+2025-03-10 17:54:46,453 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:46,762 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:46,775 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:46,793 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.20875 | Take profit: 1975.048175
+2025-03-10 17:54:46,825 - INFO - STOP LOSS hit for short at 2015.20875 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:46,842 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.41465 | Take profit: 1980.150475
+2025-03-10 17:54:47,057 - INFO - STOP LOSS hit for short at 2020.41465 | PnL: -0.50% | $-1.17
+2025-03-10 17:54:47,073 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.33395 | Take profit: 1991.832575
+2025-03-10 17:54:47,364 - INFO - CLOSED short at 2015.68 | PnL: 0.32% | $0.43
+2025-03-10 17:54:47,364 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5786500000002 | Take profit: 2045.9496250000002
+2025-03-10 17:54:47,395 - INFO - CLOSED long at 2015.25 | PnL: -0.02% | $-0.24
+2025-03-10 17:54:47,395 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3492 | Take profit: 1984.9868250000002
+2025-03-10 17:54:47,557 - INFO - STOP LOSS hit for short at 2025.3492 | PnL: -0.50% | $-1.16
+2025-03-10 17:54:47,574 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3838500000002 | Take profit: 2005.602875
+2025-03-10 17:54:47,737 - INFO - CLOSED short at 2027.76 | PnL: 0.41% | $0.60
+2025-03-10 17:54:47,737 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.59825 | Take profit: 2058.210825
+2025-03-10 17:54:47,753 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.31
+2025-03-10 17:54:47,753 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.69565 | Take profit: 1996.107475
+2025-03-10 17:54:47,954 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 40.0% in downtrends | Avg Win=$0.51, Avg Loss=$-0.81
+2025-03-10 17:54:47,954 - INFO - Episode 46: Reward=26.83, Balance=$96.96, Win Rate=28.6%, Trades=7, Episode PnL=$-2.50, Total PnL=$-222.99, Max Drawdown=3.3%, Pred Accuracy=99.9%
+2025-03-10 17:54:47,954 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:47,954 - INFO - Refreshing data for episode 47
+2025-03-10 17:54:47,954 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:48,258 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:48,264 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:48,281 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.20875 | Take profit: 1975.048175
+2025-03-10 17:54:48,330 - INFO - STOP LOSS hit for short at 2015.20875 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:48,350 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.41465 | Take profit: 1980.150475
+2025-03-10 17:54:48,543 - INFO - CLOSED short at 2017.88 | PnL: -0.38% | $-0.93
+2025-03-10 17:54:48,543 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.76765 | Take profit: 2048.1826250000004
+2025-03-10 17:54:48,564 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.55
+2025-03-10 17:54:48,564 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2236 | Take profit: 1983.8836250000002
+2025-03-10 17:54:48,688 - INFO - STOP LOSS hit for short at 2024.2236 | PnL: -0.50% | $-1.16
+2025-03-10 17:54:48,708 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.374 | Take profit: 1997.7524250000001
+2025-03-10 17:54:48,981 - INFO - CLOSED short at 2021.35 | PnL: 0.34% | $0.45
+2025-03-10 17:54:48,981 - INFO - OPENED LONG at 2021.35 | Stop loss: 2011.2203 | Take profit: 2051.704675
+2025-03-10 17:54:49,019 - INFO - CLOSED long at 2023.89 | PnL: 0.13% | $0.05
+2025-03-10 17:54:49,019 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0323999999998 | Take profit: 1993.497225
+2025-03-10 17:54:49,139 - INFO - STOP LOSS hit for short at 2034.0323999999998 | PnL: -0.50% | $-1.15
+2025-03-10 17:54:49,180 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8562 | Take profit: 2006.065825
+2025-03-10 17:54:49,294 - INFO - CLOSED short at 2029.31 | PnL: 0.36% | $0.49
+2025-03-10 17:54:49,294 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1405 | Take profit: 2059.784075
+2025-03-10 17:54:49,314 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.33
+2025-03-10 17:54:49,315 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.92175 | Take profit: 1997.309175
+2025-03-10 17:54:49,494 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.33, Avg Loss=$-0.89
+2025-03-10 17:54:49,494 - INFO - Episode 47: Reward=24.63, Balance=$95.68, Win Rate=33.3%, Trades=9, Episode PnL=$-3.48, Total PnL=$-227.31, Max Drawdown=4.5%, Pred Accuracy=99.9%
+2025-03-10 17:54:49,494 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:49,494 - INFO - Refreshing data for episode 48
+2025-03-10 17:54:49,494 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:49,826 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:49,833 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:49,853 - INFO - OPENED LONG at 2005.16 | Stop loss: 1995.1112357142856 | Take profit: 2035.2718464285715
+2025-03-10 17:54:49,876 - INFO - CLOSED long at 2008.1 | PnL: 0.15% | $0.09
+2025-03-10 17:54:49,876 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.163464285714 | Take profit: 1977.9440535714284
+2025-03-10 17:54:50,189 - INFO - STOP LOSS hit for short at 2018.163464285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:50,212 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3339642857145 | Take profit: 1991.8325535714287
+2025-03-10 17:54:50,276 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:54:50,276 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8719857142858 | Take profit: 2053.389596428571
+2025-03-10 17:54:50,303 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:54:50,303 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1279142857143 | Take profit: 1992.6107035714285
+2025-03-10 17:54:50,691 - INFO - CLOSED short at 2024.52 | PnL: -0.08% | $-0.34
+2025-03-10 17:54:50,708 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0324142857141 | Take profit: 1993.4972035714286
+2025-03-10 17:54:50,744 - INFO - CLOSED short at 2021.63 | PnL: 0.11% | $0.02
+2025-03-10 17:54:50,744 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4988857142857 | Take profit: 2051.9888964285715
+2025-03-10 17:54:50,762 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.53
+2025-03-10 17:54:50,762 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2034142857142 | Take profit: 1987.7842035714284
+2025-03-10 17:54:50,822 - INFO - CLOSED short at 2029.0 | PnL: -0.54% | $-1.24
+2025-03-10 17:54:50,822 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8320357142857 | Take profit: 2059.4694464285712
+2025-03-10 17:54:50,844 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.48
+2025-03-10 17:54:50,845 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3838642857143 | Take profit: 2005.6028535714286
+2025-03-10 17:54:51,267 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$0.20, Avg Loss=$-0.63
+2025-03-10 17:54:51,268 - INFO - Episode 48: Reward=21.13, Balance=$96.83, Win Rate=33.3%, Trades=9, Episode PnL=$-3.02, Total PnL=$-230.48, Max Drawdown=1.9%, Pred Accuracy=99.9%
+2025-03-10 17:54:51,268 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:51,268 - INFO - Refreshing data for episode 49
+2025-03-10 17:54:51,269 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:51,580 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:51,585 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:51,607 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2087642857146 | Take profit: 1975.0481535714287
+2025-03-10 17:54:51,645 - INFO - STOP LOSS hit for short at 2015.2087642857146 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:51,665 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4146642857145 | Take profit: 1980.1504535714284
+2025-03-10 17:54:51,937 - INFO - STOP LOSS hit for short at 2020.4146642857145 | PnL: -0.50% | $-1.17
+2025-03-10 17:54:51,953 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3339642857145 | Take profit: 1991.8325535714287
+2025-03-10 17:54:52,015 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:54:52,037 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8520857142857 | Take profit: 2053.3692964285715
+2025-03-10 17:54:52,071 - INFO - CLOSED long at 2031.56 | PnL: 0.42% | $0.62
+2025-03-10 17:54:52,071 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7407642857142 | Take profit: 2001.0521535714286
+2025-03-10 17:54:52,942 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.62, Avg Loss=$-0.88
+2025-03-10 17:54:52,942 - INFO - Episode 49: Reward=27.28, Balance=$97.99, Win Rate=25.0%, Trades=4, Episode PnL=$-2.63, Total PnL=$-232.49, Max Drawdown=2.6%, Pred Accuracy=99.9%
+2025-03-10 17:54:52,943 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:54:52,943 - INFO - Early stopping triggered after 50 episodes without improvement
+2025-03-10 17:54:53,068 - INFO - Model saved to models/trading_agent_final.pt
+2025-03-10 17:54:53,437 - INFO - Training results saved to training_results.png
+2025-03-10 17:54:53,551 - INFO - Model saved to models/trading_agent_continuous_350.pt
+2025-03-10 17:54:58,554 - INFO - Starting training batch 9
+2025-03-10 17:54:58,554 - INFO - Refreshing data for new training batch
+2025-03-10 17:54:58,554 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:58,868 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:54:58,875 - INFO - Initialized environment with 500 candles
+2025-03-10 17:54:58,876 - INFO - Updated environment with fresh candles
+2025-03-10 17:54:58,876 - INFO - Starting training on device: cuda
+2025-03-10 17:54:58,876 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:54:58,876 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:54:59,022 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:54:59,028 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:54:59,034 - INFO - Refreshing data for episode 0
+2025-03-10 17:54:59,034 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:54:59,343 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:54:59,348 - INFO - Initialized environment with 100 candles
+2025-03-10 17:54:59,731 - INFO - OPENED SHORT at 2005.16 | Stop loss: 2015.2087642857146 | Take profit: 1975.0481535714287
+2025-03-10 17:54:59,792 - INFO - STOP LOSS hit for short at 2015.2087642857146 | PnL: -0.50% | $-1.19
+2025-03-10 17:54:59,821 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4146642857145 | Take profit: 1980.1504535714284
+2025-03-10 17:55:00,131 - INFO - CLOSED short at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:55:00,131 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0363857142859 | Take profit: 2044.3763964285715
+2025-03-10 17:55:00,156 - INFO - CLOSED long at 2023.76 | PnL: 0.48% | $0.73
+2025-03-10 17:55:00,156 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.901764285714 | Take profit: 1993.3691535714286
+2025-03-10 17:55:00,743 - INFO - CLOSED short at 2029.0 | PnL: -0.26% | $-0.70
+2025-03-10 17:55:00,761 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3838642857143 | Take profit: 2005.6028535714286
+2025-03-10 17:55:01,061 - INFO - CLOSED short at 2030.14 | PnL: 0.30% | $0.38
+2025-03-10 17:55:01,085 - INFO - OPENED SHORT at 2030.46 | Stop loss: 2040.6352642857141 | Take profit: 1999.9686535714286
+2025-03-10 17:55:01,135 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.56, Avg Loss=$-0.82
+2025-03-10 17:55:01,135 - INFO - Episode 0: Reward=12.60, Balance=$98.66, Win Rate=40.0%, Trades=5, Episode PnL=$-2.07, Total PnL=$-233.83, Max Drawdown=1.7%, Pred Accuracy=98.5%
+2025-03-10 17:55:01,254 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:55:01,254 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:55:01,674 - INFO - Visualization saved for episode 0
+2025-03-10 17:55:02,725 - INFO - Visualization saved for episode 0
+2025-03-10 17:55:02,733 - INFO - Refreshing data for episode 1
+2025-03-10 17:55:02,733 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:03,052 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:03,056 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:03,085 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1620821428571 | Take profit: 1977.9461267857143
+2025-03-10 17:55:03,367 - INFO - STOP LOSS hit for short at 2018.1620821428571 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:03,385 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3325821428573 | Take profit: 1991.8346267857144
+2025-03-10 17:55:03,436 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:55:03,436 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.873367857143 | Take profit: 2053.3875232142855
+2025-03-10 17:55:03,458 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:55:03,458 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1265321428568 | Take profit: 1992.6127767857142
+2025-03-10 17:55:03,939 - INFO - STOP LOSS hit for short at 2033.1265321428568 | PnL: -0.50% | $-1.17
+2025-03-10 17:55:03,964 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5683821428572 | Take profit: 2006.7672267857142
+2025-03-10 17:55:04,351 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.71
+2025-03-10 17:55:04,351 - INFO - Episode 1: Reward=11.09, Balance=$97.17, Win Rate=0.0%, Trades=4, Episode PnL=$-2.63, Total PnL=$-236.66, Max Drawdown=2.8%, Pred Accuracy=98.6%
+2025-03-10 17:55:04,352 - INFO - Refreshing data for episode 2
+2025-03-10 17:55:04,352 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:04,669 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:04,677 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:04,696 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0376428571428 | Take profit: 2038.2542857142857
+2025-03-10 17:55:04,713 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.52
+2025-03-10 17:55:04,713 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.438557142857 | Take profit: 1985.077114285714
+2025-03-10 17:55:05,089 - INFO - STOP LOSS hit for short at 2025.438557142857 | PnL: -0.50% | $-1.20
+2025-03-10 17:55:05,115 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3729071428575 | Take profit: 1997.7540642857143
+2025-03-10 17:55:05,633 - INFO - STOP LOSS hit for short at 2038.3729071428575 | PnL: -0.50% | $-1.18
+2025-03-10 17:55:05,649 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.151507142857 | Take profit: 2009.2982642857144
+2025-03-10 17:55:05,914 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.52, Avg Loss=$-1.19
+2025-03-10 17:55:05,915 - INFO - Episode 2: Reward=14.60, Balance=$98.14, Win Rate=33.3%, Trades=3, Episode PnL=$-2.38, Total PnL=$-238.52, Max Drawdown=1.9%, Pred Accuracy=98.6%
+2025-03-10 17:55:05,915 - INFO - Refreshing data for episode 3
+2025-03-10 17:55:05,915 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:06,232 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:06,240 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:06,255 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0375999999999 | Take profit: 2038.25435
+2025-03-10 17:55:06,272 - INFO - CLOSED long at 2015.34 | PnL: 0.36% | $0.52
+2025-03-10 17:55:06,272 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4386 | Take profit: 1985.0770499999999
+2025-03-10 17:55:06,412 - INFO - CLOSED short at 2009.04 | PnL: 0.31% | $0.42
+2025-03-10 17:55:06,428 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1624000000002 | Take profit: 1977.9456500000001
+2025-03-10 17:55:06,501 - INFO - STOP LOSS hit for short at 2018.1624000000002 | PnL: -0.50% | $-1.20
+2025-03-10 17:55:06,524 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3328999999999 | Take profit: 1991.83415
+2025-03-10 17:55:06,973 - INFO - CLOSED short at 2021.98 | PnL: 0.01% | $-0.18
+2025-03-10 17:55:06,998 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0012 | Take profit: 1993.46925
+2025-03-10 17:55:07,048 - INFO - STOP LOSS hit for short at 2034.0012 | PnL: -0.50% | $-1.18
+2025-03-10 17:55:07,069 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5687 | Take profit: 2006.76675
+2025-03-10 17:55:07,443 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.47, Avg Loss=$-0.85
+2025-03-10 17:55:07,443 - INFO - Episode 3: Reward=14.49, Balance=$98.38, Win Rate=40.0%, Trades=5, Episode PnL=$-2.14, Total PnL=$-240.15, Max Drawdown=2.5%, Pred Accuracy=98.6%
+2025-03-10 17:55:07,443 - INFO - Refreshing data for episode 4
+2025-03-10 17:55:07,444 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:07,741 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:07,751 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:07,769 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1624000000002 | Take profit: 1977.9456500000001
+2025-03-10 17:55:08,034 - INFO - STOP LOSS hit for short at 2018.1624000000002 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:08,053 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3328999999999 | Take profit: 1991.83415
+2025-03-10 17:55:08,161 - INFO - CLOSED short at 2031.56 | PnL: -0.46% | $-1.10
+2025-03-10 17:55:08,161 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3802999999998 | Take profit: 2062.0662500000003
+2025-03-10 17:55:08,181 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.51
+2025-03-10 17:55:08,181 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3729500000002 | Take profit: 1997.754
+2025-03-10 17:55:08,442 - INFO - CLOSED short at 2014.22 | PnL: 0.69% | $1.13
+2025-03-10 17:55:08,443 - INFO - OPENED LONG at 2014.22 | Stop loss: 2004.127 | Take profit: 2044.4661500000002
+2025-03-10 17:55:08,468 - INFO - CLOSED long at 2015.25 | PnL: 0.05% | $-0.10
+2025-03-10 17:55:08,468 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.34815 | Take profit: 1984.9884000000002
+2025-03-10 17:55:08,665 - INFO - STOP LOSS hit for short at 2025.34815 | PnL: -0.50% | $-1.17
+2025-03-10 17:55:08,682 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3828 | Take profit: 2005.60445
+2025-03-10 17:55:09,051 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$1.13, Avg Loss=$-0.81
