V4 dev

.claude/settings.local.json

@@ -2,52 +2,55 @@
   "permissions": {
     "allow": [
       "Bash(systeminfo)",
-      "Bash(findstr /C:\"Total Physical Memory\" /C:\"Processor\")",
-      "Bash(wmic cpu get Name,NumberOfCores,NumberOfLogicalProcessors /format:list)",
-      "Bash(wmic memorychip get Capacity /format:list)",
-      "Bash(nvidia-smi --query-gpu=name,memory.total --format=csv,noheader)",
-      "Bash(pip --version)",
-      "Bash(python -c \":*)",
-      "Bash(ls -la data/*.csv)",
-      "Bash(python train_v2.py --no-walk-forward)",
-      "Bash(python train_v2.py)",
-      "Bash(python fetch_data.py --days 730)",
-      "Bash(python deep_analysis.py)",
-      "Bash(python -c \"import catboost; print\\(''catboost OK''\\)\")",
-      "Bash(python -c \"import torch; print\\(f''torch OK, CUDA={torch.cuda.is_available\\(\\)}''\\)\")",
-      "Bash(python main.py train3 --no-walk-forward)",
-      "Bash(wc -l /c/Users/Ded/Documents/Projects/CP/crypto_predictor/src/*.py)",
-      "Bash(python -W ignore main.py train3 --no-walk-forward)",
-      "Bash(python -u -W ignore main.py train3 --no-walk-forward)",
-      "Bash(python -c \"import train_v3; print\\(''OK''\\)\")",
-      "Bash(tasklist)",
-      "Bash(python -c \"import ast; ast.parse\\(open\\(''src/two_stage_model.py''\\).read\\(\\)\\); print\\(''OK''\\)\")",
-      "Bash(python -c \"import ast; ast.parse\\(open\\(''src/two_stage_model.py'', encoding=''utf-8''\\).read\\(\\)\\); print\\(''OK''\\)\")",
-      "Bash(python -c \"import ast; ast.parse\\(open\\(''train_v3.py'', encoding=''utf-8''\\).read\\(\\)\\); print\\(''OK''\\)\")",
-      "Bash(python -c \"import ast; ast.parse\\(open\\(''config_v3.py'', encoding=''utf-8''\\).read\\(\\)\\); print\\(''OK''\\)\")",
-      "Bash(python -c \"import py_compile; py_compile.compile\\(''train_v3.py'', doraise=True\\); print\\(''OK''\\)\")",
-      "Bash(git add crypto_predictor/config_v3.py crypto_predictor/train_v3.py crypto_predictor/src/two_stage_model.py crypto_predictor/src/features_advanced.py crypto_predictor/src/cross_horizon_meta.py crypto_predictor/predict_v3.py)",
-      "Bash(git commit:*)",
-      "Bash(python -c \"import torch; print\\(f''PyTorch {torch.__version__}''\\); print\\(f''CUDA available: {torch.cuda.is_available\\(\\)}''\\); print\\(f''Device: {torch.cuda.get_device_name\\(0\\)}'' if torch.cuda.is_available\\(\\) else ''No CUDA''\\)\")",
-      "Bash(python -c \"from src.tcn_model import TCNTrainer, TCNEmbedder; t = TCNTrainer\\(\\); print\\(f''OK: device={t.device}, emb_dim={t.embedding_dim}''\\)\")",
-      "Bash(python -c \"import train_v3; print\\(''train_v3.py: OK''\\)\")",
-      "Bash(python -c \"import predict_v3; print\\(''predict_v3.py: OK''\\)\")",
-      "Bash(git add crypto_predictor/.gitignore crypto_predictor/config_v3.py crypto_predictor/src/tcn_model.py crypto_predictor/src/cross_horizon_meta.py crypto_predictor/train_v3.py crypto_predictor/predict_v3.py)",
-      "Bash(cd \"C:\\\\Users\\\\Ded\\\\Documents\\\\Projects\\\\CP\" && python -c \"import crypto_predictor.config_v3; import crypto_predictor.src.cross_horizon_meta; import crypto_predictor.src.two_stage_model; import crypto_predictor.src.horizon_model; print\\('All imports OK'\\)\" 2>&1)",
-      "Bash(cd \"C:\\\\Users\\\\Ded\\\\Documents\\\\Projects\\\\CP\\\\crypto_predictor\" && python -c \"import config_v3; from src.cross_horizon_meta import CrossHorizonMeta; from src.two_stage_model import TwoStageHorizonModel; from src.horizon_model import HorizonModelTrainer; print\\('All imports OK'\\)\" 2>&1)",
-      "Bash(cd \"C:\\\\Users\\\\Ded\\\\Documents\\\\Projects\\\\CP\\\\crypto_predictor\" && python -c \"import config_v3; from src.cross_horizon_meta import CrossHorizonMeta; from src.two_stage_model import TwoStageHorizonModel; print\\('OK'\\)\" 2>&1)",
