Best model: CFG_LTC_ASIAN_V6/run_20260522_160413_v6_ASIAN_ETH_Leader

workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/results/train_v3.log

@@ -184,3 +184,72 @@
   🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1048. Lưu model...
   ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
 [20:14:19] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
+[20:14:20] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
+[Epoch 66] Loss(MSE:0.1894/CE:0.8782) | LR=1.15e-05 | Val V3 Score [0.092] - Loss(MSE:0.0142/CE:0.5300) |   >=53%: WR=69.7% | Score=0.125 | N=66 (34B/32S Bal:0.94) | >=59%: WR=78.9% | Score=0.122 | N=57 (27B/30S Bal:0.90) | >=65%: WR=86.7% | Score=0.106 | N=45 (20B/25S Bal:0.80) | >=71%: WR=90.0% | Score=0.073 | N=30 (16B/14S Bal:0.88)
+[Epoch 67] Loss(MSE:0.1867/CE:0.8772) | LR=1.12e-05 | Val V3 Score [0.101] - Loss(MSE:0.0139/CE:0.5309) |   >=53%: WR=68.7% | Score=0.125 | N=67 (33B/34S Bal:0.97) | >=59%: WR=79.3% | Score=0.125 | N=58 (28B/30S Bal:0.93) | >=65%: WR=87.2% | Score=0.111 | N=47 (20B/27S Bal:0.74) | >=71%: WR=94.1% | Score=0.087 | N=34 (17B/17S Bal:1.00)
+[Epoch 68] Loss(MSE:0.1850/CE:0.8753) | LR=1.08e-05 | Val V3 Score [0.096] - Loss(MSE:0.0139/CE:0.5399) |   >=53%: WR=63.8% | Score=0.120 | N=69 (38B/31S Bal:0.82) | >=59%: WR=74.2% | Score=0.125 | N=62 (31B/31S Bal:1.00) | >=66%: WR=89.4% | Score=0.114 | N=47 (22B/25S Bal:0.88) | >=72%: WR=86.7% | Score=0.071 | N=30 (17B/13S Bal:0.76)
+[Epoch 69] Loss(MSE:0.1823/CE:0.8739) | LR=1.05e-05 | Val V3 Score [0.095] - Loss(MSE:0.0139/CE:0.5291) |   >=53%: WR=70.3% | Score=0.122 | N=64 (28B/36S Bal:0.78) | >=59%: WR=87.0% | Score=0.128 | N=54 (22B/32S Bal:0.69) | >=65%: WR=88.9% | Score=0.109 | N=45 (16B/29S Bal:0.55) | >=71%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
+[Epoch 70] Loss(MSE:0.1796/CE:0.8740) | LR=1.02e-05 | Val V3 Score [0.098] - Loss(MSE:0.0138/CE:0.5319) |   >=53%: WR=69.6% | Score=0.130 | N=69 (36B/33S Bal:0.92) | >=59%: WR=76.3% | Score=0.122 | N=59 (29B/30S Bal:0.97) | >=66%: WR=87.2% | Score=0.111 | N=47 (21B/26S Bal:0.81) | >=72%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
+[Epoch 71] Loss(MSE:0.1771/CE:0.8731) | LR=9.81e-06 | Val V3 Score [0.097] - Loss(MSE:0.0136/CE:0.5324) |   >=53%: WR=66.2% | Score=0.122 | N=68 (35B/33S Bal:0.94) | >=59%: WR=81.0% | Score=0.128 | N=58 (27B/31S Bal:0.87) | >=66%: WR=87.2% | Score=0.111 | N=47 (20B/27S Bal:0.74) | >=72%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 72] Loss(MSE:0.1753/CE:0.8721) | LR=9.46e-06 | Val V3 Score [0.096] - Loss(MSE:0.0136/CE:0.5298) |   >=53%: WR=69.2% | Score=0.122 | N=65 (33B/32S Bal:0.97) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=65%: WR=90.7% | Score=0.106 | N=43 (21B/22S Bal:0.95) | >=71%: WR=93.8% | Score=0.082 | N=32 (16B/16S Bal:1.00)