+2025-03-10 17:55:09,052 - INFO - Episode 4: Reward=10.06, Balance=$97.07, Win Rate=16.7%, Trades=6, Episode PnL=$-2.32, Total PnL=$-243.08, Max Drawdown=2.9%, Pred Accuracy=98.6%
+2025-03-10 17:55:09,052 - INFO - Refreshing data for episode 5
+2025-03-10 17:55:09,052 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:09,350 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:09,357 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:09,639 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1624000000002 | Take profit: 1977.9456500000001
+2025-03-10 17:55:09,705 - INFO - CLOSED short at 2001.83 | PnL: 0.31% | $0.42
+2025-03-10 17:55:09,722 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0675999999999 | Take profit: 2032.1643499999998
+2025-03-10 17:55:09,742 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.48
+2025-03-10 17:55:09,742 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.238 | Take profit: 1969.19885
+2025-03-10 17:55:09,841 - INFO - STOP LOSS hit for short at 2009.238 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:09,859 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9913000000001 | Take profit: 1987.57895
+2025-03-10 17:55:10,019 - INFO - STOP LOSS hit for short at 2027.9913000000001 | PnL: -0.50% | $-1.17
+2025-03-10 17:55:10,035 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3729500000002 | Take profit: 1997.754
+2025-03-10 17:55:10,471 - INFO - STOP LOSS hit for short at 2038.3729500000002 | PnL: -0.50% | $-1.16
+2025-03-10 17:55:10,488 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.15155 | Take profit: 2009.2982
+2025-03-10 17:55:10,567 - INFO - CLOSED short at 2027.76 | PnL: 0.60% | $0.95
+2025-03-10 17:55:10,567 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5992999999999 | Take profit: 2058.20925
+2025-03-10 17:55:10,582 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.31
+2025-03-10 17:55:10,582 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6946 | Take profit: 1996.10905
+2025-03-10 17:55:10,704 - INFO - CLOSED short at 2029.25 | PnL: -0.13% | $-0.45
+2025-03-10 17:55:10,721 - INFO - OPENED SHORT at 2026.48 | Stop loss: 2036.6343 | Take profit: 1996.04995
+2025-03-10 17:55:10,753 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$0.68, Avg Loss=$-0.79
+2025-03-10 17:55:10,753 - INFO - Episode 5: Reward=11.48, Balance=$96.60, Win Rate=25.0%, Trades=8, Episode PnL=$-2.60, Total PnL=$-246.47, Max Drawdown=4.0%, Pred Accuracy=98.7%
+2025-03-10 17:55:10,753 - INFO - Refreshing data for episode 6
+2025-03-10 17:55:10,753 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:11,053 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:11,062 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:11,078 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1624000000002 | Take profit: 1977.9456500000001
+2025-03-10 17:55:11,320 - INFO - STOP LOSS hit for short at 2018.1624000000002 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:11,340 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3328999999999 | Take profit: 1991.83415
+2025-03-10 17:55:11,599 - INFO - CLOSED short at 2018.0 | PnL: 0.21% | $0.21
+2025-03-10 17:55:11,622 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.52905 | Take profit: 1985.1657
+2025-03-10 17:55:11,835 - INFO - STOP LOSS hit for short at 2025.52905 | PnL: -0.50% | $-1.18
+2025-03-10 17:55:11,864 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5687 | Take profit: 2006.76675
+2025-03-10 17:55:11,950 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.04
+2025-03-10 17:55:11,951 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.75335 | Take profit: 2065.5071
+2025-03-10 17:55:11,967 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:55:11,967 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0864 | Take profit: 2002.37365
+2025-03-10 17:55:12,217 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.12, Avg Loss=$-0.92
+2025-03-10 17:55:12,218 - INFO - Episode 6: Reward=14.09, Balance=$97.49, Win Rate=40.0%, Trades=5, Episode PnL=$-2.12, Total PnL=$-248.98, Max Drawdown=2.2%, Pred Accuracy=98.7%
+2025-03-10 17:55:12,218 - INFO - Refreshing data for episode 7
+2025-03-10 17:55:12,218 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:12,524 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:12,533 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:12,549 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1624000000002 | Take profit: 1977.9456500000001
+2025-03-10 17:55:12,806 - INFO - STOP LOSS hit for short at 2018.1624000000002 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:12,825 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3328999999999 | Take profit: 1991.83415
+2025-03-10 17:55:12,960 - INFO - CLOSED short at 2024.91 | PnL: -0.13% | $-0.46
+2025-03-10 17:55:12,962 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7635500000001 | Take profit: 2055.3165000000004
+2025-03-10 17:55:12,980 - INFO - CLOSED long at 2019.65 | PnL: -0.26% | $-0.70
+2025-03-10 17:55:12,980 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7701500000003 | Take profit: 1989.3224
+2025-03-10 17:55:13,040 - INFO - CLOSED short at 2025.88 | PnL: -0.31% | $-0.79
+2025-03-10 17:55:13,062 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.16195 | Take profit: 1995.587
+2025-03-10 17:55:13,079 - INFO - CLOSED short at 2022.14 | PnL: 0.19% | $0.17
+2025-03-10 17:55:13,079 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0074000000002 | Take profit: 2052.50495
+2025-03-10 17:55:13,097 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.59
+2025-03-10 17:55:13,097 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1118999999999 | Take profit: 1987.69715
+2025-03-10 17:55:13,133 - INFO - CLOSED short at 2015.68 | PnL: 0.11% | $0.03
+2025-03-10 17:55:13,133 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5797 | Take profit: 2045.94805
+2025-03-10 17:55:13,154 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.33
+2025-03-10 17:55:13,154 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3130000000003 | Take profit: 1983.97385
+2025-03-10 17:55:13,224 - INFO - STOP LOSS hit for short at 2024.3130000000003 | PnL: -0.50% | $-1.14
+2025-03-10 17:55:13,242 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.03135 | Take profit: 1993.4988
+2025-03-10 17:55:13,363 - INFO - STOP LOSS hit for short at 2034.03135 | PnL: -0.50% | $-1.13
+2025-03-10 17:55:13,381 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5687 | Take profit: 2006.76675
+2025-03-10 17:55:13,437 - INFO - CLOSED short at 2041.55 | PnL: -0.21% | $-0.57
+2025-03-10 17:55:13,437 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.32035 | Take profit: 2072.2061
+2025-03-10 17:55:13,454 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.33
+2025-03-10 17:55:13,455 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.15155 | Take profit: 2009.2982
+2025-03-10 17:55:13,488 - INFO - CLOSED short at 2032.9 | PnL: 0.34% | $0.45
+2025-03-10 17:55:13,505 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0009999999997 | Take profit: 2001.3098499999999
+2025-03-10 17:55:13,729 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 28.6% in downtrends | Avg Win=$0.22, Avg Loss=$-0.72
+2025-03-10 17:55:13,729 - INFO - Episode 7: Reward=4.59, Balance=$93.43, Win Rate=23.1%, Trades=13, Episode PnL=$-4.62, Total PnL=$-255.55, Max Drawdown=6.6%, Pred Accuracy=98.8%
+2025-03-10 17:55:13,729 - INFO - Refreshing data for episode 8
+2025-03-10 17:55:13,729 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:14,034 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:14,042 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:14,063 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1626035714287 | Take profit: 1977.945344642857
+2025-03-10 17:55:14,093 - INFO - CLOSED short at 2010.34 | PnL: -0.11% | $-0.42
+2025-03-10 17:55:14,112 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0922535714285 | Take profit: 1977.8763946428571
+2025-03-10 17:55:14,310 - INFO - STOP LOSS hit for short at 2018.0922535714285 | PnL: -0.50% | $-1.18
+2025-03-10 17:55:14,328 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331035714284 | Take profit: 1991.833844642857
+2025-03-10 17:55:14,380 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:55:14,381 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8728464285714 | Take profit: 2053.3883053571426
+2025-03-10 17:55:14,395 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:55:14,395 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1270535714286 | Take profit: 1992.611994642857
+2025-03-10 17:55:14,478 - INFO - CLOSED short at 2019.65 | PnL: 0.17% | $0.13
+2025-03-10 17:55:14,478 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.5296464285714 | Take profit: 2049.9779053571433
+2025-03-10 17:55:14,497 - INFO - CLOSED long at 2022.5 | PnL: 0.14% | $0.08
+2025-03-10 17:55:14,497 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6346035714284 | Take profit: 1992.1293446428572
+2025-03-10 17:55:14,578 - INFO - CLOSED short at 2022.14 | PnL: 0.02% | $-0.16
+2025-03-10 17:55:14,578 - INFO - OPENED LONG at 2022.14 | Stop loss: 2012.0071964285714 | Take profit: 2052.505255357143
+2025-03-10 17:55:14,595 - INFO - CLOSED long at 2018.0 | PnL: -0.20% | $-0.59
+2025-03-10 17:55:14,595 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1121035714284 | Take profit: 1987.696844642857
+2025-03-10 17:55:14,809 - INFO - STOP LOSS hit for short at 2028.1121035714284 | PnL: -0.50% | $-1.16
+2025-03-10 17:55:14,828 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9769964285715 | Take profit: 2066.755855357143
+2025-03-10 17:55:14,848 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:55:14,848 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5689035714286 | Take profit: 2006.766444642857
+2025-03-10 17:55:14,931 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.03
+2025-03-10 17:55:14,932 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7531464285714 | Take profit: 2065.507405357143
+2025-03-10 17:55:14,970 - INFO - CLOSED long at 2031.82 | PnL: -0.15% | $-0.48
+2025-03-10 17:55:14,970 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0012035714285 | Take profit: 2001.3095446428572
+2025-03-10 17:55:14,986 - INFO - CLOSED short at 2029.31 | PnL: 0.12% | $0.04
+2025-03-10 17:55:14,986 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1413464285715 | Take profit: 2059.782805357143
+2025-03-10 17:55:15,004 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.33
+2025-03-10 17:55:15,004 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9209035714287 | Take profit: 1997.310444642857
+2025-03-10 17:55:15,106 - INFO - CLOSED short at 2033.38 | PnL: -0.28% | $-0.71
+2025-03-10 17:55:15,106 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1909964285717 | Take profit: 2063.913855357143
+2025-03-10 17:55:15,125 - INFO - CLOSED long at 2030.14 | PnL: -0.16% | $-0.49
+2025-03-10 17:55:15,125 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3128035714285 | Take profit: 1999.6547446428574
+2025-03-10 17:55:15,158 - INFO - CLOSED short at 2029.25 | PnL: 0.04% | $-0.10
+2025-03-10 17:55:15,159 - INFO - OPENED LONG at 2029.25 | Stop loss: 2019.0816464285715 | Take profit: 2059.721905357143
+2025-03-10 17:55:15,177 - INFO - CLOSED long at 2026.48 | PnL: -0.14% | $-0.44
+2025-03-10 17:55:15,178 - INFO - OPENED SHORT at 2026.48 | Stop loss: 2036.6345035714287 | Take profit: 1996.0496446428572
+2025-03-10 17:55:15,194 - INFO - CLOSED short at 2029.48 | PnL: -0.15% | $-0.46
+2025-03-10 17:55:15,194 - INFO - OPENED LONG at 2029.48 | Stop loss: 2019.3104964285715 | Take profit: 2059.9553553571427
+2025-03-10 17:55:15,209 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 30.0% in downtrends | Avg Win=$0.07, Avg Loss=$-0.47
+2025-03-10 17:55:15,210 - INFO - Episode 8: Reward=-4.76, Balance=$93.21, Win Rate=21.1%, Trades=19, Episode PnL=$-4.26, Total PnL=$-262.35, Max Drawdown=3.8%, Pred Accuracy=98.9%
+2025-03-10 17:55:15,210 - INFO - Refreshing data for episode 9
+2025-03-10 17:55:15,210 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:15,497 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:15,507 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:15,528 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1626107142854 | Take profit: 1977.9453339285712
+2025-03-10 17:55:15,564 - INFO - CLOSED short at 2010.34 | PnL: -0.11% | $-0.42
+2025-03-10 17:55:15,564 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.266189285714 | Take profit: 2040.5282660714283
+2025-03-10 17:55:15,601 - INFO - CLOSED long at 2001.83 | PnL: -0.42% | $-1.03
+2025-03-10 17:55:15,601 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8612607142854 | Take profit: 1971.7693839285714
+2025-03-10 17:55:15,618 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.22
+2025-03-10 17:55:15,618 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0673892857142 | Take profit: 2032.1646660714284
+2025-03-10 17:55:15,637 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.47
+2025-03-10 17:55:15,637 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2382107142857 | Take profit: 1969.1985339285716
+2025-03-10 17:55:15,671 - INFO - CLOSED short at 2002.6 | PnL: -0.17% | $-0.52
+2025-03-10 17:55:15,671 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5648892857141 | Take profit: 2032.6721660714284
+2025-03-10 17:55:15,703 - INFO - CLOSED long at 2009.04 | PnL: 0.32% | $0.43
+2025-03-10 17:55:15,703 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1073107142856 | Take profit: 1978.8712339285714
+2025-03-10 17:55:15,721 - INFO - CLOSED short at 2008.1 | PnL: 0.05% | $-0.10
+2025-03-10 17:55:15,721 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373892857142 | Take profit: 2038.2546660714286
+2025-03-10 17:55:15,760 - INFO - CLOSED long at 2017.88 | PnL: 0.49% | $0.75
+2025-03-10 17:55:15,760 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9915107142856 | Take profit: 1987.5786339285714
+2025-03-10 17:55:15,830 - INFO - CLOSED short at 2021.01 | PnL: -0.16% | $-0.50
+2025-03-10 17:55:15,830 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8828392857142 | Take profit: 2051.3583160714284
+2025-03-10 17:55:15,894 - INFO - CLOSED long at 2031.56 | PnL: 0.52% | $0.82
+2025-03-10 17:55:15,894 - INFO - OPENED SHORT at 2031.56 | Stop loss: 2041.7399107142855 | Take profit: 2001.0534339285712
+2025-03-10 17:55:15,945 - INFO - CLOSED short at 2024.91 | PnL: 0.33% | $0.44
+2025-03-10 17:55:15,945 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.7633392857144 | Take profit: 2055.3168160714285
+2025-03-10 17:55:15,961 - INFO - CLOSED long at 2019.65 | PnL: -0.26% | $-0.71
+2025-03-10 17:55:15,961 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7703607142857 | Take profit: 1989.3220839285714
+2025-03-10 17:55:15,981 - INFO - CLOSED short at 2022.5 | PnL: -0.14% | $-0.47
+2025-03-10 17:55:15,981 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3653892857142 | Take profit: 2052.8706660714283
+2025-03-10 17:55:15,998 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:55:15,998 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3882607142857 | Take profit: 1996.7883839285714
+2025-03-10 17:55:16,016 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.23
+2025-03-10 17:55:16,016 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4498392857142 | Take profit: 2058.0573160714284
+2025-03-10 17:55:16,044 - INFO - CLOSED long at 2026.01 | PnL: -0.08% | $-0.35
+2025-03-10 17:55:16,044 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1621607142858 | Take profit: 1995.5866839285713
+2025-03-10 17:55:16,084 - INFO - CLOSED short at 2018.0 | PnL: 0.40% | $0.57
+2025-03-10 17:55:16,084 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8878892857142 | Take profit: 2048.3031660714287
+2025-03-10 17:55:16,134 - INFO - CLOSED long at 2014.22 | PnL: -0.19% | $-0.56
+2025-03-10 17:55:16,135 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.313210714286 | Take profit: 1983.9735339285714
+2025-03-10 17:55:16,151 - INFO - CLOSED short at 2015.25 | PnL: -0.05% | $-0.29
+2025-03-10 17:55:16,151 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1516392857143 | Take profit: 2045.5119160714285
+2025-03-10 17:55:16,188 - INFO - CLOSED long at 2021.35 | PnL: 0.30% | $0.39
+2025-03-10 17:55:16,188 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.478860714286 | Take profit: 1990.9965839285715
+2025-03-10 17:55:16,205 - INFO - CLOSED short at 2024.52 | PnL: -0.16% | $-0.50
+2025-03-10 17:55:16,205 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.3752892857142 | Take profit: 2054.9209660714287
+2025-03-10 17:55:16,222 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.25
+2025-03-10 17:55:16,222 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.031560714286 | Take profit: 1993.4984839285717
+2025-03-10 17:55:16,257 - INFO - CLOSED short at 2021.63 | PnL: 0.11% | $0.02
+2025-03-10 17:55:16,257 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4997392857144 | Take profit: 2051.987616071429
+2025-03-10 17:55:16,273 - INFO - CLOSED long at 2018.09 | PnL: -0.18% | $-0.53
+2025-03-10 17:55:16,273 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2025607142857 | Take profit: 1987.7854839285712
+2025-03-10 17:55:16,291 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.56
+2025-03-10 17:55:16,291 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8479892857144 | Take profit: 2052.3428660714285
+2025-03-10 17:55:16,375 - INFO - CLOSED long at 2036.65 | PnL: 0.73% | $1.19
+2025-03-10 17:55:16,376 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.855360714286 | Take profit: 2006.0670839285715
+2025-03-10 17:55:16,391 - INFO - CLOSED short at 2036.06 | PnL: 0.03% | $-0.14
+2025-03-10 17:55:16,392 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.857589285714 | Take profit: 2066.6340660714286
+2025-03-10 17:55:16,463 - INFO - CLOSED long at 2032.9 | PnL: -0.16% | $-0.49
