Merge commit '3e924b32ac1737c859430186ddf6f288a1fba465' into march-trader-sonnet-3.7

.gitignore

@@ -32,6 +32,10 @@ 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_*.pt
+*trading_agent_continuous_*.pt
+*trading_agent_episode_*.pt
+crypto/gogo2/models/trading_agent_continuous_150.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

@@ -16,4 +16,9 @@ C:\Users\popov\miniforge3\Lib\site-packages\torch\amp\grad_scaler.py:132: UserWa
 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.
+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": 9.268344827764809, "best_win_rate": 73.33333333333333, "last_episode": 30, "timestamp": "2025-03-10T17:57:19.913481"}

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