+[Epoch 73] Loss(MSE:0.1727/CE:0.8726) | LR=9.10e-06 | Val V3 Score [0.095] - Loss(MSE:0.0134/CE:0.5280) |   >=53%: WR=71.4% | Score=0.122 | N=63 (30B/33S Bal:0.91) | >=59%: WR=86.0% | Score=0.133 | N=57 (26B/31S Bal:0.84) | >=65%: WR=90.9% | Score=0.109 | N=44 (19B/25S Bal:0.76) | >=71%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
+[Epoch 74] Loss(MSE:0.1710/CE:0.8709) | LR=8.73e-06 | Val V3 Score [0.099] - Loss(MSE:0.0133/CE:0.5267) |   >=53%: WR=67.2% | Score=0.122 | N=67 (32B/35S Bal:0.91) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=65%: WR=89.4% | Score=0.114 | N=47 (21B/26S Bal:0.81) | >=71%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
+[Epoch 75] Loss(MSE:0.1691/CE:0.8708) | LR=8.37e-06 | Val V3 Score [0.099] - Loss(MSE:0.0130/CE:0.5354) |   >=53%: WR=61.6% | Score=0.122 | N=73 (38B/35S Bal:0.92) | >=60%: WR=78.7% | Score=0.130 | N=61 (29B/32S Bal:0.91) | >=66%: WR=87.2% | Score=0.111 | N=47 (21B/26S Bal:0.81) | >=73%: WR=90.9% | Score=0.082 | N=33 (17B/16S Bal:0.94)
+[Epoch 76] Loss(MSE:0.1672/CE:0.8702) | LR=8.00e-06 | Val V3 Score [0.097] - Loss(MSE:0.0129/CE:0.5285) |   >=53%: WR=64.7% | Score=0.120 | N=68 (34B/34S Bal:1.00) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=87.2% | Score=0.111 | N=47 (22B/25S Bal:0.88) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
+[Epoch 77] Loss(MSE:0.1655/CE:0.8697) | LR=7.63e-06 | Val V3 Score [0.092] - Loss(MSE:0.0127/CE:0.5277) |   >=53%: WR=64.2% | Score=0.117 | N=67 (34B/33S Bal:0.97) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=84.4% | Score=0.103 | N=45 (21B/24S Bal:0.88) | >=72%: WR=90.3% | Score=0.076 | N=31 (17B/14S Bal:0.82)
+[Epoch 78] Loss(MSE:0.1637/CE:0.8691) | LR=7.27e-06 | Val V3 Score [0.099] - Loss(MSE:0.0125/CE:0.5279) |   >=53%: WR=67.2% | Score=0.122 | N=67 (31B/36S Bal:0.86) | >=59%: WR=86.0% | Score=0.133 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=72%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 79] Loss(MSE:0.1624/CE:0.8695) | LR=6.90e-06 | Val V3 Score [0.103] - Loss(MSE:0.0123/CE:0.5276) |   >=53%: WR=67.1% | Score=0.128 | N=70 (32B/38S Bal:0.84) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.6% | Score=0.120 | N=47 (19B/28S Bal:0.68) | >=72%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 80] Loss(MSE:0.1608/CE:0.8688) | LR=6.54e-06 | Val V3 Score [0.100] - Loss(MSE:0.0123/CE:0.5354) |   >=53%: WR=63.9% | Score=0.125 | N=72 (34B/38S Bal:0.89) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.5% | Score=0.117 | N=46 (19B/27S Bal:0.70) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
+[Epoch 81] Loss(MSE:0.1591/CE:0.8680) | LR=6.19e-06 | Val V3 Score [0.097] - Loss(MSE:0.0121/CE:0.5293) |   >=53%: WR=62.3% | Score=0.117 | N=69 (34B/35S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=89.1% | Score=0.111 | N=46 (20B/26S Bal:0.77) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