+2025-03-10 17:55:16,463 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0866107142858 | Take profit: 2002.3733339285716
+2025-03-10 17:55:16,502 - INFO - CLOSED short at 2029.31 | PnL: 0.18% | $0.15
+2025-03-10 17:55:16,502 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1413392857141 | Take profit: 2059.782816071429
+2025-03-10 17:55:16,519 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.34
+2025-03-10 17:55:16,519 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.9209107142858 | Take profit: 1997.3104339285715
+2025-03-10 17:55:16,535 - INFO - CLOSED short at 2026.54 | PnL: 0.06% | $-0.08
+2025-03-10 17:55:16,535 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3851892857142 | Take profit: 2056.9712660714285
+2025-03-10 17:55:16,679 - INFO - CLOSED long at 2026.48 | PnL: -0.00% | $-0.20
+2025-03-10 17:55:16,679 - INFO - OPENED SHORT at 2026.48 | Stop loss: 2036.6345107142859 | Take profit: 1996.0496339285714
+2025-03-10 17:55:16,706 - INFO - CLOSED short at 2029.48 | PnL: -0.15% | $-0.47
+2025-03-10 17:55:16,706 - INFO - OPENED LONG at 2029.48 | Stop loss: 2019.310489285714 | Take profit: 2059.9553660714287
+2025-03-10 17:55:16,723 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 23.5% in downtrends | Avg Win=$0.50, Avg Loss=$-0.41
+2025-03-10 17:55:16,723 - INFO - Episode 9: Reward=-26.76, Balance=$95.60, Win Rate=30.3%, Trades=33, Episode PnL=$-3.31, Total PnL=$-266.75, Max Drawdown=0.0%, Pred Accuracy=98.9%
+2025-03-10 17:55:16,723 - INFO - Refreshing data for episode 10
+2025-03-10 17:55:16,723 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:17,030 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:17,030 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:17,305 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373357142855 | Take profit: 2038.2547464285713
+2025-03-10 17:55:17,339 - INFO - CLOSED long at 2010.34 | PnL: 0.11% | $0.02
+2025-03-10 17:55:17,339 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4138642857142 | Take profit: 1980.1516535714284
+2025-03-10 17:55:17,356 - INFO - CLOSED short at 2008.03 | PnL: 0.11% | $0.03
+2025-03-10 17:55:17,356 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.9676857142858 | Take profit: 2038.1836964285712
+2025-03-10 17:55:17,373 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:55:17,373 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8613142857143 | Take profit: 1971.7693035714285
+2025-03-10 17:55:17,392 - INFO - CLOSED short at 2002.1 | PnL: -0.01% | $-0.22
+2025-03-10 17:55:17,392 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0673357142855 | Take profit: 2032.1647464285713
+2025-03-10 17:55:17,578 - INFO - CLOSED long at 2022.2 | PnL: 1.00% | $1.77
+2025-03-10 17:55:17,579 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3331642857142 | Take profit: 1991.8337535714288
+2025-03-10 17:55:17,596 - INFO - CLOSED short at 2021.01 | PnL: 0.06% | $-0.08
+2025-03-10 17:55:17,596 - INFO - OPENED LONG at 2021.01 | Stop loss: 2010.8827857142855 | Take profit: 2051.3583964285717
+2025-03-10 17:55:17,652 - INFO - CLOSED long at 2022.99 | PnL: 0.10% | $-0.00
+2025-03-10 17:55:17,652 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1271142857145 | Take profit: 1992.6119035714287
+2025-03-10 17:55:17,671 - INFO - CLOSED short at 2031.56 | PnL: -0.42% | $-1.04
+2025-03-10 17:55:17,671 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3800357142857 | Take profit: 2062.0666464285714
+2025-03-10 17:55:17,706 - INFO - CLOSED long at 2030.54 | PnL: -0.05% | $-0.30
+2025-03-10 17:55:17,706 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7148642857144 | Take profit: 2000.0486535714285
+2025-03-10 17:55:17,723 - INFO - CLOSED short at 2024.91 | PnL: 0.28% | $0.35
+2025-03-10 17:55:17,724 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.763285714286 | Take profit: 2055.3168964285715
+2025-03-10 17:55:17,896 - INFO - STOP LOSS hit for long at 2014.763285714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:17,912 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3484142857142 | Take profit: 1984.9880035714286
+2025-03-10 17:55:17,936 - INFO - CLOSED short at 2017.02 | PnL: -0.09% | $-0.37
+2025-03-10 17:55:17,936 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9127357142856 | Take profit: 2047.3085464285714
+2025-03-10 17:55:18,039 - INFO - CLOSED long at 2018.09 | PnL: 0.05% | $-0.09
+2025-03-10 17:55:18,039 - INFO - OPENED SHORT at 2018.09 | Stop loss: 2028.2026142857142 | Take profit: 1987.7854035714286
+2025-03-10 17:55:18,055 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.57
+2025-03-10 17:55:18,055 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8479357142858 | Take profit: 2052.3429464285714
+2025-03-10 17:55:18,107 - INFO - CLOSED long at 2036.18 | PnL: 0.70% | $1.16
+2025-03-10 17:55:18,107 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3830642857142 | Take profit: 2005.6040535714287
+2025-03-10 17:55:18,125 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.31
+2025-03-10 17:55:18,125 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1510357142856 | Take profit: 2067.9536464285716
+2025-03-10 17:55:18,300 - INFO - STOP LOSS hit for long at 2027.1510357142856 | PnL: -0.50% | $-1.17
+2025-03-10 17:55:18,317 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5343357142858 | Take profit: 2059.1637464285714
+2025-03-10 17:55:18,351 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.19
+2025-03-10 17:55:18,351 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8756142857144 | Take profit: 2002.1664035714286
+2025-03-10 17:55:18,391 - INFO - CLOSED short at 2033.38 | PnL: -0.03% | $-0.26
+2025-03-10 17:55:18,392 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1909357142858 | Take profit: 2063.9139464285713
+2025-03-10 17:55:18,496 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 18.2% in downtrends | Avg Win=$0.59, Avg Loss=$-0.49
+2025-03-10 17:55:18,497 - INFO - Episode 10: Reward=-23.23, Balance=$97.11, Win Rate=31.6%, Trades=19, Episode PnL=$-4.83, Total PnL=$-269.63, Max Drawdown=2.8%, Pred Accuracy=99.1%
+2025-03-10 17:55:18,616 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:55:18,617 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:55:18,975 - INFO - Visualization saved for episode 10
+2025-03-10 17:55:19,590 - INFO - Visualization saved for episode 10
+2025-03-10 17:55:19,593 - INFO - Refreshing data for episode 11
+2025-03-10 17:55:19,593 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:19,886 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:19,892 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:19,918 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373357142855 | Take profit: 2038.2547464285713
+2025-03-10 17:55:19,953 - INFO - CLOSED long at 2010.34 | PnL: 0.11% | $0.02
+2025-03-10 17:55:19,953 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4138642857142 | Take profit: 1980.1516535714284
+2025-03-10 17:55:19,995 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.64
+2025-03-10 17:55:19,995 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7986857142857 | Take profit: 2031.8906964285713
+2025-03-10 17:55:20,269 - INFO - CLOSED long at 2022.99 | PnL: 1.06% | $1.91
+2025-03-10 17:55:20,287 - INFO - OPENED LONG at 2031.56 | Stop loss: 2021.3800357142857 | Take profit: 2062.0666464285714
+2025-03-10 17:55:20,306 - INFO - CLOSED long at 2028.21 | PnL: -0.16% | $-0.54
+2025-03-10 17:55:20,306 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3732142857143 | Take profit: 1997.7536035714286
+2025-03-10 17:55:20,328 - INFO - CLOSED short at 2030.54 | PnL: -0.11% | $-0.43
+2025-03-10 17:55:20,328 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3651357142858 | Take profit: 2061.0313464285714
+2025-03-10 17:55:20,363 - INFO - STOP LOSS hit for long at 2020.3651357142858 | PnL: -0.50% | $-1.21
+2025-03-10 17:55:20,381 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3653357142857 | Take profit: 2052.8707464285717
+2025-03-10 17:55:20,402 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.27
+2025-03-10 17:55:20,421 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4497857142856 | Take profit: 2058.0573964285713
+2025-03-10 17:55:20,492 - INFO - CLOSED long at 2018.0 | PnL: -0.47% | $-1.14
+2025-03-10 17:55:20,509 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3306857142857 | Take profit: 2045.6946964285714
+2025-03-10 17:55:20,932 - INFO - CLOSED long at 2026.54 | PnL: 0.55% | $0.89
+2025-03-10 17:55:20,932 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6948642857142 | Take profit: 1996.1086535714285
+2025-03-10 17:55:20,949 - INFO - CLOSED short at 2028.7 | PnL: -0.11% | $-0.41
+2025-03-10 17:55:20,949 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5343357142858 | Take profit: 2059.1637464285714
+2025-03-10 17:55:20,978 - INFO - CLOSED long at 2032.69 | PnL: 0.20% | $0.19
+2025-03-10 17:55:20,978 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8756142857144 | Take profit: 2002.1664035714286
+2025-03-10 17:55:20,998 - INFO - CLOSED short at 2036.39 | PnL: -0.18% | $-0.56
+2025-03-10 17:55:20,999 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1858857142856 | Take profit: 2066.9690964285714
+2025-03-10 17:55:21,077 - INFO - CLOSED long at 2026.48 | PnL: -0.49% | $-1.16
+2025-03-10 17:55:21,077 - INFO - OPENED SHORT at 2026.48 | Stop loss: 2036.6345642857145 | Take profit: 1996.0495535714285
+2025-03-10 17:55:21,095 - INFO - CLOSED short at 2029.48 | PnL: -0.15% | $-0.48
+2025-03-10 17:55:21,095 - INFO - OPENED LONG at 2029.48 | Stop loss: 2019.3104357142859 | Take profit: 2059.9554464285716
+2025-03-10 17:55:21,114 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 16.7% in downtrends | Avg Win=$0.65, Avg Loss=$-0.74
+2025-03-10 17:55:21,118 - INFO - Episode 11: Reward=-21.11, Balance=$97.98, Win Rate=42.9%, Trades=14, Episode PnL=$-1.43, Total PnL=$-271.65, Max Drawdown=3.0%, Pred Accuracy=99.4%
+2025-03-10 17:55:21,118 - INFO - Refreshing data for episode 12
+2025-03-10 17:55:21,118 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:21,421 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:21,427 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:21,444 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373357142855 | Take profit: 2038.2547464285713
+2025-03-10 17:55:21,691 - INFO - CLOSED long at 2023.76 | PnL: 0.78% | $1.34
+2025-03-10 17:55:21,691 - INFO - OPENED SHORT at 2023.76 | Stop loss: 2033.9009642857145 | Take profit: 1993.3703535714285
+2025-03-10 17:55:21,708 - INFO - CLOSED short at 2022.2 | PnL: 0.08% | $-0.05
+2025-03-10 17:55:21,708 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0668357142856 | Take profit: 2052.5662464285715
+2025-03-10 17:55:21,811 - INFO - CLOSED long at 2028.21 | PnL: 0.30% | $0.40
+2025-03-10 17:55:21,846 - INFO - OPENED LONG at 2024.91 | Stop loss: 2014.763285714286 | Take profit: 2055.3168964285715
+2025-03-10 17:55:21,881 - INFO - CLOSED long at 2022.5 | PnL: -0.12% | $-0.44
+2025-03-10 17:55:21,899 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0716857142859 | Take profit: 2057.6716964285715
+2025-03-10 17:55:22,006 - INFO - STOP LOSS hit for long at 2017.0716857142859 | PnL: -0.50% | $-1.20
+2025-03-10 17:55:22,024 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5794357142859 | Take profit: 2045.9484464285715
+2025-03-10 17:55:22,290 - INFO - CLOSED long at 2036.06 | PnL: 1.01% | $1.80
+2025-03-10 17:55:22,290 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.262464285714 | Take profit: 2005.4858535714284
+2025-03-10 17:55:22,306 - INFO - CLOSED short at 2041.55 | PnL: -0.27% | $-0.74
+2025-03-10 17:55:22,306 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3200857142856 | Take profit: 2072.206496428571
+2025-03-10 17:55:22,387 - INFO - STOP LOSS hit for long at 2031.3200857142856 | PnL: -0.50% | $-1.20
+2025-03-10 17:55:22,408 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5990357142857 | Take profit: 2058.2096464285714
+2025-03-10 17:55:22,613 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.18, Avg Loss=$-0.73
+2025-03-10 17:55:22,613 - INFO - Episode 12: Reward=-19.09, Balance=$99.91, Win Rate=37.5%, Trades=8, Episode PnL=$-3.24, Total PnL=$-271.75, Max Drawdown=1.8%, Pred Accuracy=99.8%
+2025-03-10 17:55:22,613 - INFO - Refreshing data for episode 13
+2025-03-10 17:55:22,613 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:22,963 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:22,969 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:22,986 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373107142857 | Take profit: 2038.2547839285712
+2025-03-10 17:55:23,822 - INFO - TAKE PROFIT hit for long at 2038.2547839285712 | PnL: 1.50% | $2.77
+2025-03-10 17:55:23,848 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7081607142857 | Take profit: 2070.5622339285715
+2025-03-10 17:55:23,919 - INFO - STOP LOSS hit for long at 2029.7081607142857 | PnL: -0.50% | $-1.22
+2025-03-10 17:55:23,937 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5990107142857 | Take profit: 2058.2096839285714
+2025-03-10 17:55:24,138 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$2.77, Avg Loss=$-1.22
+2025-03-10 17:55:24,138 - INFO - Episode 13: Reward=-7.31, Balance=$101.55, Win Rate=50.0%, Trades=2, Episode PnL=$1.55, Total PnL=$-270.19, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:55:24,138 - INFO - Refreshing data for episode 14
+2025-03-10 17:55:24,138 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:24,904 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:24,910 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:24,928 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373107142857 | Take profit: 2038.2547839285712
+2025-03-10 17:55:25,178 - INFO - CLOSED long at 2023.76 | PnL: 0.78% | $1.34
+2025-03-10 17:55:25,198 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0668107142858 | Take profit: 2052.5662839285715
+2025-03-10 17:55:25,366 - INFO - CLOSED long at 2022.5 | PnL: 0.01% | $-0.17
+2025-03-10 17:55:25,366 - INFO - OPENED SHORT at 2022.5 | Stop loss: 2032.6346892857146 | Take profit: 1992.1292160714286
+2025-03-10 17:55:25,383 - INFO - CLOSED short at 2027.23 | PnL: -0.23% | $-0.67
+2025-03-10 17:55:25,383 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0716607142858 | Take profit: 2057.6717339285715
+2025-03-10 17:55:25,487 - INFO - STOP LOSS hit for long at 2017.0716607142858 | PnL: -0.50% | $-1.20
+2025-03-10 17:55:25,504 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5794107142858 | Take profit: 2045.9484839285717
+2025-03-10 17:55:25,744 - INFO - CLOSED long at 2036.65 | PnL: 1.04% | $1.85
+2025-03-10 17:55:25,760 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8575107142856 | Take profit: 2066.6341839285715
+2025-03-10 17:55:26,065 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.60, Avg Loss=$-0.68
+2025-03-10 17:55:26,065 - INFO - Episode 14: Reward=-5.44, Balance=$101.16, Win Rate=40.0%, Trades=5, Episode PnL=$1.33, Total PnL=$-269.04, Max Drawdown=2.0%, Pred Accuracy=99.8%
+2025-03-10 17:55:26,065 - INFO - Refreshing data for episode 15
+2025-03-10 17:55:26,065 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:26,355 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:26,355 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:26,903 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373107142857 | Take profit: 2038.2547839285712
+2025-03-10 17:55:27,031 - INFO - CLOSED long at 2004.48 | PnL: -0.18% | $-0.55
+2025-03-10 17:55:27,051 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5648107142856 | Take profit: 2032.6722839285715
+2025-03-10 17:55:27,307 - INFO - CLOSED long at 2024.91 | PnL: 1.11% | $1.99
+2025-03-10 17:55:27,325 - INFO - OPENED LONG at 2019.65 | Stop loss: 2009.529560714286 | Take profit: 2049.978033928571
+2025-03-10 17:55:27,638 - INFO - CLOSED long at 2021.98 | PnL: 0.12% | $0.03
+2025-03-10 17:55:27,638 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1120892857143 | Take profit: 1991.6170160714285
+2025-03-10 17:55:27,655 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.39
+2025-03-10 17:55:27,655 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7185107142857 | Take profit: 2054.251183928571
+2025-03-10 17:55:27,967 - INFO - CLOSED long at 2030.14 | PnL: 0.31% | $0.42
+2025-03-10 17:55:27,967 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3128892857144 | Take profit: 1999.6546160714288
+2025-03-10 17:55:27,984 - INFO - CLOSED short at 2030.46 | PnL: -0.02% | $-0.23
+2025-03-10 17:55:27,984 - INFO - OPENED LONG at 2030.46 | Stop loss: 2020.2855107142857 | Take profit: 2060.9501839285713
+2025-03-10 17:55:28,045 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.82, Avg Loss=$-0.39
+2025-03-10 17:55:28,045 - INFO - Episode 15: Reward=-5.66, Balance=$101.27, Win Rate=50.0%, Trades=6, Episode PnL=$0.82, Total PnL=$-267.76, Max Drawdown=0.6%, Pred Accuracy=99.7%
+2025-03-10 17:55:28,045 - INFO - Refreshing data for episode 16
+2025-03-10 17:55:28,045 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:28,365 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:28,377 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:28,396 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373107142857 | Take profit: 2038.2547839285712
+2025-03-10 17:55:28,479 - INFO - CLOSED long at 2002.1 | PnL: -0.30% | $-0.79
+2025-03-10 17:55:28,501 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2017107142858 | Take profit: 2029.2415839285716
+2025-03-10 17:55:28,517 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.32
+2025-03-10 17:55:28,535 - INFO - OPENED LONG at 2002.6 | Stop loss: 1992.5648107142856 | Take profit: 2032.6722839285715
+2025-03-10 17:55:29,165 - INFO - TAKE PROFIT hit for long at 2032.6722839285715 | PnL: 1.50% | $2.76
+2025-03-10 17:55:29,183 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1510107142856 | Take profit: 2067.953683928571
+2025-03-10 17:55:29,314 - INFO - CLOSED long at 2029.31 | PnL: -0.40% | $-1.00
