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refactor: reorganize project structure by moving core modules and update import paths in API server

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Victor Phan
2026-07-18 01:24:30 +07:00
parent abab846884
commit a82b2f6fa5
155 changed files with 25 additions and 370 deletions
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.temp/log_train_v6.txt
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🚀 V6: EXHAUSTIVE HYPERPARAMETER TUNING
============================================================
Data: (443, 32, 16, 16), 7 classes, dist=[65, 55, 48, 72, 74, 124, 5]
--- Training Multi-Seed CNN Ensemble ---
Seed 42: CNN Acc = 0.8989
Seed 123: CNN Acc = 0.8652
Seed 777: CNN Acc = 0.8876
Multi-seed CNN embedding: (443, 1536)
Total features: (443, 3940)
============================================================
🔬 EXHAUSTIVE HYPERPARAMETER SEARCH
============================================================
🏆 XGB-deep: 0.9526 ± 0.0110 (folds: ['0.955', '0.933', '0.966', '0.955', '0.955'])
✅ XGB-shallow: 0.9436 ± 0.0173 (folds: ['0.944', '0.910', '0.955', '0.955', '0.955'])
🏆 XGB-balanced: 0.9504 ± 0.0113 (folds: ['0.944', '0.933', '0.955', '0.955', '0.966'])
✅ LGBM-tuned: 0.9458 ± 0.0149 (folds: ['0.955', '0.921', '0.966', '0.943', '0.943'])
✅ LGBM-conservative: 0.9481 ± 0.0152 (folds: ['0.944', '0.921', '0.966', '0.955', '0.955'])
🏆 ETC-deep: 0.9572 ± 0.0082 (folds: ['0.944', '0.955', '0.955', '0.966', '0.966'])
🏆 RF-tuned: 0.9549 ± 0.0099 (folds: ['0.944', '0.955', '0.944', '0.966', '0.966'])