+[Epoch 82] Loss(MSE:0.1578/CE:0.8687) | LR=5.84e-06 | Val V3 Score [0.097] - Loss(MSE:0.0119/CE:0.5339) |   >=53%: WR=63.0% | Score=0.125 | N=73 (37B/36S Bal:0.97) | >=60%: WR=81.4% | Score=0.130 | N=59 (28B/31S Bal:0.90) | >=66%: WR=87.2% | Score=0.111 | N=47 (22B/25S Bal:0.88) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
+[Epoch 83] Loss(MSE:0.1564/CE:0.8669) | LR=5.49e-06 | Val V3 Score [0.095] - Loss(MSE:0.0118/CE:0.5278) |   >=53%: WR=68.1% | Score=0.128 | N=69 (37B/32S Bal:0.86) | >=60%: WR=81.4% | Score=0.130 | N=59 (28B/31S Bal:0.90) | >=66%: WR=90.9% | Score=0.109 | N=44 (22B/22S Bal:1.00) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 84] Loss(MSE:0.1549/CE:0.8679) | LR=5.15e-06 | Val V3 Score [0.097] - Loss(MSE:0.0116/CE:0.5267) |   >=53%: WR=63.8% | Score=0.120 | N=69 (34B/35S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=91.1% | Score=0.111 | N=45 (20B/25S Bal:0.80) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 85] Loss(MSE:0.1542/CE:0.8666) | LR=4.82e-06 | Val V3 Score [0.098] - Loss(MSE:0.0115/CE:0.5249) |   >=53%: WR=66.2% | Score=0.117 | N=65 (31B/34S Bal:0.91) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=72%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 86] Loss(MSE:0.1530/CE:0.8664) | LR=4.50e-06 | Val V3 Score [0.095] - Loss(MSE:0.0115/CE:0.5226) |   >=53%: WR=63.6% | Score=0.114 | N=66 (30B/36S Bal:0.83) | >=60%: WR=85.7% | Score=0.130 | N=56 (25B/31S Bal:0.81) | >=66%: WR=93.0% | Score=0.109 | N=43 (20B/23S Bal:0.87) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 87] Loss(MSE:0.1521/CE:0.8666) | LR=4.19e-06 | Val V3 Score [0.095] - Loss(MSE:0.0113/CE:0.5265) |   >=53%: WR=65.2% | Score=0.122 | N=69 (34B/35S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.0% | Score=0.109 | N=43 (20B/23S Bal:0.87) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 88] Loss(MSE:0.1513/CE:0.8660) | LR=3.89e-06 | Val V3 Score [0.101] - Loss(MSE:0.0113/CE:0.5233) |   >=53%: WR=65.7% | Score=0.120 | N=67 (32B/35S Bal:0.91) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=72%: WR=90.9% | Score=0.082 | N=33 (17B/16S Bal:0.94)
+[Epoch 89] Loss(MSE:0.1502/CE:0.8652) | LR=3.59e-06 | Val V3 Score [0.097] - Loss(MSE:0.0111/CE:0.5237) |   >=53%: WR=64.7% | Score=0.120 | N=68 (32B/36S Bal:0.89) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 90] Loss(MSE:0.1497/CE:0.8663) | LR=3.32e-06 | Val V3 Score [0.097] - Loss(MSE:0.0111/CE:0.5258) |   >=53%: WR=63.8% | Score=0.120 | N=69 (35B/34S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 91] Loss(MSE:0.1488/CE:0.8660) | LR=3.05e-06 | Val V3 Score [0.098] - Loss(MSE:0.0110/CE:0.5248) |   >=53%: WR=68.7% | Score=0.125 | N=67 (34B/33S Bal:0.97) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=89.1% | Score=0.111 | N=46 (22B/24S Bal:0.92) | >=72%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