+2025-03-10 17:55:29,314 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4787392857143 | Take profit: 1998.8370660714284
+2025-03-10 17:55:29,331 - INFO - CLOSED short at 2027.76 | PnL: 0.08% | $-0.05
+2025-03-10 17:55:29,331 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.5990107142857 | Take profit: 2058.2096839285714
+2025-03-10 17:55:29,513 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$1.54, Avg Loss=$-0.61
+2025-03-10 17:55:29,515 - INFO - Episode 16: Reward=-10.08, Balance=$101.24, Win Rate=40.0%, Trades=5, Episode PnL=$2.24, Total PnL=$-266.52, Max Drawdown=0.8%, Pred Accuracy=99.7%
+2025-03-10 17:55:29,515 - INFO - Refreshing data for episode 17
+2025-03-10 17:55:29,515 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:29,858 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:29,858 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:29,884 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373107142857 | Take profit: 2038.2547839285712
+2025-03-10 17:55:30,007 - INFO - CLOSED long at 2002.6 | PnL: -0.27% | $-0.74
+2025-03-10 17:55:30,007 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6351892857142 | Take profit: 1972.5277160714284
+2025-03-10 17:55:30,029 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.17
+2025-03-10 17:55:30,029 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2563607142856 | Take profit: 2032.3576339285717
+2025-03-10 17:55:30,075 - INFO - CLOSED long at 2009.24 | PnL: 0.35% | $0.48
+2025-03-10 17:55:30,093 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.768410714286 | Take profit: 2048.181483928571
+2025-03-10 17:55:30,706 - INFO - CLOSED long at 2039.93 | PnL: 1.09% | $1.96
+2025-03-10 17:55:30,706 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1518392857142 | Take profit: 2009.2977660714287
+2025-03-10 17:55:30,721 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.29
+2025-03-10 17:55:30,739 - INFO - OPENED LONG at 2032.9 | Stop loss: 2022.7133107142859 | Take profit: 2063.4267839285712
+2025-03-10 17:55:30,916 - INFO - CLOSED long at 2030.46 | PnL: -0.12% | $-0.44
+2025-03-10 17:55:30,932 - INFO - OPENED LONG at 2029.25 | Stop loss: 2019.0815607142856 | Take profit: 2059.7220339285714
+2025-03-10 17:55:30,978 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.91, Avg Loss=$-0.45
+2025-03-10 17:55:30,978 - INFO - Episode 17: Reward=-5.32, Balance=$101.38, Win Rate=50.0%, Trades=6, Episode PnL=$0.16, Total PnL=$-265.14, Max Drawdown=0.4%, Pred Accuracy=99.7%
+2025-03-10 17:55:30,978 - INFO - Refreshing data for episode 18
+2025-03-10 17:55:30,978 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:31,292 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:31,298 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:31,314 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373107142857 | Take profit: 2038.2547839285712
+2025-03-10 17:55:31,442 - INFO - CLOSED long at 2002.6 | PnL: -0.27% | $-0.74
+2025-03-10 17:55:31,461 - INFO - OPENED LONG at 2002.29 | Stop loss: 1992.2563607142856 | Take profit: 2032.3576339285717
+2025-03-10 17:55:32,139 - INFO - TAKE PROFIT hit for long at 2032.3576339285717 | PnL: 1.50% | $2.75
+2025-03-10 17:55:32,159 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1510107142856 | Take profit: 2067.953683928571
+2025-03-10 17:55:32,277 - INFO - CLOSED long at 2031.82 | PnL: -0.27% | $-0.75
+2025-03-10 17:55:32,297 - INFO - OPENED LONG at 2029.31 | Stop loss: 2019.1412607142856 | Take profit: 2059.7829339285713
+2025-03-10 17:55:32,313 - INFO - CLOSED long at 2027.76 | PnL: -0.08% | $-0.35
+2025-03-10 17:55:32,313 - INFO - OPENED SHORT at 2027.76 | Stop loss: 2037.920989285714 | Take profit: 1997.3103160714284
+2025-03-10 17:55:32,331 - INFO - CLOSED short at 2026.54 | PnL: 0.06% | $-0.08
+2025-03-10 17:55:32,331 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.3851107142857 | Take profit: 2056.9713839285714
+2025-03-10 17:55:32,414 - INFO - CLOSED long at 2033.38 | PnL: 0.34% | $0.47
+2025-03-10 17:55:32,414 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5690892857144 | Take profit: 2002.8460160714287
+2025-03-10 17:55:32,436 - INFO - CLOSED short at 2030.14 | PnL: 0.16% | $0.12
+2025-03-10 17:55:32,436 - INFO - OPENED LONG at 2030.14 | Stop loss: 2019.9671107142858 | Take profit: 2060.6253839285714
+2025-03-10 17:55:32,527 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 66.7% in downtrends | Avg Win=$1.11, Avg Loss=$-0.48
+2025-03-10 17:55:32,529 - INFO - Episode 18: Reward=-9.43, Balance=$101.42, Win Rate=42.9%, Trades=7, Episode PnL=$1.30, Total PnL=$-263.72, Max Drawdown=0.7%, Pred Accuracy=99.8%
+2025-03-10 17:55:32,529 - INFO - Refreshing data for episode 19
+2025-03-10 17:55:32,530 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:32,863 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:32,892 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:32,933 - INFO - OPENED LONG at 2015.34 | Stop loss: 2005.2411107142855 | Take profit: 2045.6033839285712
+2025-03-10 17:55:32,987 - INFO - STOP LOSS hit for long at 2005.2411107142855 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:33,005 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0673107142857 | Take profit: 2032.1647839285713
+2025-03-10 17:55:33,601 - INFO - CLOSED long at 2021.63 | PnL: 0.98% | $1.71
+2025-03-10 17:55:33,624 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9773607142856 | Take profit: 2048.3946339285712
+2025-03-10 17:55:34,061 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.71, Avg Loss=$-1.19
+2025-03-10 17:55:34,062 - INFO - Episode 19: Reward=-4.88, Balance=$100.52, Win Rate=50.0%, Trades=2, Episode PnL=$0.52, Total PnL=$-263.20, Max Drawdown=1.2%, Pred Accuracy=99.9%
+2025-03-10 17:55:34,062 - INFO - Refreshing data for episode 20
+2025-03-10 17:55:34,062 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:55:34,362 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:55:34,376 - INFO - Initialized environment with 100 candles
+2025-03-10 17:55:34,703 - INFO - OPENED LONG at 2008.1 | Stop loss: 1998.0373107142857 | Take profit: 2038.2547839285712
+2025-03-10 17:55:34,919 - INFO - CLOSED long at 2009.24 | PnL: 0.06% | $-0.09
+2025-03-10 17:55:34,922 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3083892857144 | Take profit: 1979.0681160714287
+2025-03-10 17:55:34,939 - INFO - CLOSED short at 2017.88 | PnL: -0.43% | $-1.05
+2025-03-10 17:55:34,940 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.768410714286 | Take profit: 2048.181483928571
+2025-03-10 17:55:35,170 - INFO - CLOSED long at 2027.23 | PnL: 0.46% | $0.71
+2025-03-10 17:55:35,187 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4497607142855 | Take profit: 2058.0574339285713
+2025-03-10 17:55:35,279 - INFO - STOP LOSS hit for long at 2017.4497607142855 | PnL: -0.50% | $-1.18
+2025-03-10 17:55:35,297 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5794107142858 | Take profit: 2045.9484839285717
+2025-03-10 17:55:35,508 - INFO - CLOSED long at 2036.18 | PnL: 1.02% | $1.78
+2025-03-10 17:55:35,509 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3830892857143 | Take profit: 2005.6040160714285
+2025-03-10 17:55:35,531 - INFO - CLOSED short at 2037.36 | PnL: -0.06% | $-0.31
+2025-03-10 17:55:35,531 - INFO - OPENED LONG at 2037.36 | Stop loss: 2027.1510107142856 | Take profit: 2067.953683928571
+2025-03-10 17:55:35,691 - INFO - STOP LOSS hit for long at 2027.1510107142856 | PnL: -0.50% | $-1.19
+2025-03-10 17:55:35,709 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5343107142858 | Take profit: 2059.1637839285713
+2025-03-10 17:55:35,872 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.25, Avg Loss=$-0.76
+2025-03-10 17:55:35,873 - INFO - Episode 20: Reward=-7.60, Balance=$98.68, Win Rate=28.6%, Trades=7, Episode PnL=$-3.02, Total PnL=$-264.52, Max Drawdown=1.6%, Pred Accuracy=99.8%
+2025-03-10 17:55:35,988 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:55:35,990 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:55:35,990 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:55:36,363 - INFO - Visualization saved for episode 20
+2025-03-10 17:55:37,058 - INFO - Visualization saved for episode 20
+2025-03-10 17:55:37,068 - INFO - Refreshing data for episode 21
+2025-03-10 17:55:37,068 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:01,774 - INFO - Using GPU: NVIDIA GeForce RTX 4060 Laptop GPU
+2025-03-10 17:56:01,780 - INFO - Exchange initialized with standard CCXT: mexc
+2025-03-10 17:56:01,780 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:01,781 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:04,010 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:56:04,026 - INFO - Initialized environment with 500 candles
+2025-03-10 17:56:08,051 - INFO - Starting continuous training mode. Press Ctrl+C to stop.
+2025-03-10 17:56:08,051 - INFO - Starting training batch 1
+2025-03-10 17:56:08,051 - INFO - Refreshing data for new training batch
+2025-03-10 17:56:08,053 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:08,356 - INFO - Fetched 500 candles for ETH/USDT (1m)
+2025-03-10 17:56:08,361 - INFO - Initialized environment with 500 candles
+2025-03-10 17:56:08,361 - INFO - Updated environment with fresh candles
+2025-03-10 17:56:08,366 - INFO - Starting training on device: cuda
+2025-03-10 17:56:12,916 - INFO - Loading best model from models/trading_agent_best_pnl.pt to resume training
+2025-03-10 17:56:13,397 - INFO - Loading model from models/trading_agent_best_pnl.pt
+2025-03-10 17:56:13,624 - INFO - Model loaded successfully with weights_only=True
+2025-03-10 17:56:19,903 - INFO - Resumed with best metrics - Reward: 202.74, PnL: $9.27, Win Rate: 73.3%
+2025-03-10 17:56:24,471 - INFO - Refreshing data for episode 0
+2025-03-10 17:56:24,471 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:25,208 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:25,215 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:25,763 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4138678571428 | Take profit: 1980.1516482142856
+2025-03-10 17:56:25,798 - INFO - CLOSED short at 2014.13 | PnL: -0.19% | $-0.57
+2025-03-10 17:56:25,798 - INFO - OPENED LONG at 2014.13 | Stop loss: 2004.0371821428573 | Take profit: 2044.3752017857144
+2025-03-10 17:56:25,802 - INFO - CLOSED long at 2022.2 | PnL: 0.40% | $0.59
+2025-03-10 17:56:25,803 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.333167857143 | Take profit: 1991.8337482142856
+2025-03-10 17:56:25,902 - INFO - STOP LOSS hit for short at 2032.333167857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:25,906 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.568967857143 | Take profit: 2006.7663482142857
+2025-03-10 17:56:25,930 - INFO - CLOSED short at 2027.76 | PnL: 0.47% | $0.73
+2025-03-10 17:56:25,935 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.694867857143 | Take profit: 1996.1086482142855
+2025-03-10 17:56:26,158 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.66, Avg Loss=$-0.88
+2025-03-10 17:56:26,159 - INFO - Episode 0: Reward=1.42, Balance=$99.56, Win Rate=50.0%, Trades=4, Episode PnL=$-1.03, Total PnL=$-0.44, Max Drawdown=1.2%, Pred Accuracy=98.6%
+2025-03-10 17:56:26,272 - INFO - Model saved to checkpoints/trading_agent_episode_0.pt
+2025-03-10 17:56:26,273 - INFO - Checkpoint saved at episode 0
+2025-03-10 17:56:26,697 - INFO - Visualization saved for episode 0
+2025-03-10 17:56:27,430 - INFO - Visualization saved for episode 0
+2025-03-10 17:56:27,474 - INFO - Refreshing data for episode 1
+2025-03-10 17:56:27,474 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:27,785 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:27,791 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:27,807 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4388678571427 | Take profit: 1985.0766482142856
+2025-03-10 17:56:28,158 - INFO - STOP LOSS hit for short at 2025.4388678571427 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:28,178 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3732178571427 | Take profit: 1997.7535982142858
+2025-03-10 17:56:28,685 - INFO - STOP LOSS hit for short at 2038.3732178571427 | PnL: -0.50% | $-1.18
+2025-03-10 17:56:28,702 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1518178571428 | Take profit: 2009.2977982142859
+2025-03-10 17:56:28,999 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:56:28,999 - INFO - Episode 1: Reward=14.10, Balance=$97.64, Win Rate=0.0%, Trades=2, Episode PnL=$-2.36, Total PnL=$-2.81, Max Drawdown=2.4%, Pred Accuracy=98.7%
+2025-03-10 17:56:29,000 - INFO - Refreshing data for episode 2
+2025-03-10 17:56:29,000 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:29,339 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:29,345 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:29,360 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4390321428573 | Take profit: 1985.0764017857143
+2025-03-10 17:56:29,713 - INFO - STOP LOSS hit for short at 2025.4390321428573 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:29,738 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3733821428573 | Take profit: 1997.7533517857144
+2025-03-10 17:56:29,863 - INFO - CLOSED short at 2025.88 | PnL: 0.11% | $0.03
+2025-03-10 17:56:29,863 - INFO - OPENED LONG at 2025.88 | Stop loss: 2015.728267857143 | Take profit: 2056.301698214286
+2025-03-10 17:56:29,887 - INFO - CLOSED long at 2026.01 | PnL: 0.01% | $-0.18
+2025-03-10 17:56:29,887 - INFO - OPENED SHORT at 2026.01 | Stop loss: 2036.1623821428573 | Take profit: 1995.5863517857144
+2025-03-10 17:56:30,096 - INFO - CLOSED short at 2021.63 | PnL: 0.22% | $0.23
+2025-03-10 17:56:30,096 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.499517857143 | Take profit: 2051.987948214286
+2025-03-10 17:56:30,132 - INFO - CLOSED long at 2021.98 | PnL: 0.02% | $-0.16
+2025-03-10 17:56:30,133 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1122321428575 | Take profit: 1991.6168017857144
+2025-03-10 17:56:30,184 - INFO - STOP LOSS hit for short at 2032.1122321428575 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:30,201 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5691321428571 | Take profit: 2006.7661017857142
+2025-03-10 17:56:30,281 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.04
+2025-03-10 17:56:30,281 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.752917857143 | Take profit: 2065.507748214286
+2025-03-10 17:56:30,301 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:56:30,301 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.086832142857 | Take profit: 2002.3730017857145
+2025-03-10 17:56:30,578 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 60.0% in downtrends | Avg Win=$0.10, Avg Loss=$-0.62
+2025-03-10 17:56:30,578 - INFO - Episode 2: Reward=11.74, Balance=$97.20, Win Rate=37.5%, Trades=8, Episode PnL=$-2.07, Total PnL=$-5.61, Max Drawdown=2.5%, Pred Accuracy=98.7%
+2025-03-10 17:56:30,578 - INFO - Refreshing data for episode 3
+2025-03-10 17:56:30,578 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:30,883 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:30,889 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:30,904 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4393785714283 | Take profit: 1985.0758821428572
+2025-03-10 17:56:31,082 - INFO - CLOSED short at 2008.1 | PnL: 0.36% | $0.51
+2025-03-10 17:56:31,099 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3088785714285 | Take profit: 1979.0673821428572
+2025-03-10 17:56:31,150 - INFO - STOP LOSS hit for short at 2019.3088785714285 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:31,167 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3336785714287 | Take profit: 1991.8329821428572
+2025-03-10 17:56:31,280 - INFO - CLOSED short at 2030.54 | PnL: -0.41% | $-1.01
+2025-03-10 17:56:31,296 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0572285714288 | Take profit: 1994.5023321428573
+2025-03-10 17:56:31,453 - INFO - CLOSED short at 2015.68 | PnL: 0.46% | $0.69
+2025-03-10 17:56:31,453 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5789214285714 | Take profit: 2045.9492178571427
+2025-03-10 17:56:31,469 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.34
+2025-03-10 17:56:31,485 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3489285714286 | Take profit: 1984.9872321428572
+2025-03-10 17:56:31,517 - INFO - CLOSED short at 2021.35 | PnL: -0.30% | $-0.79
+2025-03-10 17:56:31,538 - INFO - OPENED SHORT at 2024.52 | Stop loss: 2034.6652785714286 | Take profit: 1994.1181821428572
+2025-03-10 17:56:31,556 - INFO - CLOSED short at 2023.89 | PnL: 0.03% | $-0.13
+2025-03-10 17:56:31,574 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1729785714288 | Take profit: 1987.7550821428572
+2025-03-10 17:56:31,623 - INFO - CLOSED short at 2021.98 | PnL: -0.19% | $-0.57
+2025-03-10 17:56:31,639 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0019785714283 | Take profit: 1993.468082142857
+2025-03-10 17:56:31,674 - INFO - STOP LOSS hit for short at 2034.0019785714283 | PnL: -0.50% | $-1.16
+2025-03-10 17:56:31,731 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2629785714284 | Take profit: 2005.4850821428572
+2025-03-10 17:56:31,765 - INFO - CLOSED short at 2039.93 | PnL: -0.19% | $-0.55
+2025-03-10 17:56:31,765 - INFO - OPENED LONG at 2039.93 | Stop loss: 2029.7076714285715 | Take profit: 2070.562967857143
+2025-03-10 17:56:31,788 - INFO - CLOSED long at 2034.95 | PnL: -0.24% | $-0.65
+2025-03-10 17:56:31,788 - INFO - OPENED SHORT at 2034.95 | Stop loss: 2045.1474285714285 | Take profit: 2004.391732142857
+2025-03-10 17:56:31,838 - INFO - CLOSED short at 2029.31 | PnL: 0.28% | $0.33
+2025-03-10 17:56:31,874 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6953785714286 | Take profit: 1996.1078821428573
+2025-03-10 17:56:31,956 - INFO - CLOSED short at 2033.38 | PnL: -0.34% | $-0.82
