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.vscode/tasks.json

@@ -1,16 +1,26 @@
 {
     "version": "2.0.0",
     "tasks": [
+        {
+            "label": "Kill Stale Processes",
+            "type": "shell",
+            "command": "python",
+            "args": [
+                "-c",
+                "import psutil; [p.kill() for p in psutil.process_iter() if any(x in p.name().lower() for x in ['python', 'tensorboard']) and any(x in ' '.join(p.cmdline()) for x in ['scalping', 'training', 'tensorboard']) and p.pid != psutil.Process().pid]; print('Stale processes killed')"
+            ],
+            "presentation": {
+                "reveal": "silent",
+                "panel": "shared"
+            },
+            "problemMatcher": []
+        },
         {
             "label": "Start TensorBoard",
             "type": "shell",
             "command": "python",
             "args": [
-                "utils/launch_tensorboard.py",
-                "--logdir=NN/models/saved/logs",
-                "--preferred-port=6007",
-                "--port-range=6000-7000",
-                "--kill-stale"
+                "run_tensorboard.py"
             ],
             "isBackground": true,
             "problemMatcher": {
@@ -22,30 +32,75 @@
                 },
                 "background": {
                     "activeOnStart": true,
-                    "beginsPattern": ".*TensorBoard.*",
-                    "endsPattern": ".*TensorBoard available at.*"
+                    "beginsPattern": ".*Starting TensorBoard.*",
+                    "endsPattern": ".*TensorBoard.*available.*"
                 }
             },
             "presentation": {
                 "reveal": "always",
-                "panel": "new"
+                "panel": "new",
+                "group": "monitoring"
             },
             "runOptions": {
                 "runOn": "folderOpen"
             }
         },
         {
-            "label": "Kill Stale Processes",
+            "label": "Monitor GPU Usage",
             "type": "shell",
             "command": "python",
             "args": [
-                "utils/port_manager.py",
-                "--kill-stale"
+                "-c",
+                "import GPUtil; import time; [print(f'GPU {gpu.id}: {gpu.load*100:.1f}% load, {gpu.memoryUsed}/{gpu.memoryTotal}MB memory ({gpu.memoryUsed/gpu.memoryTotal*100:.1f}%)') or time.sleep(5) for _ in iter(int, 1) for gpu in GPUtil.getGPUs()]"
+            ],
+            "isBackground": true,
+            "presentation": {
+                "reveal": "always",
+                "panel": "new",
+                "group": "monitoring"
+            },
+            "problemMatcher": []
+        },
+        {
+            "label": "Check CUDA Setup",
+            "type": "shell",
+            "command": "python",
+            "args": [
+                "-c",
+                "import torch; print(f'PyTorch: {torch.__version__}'); print(f'CUDA Available: {torch.cuda.is_available()}'); print(f'CUDA Version: {torch.version.cuda}' if torch.cuda.is_available() else 'CUDA not available'); [print(f'GPU {i}: {torch.cuda.get_device_name(i)}') for i in range(torch.cuda.device_count())] if torch.cuda.is_available() else None"
             ],
             "presentation": {
                 "reveal": "always",
                 "panel": "shared"
-            }
+            },
+            "problemMatcher": []
+        },
+        {
+            "label": "Setup Training Environment",
+            "type": "shell",
+            "command": "python",
+            "args": [
+                "-c",
+                "import os; os.makedirs('models/rl', exist_ok=True); os.makedirs('models/cnn', exist_ok=True); os.makedirs('logs/overnight_training', exist_ok=True); os.makedirs('reports/overnight_training', exist_ok=True); os.makedirs('plots/overnight_training', exist_ok=True); print('Training directories created')"
+            ],
+            "presentation": {
+                "reveal": "silent",
+                "panel": "shared"
+            },
+            "problemMatcher": []
+        },
+        {
+            "label": "Validate Model Parameters",
+            "type": "shell",
+            "command": "python",
+            "args": [
+                "model_parameter_audit.py"
+            ],
+            "presentation": {
+                "reveal": "always",
+                "panel": "shared"
+            },
+            "problemMatcher": []
         }
     ]
 }