+[Epoch 92] Loss(MSE:0.1481/CE:0.8652) | LR=2.80e-06 | Val V3 Score [0.097] - Loss(MSE:0.0109/CE:0.5251) |   >=53%: WR=66.2% | Score=0.122 | N=68 (34B/34S Bal:1.00) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (21B/23S Bal:0.91) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 93] Loss(MSE:0.1472/CE:0.8652) | LR=2.56e-06 | Val V3 Score [0.100] - Loss(MSE:0.0109/CE:0.5288) |   >=53%: WR=62.5% | Score=0.122 | N=72 (33B/39S Bal:0.85) | >=60%: WR=81.0% | Score=0.128 | N=58 (26B/32S Bal:0.81) | >=67%: WR=93.5% | Score=0.117 | N=46 (19B/27S Bal:0.70) | >=74%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 94] Loss(MSE:0.1469/CE:0.8647) | LR=2.34e-06 | Val V3 Score [0.101] - Loss(MSE:0.0108/CE:0.5274) |   >=53%: WR=62.9% | Score=0.120 | N=70 (34B/36S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 95] Loss(MSE:0.1463/CE:0.8651) | LR=2.13e-06 | Val V3 Score [0.101] - Loss(MSE:0.0107/CE:0.5291) |   >=53%: WR=66.2% | Score=0.128 | N=71 (37B/34S Bal:0.92) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=89.6% | Score=0.117 | N=48 (22B/26S Bal:0.85) | >=73%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
+[Epoch 96] Loss(MSE:0.1457/CE:0.8645) | LR=1.94e-06 | Val V3 Score [0.100] - Loss(MSE:0.0106/CE:0.5297) |   >=53%: WR=65.3% | Score=0.128 | N=72 (36B/36S Bal:1.00) | >=60%: WR=81.0% | Score=0.128 | N=58 (26B/32S Bal:0.81) | >=66%: WR=89.6% | Score=0.117 | N=48 (22B/26S Bal:0.85) | >=73%: WR=90.3% | Score=0.076 | N=31 (15B/16S Bal:0.94)
+[Epoch 97] Loss(MSE:0.1455/CE:0.8648) | LR=1.76e-06 | Val V3 Score [0.103] - Loss(MSE:0.0106/CE:0.5286) |   >=53%: WR=65.2% | Score=0.122 | N=69 (33B/36S Bal:0.92) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
+[Epoch 98] Loss(MSE:0.1448/CE:0.8643) | LR=1.61e-06 | Val V3 Score [0.098] - Loss(MSE:0.0105/CE:0.5253) |   >=53%: WR=64.7% | Score=0.120 | N=68 (33B/35S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 99] Loss(MSE:0.1444/CE:0.8651) | LR=1.46e-06 | Val V3 Score [0.097] - Loss(MSE:0.0105/CE:0.5243) |   >=53%: WR=63.2% | Score=0.117 | N=68 (32B/36S Bal:0.89) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 100] Loss(MSE:0.1442/CE:0.8648) | LR=1.34e-06 | Val V3 Score [0.101] - Loss(MSE:0.0104/CE:0.5275) |   >=53%: WR=64.8% | Score=0.125 | N=71 (34B/37S Bal:0.92) | >=60%: WR=81.0% | Score=0.128 | N=58 (26B/32S Bal:0.81) | >=66%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=73%: WR=90.3% | Score=0.076 | N=31 (15B/16S Bal:0.94)
+[Epoch 101] Loss(MSE:0.1442/CE:0.8646) | LR=1.24e-06 | Val V3 Score [0.098] - Loss(MSE:0.0104/CE:0.5252) |   >=53%: WR=64.7% | Score=0.120 | N=68 (33B/35S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 102] Loss(MSE:0.1439/CE:0.8646) | LR=1.15e-06 | Val V3 Score [0.097] - Loss(MSE:0.0104/CE:0.5253) |   >=53%: WR=64.7% | Score=0.120 | N=68 (33B/35S Bal:0.94) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 103] Loss(MSE:0.1434/CE:0.8652) | LR=1.09e-06 | Val V3 Score [0.097] - Loss(MSE:0.0103/CE:0.5249) |   >=53%: WR=63.2% | Score=0.117 | N=68 (32B/36S Bal:0.89) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 104] Loss(MSE:0.1428/CE:0.8640) | LR=1.04e-06 | Val V3 Score [0.097] - Loss(MSE:0.0103/CE:0.5264) |   >=53%: WR=63.2% | Score=0.117 | N=68 (33B/35S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 105] Loss(MSE:0.1428/CE:0.8647) | LR=1.01e-06 | Val V3 Score [0.101] - Loss(MSE:0.0102/CE:0.5262) |   >=53%: WR=62.9% | Score=0.120 | N=70 (34B/36S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.5% | Score=0.117 | N=46 (19B/27S Bal:0.70) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
+[Epoch 106] Loss(MSE:0.1415/CE:0.8658) | LR=1.50e-05 | Val V3 Score [0.096] - Loss(MSE:0.0099/CE:0.5235) |   >=53%: WR=68.2% | Score=0.122 | N=66 (31B/35S Bal:0.89) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.0% | Score=0.109 | N=43 (21B/22S Bal:0.95) | >=72%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
+[Epoch 107] Loss(MSE:0.1390/CE:0.8654) | LR=1.50e-05 | Val V3 Score [0.099] - Loss(MSE:0.0095/CE:0.5272) |   >=53%: WR=65.7% | Score=0.125 | N=70 (34B/36S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (25B/33S Bal:0.76) | >=66%: WR=91.3% | Score=0.114 | N=46 (20B/26S Bal:0.77) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
+[Epoch 108] Loss(MSE:0.1358/CE:0.8630) | LR=1.50e-05 | Val V3 Score [0.103] - Loss(MSE:0.0091/CE:0.5333) |   >=53%: WR=62.0% | Score=0.133 | N=79 (32B/47S Bal:0.68) | >=60%: WR=80.3% | Score=0.133 | N=61 (25B/36S Bal:0.69) | >=68%: WR=93.6% | Score=0.120 | N=47 (17B/30S Bal:0.57) | >=75%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 109] Loss(MSE:0.1333/CE:0.8636) | LR=1.50e-05 | Val V3 Score [0.093] - Loss(MSE:0.0088/CE:0.5180) |   >=53%: WR=73.4% | Score=0.128 | N=64 (29B/35S Bal:0.83) | >=59%: WR=83.6% | Score=0.125 | N=55 (25B/30S Bal:0.83) | >=66%: WR=90.5% | Score=0.103 | N=42 (21B/21S Bal:1.00) | >=72%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
+[Epoch 110] Loss(MSE:0.1308/CE:0.8633) | LR=1.50e-05 | Val V3 Score [0.103] - Loss(MSE:0.0086/CE:0.5369) |   >=53%: WR=62.3% | Score=0.130 | N=77 (35B/42S Bal:0.83) | >=60%: WR=81.7% | Score=0.133 | N=60 (24B/36S Bal:0.67) | >=68%: WR=93.6% | Score=0.120 | N=47 (19B/28S Bal:0.68) | >=75%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 111] Loss(MSE:0.1285/CE:0.8635) | LR=1.49e-05 | Val V3 Score [0.099] - Loss(MSE:0.0083/CE:0.5266) |   >=53%: WR=66.2% | Score=0.128 | N=71 (37B/34S Bal:0.92) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=67%: WR=91.1% | Score=0.111 | N=45 (22B/23S Bal:0.96) | >=74%: WR=96.8% | Score=0.082 | N=31 (19B/12S Bal:0.63)
+[Epoch 112] Loss(MSE:0.1262/CE:0.8629) | LR=1.49e-05 | Val V3 Score [0.104] - Loss(MSE:0.0080/CE:0.5344) |   >=53%: WR=65.3% | Score=0.133 | N=75 (33B/42S Bal:0.79) | >=60%: WR=82.0% | Score=0.136 | N=61 (24B/37S Bal:0.65) | >=67%: WR=91.8% | Score=0.122 | N=49 (18B/31S Bal:0.58) | >=74%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 113] Loss(MSE:0.1237/CE:0.8610) | LR=1.49e-05 | Val V3 Score [0.101] - Loss(MSE:0.0079/CE:0.5294) |   >=53%: WR=64.0% | Score=0.130 | N=75 (35B/40S Bal:0.88) | >=60%: WR=81.4% | Score=0.130 | N=59 (23B/36S Bal:0.64) | >=68%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=75%: WR=90.3% | Score=0.076 | N=31 (14B/17S Bal:0.82)
