Major improvements: - Deep Learning integration with PyTorch LSTM (dual models: main 1-50 + euro 1-12) - Hybrid predictor: 40% RandomForest + 60% Deep Learning - LaunchAgent for automatic weekly tip generation (Mon/Thu 21:00) - Health-Check system with auto-recovery and Telegram alerts - Fixed health checks for Eurojackpot-specific paths and file names - Model caching and intelligent retraining logic - Updated CSV data and generated tips - Performance reports for recent draws Technical details: - PyTorch used instead of TensorFlow (Python 3.14 compatibility) - Separate LSTM models for main numbers (1-50) and euro numbers (1-12) - Apple Silicon MPS acceleration support - Sequence learning with 20-draw history - Health-check adapted for eurojackpot_ml_models/ and learning_log.json 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
60 lines
1.6 KiB
JSON
60 lines
1.6 KiB
JSON
{
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"checks": [
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{
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"timestamp": "2026-01-06T19:42:12.563220",
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"status": "ISSUES",
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"issues": [
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"CSV Data: CSV file not found: data/AlleLottozahlen.csv"
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],
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"warnings": [
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"ML Models: No models cache found (will train on next run)",
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"Learning State: No learning state found",
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"Disk Space: 121.2 GB free (13.1%)"
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],
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"recovered": []
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},
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{
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"timestamp": "2026-01-06T19:43:14.180534",
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"status": "OK",
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"issues": [],
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"warnings": [
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"ML Models: No models cache found (will train on next run)",
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"Learning State: No learning state found",
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"Disk Space: 121.2 GB free (13.1%)"
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],
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"recovered": []
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},
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{
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"timestamp": "2026-01-07T09:13:43.410691",
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"status": "OK",
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"issues": [],
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"warnings": [
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"ML Models: No models cache found (will train on next run)",
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"Learning State: No learning state found",
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"Disk Space: 115.3 GB free (12.4%)"
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],
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"recovered": []
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},
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{
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"timestamp": "2026-01-07T09:16:27.201059",
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"status": "OK",
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"issues": [],
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"warnings": [
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"ML Models: No models cache found (will train on next run)",
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"Learning State: No learning state found",
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"Disk Space: 115.3 GB free (12.4%)"
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],
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"recovered": []
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},
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{
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"timestamp": "2026-01-07T09:17:44.735720",
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"status": "OK",
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"issues": [],
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"warnings": [
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"Learning State: 0 cycles, no last_update timestamp",
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"Disk Space: 115.3 GB free (12.4%)"
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],
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"recovered": []
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}
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]
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} |