+2025-03-10 17:56:31,978 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3133785714285 | Take profit: 1999.6538821428574
+2025-03-10 17:56:32,060 - INFO - CLOSED short at 2029.48 | PnL: 0.03% | $-0.13
+2025-03-10 17:56:32,076 - INFO - OPENED SHORT at 2028.14 | Stop loss: 2038.3033785714285 | Take profit: 1997.683882142857
+2025-03-10 17:56:32,092 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$0.51, Avg Loss=$-0.67
+2025-03-10 17:56:32,093 - INFO - Episode 3: Reward=1.60, Balance=$94.20, Win Rate=21.4%, Trades=14, Episode PnL=$-5.15, Total PnL=$-11.41, Max Drawdown=6.3%, Pred Accuracy=98.7%
+2025-03-10 17:56:32,093 - INFO - Refreshing data for episode 4
+2025-03-10 17:56:32,093 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:32,404 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:32,411 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:32,426 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4393785714283 | Take profit: 1985.0758821428572
+2025-03-10 17:56:32,522 - INFO - CLOSED short at 2004.48 | PnL: 0.54% | $0.87
+2025-03-10 17:56:32,539 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6356785714283 | Take profit: 1972.526982142857
+2025-03-10 17:56:32,558 - INFO - CLOSED short at 2002.29 | PnL: 0.02% | $-0.17
+2025-03-10 17:56:32,576 - INFO - OPENED SHORT at 2009.04 | Stop loss: 2019.1078785714287 | Take profit: 1978.8703821428571
+2025-03-10 17:56:32,665 - INFO - STOP LOSS hit for short at 2019.1078785714287 | PnL: -0.50% | $-1.20
+2025-03-10 17:56:32,685 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3336785714287 | Take profit: 1991.8329821428572
+2025-03-10 17:56:32,888 - INFO - CLOSED short at 2027.23 | PnL: -0.25% | $-0.69
+2025-03-10 17:56:32,888 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0711714285715 | Take profit: 2057.672467857143
+2025-03-10 17:56:32,928 - INFO - CLOSED long at 2025.88 | PnL: -0.07% | $-0.33
+2025-03-10 17:56:32,929 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0320785714287 | Take profit: 1995.4577821428572
+2025-03-10 17:56:32,946 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.21
+2025-03-10 17:56:32,965 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2733785714288 | Take profit: 1991.7738821428572
+2025-03-10 17:56:33,244 - INFO - STOP LOSS hit for short at 2032.2733785714288 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:33,271 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5694785714284 | Take profit: 2006.765582142857
+2025-03-10 17:56:33,286 - INFO - CLOSED short at 2036.65 | PnL: 0.03% | $-0.13
+2025-03-10 17:56:33,286 - INFO - OPENED LONG at 2036.65 | Stop loss: 2026.4440714285715 | Take profit: 2067.233767857143
+2025-03-10 17:56:33,306 - INFO - CLOSED long at 2036.06 | PnL: -0.03% | $-0.25
+2025-03-10 17:56:33,306 - INFO - OPENED SHORT at 2036.06 | Stop loss: 2046.2629785714284 | Take profit: 2005.4850821428572
+2025-03-10 17:56:33,657 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.87, Avg Loss=$-0.52
+2025-03-10 17:56:33,657 - INFO - Episode 4: Reward=5.91, Balance=$96.74, Win Rate=11.1%, Trades=9, Episode PnL=$-2.69, Total PnL=$-14.66, Max Drawdown=3.7%, Pred Accuracy=98.8%
+2025-03-10 17:56:33,659 - INFO - Refreshing data for episode 5
+2025-03-10 17:56:33,659 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:34,072 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:34,078 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:34,617 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4393785714283 | Take profit: 1985.0758821428572
+2025-03-10 17:56:34,985 - INFO - STOP LOSS hit for short at 2025.4393785714283 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:35,003 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3737285714287 | Take profit: 1997.7528321428572
+2025-03-10 17:56:35,036 - INFO - CLOSED short at 2024.91 | PnL: 0.16% | $0.12
+2025-03-10 17:56:35,054 - INFO - OPENED SHORT at 2019.65 | Stop loss: 2029.7709285714286 | Take profit: 1989.3212321428573
+2025-03-10 17:56:35,426 - INFO - STOP LOSS hit for short at 2029.7709285714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:56:35,450 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5694785714284 | Take profit: 2006.765582142857
+2025-03-10 17:56:35,506 - INFO - CLOSED short at 2041.55 | PnL: -0.21% | $-0.59
+2025-03-10 17:56:35,506 - INFO - OPENED LONG at 2041.55 | Stop loss: 2031.3195714285714 | Take profit: 2072.207267857143
+2025-03-10 17:56:35,523 - INFO - CLOSED long at 2039.93 | PnL: -0.08% | $-0.34
+2025-03-10 17:56:35,523 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.152328571429 | Take profit: 2009.297032142857
+2025-03-10 17:56:35,826 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.12, Avg Loss=$-0.83
+2025-03-10 17:56:35,827 - INFO - Episode 5: Reward=11.52, Balance=$96.82, Win Rate=20.0%, Trades=5, Episode PnL=$-2.83, Total PnL=$-17.84, Max Drawdown=2.2%, Pred Accuracy=98.8%
+2025-03-10 17:56:35,828 - INFO - Refreshing data for episode 6
+2025-03-10 17:56:35,828 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:36,127 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:36,133 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:36,151 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4393785714283 | Take profit: 1985.0758821428572
+2025-03-10 17:56:36,485 - INFO - STOP LOSS hit for short at 2025.4393785714283 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:36,504 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3737285714287 | Take profit: 1997.7528321428572
+2025-03-10 17:56:36,969 - INFO - STOP LOSS hit for short at 2038.3737285714287 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:36,989 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.152328571429 | Take profit: 2009.297032142857
+2025-03-10 17:56:37,139 - INFO - CLOSED short at 2032.69 | PnL: 0.35% | $0.49
+2025-03-10 17:56:37,139 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5038714285715 | Take profit: 2063.214367857143
+2025-03-10 17:56:37,159 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:56:37,159 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5946285714288 | Take profit: 2005.8101321428571
+2025-03-10 17:56:37,295 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.33, Avg Loss=$-1.18
+2025-03-10 17:56:37,296 - INFO - Episode 6: Reward=16.10, Balance=$98.29, Win Rate=50.0%, Trades=4, Episode PnL=$-1.87, Total PnL=$-19.56, Max Drawdown=2.4%, Pred Accuracy=98.8%
+2025-03-10 17:56:37,296 - INFO - Refreshing data for episode 7
+2025-03-10 17:56:37,296 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:37,598 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:37,600 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:37,621 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4393785714283 | Take profit: 1985.0758821428572
+2025-03-10 17:56:37,688 - INFO - CLOSED short at 2002.1 | PnL: 0.66% | $1.10
+2025-03-10 17:56:37,688 - INFO - OPENED LONG at 2002.1 | Stop loss: 1992.0668214285713 | Take profit: 2032.165517857143
+2025-03-10 17:56:37,707 - INFO - CLOSED long at 1999.22 | PnL: -0.14% | $-0.49
+2025-03-10 17:56:37,707 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2387785714288 | Take profit: 1969.1976821428573
+2025-03-10 17:56:37,807 - INFO - STOP LOSS hit for short at 2009.2387785714288 | PnL: -0.50% | $-1.20
+2025-03-10 17:56:37,822 - INFO - OPENED LONG at 2017.88 | Stop loss: 2007.7679214285715 | Take profit: 2048.1822178571433
+2025-03-10 17:56:37,840 - INFO - CLOSED long at 2014.13 | PnL: -0.19% | $-0.56
+2025-03-10 17:56:37,841 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2233285714287 | Take profit: 1983.8840321428572
+2025-03-10 17:56:37,856 - INFO - CLOSED short at 2023.76 | PnL: -0.48% | $-1.13
+2025-03-10 17:56:37,856 - INFO - OPENED LONG at 2023.76 | Stop loss: 2013.6185214285715 | Take profit: 2054.1504178571427
+2025-03-10 17:56:37,873 - INFO - CLOSED long at 2022.2 | PnL: -0.08% | $-0.34
+2025-03-10 17:56:37,874 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3336785714287 | Take profit: 1991.8329821428572
+2025-03-10 17:56:38,391 - INFO - STOP LOSS hit for short at 2032.3336785714287 | PnL: -0.50% | $-1.16
+2025-03-10 17:56:38,413 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5694785714284 | Take profit: 2006.765582142857
+2025-03-10 17:56:38,790 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$1.10, Avg Loss=$-0.81
+2025-03-10 17:56:38,790 - INFO - Episode 7: Reward=7.41, Balance=$96.23, Win Rate=14.3%, Trades=7, Episode PnL=$-2.38, Total PnL=$-23.33, Max Drawdown=3.8%, Pred Accuracy=98.9%
+2025-03-10 17:56:38,790 - INFO - Refreshing data for episode 8
+2025-03-10 17:56:38,790 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:39,078 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:39,092 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:39,112 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4393785714283 | Take profit: 1985.0758821428572
+2025-03-10 17:56:39,444 - INFO - STOP LOSS hit for short at 2025.4393785714283 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:39,470 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3737285714287 | Take profit: 1997.7528321428572
+2025-03-10 17:56:39,778 - INFO - CLOSED short at 2017.02 | PnL: 0.55% | $0.88
+2025-03-10 17:56:39,778 - INFO - OPENED LONG at 2017.02 | Stop loss: 2006.9122214285715 | Take profit: 2047.3093178571428
+2025-03-10 17:56:39,807 - INFO - CLOSED long at 2021.35 | PnL: 0.21% | $0.23
+2025-03-10 17:56:39,807 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4794285714283 | Take profit: 1990.995732142857
+2025-03-10 17:56:40,018 - INFO - STOP LOSS hit for short at 2031.4794285714283 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:40,049 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5694785714284 | Take profit: 2006.765582142857
+2025-03-10 17:56:40,535 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.55, Avg Loss=$-1.19
+2025-03-10 17:56:40,536 - INFO - Episode 8: Reward=16.42, Balance=$98.73, Win Rate=50.0%, Trades=4, Episode PnL=$-1.49, Total PnL=$-24.60, Max Drawdown=1.3%, Pred Accuracy=98.9%
+2025-03-10 17:56:40,537 - INFO - Refreshing data for episode 9
+2025-03-10 17:56:40,537 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:40,834 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:40,841 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:40,861 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4395357142857 | Take profit: 1985.0756464285714
+2025-03-10 17:56:41,054 - INFO - CLOSED short at 2009.24 | PnL: 0.30% | $0.40
+2025-03-10 17:56:41,054 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1709642857143 | Take profit: 2039.4128535714285
+2025-03-10 17:56:41,071 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.66
+2025-03-10 17:56:41,072 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9922357142857 | Take profit: 1987.5775464285716
+2025-03-10 17:56:41,200 - INFO - STOP LOSS hit for short at 2027.9922357142857 | PnL: -0.50% | $-1.20
+2025-03-10 17:56:41,232 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.373885714286 | Take profit: 1997.7525964285715
+2025-03-10 17:56:41,310 - INFO - CLOSED short at 2027.23 | PnL: 0.05% | $-0.10
+2025-03-10 17:56:41,330 - INFO - OPENED SHORT at 2027.61 | Stop loss: 2037.7708857142857 | Take profit: 1997.1615964285713
+2025-03-10 17:56:41,811 - INFO - STOP LOSS hit for short at 2037.7708857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:41,831 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.152485714286 | Take profit: 2009.2967964285715
+2025-03-10 17:56:41,927 - INFO - CLOSED short at 2027.76 | PnL: 0.60% | $0.97
+2025-03-10 17:56:41,943 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6955357142858 | Take profit: 1996.1076464285716
+2025-03-10 17:56:42,015 - INFO - CLOSED short at 2036.39 | PnL: -0.49% | $-1.15
+2025-03-10 17:56:42,015 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1852142857144 | Take profit: 2066.970103571429
+2025-03-10 17:56:42,033 - INFO - CLOSED long at 2033.38 | PnL: -0.15% | $-0.48
+2025-03-10 17:56:42,034 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.569735714286 | Take profit: 2002.8450464285715
+2025-03-10 17:56:42,162 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 25.0% in downtrends | Avg Win=$0.67, Avg Loss=$-0.83
+2025-03-10 17:56:42,162 - INFO - Episode 9: Reward=12.21, Balance=$97.90, Win Rate=37.5%, Trades=8, Episode PnL=$-2.27, Total PnL=$-26.70, Max Drawdown=1.4%, Pred Accuracy=99.0%
+2025-03-10 17:56:42,163 - INFO - Refreshing data for episode 10
+2025-03-10 17:56:42,163 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:42,457 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:42,463 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:42,749 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4395357142857 | Take profit: 1985.0756464285714
+2025-03-10 17:56:43,098 - INFO - STOP LOSS hit for short at 2025.4395357142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:43,138 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7155357142858 | Take profit: 2000.0476464285714
+2025-03-10 17:56:43,292 - INFO - CLOSED short at 2018.0 | PnL: 0.62% | $1.01
+2025-03-10 17:56:43,309 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5299857142857 | Take profit: 1985.1642964285716
+2025-03-10 17:56:43,532 - INFO - STOP LOSS hit for short at 2025.5299857142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:43,559 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3837357142856 | Take profit: 2005.6030464285714
+2025-03-10 17:56:43,984 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$1.01, Avg Loss=$-1.19
+2025-03-10 17:56:43,984 - INFO - Episode 10: Reward=15.40, Balance=$98.64, Win Rate=33.3%, Trades=3, Episode PnL=$-1.36, Total PnL=$-28.06, Max Drawdown=1.4%, Pred Accuracy=99.1%
+2025-03-10 17:56:44,101 - INFO - Model saved to checkpoints/trading_agent_episode_10.pt
+2025-03-10 17:56:44,102 - INFO - Checkpoint saved at episode 10
+2025-03-10 17:56:44,486 - INFO - Visualization saved for episode 10
+2025-03-10 17:56:45,266 - INFO - Visualization saved for episode 10
+2025-03-10 17:56:45,303 - INFO - Refreshing data for episode 11
+2025-03-10 17:56:45,304 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:45,601 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:45,607 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:45,635 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4400357142856 | Take profit: 1985.0748964285713
+2025-03-10 17:56:45,850 - INFO - CLOSED short at 2017.88 | PnL: -0.13% | $-0.45
+2025-03-10 17:56:45,875 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.223985714286 | Take profit: 1983.8830464285716
+2025-03-10 17:56:46,025 - INFO - STOP LOSS hit for short at 2024.223985714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:56:46,047 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.374385714286 | Take profit: 1997.7518464285715
+2025-03-10 17:56:46,184 - INFO - CLOSED short at 2026.01 | PnL: 0.11% | $0.02
+2025-03-10 17:56:46,200 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2740357142857 | Take profit: 1991.7728964285716
+2025-03-10 17:56:46,561 - INFO - STOP LOSS hit for short at 2032.2740357142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:46,592 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5701357142855 | Take profit: 2006.7645964285714
+2025-03-10 17:56:47,009 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.02, Avg Loss=$-0.93
+2025-03-10 17:56:47,009 - INFO - Episode 11: Reward=13.46, Balance=$97.22, Win Rate=25.0%, Trades=4, Episode PnL=$-2.78, Total PnL=$-30.85, Max Drawdown=2.8%, Pred Accuracy=99.4%
+2025-03-10 17:56:47,009 - INFO - Refreshing data for episode 12
+2025-03-10 17:56:47,009 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:47,573 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:47,580 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:47,602 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:48,053 - INFO - STOP LOSS hit for short at 2025.4403928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:48,079 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3747428571428 | Take profit: 1997.7513107142859
+2025-03-10 17:56:48,687 - INFO - STOP LOSS hit for short at 2038.3747428571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:48,707 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153342857143 | Take profit: 2009.2955107142857
+2025-03-10 17:56:49,039 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:56:49,040 - INFO - Episode 12: Reward=27.90, Balance=$97.64, Win Rate=0.0%, Trades=2, Episode PnL=$-2.36, Total PnL=$-33.21, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:56:49,040 - INFO - Refreshing data for episode 13
+2025-03-10 17:56:49,041 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:49,331 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:49,341 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:49,362 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:49,716 - INFO - STOP LOSS hit for short at 2025.4403928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:49,734 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3747428571428 | Take profit: 1997.7513107142859
+2025-03-10 17:56:50,230 - INFO - STOP LOSS hit for short at 2038.3747428571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:50,246 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153342857143 | Take profit: 2009.2955107142857
+2025-03-10 17:56:50,583 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:56:50,583 - INFO - Episode 13: Reward=27.89, Balance=$97.64, Win Rate=0.0%, Trades=2, Episode PnL=$-2.36, Total PnL=$-35.57, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:56:50,583 - INFO - Refreshing data for episode 14
+2025-03-10 17:56:50,583 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:50,890 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:50,895 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:50,916 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:51,267 - INFO - STOP LOSS hit for short at 2025.4403928571428 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:51,288 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3747428571428 | Take profit: 1997.7513107142859