+[Epoch 114] Loss(MSE:0.1215/CE:0.8615) | LR=1.48e-05 | Val V3 Score [0.103] - Loss(MSE:0.0078/CE:0.5260) |   >=53%: WR=66.2% | Score=0.128 | N=71 (26B/45S Bal:0.58) | >=60%: WR=86.0% | Score=0.133 | N=57 (21B/36S Bal:0.58) | >=67%: WR=93.6% | Score=0.120 | N=47 (17B/30S Bal:0.57) | >=74%: WR=93.5% | Score=0.079 | N=31 (13B/18S Bal:0.72)
+[Epoch 115] Loss(MSE:0.1195/CE:0.8608) | LR=1.48e-05 | Val V3 Score [0.101] - Loss(MSE:0.0076/CE:0.5307) |   >=53%: WR=67.6% | Score=0.130 | N=71 (34B/37S Bal:0.92) | >=59%: WR=83.1% | Score=0.133 | N=59 (25B/34S Bal:0.74) | >=66%: WR=87.5% | Score=0.114 | N=48 (24B/24S Bal:1.00) | >=72%: WR=93.8% | Score=0.082 | N=32 (16B/16S Bal:1.00)
+[Epoch 116] Loss(MSE:0.1182/CE:0.8611) | LR=1.48e-05 | Val V3 Score [0.099] - Loss(MSE:0.0074/CE:0.5292) |   >=53%: WR=65.8% | Score=0.130 | N=73 (37B/36S Bal:0.97) | >=60%: WR=82.0% | Score=0.136 | N=61 (26B/35S Bal:0.74) | >=68%: WR=87.2% | Score=0.111 | N=47 (23B/24S Bal:0.96) | >=75%: WR=96.8% | Score=0.082 | N=31 (20B/11S Bal:0.55)
+[Epoch 117] Loss(MSE:0.1163/CE:0.8599) | LR=1.47e-05 | Val V3 Score [0.101] - Loss(MSE:0.0073/CE:0.5305) |   >=53%: WR=61.8% | Score=0.128 | N=76 (38B/38S Bal:1.00) | >=60%: WR=82.3% | Score=0.139 | N=62 (29B/33S Bal:0.88) | >=68%: WR=87.5% | Score=0.114 | N=48 (24B/24S Bal:1.00) | >=75%: WR=93.8% | Score=0.082 | N=32 (18B/14S Bal:0.78)
+[Epoch 118] Loss(MSE:0.1146/CE:0.8589) | LR=1.47e-05 | Val V3 Score [0.099] - Loss(MSE:0.0072/CE:0.5250) |   >=53%: WR=68.1% | Score=0.128 | N=69 (27B/42S Bal:0.64) | >=60%: WR=83.1% | Score=0.133 | N=59 (23B/36S Bal:0.64) | >=67%: WR=93.3% | Score=0.114 | N=45 (18B/27S Bal:0.67) | >=74%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 119] Loss(MSE:0.1131/CE:0.8604) | LR=1.46e-05 | Val V3 Score [0.101] - Loss(MSE:0.0071/CE:0.5337) |   >=53%: WR=66.7% | Score=0.136 | N=75 (37B/38S Bal:0.97) | >=60%: WR=80.0% | Score=0.141 | N=65 (29B/36S Bal:0.81) | >=68%: WR=85.7% | Score=0.114 | N=49 (23B/26S Bal:0.88) | >=75%: WR=93.8% | Score=0.082 | N=32 (17B/15S Bal:0.88)
+[Epoch 120] Loss(MSE:0.1118/CE:0.8588) | LR=1.45e-05 | Val V3 Score [0.096] - Loss(MSE:0.0070/CE:0.5219) |   >=53%: WR=71.8% | Score=0.139 | N=71 (34B/37S Bal:0.92) | >=60%: WR=82.5% | Score=0.128 | N=57 (23B/34S Bal:0.68) | >=67%: WR=91.1% | Score=0.111 | N=45 (21B/24S Bal:0.88) | >=74%: WR=90.0% | Score=0.073 | N=30 (16B/14S Bal:0.88)
+[Epoch 121] Loss(MSE:0.1103/CE:0.8598) | LR=1.45e-05 | Val V3 Score [0.101] - Loss(MSE:0.0069/CE:0.5286) |   >=53%: WR=67.1% | Score=0.133 | N=73 (32B/41S Bal:0.78) | >=60%: WR=80.3% | Score=0.133 | N=61 (24B/37S Bal:0.65) | >=67%: WR=91.5% | Score=0.117 | N=47 (20B/27S Bal:0.74) | >=74%: WR=90.6% | Score=0.079 | N=32 (16B/16S Bal:1.00)
