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

2026-07-18 01:24:30 +07:00
parent abab846884
commit a82b2f6fa5
155 changed files with 25 additions and 370 deletions
@@ -0,0 +1,69 @@
+🚀 CHIẾN LƯỢC V2: TOÀN DIỆN ĐẠT >95%
+============================================================
+Clean data: (652, 24, 16, 16), 7 classes
+
+============================================================
+CNN + TTA (Test-Time Augmentation)
+============================================================
+  Ep 1 Loss=1.6500 TTA-Acc=0.1450 🌟
+  Ep 2 Loss=1.4633 TTA-Acc=0.3511 🌟
+  Ep 3 Loss=1.3316 TTA-Acc=0.6336 🌟
+  Ep 4 Loss=1.2101 TTA-Acc=0.7252 🌟
+  Ep 6 Loss=1.2056 TTA-Acc=0.8015 🌟
+  Ep 13 Loss=1.1216 TTA-Acc=0.8244 🌟
+  Ep 23 Loss=0.9355 TTA-Acc=0.8321 🌟
+  Ep 30 Loss=0.9346 TTA-Acc=0.8092 (pat=7)
+  Ep 60 Loss=0.9658 TTA-Acc=0.7634 (pat=37)
+  Ep 69 Loss=0.8988 TTA-Acc=0.8397 🌟
+  Ep 74 Loss=0.9159 TTA-Acc=0.8550 🌟
+  Ep 90 Loss=0.8761 TTA-Acc=0.8168 (pat=16)
+  Ep 120 Loss=0.9473 TTA-Acc=0.8092 (pat=46)
+  Ep 139 Loss=0.9317 TTA-Acc=0.8626 🌟
+  Ep 150 Loss=0.7716 TTA-Acc=0.8397 (pat=11)
+  Ep 175 Loss=0.7432 TTA-Acc=0.8702 🌟
+  Ep 180 Loss=0.8290 TTA-Acc=0.8702 (pat=5)
+  Ep 210 Loss=0.8060 TTA-Acc=0.8626 (pat=35)
+  Ep 240 Loss=0.6980 TTA-Acc=0.8473 (pat=65)
+  Early stop ep 255
+  ✅ CNN+TTA best: 0.8702
+
+============================================================
+RICH FEATURES V2 + ENSEMBLE
+============================================================
+Extracted 1713 features per sample
+  XGB: 0.7557
+  LGBM: 0.7634
+  ET: 0.7481
+  RF: 0.7557
+  Voting: 0.7634
+
+  5-Fold CV:
+    Fold 1: 0.7557
+    Fold 2: 0.7939
+    Fold 3: 0.7769
+    Fold 4: 0.8308
+    Fold 5: 0.8000
+  CV: 0.7915 ± 0.0249
+
+============================================================
+HYBRID V2: CNN embed + Rich features + XGBoost
+============================================================
+Extracted 1713 features per sample
+  Combined: (652, 2097)
+  ✅ Hybrid V2: 0.8244
+  CV: 0.9142 ± 0.0194
+
+============================================================
+📊 KẾT QUẢ TỔNG HỢP V2
+============================================================
+  ✅ Hybrid CV: 0.9142
+  📈 CNN+TTA: 0.8702
+  📈 Hybrid V2: 0.8244
+  📈 Ens CV: 0.7915
+  📈 Ens_LGBM: 0.7634
+  📈 Ens_Vote: 0.7634
+  📈 Ens_XGB: 0.7557
+  📈 Ens_RF: 0.7557
+  📈 Ens_ET: 0.7481
+
+🏆 BEST: Hybrid CV = 0.9142