+2025-03-10 17:56:51,836 - INFO - STOP LOSS hit for short at 2038.3747428571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:51,859 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153342857143 | Take profit: 2009.2955107142857
+2025-03-10 17:56:51,878 - INFO - CLOSED short at 2034.95 | PnL: 0.24% | $0.28
+2025-03-10 17:56:51,899 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.088192857143 | Take profit: 2002.3709607142857
+2025-03-10 17:56:52,188 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.28, Avg Loss=$-1.18
+2025-03-10 17:56:52,189 - INFO - Episode 14: Reward=28.95, Balance=$97.92, Win Rate=33.3%, Trades=3, Episode PnL=$-2.08, Total PnL=$-37.66, Max Drawdown=2.4%, Pred Accuracy=99.9%
+2025-03-10 17:56:52,189 - INFO - Refreshing data for episode 15
+2025-03-10 17:56:52,190 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:52,519 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:52,529 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:52,842 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:53,168 - INFO - CLOSED short at 2022.99 | PnL: -0.38% | $-0.95
+2025-03-10 17:56:53,168 - INFO - OPENED LONG at 2022.99 | Stop loss: 2012.8513571428573 | Take profit: 2053.3703892857143
+2025-03-10 17:56:53,233 - INFO - CLOSED long at 2030.54 | PnL: 0.37% | $0.53
+2025-03-10 17:56:53,233 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7163928571426 | Take profit: 2000.0463607142856
+2025-03-10 17:56:53,321 - INFO - CLOSED short at 2027.61 | PnL: 0.14% | $0.09
+2025-03-10 17:56:53,345 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0330928571432 | Take profit: 1995.4562607142857
+2025-03-10 17:56:53,425 - INFO - CLOSED short at 2015.43 | PnL: 0.52% | $0.82
+2025-03-10 17:56:53,426 - INFO - OPENED LONG at 2015.43 | Stop loss: 2005.3291571428572 | Take profit: 2045.6969892857144
+2025-03-10 17:56:53,446 - INFO - CLOSED long at 2015.68 | PnL: 0.01% | $-0.17
+2025-03-10 17:56:53,446 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7820928571427 | Take profit: 1985.4092607142857
+2025-03-10 17:56:53,545 - INFO - CLOSED short at 2024.52 | PnL: -0.44% | $-1.07
+2025-03-10 17:56:53,546 - INFO - OPENED LONG at 2024.52 | Stop loss: 2014.373707142857 | Take profit: 2054.923339285714
+2025-03-10 17:56:53,567 - INFO - CLOSED long at 2023.89 | PnL: -0.03% | $-0.26
+2025-03-10 17:56:53,567 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0331428571428 | Take profit: 1993.4961107142858
+2025-03-10 17:56:53,713 - INFO - STOP LOSS hit for short at 2034.0331428571428 | PnL: -0.50% | $-1.18
+2025-03-10 17:56:53,735 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5704928571427 | Take profit: 2006.7640607142857
+2025-03-10 17:56:53,885 - INFO - CLOSED short at 2031.82 | PnL: 0.27% | $0.33
+2025-03-10 17:56:53,885 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.637207142857 | Take profit: 2062.3328392857143
+2025-03-10 17:56:53,906 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.43
+2025-03-10 17:56:53,906 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4802428571427 | Take profit: 1998.8348107142856
+2025-03-10 17:56:54,144 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 40.0% in downtrends | Avg Win=$0.44, Avg Loss=$-0.68
+2025-03-10 17:56:54,145 - INFO - Episode 15: Reward=21.73, Balance=$97.72, Win Rate=40.0%, Trades=10, Episode PnL=$-1.95, Total PnL=$-39.94, Max Drawdown=2.2%, Pred Accuracy=99.8%
+2025-03-10 17:56:54,145 - INFO - Refreshing data for episode 16
+2025-03-10 17:56:54,146 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:54,460 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:54,465 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:54,483 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:54,640 - INFO - CLOSED short at 2008.1 | PnL: 0.36% | $0.51
+2025-03-10 17:56:54,657 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3098928571426 | Take profit: 1979.0658607142857
+2025-03-10 17:56:54,704 - INFO - STOP LOSS hit for short at 2019.3098928571426 | PnL: -0.50% | $-1.19
+2025-03-10 17:56:54,726 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.334692857143 | Take profit: 1991.8314607142859
+2025-03-10 17:56:55,221 - INFO - CLOSED short at 2018.09 | PnL: 0.20% | $0.20
+2025-03-10 17:56:55,221 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.975857142857 | Take profit: 2048.396889285714
+2025-03-10 17:56:55,248 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:56:55,249 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1135928571427 | Take profit: 1991.614760714286
+2025-03-10 17:56:55,312 - INFO - STOP LOSS hit for short at 2032.1135928571427 | PnL: -0.50% | $-1.18
+2025-03-10 17:56:55,330 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5704928571427 | Take profit: 2006.7640607142857
+2025-03-10 17:56:55,604 - INFO - CLOSED short at 2033.38 | PnL: 0.20% | $0.19
+2025-03-10 17:56:55,622 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.314392857143 | Take profit: 1999.6523607142858
+2025-03-10 17:56:55,727 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 33.3% in downtrends | Avg Win=$0.27, Avg Loss=$-1.19
+2025-03-10 17:56:55,729 - INFO - Episode 16: Reward=31.93, Balance=$98.70, Win Rate=66.7%, Trades=6, Episode PnL=$-1.48, Total PnL=$-41.24, Max Drawdown=2.0%, Pred Accuracy=99.8%
+2025-03-10 17:56:55,729 - INFO - Refreshing data for episode 17
+2025-03-10 17:56:55,730 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:56,043 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:56,048 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:56,069 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:56,199 - INFO - CLOSED short at 2004.48 | PnL: 0.54% | $0.87
+2025-03-10 17:56:56,200 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4339071428572 | Take profit: 2034.5827392857145
+2025-03-10 17:56:56,224 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.39
+2025-03-10 17:56:56,224 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6366928571429 | Take profit: 1972.5254607142856
+2025-03-10 17:56:56,323 - INFO - CLOSED short at 2017.88 | PnL: -0.76% | $-1.71
+2025-03-10 17:56:56,346 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2243428571428 | Take profit: 1983.8825107142857
+2025-03-10 17:56:56,484 - INFO - STOP LOSS hit for short at 2024.2243428571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:56,507 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3747428571428 | Take profit: 1997.7513107142859
+2025-03-10 17:56:57,066 - INFO - STOP LOSS hit for short at 2038.3747428571428 | PnL: -0.50% | $-1.16
+2025-03-10 17:56:57,085 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.153342857143 | Take profit: 2009.2955107142857
+2025-03-10 17:56:57,191 - INFO - CLOSED short at 2027.76 | PnL: 0.60% | $0.95
+2025-03-10 17:56:57,193 - INFO - OPENED LONG at 2027.76 | Stop loss: 2017.597507142857 | Take profit: 2058.211939285714
+2025-03-10 17:56:57,212 - INFO - CLOSED long at 2026.54 | PnL: -0.06% | $-0.31
+2025-03-10 17:56:57,212 - INFO - OPENED SHORT at 2026.54 | Stop loss: 2036.6963928571427 | Take profit: 1996.1063607142855
+2025-03-10 17:56:57,437 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 50.0% in downtrends | Avg Win=$0.91, Avg Loss=$-0.95
+2025-03-10 17:56:57,438 - INFO - Episode 17: Reward=24.87, Balance=$97.07, Win Rate=28.6%, Trades=7, Episode PnL=$-2.23, Total PnL=$-44.16, Max Drawdown=3.6%, Pred Accuracy=99.8%
+2025-03-10 17:56:57,438 - INFO - Refreshing data for episode 18
+2025-03-10 17:56:57,438 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:57,741 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:57,748 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:57,767 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:57,990 - INFO - CLOSED short at 2017.88 | PnL: -0.13% | $-0.45
+2025-03-10 17:56:58,010 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2243428571428 | Take profit: 1983.8825107142857
+2025-03-10 17:56:58,140 - INFO - STOP LOSS hit for short at 2024.2243428571428 | PnL: -0.50% | $-1.18
+2025-03-10 17:56:58,158 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3747428571428 | Take profit: 1997.7513107142859
+2025-03-10 17:56:58,519 - INFO - CLOSED short at 2023.86 | PnL: 0.21% | $0.22
+2025-03-10 17:56:58,537 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8313071428572 | Take profit: 2059.470539285714
+2025-03-10 17:56:58,569 - INFO - CLOSED long at 2037.36 | PnL: 0.41% | $0.61
+2025-03-10 17:56:58,570 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5704928571427 | Take profit: 2006.7640607142857
+2025-03-10 17:56:59,005 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-0.81
+2025-03-10 17:56:59,006 - INFO - Episode 18: Reward=27.49, Balance=$99.20, Win Rate=50.0%, Trades=4, Episode PnL=$-1.41, Total PnL=$-44.96, Max Drawdown=1.6%, Pred Accuracy=99.8%
+2025-03-10 17:56:59,006 - INFO - Refreshing data for episode 19
+2025-03-10 17:56:59,007 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:56:59,323 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:56:59,330 - INFO - Initialized environment with 100 candles
+2025-03-10 17:56:59,351 - INFO - OPENED SHORT at 2015.34 | Stop loss: 2025.4403928571428 | Take profit: 1985.0743607142856
+2025-03-10 17:56:59,392 - INFO - CLOSED short at 2008.03 | PnL: 0.36% | $0.52
+2025-03-10 17:56:59,393 - INFO - OPENED LONG at 2008.03 | Stop loss: 1997.966157142857 | Take profit: 2038.1859892857142
+2025-03-10 17:56:59,410 - INFO - CLOSED long at 2001.83 | PnL: -0.31% | $-0.81
+2025-03-10 17:56:59,411 - INFO - OPENED SHORT at 2001.83 | Stop loss: 2011.8628428571428 | Take profit: 1971.7670107142856
+2025-03-10 17:56:59,572 - INFO - STOP LOSS hit for short at 2011.8628428571428 | PnL: -0.50% | $-1.18
+2025-03-10 17:56:59,589 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2243428571428 | Take profit: 1983.8825107142857
+2025-03-10 17:56:59,719 - INFO - STOP LOSS hit for short at 2024.2243428571428 | PnL: -0.50% | $-1.17
+2025-03-10 17:56:59,737 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3747428571428 | Take profit: 1997.7513107142859
+2025-03-10 17:57:00,051 - INFO - CLOSED short at 2023.89 | PnL: 0.21% | $0.22
+2025-03-10 17:57:00,068 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1739928571428 | Take profit: 1987.7535607142856
+2025-03-10 17:57:00,160 - INFO - STOP LOSS hit for short at 2028.1739928571428 | PnL: -0.50% | $-1.16
+2025-03-10 17:57:00,178 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.384592857143 | Take profit: 2005.6017607142858
+2025-03-10 17:57:00,308 - INFO - CLOSED short at 2032.9 | PnL: 0.16% | $0.12
+2025-03-10 17:57:00,328 - INFO - OPENED SHORT at 2031.82 | Stop loss: 2042.0027928571428 | Take profit: 2001.3071607142856
+2025-03-10 17:57:00,383 - INFO - CLOSED short at 2026.54 | PnL: 0.26% | $0.31
+2025-03-10 17:57:00,384 - INFO - OPENED LONG at 2026.54 | Stop loss: 2016.383607142857 | Take profit: 2056.9736392857144
+2025-03-10 17:57:00,408 - INFO - CLOSED long at 2028.7 | PnL: 0.11% | $0.01
+2025-03-10 17:57:00,409 - INFO - OPENED SHORT at 2028.7 | Stop loss: 2038.8671928571428 | Take profit: 1998.2339607142858
+2025-03-10 17:57:00,638 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 40.0% in downtrends | Avg Win=$0.23, Avg Loss=$-1.08
+2025-03-10 17:57:00,638 - INFO - Episode 19: Reward=30.90, Balance=$96.84, Win Rate=55.6%, Trades=9, Episode PnL=$-2.36, Total PnL=$-48.12, Max Drawdown=3.6%, Pred Accuracy=99.8%
+2025-03-10 17:57:00,638 - INFO - Refreshing data for episode 20
+2025-03-10 17:57:00,638 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:00,951 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:00,958 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:01,499 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4140142857143 | Take profit: 1980.1514285714286
+2025-03-10 17:57:01,564 - INFO - CLOSED short at 1999.22 | PnL: 0.55% | $0.90
+2025-03-10 17:57:01,564 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2015857142858 | Take profit: 2029.2417714285716
+2025-03-10 17:57:01,583 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.33
+2025-03-10 17:57:01,583 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5247142857143 | Take profit: 1974.3793285714287
+2025-03-10 17:57:01,638 - INFO - CLOSED short at 2009.04 | PnL: -0.23% | $-0.66
+2025-03-10 17:57:01,638 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9724857142855 | Take profit: 2039.2090714285712
+2025-03-10 17:57:01,656 - INFO - CLOSED long at 2008.1 | PnL: -0.05% | $-0.29
+2025-03-10 17:57:01,656 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.162814285714 | Take profit: 1977.9450285714286
+2025-03-10 17:57:01,720 - INFO - STOP LOSS hit for short at 2018.162814285714 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:01,738 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.333314285714 | Take profit: 1991.8335285714286
+2025-03-10 17:57:01,771 - INFO - CLOSED short at 2017.79 | PnL: 0.22% | $0.23
+2025-03-10 17:57:01,791 - INFO - OPENED SHORT at 2023.01 | Stop loss: 2033.1473642857145 | Take profit: 1992.6313785714285
+2025-03-10 17:57:02,182 - INFO - CLOSED short at 2018.09 | PnL: 0.24% | $0.28
+2025-03-10 17:57:02,183 - INFO - OPENED LONG at 2018.09 | Stop loss: 2007.9772357142856 | Take profit: 2048.3948214285715
+2025-03-10 17:57:02,200 - INFO - CLOSED long at 2021.98 | PnL: 0.19% | $0.18
+2025-03-10 17:57:02,200 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1122142857141 | Take profit: 1991.6168285714286
+2025-03-10 17:57:02,218 - INFO - CLOSED short at 2023.86 | PnL: -0.09% | $-0.38
+2025-03-10 17:57:02,218 - INFO - OPENED LONG at 2023.86 | Stop loss: 2013.7183857142857 | Take profit: 2054.251371428571
+2025-03-10 17:57:02,238 - INFO - CLOSED long at 2029.0 | PnL: 0.25% | $0.30
+2025-03-10 17:57:02,238 - INFO - OPENED SHORT at 2029.0 | Stop loss: 2039.1673142857142 | Take profit: 1998.5315285714285
+2025-03-10 17:57:02,318 - INFO - STOP LOSS hit for short at 2039.1673142857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:02,335 - INFO - OPENED SHORT at 2039.93 | Stop loss: 2050.1519642857143 | Take profit: 2009.2975785714286
+2025-03-10 17:57:02,505 - INFO - CLOSED short at 2033.38 | PnL: 0.32% | $0.43
+2025-03-10 17:57:02,505 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1907857142858 | Take profit: 2063.9141714285715
+2025-03-10 17:57:02,524 - INFO - CLOSED long at 2030.14 | PnL: -0.16% | $-0.51
+2025-03-10 17:57:02,524 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3130142857144 | Take profit: 1999.6544285714285
+2025-03-10 17:57:02,570 - INFO - CLOSED short at 2026.48 | PnL: 0.18% | $0.16
+2025-03-10 17:57:02,571 - INFO - OPENED LONG at 2026.48 | Stop loss: 2016.3252857142857 | Take profit: 2056.9106714285717
+2025-03-10 17:57:02,585 - INFO - CLOSED long at 2029.48 | PnL: 0.15% | $0.09
+2025-03-10 17:57:02,585 - INFO - OPENED SHORT at 2029.48 | Stop loss: 2039.6497142857143 | Take profit: 1999.0043285714287
+2025-03-10 17:57:02,603 - INFO - CLOSED short at 2028.14 | PnL: 0.07% | $-0.07
+2025-03-10 17:57:02,603 - INFO - OPENED LONG at 2028.14 | Stop loss: 2017.9769857142858 | Take profit: 2058.5955714285715
+2025-03-10 17:57:02,620 - INFO - CLOSED long at 2022.0 | PnL: -0.30% | $-0.79
+2025-03-10 17:57:02,620 - INFO - OPENED SHORT at 2022.0 | Stop loss: 2032.1323142857143 | Take profit: 1991.6365285714287
+2025-03-10 17:57:02,637 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.32, Avg Loss=$-0.63
+2025-03-10 17:57:02,637 - INFO - Episode 20: Reward=16.53, Balance=$97.83, Win Rate=52.9%, Trades=17, Episode PnL=$-1.48, Total PnL=$-50.28, Max Drawdown=1.5%, Pred Accuracy=99.8%
+2025-03-10 17:57:02,738 - INFO - Model saved to checkpoints/trading_agent_episode_20.pt
+2025-03-10 17:57:02,738 - INFO - Checkpoint saved at episode 20
+2025-03-10 17:57:02,739 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:03,122 - INFO - Visualization saved for episode 20
+2025-03-10 17:57:03,857 - INFO - Visualization saved for episode 20
+2025-03-10 17:57:03,906 - INFO - Refreshing data for episode 21
+2025-03-10 17:57:03,906 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:04,210 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:04,217 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:04,232 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4141964285711 | Take profit: 1980.1511553571427
+2025-03-10 17:57:04,458 - INFO - STOP LOSS hit for short at 2020.4141964285711 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:04,473 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3334964285714 | Take profit: 1991.833255357143
+2025-03-10 17:57:04,802 - INFO - CLOSED short at 2015.25 | PnL: 0.34% | $0.48
+2025-03-10 17:57:04,803 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1512535714285 | Take profit: 2045.512494642857
+2025-03-10 17:57:04,836 - INFO - CLOSED long at 2021.35 | PnL: 0.30% | $0.40
+2025-03-10 17:57:04,836 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.479246428571 | Take profit: 1990.9960053571426
+2025-03-10 17:57:04,991 - INFO - STOP LOSS hit for short at 2031.479246428571 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:05,012 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5692964285715 | Take profit: 2006.7658553571428
+2025-03-10 17:57:05,052 - INFO - CLOSED short at 2036.06 | PnL: 0.06% | $-0.07
+2025-03-10 17:57:05,052 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8572035714285 | Take profit: 2066.6346446428574
+2025-03-10 17:57:05,073 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.33
+2025-03-10 17:57:05,073 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7802464285714 | Take profit: 2010.8930053571428
+2025-03-10 17:57:05,246 - INFO - CLOSED short at 2032.69 | PnL: 0.43% | $0.65