+[Epoch 122] Loss(MSE:0.1085/CE:0.8584) | LR=1.44e-05 | Val V3 Score [0.099] - Loss(MSE:0.0068/CE:0.5272) |   >=53%: WR=66.2% | Score=0.133 | N=74 (35B/39S Bal:0.90) | >=60%: WR=82.3% | Score=0.139 | N=62 (27B/35S Bal:0.77) | >=68%: WR=87.5% | Score=0.114 | N=48 (23B/25S Bal:0.92) | >=75%: WR=96.7% | Score=0.079 | N=30 (18B/12S Bal:0.67)
+[Epoch 123] Loss(MSE:0.1071/CE:0.8588) | LR=1.43e-05 | Val V3 Score [0.101] - Loss(MSE:0.0066/CE:0.5241) |   >=53%: WR=69.6% | Score=0.130 | N=69 (28B/41S Bal:0.68) | >=60%: WR=83.1% | Score=0.133 | N=59 (25B/34S Bal:0.74) | >=66%: WR=93.3% | Score=0.114 | N=45 (20B/25S Bal:0.80) | >=73%: WR=90.9% | Score=0.082 | N=33 (17B/16S Bal:0.94)
+[Epoch 124] Loss(MSE:0.1060/CE:0.8577) | LR=1.42e-05 | Val V3 Score [0.098] - Loss(MSE:0.0066/CE:0.5226) |   >=53%: WR=70.8% | Score=0.139 | N=72 (34B/38S Bal:0.89) | >=60%: WR=76.7% | Score=0.125 | N=60 (29B/31S Bal:0.94) | >=68%: WR=89.1% | Score=0.111 | N=46 (24B/22S Bal:0.92) | >=75%: WR=96.7% | Score=0.079 | N=30 (19B/11S Bal:0.58)
+[Epoch 125] Loss(MSE:0.1046/CE:0.8579) | LR=1.42e-05 | Val V3 Score [0.104] - Loss(MSE:0.0065/CE:0.5252) |   >=53%: WR=67.1% | Score=0.139 | N=76 (36B/40S Bal:0.90) | >=60%: WR=83.6% | Score=0.139 | N=61 (23B/38S Bal:0.61) | >=68%: WR=91.8% | Score=0.122 | N=49 (20B/29S Bal:0.69) | >=75%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 126] Loss(MSE:0.1037/CE:0.8572) | LR=1.41e-05 | Val V3 Score [0.101] - Loss(MSE:0.0065/CE:0.5224) |   >=53%: WR=69.9% | Score=0.139 | N=73 (32B/41S Bal:0.78) | >=60%: WR=82.0% | Score=0.136 | N=61 (24B/37S Bal:0.65) | >=68%: WR=89.4% | Score=0.114 | N=47 (22B/25S Bal:0.88) | >=75%: WR=96.8% | Score=0.082 | N=31 (18B/13S Bal:0.72)
+[Epoch 127] Loss(MSE:0.1025/CE:0.8564) | LR=1.40e-05 | Val V3 Score [0.102] - Loss(MSE:0.0063/CE:0.5305) |   >=53%: WR=64.0% | Score=0.130 | N=75 (37B/38S Bal:0.97) | >=60%: WR=82.0% | Score=0.136 | N=61 (25B/36S Bal:0.69) | >=68%: WR=87.5% | Score=0.114 | N=48 (22B/26S Bal:0.85) | >=75%: WR=96.9% | Score=0.084 | N=32 (18B/14S Bal:0.78)
+[Epoch 128] Loss(MSE:0.1011/CE:0.8567) | LR=1.39e-05 | Val V3 Score [0.098] - Loss(MSE:0.0063/CE:0.5265) |   >=53%: WR=67.1% | Score=0.139 | N=76 (36B/40S Bal:0.90) | >=60%: WR=82.0% | Score=0.136 | N=61 (25B/36S Bal:0.69) | >=68%: WR=87.5% | Score=0.114 | N=48 (22B/26S Bal:0.85) | >=75%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
+[Epoch 129] Loss(MSE:0.1004/CE:0.8560) | LR=1.38e-05 | Val V3 Score [0.098] - Loss(MSE:0.0062/CE:0.5227) |   >=53%: WR=70.7% | Score=0.144 | N=75 (38B/37S Bal:0.97) | >=61%: WR=83.6% | Score=0.139 | N=61 (26B/35S Bal:0.74) | >=68%: WR=91.1% | Score=0.111 | N=45 (21B/24S Bal:0.88) | >=76%: WR=96.7% | Score=0.079 | N=30 (17B/13S Bal:0.76)
+
+🛑 EARLY STOPPING kích hoạt tại Epoch 129!
+   CE Loss val đã tăng liên tiếp 20 epoch (0.5264 → 0.5286)
+   Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.