Merge commit '621a2505bd55db0f8295e5379638d7b1c7523620'

.gitignore

@@ -32,4 +32,6 @@ crypto/sol/.vs/*
 crypto/brian/models/best/*
 crypto/brian/models/last/*
 crypto/brian/live_chart.html
-crypto/gogo2/models/*
+crypto/gogo2/trading_bot.log
+*.log
+crypto/gogo2/checkpoints/trading_agent_episode_30.pt

crypto/gogo2/.vscode/launch.json

@@ -6,7 +6,7 @@
             "type": "python",
             "request": "launch",
             "program": "main.py",
-            "args": ["--mode", "train", "--episodes", "1000"],
+            "args": ["--mode", "train", "--episodes", "100"],
             "console": "integratedTerminal",
             "justMyCode": true
         },
@@ -36,6 +36,15 @@
             "args": ["--mode", "live"],
             "console": "integratedTerminal",
             "justMyCode": true
+        },
+        {
+            "name": "Continuous Training",
+            "type": "python",
+            "request": "launch",
+            "program": "main.py",
+            "args": ["--mode", "continuous", "--refresh-data"],
+            "console": "integratedTerminal",
+            "justMyCode": true
         }
     ]
 }

crypto/gogo2/_notes.md

@@ -0,0 +1,24 @@
+
+
+ensure we use GPU if available to train faster. during training we need to have RL loop that looks at streaming data, and retrospective backtesting/training on predictions. sincr the start of the traing we're only loosing. implement robust penalty and analysis when closing a loosing trade and improve the reward function.
+
+
+
+
+2025-03-10 12:11:28,651 - INFO - Initialized environment with 500 candles
+C:\Users\popov\miniforge3\Lib\site-packages\torch\nn\modules\transformer.py:385: UserWarning: enable_nested_tensor is True, but self.use_nested_tensor is False because encoder_layer.self_attn.batch_first was not True(use batch_first for better inference performance)
+  warnings.warn(
+main.py:1105: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
+  self.scaler = amp.GradScaler()
+C:\Users\popov\miniforge3\Lib\site-packages\torch\amp\grad_scaler.py:132: UserWarning: torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.
+  warnings.warn(
+2025-03-10 12:11:30,927 - INFO - Starting training for 1000 episodes...
+2025-03-10 12:11:30,927 - INFO - Starting training on device: cpu
+2025-03-10 12:11:30,928 - ERROR - Training failed: 'TradingEnvironment' object has no attribute 'initialize_price_predictor'
+2025-03-10 12:11:30,928 - INFO - Exchange connection closed
+Backend tkagg is interactive backend. Turning interactive mode on.
+
+
+
+
+2025-03-10 12:35:14,489 - INFO - Episode 34: Reward=232.41, Balance=$98.47, Win Rate=70.6%, Trades=17, Episode PnL=$-1.33, Total PnL=$-559.78, Max Drawdown=7.0%, Pred Accuracy=99.9%

crypto/gogo2/checkpoints/best_metrics.json

@@ -0,0 +1 @@
+{"best_reward": 202.7441047517104, "best_pnl": 9.19044876852315, "best_win_rate": 73.33333333333333, "last_episode": 30, "timestamp": "2025-03-10T16:25:14.651996"}

crypto/gogo2/cuda.py

@@ -0,0 +1,4 @@
+import torch
+print(f"PyTorch version: {torch.__version__}")
+print(f"CUDA available: {torch.cuda.is_available()}")
+print(f"CUDA version: {torch.version.cuda if torch.cuda.is_available() else 'Not available'}")

crypto/gogo2/readme.md

@@ -46,6 +46,12 @@ pip install -r requirements.txt
 ```bash
 MEXC_API_KEY=your_api_key
 MEXC_API_SECRET=your_api_secret
+
+
+cuda support
+
+```bash
+pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118
 ```
 ## Usage
 

crypto/gogo2/requirements.txt

@@ -6,4 +6,5 @@ python-dotenv>=0.19.0
 ccxt>=2.0.0
 websockets>=10.0
 tensorboard>=2.6.0 
-scikit-learn
+scikit-learn
+mplfinance

crypto/gogo2/training_stats.csv

@@ -0,0 +1 @@
+episode_rewards,episode_lengths,balances,win_rates,episode_pnls,cumulative_pnl,drawdowns,prediction_accuracy