-      "Bash(cd \"C:\\\\Users\\\\Ded\\\\Documents\\\\Projects\\\\CP\\\\crypto_predictor\" && python -c \"import py_compile; py_compile.compile\\('train_v3.py', doraise=True\\); py_compile.compile\\('predict_v3.py', doraise=True\\); print\\('Syntax OK'\\)\" 2>&1)",
-      "Bash(python -c \"import ast; ast.parse\\(open\\(''train_v3.py''\\).read\\(\\)\\); print\\(''OK''\\)\")",
-      "Bash(python -c \"import ast; ast.parse\\(open\\(''src/cross_horizon_meta.py'', encoding=''utf-8''\\).read\\(\\)\\); print\\(''OK''\\)\")",
       "Bash(cd:*)",
       "Bash(pip install:*)",
       "Bash(tail:*)",
       "Bash(git add:*)",
+      "Bash(git commit:*)",
+      "Bash(git checkout:*)",
       "Bash(python:*)",
       "Bash(powershell:*)",
       "Bash(ls:*)",
       "Bash(grep:*)",
-      "Bash(rm:*)"
+      "Bash(rm:*)",
+      "Read(//dev/**)",
+      "Bash(dir)",
+      "Bash(iconv -f utf-8 -t ascii//TRANSLIT)",
+      "Bash(__NEW_LINE_595b5b8b13779296__ git:*)",
+      "Bash(tee analysis_full_output.txt)",
+      "Bash(tee audit_move_output.txt)",
+      "Bash(tee audit_move_new.txt)",
+      "Bash(dir:*)",
+      "Bash(copy datatraining_dataset.csv datatraining_dataset.csv.backup)",
+      "Bash(find crypto_predictor/data -type f ! -path */__pycache__/*)",
+      "Bash(wc -l crypto_predictor/*.py)",
+      "Bash(find crypto_predictor -maxdepth 3 -type d ! -path */venv/* ! -path */.claude/* ! -path */__pycache__/*)",
+      "Bash(xargs -I{} basename {})",
+      "Bash(wc -l C:UsersDedDocumentsProjectsCPcrypto_predictor*.py)",
+      "Bash(for f:*)",
+      "Bash(do echo:*)",
+      "Read(//c/Users/Ded/Documents/Projects/CP/**)",
+      "Bash(done)",
+      "Bash(cp train_v4_2stage.py scripts/train/v4_2stage.py)",
+      "Bash(cp train_v4_baseline.py scripts/train/v4_baseline.py)",
+      "Bash(cp train_v3.py scripts/train/v3_legacy.py)",
+      "Bash(cp walkforward_eval.py scripts/eval/walkforward.py)",
+      "Bash(cp validate_micro_wf.py scripts/eval/micro_wf.py)",
+      "Bash(cp baseline_eval.py scripts/eval/baseline.py)",
+      "Bash(cp prepare_training_data.py scripts/data/prepare.py)",
+      "Bash(cp fetch_historical_data.py scripts/data/fetch_historical.py)",
+      "Bash(cp download_binance_data.py scripts/data/download_binance.py)",
+      "Bash(cp download_ls_ratio.py scripts/data/download_ls_ratio.py)",
+      "Bash(cp extract_orderbook_features.py scripts/data/extract_orderbook.py)",
+      "Bash(cp analysis_suite.py scripts/analysis/suite.py)",
+      "Bash(cp feature_audit_runner.py scripts/analysis/feature_audit.py)",
+      "Bash(cp quick_inspect.py scripts/analysis/inspect.py)",
+      "Bash(cp benchmark_candle.py scripts/analysis/benchmark.py)",
+      "Bash(cp analyze_features.py scripts/analysis/archive/analyze_features.py)",
+      "Bash(cp analyze_orderbook.py scripts/analysis/archive/analyze_orderbook.py)",
+      "Bash(cp check_orderbook_quality.py scripts/analysis/archive/check_orderbook.py)",
+      "Bash(cp deep_analysis_v4.py scripts/analysis/archive/deep_analysis_v4.py)",
+      "Bash(cp deep_feature_analysis.py scripts/analysis/archive/deep_feature.py)"
     ]
   }
-}
+}

.gitignore

@@ -1,9 +1,81 @@
-Мусорка/
-.obsidian/
+# Python
 __pycache__/
-*.pyc
-*.pyo
-.env
+*.py[cod]
+*$py.class
+*.so
+.Python
+env/
+venv/
+ENV/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# IDE
+.idea/
+.vscode/
+*.swp
+*.swo
+*~
+
+# Claude Code
+.claude/settings.local.json
+
+# Models (all binary files)
 models/
 *.pkl
-2026-*.txt
+*.joblib
+*.h5
+*.pt
+*.pth
+*.onnx
+
+# Data
+*.data
+crypto_predictor/data/orderbook
+
+# CatBoost
+catboost_info/
+
+# Jupyter
+notebooks/.ipynb_checkpoints/
+.ipynb_checkpoints/
+
+# Logs / Output
+# logs/
+output.txt
+
+# OS
+.DS_Store
+Thumbs.db
+desktop.ini
+
+# Secrets
+.env
+*.key
+credentials.*
+
+# Temporary Files
+*.txt
+# *.csv
+
+# Мусорка
+
+/Мусорка
+/.claude
+/.obsidian
+/.vscode
+/.idea
+/.minimax