+2025-03-10 17:57:05,246 - INFO - OPENED LONG at 2032.69 | Stop loss: 2022.5040535714286 | Take profit: 2063.214094642857
+2025-03-10 17:57:05,263 - INFO - CLOSED long at 2036.39 | PnL: 0.18% | $0.16
+2025-03-10 17:57:05,263 - INFO - OPENED SHORT at 2036.39 | Stop loss: 2046.5944464285717 | Take profit: 2005.810405357143
+2025-03-10 17:57:05,410 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.40, Avg Loss=$-0.81
+2025-03-10 17:57:05,411 - INFO - Episode 21: Reward=19.48, Balance=$99.57, Win Rate=62.5%, Trades=8, Episode PnL=$-1.32, Total PnL=$-50.71, Max Drawdown=1.5%, Pred Accuracy=99.8%
+2025-03-10 17:57:05,411 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:05,411 - INFO - Refreshing data for episode 22
+2025-03-10 17:57:05,413 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:05,726 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:05,732 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:05,750 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4142285714286 | Take profit: 1980.151107142857
+2025-03-10 17:57:05,971 - INFO - STOP LOSS hit for short at 2020.4142285714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:05,989 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3335285714286 | Take profit: 1991.8332071428572
+2025-03-10 17:57:06,039 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:57:06,039 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8724214285712 | Take profit: 2053.388942857143
+2025-03-10 17:57:06,059 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:57:06,060 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1274785714284 | Take profit: 1992.611357142857
+2025-03-10 17:57:06,111 - INFO - CLOSED short at 2030.54 | PnL: -0.37% | $-0.92
+2025-03-10 17:57:06,112 - INFO - OPENED LONG at 2030.54 | Stop loss: 2020.3647714285714 | Take profit: 2061.031892857143
+2025-03-10 17:57:06,130 - INFO - CLOSED long at 2024.91 | PnL: -0.28% | $-0.73
+2025-03-10 17:57:06,131 - INFO - OPENED SHORT at 2024.91 | Stop loss: 2035.0570785714287 | Take profit: 1994.5025571428573
+2025-03-10 17:57:06,184 - INFO - CLOSED short at 2027.23 | PnL: -0.11% | $-0.41
+2025-03-10 17:57:06,184 - INFO - OPENED LONG at 2027.23 | Stop loss: 2017.0713214285713 | Take profit: 2057.6722428571425
+2025-03-10 17:57:06,219 - INFO - CLOSED long at 2025.88 | PnL: -0.07% | $-0.32
+2025-03-10 17:57:06,219 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0319285714286 | Take profit: 1995.4580071428572
+2025-03-10 17:57:06,276 - INFO - CLOSED short at 2018.0 | PnL: 0.39% | $0.55
+2025-03-10 17:57:06,276 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8874714285714 | Take profit: 2048.3037928571425
+2025-03-10 17:57:06,312 - INFO - CLOSED long at 2015.68 | PnL: -0.11% | $-0.41
+2025-03-10 17:57:06,313 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7809285714286 | Take profit: 1985.4110071428572
+2025-03-10 17:57:06,418 - INFO - CLOSED short at 2023.89 | PnL: -0.41% | $-0.96
+2025-03-10 17:57:06,418 - INFO - OPENED LONG at 2023.89 | Stop loss: 2013.7480214285715 | Take profit: 2054.2821428571433
+2025-03-10 17:57:06,435 - INFO - CLOSED long at 2018.06 | PnL: -0.29% | $-0.73
+2025-03-10 17:57:06,435 - INFO - OPENED SHORT at 2018.06 | Stop loss: 2028.1728285714287 | Take profit: 1987.7553071428572
+2025-03-10 17:57:06,453 - INFO - CLOSED short at 2021.63 | PnL: -0.18% | $-0.52
+2025-03-10 17:57:06,454 - INFO - OPENED LONG at 2021.63 | Stop loss: 2011.4993214285716 | Take profit: 2051.9882428571427
+2025-03-10 17:57:06,489 - INFO - CLOSED long at 2021.98 | PnL: 0.02% | $-0.15
+2025-03-10 17:57:06,489 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1124285714286 | Take profit: 1991.616507142857
+2025-03-10 17:57:06,541 - INFO - CLOSED short at 2036.18 | PnL: -0.70% | $-1.49
+2025-03-10 17:57:06,542 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9765714285716 | Take profit: 2066.756492857143
+2025-03-10 17:57:06,576 - INFO - CLOSED long at 2036.65 | PnL: 0.02% | $-0.14
+2025-03-10 17:57:06,576 - INFO - OPENED SHORT at 2036.65 | Stop loss: 2046.8557785714286 | Take profit: 2006.0664571428572
+2025-03-10 17:57:06,792 - INFO - CLOSED short at 2036.39 | PnL: 0.01% | $-0.16
+2025-03-10 17:57:06,794 - INFO - OPENED LONG at 2036.39 | Stop loss: 2026.1855214285715 | Take profit: 2066.969642857143
+2025-03-10 17:57:06,811 - INFO - CLOSED long at 2033.38 | PnL: -0.15% | $-0.45
+2025-03-10 17:57:06,811 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5694285714287 | Take profit: 2002.845507142857
+2025-03-10 17:57:06,918 - INFO - CLOSED short at 2028.14 | PnL: 0.26% | $0.29
+2025-03-10 17:57:06,918 - INFO - OPENED LONG at 2028.14 | Stop loss: 2017.9767714285715 | Take profit: 2058.595892857143
+2025-03-10 17:57:06,953 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-0.57
+2025-03-10 17:57:06,953 - INFO - Episode 22: Reward=-7.03, Balance=$91.79, Win Rate=11.1%, Trades=18, Episode PnL=$-5.09, Total PnL=$-58.92, Max Drawdown=1.2%, Pred Accuracy=99.8%
+2025-03-10 17:57:06,953 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:06,953 - INFO - Refreshing data for episode 23
+2025-03-10 17:57:06,953 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:07,271 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:07,277 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:07,293 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4142285714286 | Take profit: 1980.151107142857
+2025-03-10 17:57:07,331 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.64
+2025-03-10 17:57:07,331 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7983214285714 | Take profit: 2031.8912428571427
+2025-03-10 17:57:07,366 - INFO - CLOSED long at 1999.22 | PnL: -0.13% | $-0.46
+2025-03-10 17:57:07,366 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2386285714288 | Take profit: 1969.197907142857
+2025-03-10 17:57:07,383 - INFO - CLOSED short at 2004.48 | PnL: -0.26% | $-0.72
+2025-03-10 17:57:07,383 - INFO - OPENED LONG at 2004.48 | Stop loss: 1994.4350714285715 | Take profit: 2034.580992857143
+2025-03-10 17:57:07,400 - INFO - CLOSED long at 2002.6 | PnL: -0.09% | $-0.38
+2025-03-10 17:57:07,400 - INFO - OPENED SHORT at 2002.6 | Stop loss: 2012.6355285714285 | Take profit: 1972.5272071428572
+2025-03-10 17:57:07,468 - INFO - CLOSED short at 2009.24 | PnL: -0.33% | $-0.85
+2025-03-10 17:57:07,468 - INFO - OPENED LONG at 2009.24 | Stop loss: 1999.1712714285716 | Take profit: 2039.412392857143
+2025-03-10 17:57:07,484 - INFO - CLOSED long at 2017.88 | PnL: 0.43% | $0.64
+2025-03-10 17:57:07,484 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9919285714286 | Take profit: 1987.5780071428571
+2025-03-10 17:57:07,591 - INFO - CLOSED short at 2023.01 | PnL: -0.25% | $-0.69
+2025-03-10 17:57:07,591 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8724214285712 | Take profit: 2053.388942857143
+2025-03-10 17:57:07,608 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:57:07,608 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1274785714284 | Take profit: 1992.611357142857
+2025-03-10 17:57:07,644 - INFO - CLOSED short at 2028.21 | PnL: -0.26% | $-0.69
+2025-03-10 17:57:07,644 - INFO - OPENED LONG at 2028.21 | Stop loss: 2018.0464214285714 | Take profit: 2058.6669428571427
+2025-03-10 17:57:07,662 - INFO - CLOSED long at 2030.54 | PnL: 0.11% | $0.03
+2025-03-10 17:57:07,662 - INFO - OPENED SHORT at 2030.54 | Stop loss: 2040.7152285714287 | Take profit: 2000.0481071428571
+2025-03-10 17:57:07,710 - INFO - CLOSED short at 2022.5 | PnL: 0.40% | $0.57
+2025-03-10 17:57:07,710 - INFO - OPENED LONG at 2022.5 | Stop loss: 2012.3649714285714 | Take profit: 2052.871292857143
+2025-03-10 17:57:07,731 - INFO - CLOSED long at 2027.23 | PnL: 0.23% | $0.26
+2025-03-10 17:57:07,731 - INFO - OPENED SHORT at 2027.23 | Stop loss: 2037.3886785714287 | Take profit: 1996.7877571428571
+2025-03-10 17:57:07,749 - INFO - CLOSED short at 2027.61 | PnL: -0.02% | $-0.23
+2025-03-10 17:57:07,749 - INFO - OPENED LONG at 2027.61 | Stop loss: 2017.4494214285712 | Take profit: 2058.0579428571427
+2025-03-10 17:57:07,766 - INFO - CLOSED long at 2025.88 | PnL: -0.09% | $-0.36
+2025-03-10 17:57:07,766 - INFO - OPENED SHORT at 2025.88 | Stop loss: 2036.0319285714286 | Take profit: 1995.4580071428572
+2025-03-10 17:57:07,782 - INFO - CLOSED short at 2026.01 | PnL: -0.01% | $-0.21
+2025-03-10 17:57:07,782 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8574214285713 | Take profit: 2056.433942857143
+2025-03-10 17:57:07,804 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.56
+2025-03-10 17:57:07,804 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2732285714285 | Take profit: 1991.7741071428572
+2025-03-10 17:57:07,821 - INFO - CLOSED short at 2018.0 | PnL: 0.20% | $0.20
+2025-03-10 17:57:07,821 - INFO - OPENED LONG at 2018.0 | Stop loss: 2007.8874714285714 | Take profit: 2048.3037928571425
+2025-03-10 17:57:07,838 - INFO - CLOSED long at 2015.43 | PnL: -0.13% | $-0.44
+2025-03-10 17:57:07,838 - INFO - OPENED SHORT at 2015.43 | Stop loss: 2025.5296785714283 | Take profit: 1985.164757142857
+2025-03-10 17:57:07,854 - INFO - CLOSED short at 2015.68 | PnL: -0.01% | $-0.21
+2025-03-10 17:57:07,854 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5790714285715 | Take profit: 2045.9489928571431
+2025-03-10 17:57:07,870 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.33
+2025-03-10 17:57:07,870 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3136285714284 | Take profit: 1983.9729071428571
+2025-03-10 17:57:07,890 - INFO - CLOSED short at 2015.25 | PnL: -0.05% | $-0.29
+2025-03-10 17:57:07,890 - INFO - OPENED LONG at 2015.25 | Stop loss: 2005.1512214285715 | Take profit: 2045.5125428571428
+2025-03-10 17:57:07,908 - INFO - CLOSED long at 2017.02 | PnL: 0.09% | $-0.02
+2025-03-10 17:57:07,908 - INFO - OPENED SHORT at 2017.02 | Stop loss: 2027.1276285714284 | Take profit: 1986.730907142857
+2025-03-10 17:57:08,068 - INFO - STOP LOSS hit for short at 2027.1276285714284 | PnL: -0.50% | $-1.14
+2025-03-10 17:57:08,085 - INFO - OPENED LONG at 2036.18 | Stop loss: 2025.9765714285716 | Take profit: 2066.756492857143
+2025-03-10 17:57:08,102 - INFO - CLOSED long at 2037.36 | PnL: 0.06% | $-0.08
+2025-03-10 17:57:08,103 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5693285714283 | Take profit: 2006.765807142857
+2025-03-10 17:57:08,139 - INFO - CLOSED short at 2036.06 | PnL: 0.06% | $-0.07
+2025-03-10 17:57:08,139 - INFO - OPENED LONG at 2036.06 | Stop loss: 2025.8571714285715 | Take profit: 2066.634692857143
+2025-03-10 17:57:08,160 - INFO - CLOSED long at 2041.55 | PnL: 0.27% | $0.32
+2025-03-10 17:57:08,160 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7802785714284 | Take profit: 2010.892957142857
+2025-03-10 17:57:08,306 - INFO - CLOSED short at 2029.3 | PnL: 0.60% | $0.94
+2025-03-10 17:57:08,306 - INFO - OPENED LONG at 2029.3 | Stop loss: 2019.1309714285715 | Take profit: 2059.7732928571427
+2025-03-10 17:57:08,325 - INFO - CLOSED long at 2032.69 | PnL: 0.17% | $0.13
+2025-03-10 17:57:08,325 - INFO - OPENED SHORT at 2032.69 | Stop loss: 2042.8759785714285 | Take profit: 2002.1658571428572
+2025-03-10 17:57:08,341 - INFO - CLOSED short at 2036.39 | PnL: -0.18% | $-0.53
+2025-03-10 17:57:08,359 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5694285714287 | Take profit: 2002.845507142857
+2025-03-10 17:57:08,433 - INFO - CLOSED short at 2026.48 | PnL: 0.34% | $0.45
+2025-03-10 17:57:08,433 - INFO - OPENED LONG at 2026.48 | Stop loss: 2016.3250714285714 | Take profit: 2056.910992857143
+2025-03-10 17:57:08,451 - INFO - CLOSED long at 2029.48 | PnL: 0.15% | $0.09
+2025-03-10 17:57:08,451 - INFO - OPENED SHORT at 2029.48 | Stop loss: 2039.6499285714287 | Take profit: 1999.004007142857
+2025-03-10 17:57:08,469 - INFO - CLOSED short at 2028.14 | PnL: 0.07% | $-0.06
+2025-03-10 17:57:08,469 - INFO - OPENED LONG at 2028.14 | Stop loss: 2017.9767714285715 | Take profit: 2058.595892857143
+2025-03-10 17:57:08,488 - INFO - CLOSED long at 2022.0 | PnL: -0.30% | $-0.76
+2025-03-10 17:57:08,488 - INFO - OPENED SHORT at 2022.0 | Stop loss: 2032.1325285714288 | Take profit: 1991.636207142857
+2025-03-10 17:57:08,504 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.39, Avg Loss=$-0.42
+2025-03-10 17:57:08,505 - INFO - Episode 23: Reward=-1.44, Balance=$94.98, Win Rate=33.3%, Trades=33, Episode PnL=$-2.90, Total PnL=$-63.94, Max Drawdown=5.4%, Pred Accuracy=99.8%
+2025-03-10 17:57:08,505 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:08,506 - INFO - Refreshing data for episode 24
+2025-03-10 17:57:08,506 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:08,811 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:08,816 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:08,837 - INFO - OPENED LONG at 2010.34 | Stop loss: 2000.2657714285713 | Take profit: 2040.5288928571429
+2025-03-10 17:57:08,854 - INFO - CLOSED long at 2008.03 | PnL: -0.11% | $-0.43
+2025-03-10 17:57:08,854 - INFO - OPENED SHORT at 2008.03 | Stop loss: 2018.0926785714287 | Take profit: 1977.875757142857
+2025-03-10 17:57:08,890 - INFO - CLOSED short at 2002.1 | PnL: 0.30% | $0.38
+2025-03-10 17:57:08,908 - INFO - OPENED SHORT at 1999.22 | Stop loss: 2009.2386285714288 | Take profit: 1969.197907142857
+2025-03-10 17:57:08,999 - INFO - STOP LOSS hit for short at 2009.2386285714288 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:09,021 - INFO - OPENED SHORT at 2017.88 | Stop loss: 2027.9919285714286 | Take profit: 1987.5780071428571
+2025-03-10 17:57:09,158 - INFO - STOP LOSS hit for short at 2027.9919285714286 | PnL: -0.50% | $-1.17
+2025-03-10 17:57:09,176 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3735785714284 | Take profit: 1997.7530571428572
+2025-03-10 17:57:09,316 - INFO - CLOSED short at 2022.14 | PnL: 0.30% | $0.38
+2025-03-10 17:57:09,341 - INFO - OPENED SHORT at 2018.0 | Stop loss: 2028.1125285714288 | Take profit: 1987.696207142857
+2025-03-10 17:57:09,565 - INFO - STOP LOSS hit for short at 2028.1125285714288 | PnL: -0.50% | $-1.16
+2025-03-10 17:57:09,582 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3834285714286 | Take profit: 2005.603507142857
+2025-03-10 17:57:09,788 - INFO - CLOSED short at 2028.7 | PnL: 0.37% | $0.51
+2025-03-10 17:57:09,788 - INFO - OPENED LONG at 2028.7 | Stop loss: 2018.5339714285715 | Take profit: 2059.164292857143
+2025-03-10 17:57:09,804 - INFO - CLOSED long at 2029.3 | PnL: 0.03% | $-0.14
+2025-03-10 17:57:09,804 - INFO - OPENED SHORT at 2029.3 | Stop loss: 2039.4690285714285 | Take profit: 1998.826707142857
+2025-03-10 17:57:09,933 - INFO - CLOSED short at 2026.48 | PnL: 0.14% | $0.07
+2025-03-10 17:57:09,934 - INFO - OPENED LONG at 2026.48 | Stop loss: 2016.3250714285714 | Take profit: 2056.910992857143
+2025-03-10 17:57:09,950 - INFO - CLOSED long at 2029.48 | PnL: 0.15% | $0.09
+2025-03-10 17:57:09,950 - INFO - OPENED SHORT at 2029.48 | Stop loss: 2039.6499285714287 | Take profit: 1999.004007142857
+2025-03-10 17:57:10,000 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.29, Avg Loss=$-0.82
+2025-03-10 17:57:10,001 - INFO - Episode 24: Reward=17.59, Balance=$97.36, Win Rate=50.0%, Trades=10, Episode PnL=$-2.17, Total PnL=$-66.58, Max Drawdown=3.2%, Pred Accuracy=99.8%
+2025-03-10 17:57:10,001 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:10,002 - INFO - Refreshing data for episode 25
+2025-03-10 17:57:10,002 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:10,319 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:10,325 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:10,614 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4142285714286 | Take profit: 1980.151107142857
+2025-03-10 17:57:10,652 - INFO - CLOSED short at 2001.83 | PnL: 0.42% | $0.64
+2025-03-10 17:57:10,652 - INFO - OPENED LONG at 2001.83 | Stop loss: 1991.7983214285714 | Take profit: 2031.8912428571427
+2025-03-10 17:57:10,669 - INFO - CLOSED long at 2002.1 | PnL: 0.01% | $-0.17
+2025-03-10 17:57:10,669 - INFO - OPENED SHORT at 2002.1 | Stop loss: 2012.1330285714284 | Take profit: 1972.034707142857
+2025-03-10 17:57:10,763 - INFO - CLOSED short at 2008.1 | PnL: -0.30% | $-0.79
+2025-03-10 17:57:10,782 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3087285714284 | Take profit: 1979.067607142857
+2025-03-10 17:57:10,839 - INFO - STOP LOSS hit for short at 2019.3087285714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:10,855 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3335285714286 | Take profit: 1991.8332071428572
+2025-03-10 17:57:11,186 - INFO - CLOSED short at 2017.02 | PnL: 0.26% | $0.30
+2025-03-10 17:57:11,205 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4792785714283 | Take profit: 1990.9959571428572
+2025-03-10 17:57:11,341 - INFO - STOP LOSS hit for short at 2031.4792785714283 | PnL: -0.50% | $-1.17
+2025-03-10 17:57:11,365 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5693285714283 | Take profit: 2006.765807142857
+2025-03-10 17:57:11,598 - INFO - CLOSED short at 2033.38 | PnL: 0.20% | $0.18
+2025-03-10 17:57:11,599 - INFO - OPENED LONG at 2033.38 | Stop loss: 2023.1905714285715 | Take profit: 2063.914492857143
+2025-03-10 17:57:11,615 - INFO - CLOSED long at 2030.14 | PnL: -0.16% | $-0.50
+2025-03-10 17:57:11,615 - INFO - OPENED SHORT at 2030.14 | Stop loss: 2040.3132285714285 | Take profit: 1999.6541071428574
+2025-03-10 17:57:11,735 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.38, Avg Loss=$-0.77
+2025-03-10 17:57:11,736 - INFO - Episode 25: Reward=13.73, Balance=$97.30, Win Rate=37.5%, Trades=8, Episode PnL=$-2.03, Total PnL=$-69.28, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:57:11,736 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:11,737 - INFO - Refreshing data for episode 26
+2025-03-10 17:57:11,737 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:12,071 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:12,077 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:12,093 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4142285714286 | Take profit: 1980.151107142857
+2025-03-10 17:57:12,306 - INFO - STOP LOSS hit for short at 2020.4142285714286 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:12,327 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3335285714286 | Take profit: 1991.8332071428572
+2025-03-10 17:57:12,781 - INFO - CLOSED short at 2018.09 | PnL: 0.20% | $0.20
+2025-03-10 17:57:12,799 - INFO - OPENED SHORT at 2021.98 | Stop loss: 2032.1124285714286 | Take profit: 1991.616507142857
+2025-03-10 17:57:12,852 - INFO - STOP LOSS hit for short at 2032.1124285714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:57:12,872 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5693285714283 | Take profit: 2006.765807142857
+2025-03-10 17:57:13,121 - INFO - CLOSED short at 2036.39 | PnL: 0.05% | $-0.10
+2025-03-10 17:57:13,141 - INFO - OPENED SHORT at 2033.38 | Stop loss: 2043.5694285714287 | Take profit: 2002.845507142857
+2025-03-10 17:57:13,275 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.20, Avg Loss=$-0.82
+2025-03-10 17:57:13,275 - INFO - Episode 26: Reward=14.31, Balance=$97.73, Win Rate=25.0%, Trades=4, Episode PnL=$-2.27, Total PnL=$-71.55, Max Drawdown=2.3%, Pred Accuracy=99.8%
+2025-03-10 17:57:13,276 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:13,276 - INFO - Refreshing data for episode 27
+2025-03-10 17:57:13,276 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:13,576 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:13,582 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:13,598 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4142285714286 | Take profit: 1980.151107142857
+2025-03-10 17:57:13,733 - INFO - CLOSED short at 2009.04 | PnL: 0.06% | $-0.07
+2025-03-10 17:57:13,753 - INFO - OPENED SHORT at 2008.1 | Stop loss: 2018.1630285714284 | Take profit: 1977.9447071428572
+2025-03-10 17:57:13,817 - INFO - STOP LOSS hit for short at 2018.1630285714284 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:13,836 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3335285714286 | Take profit: 1991.8332071428572
+2025-03-10 17:57:14,132 - INFO - CLOSED short at 2015.43 | PnL: 0.33% | $0.46
+2025-03-10 17:57:14,151 - INFO - OPENED SHORT at 2015.68 | Stop loss: 2025.7809285714286 | Take profit: 1985.4110071428572
+2025-03-10 17:57:14,346 - INFO - STOP LOSS hit for short at 2025.7809285714286 | PnL: -0.50% | $-1.18
+2025-03-10 17:57:14,364 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3834285714286 | Take profit: 2005.603507142857
+2025-03-10 17:57:14,761 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.46, Avg Loss=$-0.81
+2025-03-10 17:57:14,762 - INFO - Episode 27: Reward=14.49, Balance=$98.02, Win Rate=25.0%, Trades=4, Episode PnL=$-1.98, Total PnL=$-73.52, Max Drawdown=2.0%, Pred Accuracy=99.8%
+2025-03-10 17:57:14,762 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:14,763 - INFO - Refreshing data for episode 28
+2025-03-10 17:57:14,763 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:15,075 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:15,082 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:15,101 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4144857142855 | Take profit: 1980.1507214285714
+2025-03-10 17:57:15,317 - INFO - STOP LOSS hit for short at 2020.4144857142855 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:15,334 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3337857142856 | Take profit: 1991.8328214285716
+2025-03-10 17:57:15,839 - INFO - STOP LOSS hit for short at 2032.3337857142856 | PnL: -0.50% | $-1.17
+2025-03-10 17:57:15,857 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5695857142855 | Take profit: 2006.7654214285712
+2025-03-10 17:57:16,239 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-1.18
+2025-03-10 17:57:16,239 - INFO - Episode 28: Reward=14.10, Balance=$97.64, Win Rate=0.0%, Trades=2, Episode PnL=$-2.36, Total PnL=$-75.89, Max Drawdown=2.4%, Pred Accuracy=99.8%
+2025-03-10 17:57:16,240 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:16,240 - INFO - Refreshing data for episode 29
+2025-03-10 17:57:16,240 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:16,553 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:16,559 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:16,578 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4145642857143 | Take profit: 1980.1506035714285
+2025-03-10 17:57:16,800 - INFO - STOP LOSS hit for short at 2020.4145642857143 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:16,817 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3338642857143 | Take profit: 1991.8327035714287
+2025-03-10 17:57:17,320 - INFO - CLOSED short at 2029.0 | PnL: -0.34% | $-0.85
+2025-03-10 17:57:17,320 - INFO - OPENED LONG at 2029.0 | Stop loss: 2018.8321357142859 | Take profit: 2059.469296428572
+2025-03-10 17:57:17,337 - INFO - CLOSED long at 2036.18 | PnL: 0.35% | $0.49
+2025-03-10 17:57:17,337 - INFO - OPENED SHORT at 2036.18 | Stop loss: 2046.3837642857143 | Take profit: 2005.6030035714286
+2025-03-10 17:57:17,386 - INFO - CLOSED short at 2036.06 | PnL: 0.01% | $-0.18
+2025-03-10 17:57:17,403 - INFO - OPENED SHORT at 2041.55 | Stop loss: 2051.7806142857144 | Take profit: 2010.8924535714284
+2025-03-10 17:57:17,746 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.49, Avg Loss=$-0.74
+2025-03-10 17:57:17,747 - INFO - Episode 29: Reward=12.19, Balance=$98.27, Win Rate=25.0%, Trades=4, Episode PnL=$-2.22, Total PnL=$-77.62, Max Drawdown=1.7%, Pred Accuracy=99.9%
+2025-03-10 17:57:17,748 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:17,748 - INFO - Refreshing data for episode 30
+2025-03-10 17:57:17,748 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:18,075 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:18,081 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:18,634 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4145964285713 | Take profit: 1980.1505553571426
+2025-03-10 17:57:18,862 - INFO - STOP LOSS hit for short at 2020.4145964285713 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:18,880 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3338964285715 | Take profit: 1991.832655357143
+2025-03-10 17:57:19,229 - INFO - CLOSED short at 2017.02 | PnL: 0.26% | $0.31
+2025-03-10 17:57:19,247 - INFO - OPENED SHORT at 2021.35 | Stop loss: 2031.4796464285714 | Take profit: 1990.9954053571428
+2025-03-10 17:57:19,403 - INFO - STOP LOSS hit for short at 2031.4796464285714 | PnL: -0.50% | $-1.18
+2025-03-10 17:57:19,421 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5696964285714 | Take profit: 2006.7652553571427
+2025-03-10 17:57:19,500 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.04
+2025-03-10 17:57:19,500 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.7523535714286 | Take profit: 2065.508594642857
+2025-03-10 17:57:19,517 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:57:19,517 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0873964285713 | Take profit: 2002.372155357143
+2025-03-10 17:57:19,534 - INFO - CLOSED short at 2031.82 | PnL: 0.05% | $-0.09
+2025-03-10 17:57:19,534 - INFO - OPENED LONG at 2031.82 | Stop loss: 2021.6380035714285 | Take profit: 2062.331644642857
+2025-03-10 17:57:19,551 - INFO - CLOSED long at 2029.31 | PnL: -0.12% | $-0.43
+2025-03-10 17:57:19,551 - INFO - OPENED SHORT at 2029.31 | Stop loss: 2039.4794464285715 | Take profit: 1998.8360053571428
+2025-03-10 17:57:19,807 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.17, Avg Loss=$-0.66
+2025-03-10 17:57:19,807 - INFO - Episode 30: Reward=12.50, Balance=$97.06, Win Rate=28.6%, Trades=7, Episode PnL=$-2.12, Total PnL=$-80.56, Max Drawdown=2.1%, Pred Accuracy=99.9%
+2025-03-10 17:57:19,912 - INFO - Model saved to checkpoints/trading_agent_episode_30.pt
+2025-03-10 17:57:19,913 - INFO - Checkpoint saved at episode 30
+2025-03-10 17:57:19,913 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:20,308 - INFO - Visualization saved for episode 30
+2025-03-10 17:57:21,061 - INFO - Visualization saved for episode 30
+2025-03-10 17:57:21,118 - INFO - Refreshing data for episode 31
+2025-03-10 17:57:21,118 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:21,443 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:21,449 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:21,474 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4147357142856 | Take profit: 1980.1503464285713
+2025-03-10 17:57:21,628 - INFO - CLOSED short at 2009.04 | PnL: 0.06% | $-0.07
+2025-03-10 17:57:21,629 - INFO - OPENED LONG at 2009.04 | Stop loss: 1998.9717642857142 | Take profit: 2039.2101535714285
+2025-03-10 17:57:21,666 - INFO - CLOSED long at 2009.24 | PnL: 0.01% | $-0.18
+2025-03-10 17:57:21,666 - INFO - OPENED SHORT at 2009.24 | Stop loss: 2019.3092357142857 | Take profit: 1979.0668464285714
+2025-03-10 17:57:21,727 - INFO - STOP LOSS hit for short at 2019.3092357142857 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:21,743 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3340357142858 | Take profit: 1991.8324464285715
+2025-03-10 17:57:21,798 - INFO - CLOSED short at 2023.01 | PnL: -0.04% | $-0.27
+2025-03-10 17:57:21,799 - INFO - OPENED LONG at 2023.01 | Stop loss: 2012.8719142857142 | Take profit: 2053.3897035714285
+2025-03-10 17:57:21,818 - INFO - CLOSED long at 2022.99 | PnL: -0.00% | $-0.20
+2025-03-10 17:57:21,819 - INFO - OPENED SHORT at 2022.99 | Stop loss: 2033.1279857142858 | Take profit: 1992.6105964285714
+2025-03-10 17:57:22,303 - INFO - STOP LOSS hit for short at 2033.1279857142858 | PnL: -0.50% | $-1.17
+2025-03-10 17:57:22,321 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5698357142855 | Take profit: 2006.7650464285712
+2025-03-10 17:57:22,684 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.00, Avg Loss=$-0.51
+2025-03-10 17:57:22,685 - INFO - Episode 31: Reward=9.32, Balance=$96.93, Win Rate=0.0%, Trades=6, Episode PnL=$-2.69, Total PnL=$-83.63, Max Drawdown=3.1%, Pred Accuracy=99.9%
+2025-03-10 17:57:22,685 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:22,686 - INFO - Refreshing data for episode 32
+2025-03-10 17:57:22,686 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:22,997 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:23,004 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:23,022 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4147392857142 | Take profit: 1980.1503410714286
+2025-03-10 17:57:23,244 - INFO - STOP LOSS hit for short at 2020.4147392857142 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:23,258 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.3340392857142 | Take profit: 1991.8324410714285
+2025-03-10 17:57:23,505 - INFO - CLOSED short at 2026.01 | PnL: -0.19% | $-0.56
+2025-03-10 17:57:23,505 - INFO - OPENED LONG at 2026.01 | Stop loss: 2015.8569107142857 | Take profit: 2056.4347089285716
+2025-03-10 17:57:23,525 - INFO - CLOSED long at 2022.14 | PnL: -0.19% | $-0.57
+2025-03-10 17:57:23,525 - INFO - OPENED SHORT at 2022.14 | Stop loss: 2032.2737392857143 | Take profit: 1991.7733410714286
+2025-03-10 17:57:23,579 - INFO - CLOSED short at 2015.68 | PnL: 0.32% | $0.42
+2025-03-10 17:57:23,579 - INFO - OPENED LONG at 2015.68 | Stop loss: 2005.5785607142857 | Take profit: 2045.9497589285716
+2025-03-10 17:57:23,594 - INFO - CLOSED long at 2014.22 | PnL: -0.07% | $-0.33
+2025-03-10 17:57:23,594 - INFO - OPENED SHORT at 2014.22 | Stop loss: 2024.3141392857142 | Take profit: 1983.9721410714285
+2025-03-10 17:57:23,668 - INFO - STOP LOSS hit for short at 2024.3141392857142 | PnL: -0.50% | $-1.16
+2025-03-10 17:57:23,685 - INFO - OPENED SHORT at 2023.89 | Stop loss: 2034.0324892857145 | Take profit: 1993.4970910714287
+2025-03-10 17:57:23,755 - INFO - CLOSED short at 2021.98 | PnL: 0.09% | $-0.01
+2025-03-10 17:57:23,756 - INFO - OPENED LONG at 2021.98 | Stop loss: 2011.8470607142858 | Take profit: 2052.3442589285714
+2025-03-10 17:57:23,776 - INFO - CLOSED long at 2023.86 | PnL: 0.09% | $-0.01
+2025-03-10 17:57:23,776 - INFO - OPENED SHORT at 2023.86 | Stop loss: 2034.0023392857142 | Take profit: 1993.4675410714285
+2025-03-10 17:57:23,814 - INFO - STOP LOSS hit for short at 2034.0023392857142 | PnL: -0.50% | $-1.15
+2025-03-10 17:57:23,833 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5698392857141 | Take profit: 2006.7650410714284
+2025-03-10 17:57:24,258 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.42, Avg Loss=$-0.62
+2025-03-10 17:57:24,259 - INFO - Episode 32: Reward=8.93, Balance=$95.44, Win Rate=11.1%, Trades=9, Episode PnL=$-3.65, Total PnL=$-88.19, Max Drawdown=4.6%, Pred Accuracy=99.9%
+2025-03-10 17:57:24,259 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:24,260 - INFO - Refreshing data for episode 33
+2025-03-10 17:57:24,260 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:24,593 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:24,602 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:24,620 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4149571428568 | Take profit: 1980.1500142857142
+2025-03-10 17:57:24,844 - INFO - STOP LOSS hit for short at 2020.4149571428568 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:24,863 - INFO - OPENED SHORT at 2022.2 | Stop loss: 2032.334257142857 | Take profit: 1991.8321142857142
+2025-03-10 17:57:25,400 - INFO - STOP LOSS hit for short at 2032.334257142857 | PnL: -0.50% | $-1.17
+2025-03-10 17:57:25,418 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5700571428572 | Take profit: 2006.7647142857143
+2025-03-10 17:57:25,500 - INFO - CLOSED short at 2034.95 | PnL: 0.12% | $0.04
+2025-03-10 17:57:25,500 - INFO - OPENED LONG at 2034.95 | Stop loss: 2024.751992857143 | Take profit: 2065.509135714286
+2025-03-10 17:57:25,515 - INFO - CLOSED long at 2032.9 | PnL: -0.10% | $-0.39
+2025-03-10 17:57:25,516 - INFO - OPENED SHORT at 2032.9 | Stop loss: 2043.0877571428573 | Take profit: 2002.3716142857143
+2025-03-10 17:57:25,811 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.04, Avg Loss=$-0.92
+2025-03-10 17:57:25,812 - INFO - Episode 33: Reward=13.79, Balance=$97.28, Win Rate=25.0%, Trades=4, Episode PnL=$-2.33, Total PnL=$-90.90, Max Drawdown=2.4%, Pred Accuracy=99.9%
+2025-03-10 17:57:25,812 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:25,812 - INFO - Refreshing data for episode 34
+2025-03-10 17:57:25,814 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:26,128 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:26,135 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:26,153 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4149964285712 | Take profit: 1980.1499553571427
+2025-03-10 17:57:26,222 - INFO - CLOSED short at 1999.22 | PnL: 0.55% | $0.90
+2025-03-10 17:57:26,223 - INFO - OPENED LONG at 1999.22 | Stop loss: 1989.2006035714287 | Take profit: 2029.243244642857
+2025-03-10 17:57:26,240 - INFO - CLOSED long at 2004.48 | PnL: 0.26% | $0.33
+2025-03-10 17:57:26,240 - INFO - OPENED SHORT at 2004.48 | Stop loss: 2014.5256964285713 | Take profit: 1974.3778553571428
+2025-03-10 17:57:26,341 - INFO - STOP LOSS hit for short at 2014.5256964285713 | PnL: -0.50% | $-1.20
+2025-03-10 17:57:26,359 - INFO - OPENED SHORT at 2014.13 | Stop loss: 2024.2239464285715 | Take profit: 1983.883105357143
+2025-03-10 17:57:26,482 - INFO - STOP LOSS hit for short at 2024.2239464285715 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:26,501 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3743464285715 | Take profit: 1997.751905357143
+2025-03-10 17:57:26,725 - INFO - CLOSED short at 2014.22 | PnL: 0.69% | $1.15
+2025-03-10 17:57:26,743 - INFO - OPENED SHORT at 2015.25 | Stop loss: 2025.3495464285716 | Take profit: 1984.9863053571428
+2025-03-10 17:57:26,832 - INFO - CLOSED short at 2018.06 | PnL: -0.14% | $-0.47
+2025-03-10 17:57:26,851 - INFO - OPENED SHORT at 2021.63 | Stop loss: 2031.7614464285716 | Take profit: 1991.2706053571428
+2025-03-10 17:57:26,944 - INFO - STOP LOSS hit for short at 2031.7614464285716 | PnL: -0.50% | $-1.18
+2025-03-10 17:57:26,966 - INFO - OPENED SHORT at 2037.36 | Stop loss: 2047.5700964285713 | Take profit: 2006.7646553571428
+2025-03-10 17:57:27,372 - INFO - Trade Analysis: Win Rate=0.0% in uptrends, 0.0% in downtrends | Avg Win=$0.79, Avg Loss=$-1.01
+2025-03-10 17:57:27,372 - INFO - Episode 34: Reward=17.54, Balance=$98.33, Win Rate=42.9%, Trades=7, Episode PnL=$-2.00, Total PnL=$-92.58, Max Drawdown=1.7%, Pred Accuracy=99.9%
+2025-03-10 17:57:27,373 - INFO - Reducing learning rate to 0.000010
+2025-03-10 17:57:27,373 - INFO - Refreshing data for episode 35
+2025-03-10 17:57:27,373 - INFO - Fetching initial data for ETH/USDT
+2025-03-10 17:57:27,902 - INFO - Fetched 100 candles for ETH/USDT (1m)
+2025-03-10 17:57:27,907 - INFO - Initialized environment with 100 candles
+2025-03-10 17:57:28,196 - INFO - OPENED SHORT at 2010.34 | Stop loss: 2020.4149964285712 | Take profit: 1980.1499553571427
+2025-03-10 17:57:28,411 - INFO - STOP LOSS hit for short at 2020.4149964285712 | PnL: -0.50% | $-1.19
+2025-03-10 17:57:28,430 - INFO - OPENED LONG at 2022.2 | Stop loss: 2012.0657035714287 | Take profit: 2052.5679446428576
+2025-03-10 17:57:28,447 - INFO - CLOSED long at 2021.01 | PnL: -0.06% | $-0.31
+2025-03-10 17:57:28,447 - INFO - OPENED SHORT at 2021.01 | Stop loss: 2031.1383464285714 | Take profit: 1990.6599053571429
+2025-03-10 17:57:28,513 - INFO - STOP LOSS hit for short at 2031.1383464285714 | PnL: -0.50% | $-1.17
+2025-03-10 17:57:28,532 - INFO - OPENED SHORT at 2028.21 | Stop loss: 2038.3743464285715 | Take profit: 1997.751905357143
diff --git a/crypto/gogo2/training_results.png b/crypto/gogo2/training_results.png
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diff --git a/crypto/gogo2/visualizations/training_episode_30.png b/crypto/gogo2/visualizations/training_episode_30.png
index d0ed5d0..45e1594 100644
Binary files a/crypto/gogo2/visualizations/training_episode_30.png and b/crypto/gogo2/visualizations/training_episode_30.png differ