Best model: CFG_LTC_ASIAN_V6/run_20260523_093158_v3

workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_093158_v3/results/train_v3.log

@@ -83,3 +83,46 @@
   🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1279. Lưu model...
   ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
 [10:29:14] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
+[10:29:15] ✔️ Push run run_20260523_093158_v3 hoàn tất!
+[Epoch 33] Loss(MSE:0.0845/CE:0.8543) | LR=7.73e-06 | Val V3 Score [0.109] - Loss(MSE:0.0055/CE:0.5296) |   >=53%: WR=76.3% | Score=0.158 | N=76 (35B/41S Bal:0.85) | >=60%: WR=82.4% | Score=0.152 | N=68 (30B/38S Bal:0.79) | >=66%: WR=84.5% | Score=0.133 | N=58 (23B/35S Bal:0.66) | >=73%: WR=90.3% | Score=0.076 | N=31 (16B/15S Bal:0.94)
+[Epoch 34] Loss(MSE:0.0828/CE:0.8533) | LR=6.87e-06 | Val V3 Score [0.117] - Loss(MSE:0.0054/CE:0.5357) |   >=53%: WR=71.1% | Score=0.160 | N=83 (33B/50S Bal:0.66) | >=60%: WR=79.2% | Score=0.155 | N=72 (29B/43S Bal:0.67) | >=68%: WR=88.5% | Score=0.147 | N=61 (23B/38S Bal:0.61) | >=75%: WR=93.3% | Score=0.076 | N=30 (12B/18S Bal:0.67)
+[Epoch 35] Loss(MSE:0.0827/CE:0.8522) | LR=6.04e-06 | Val V3 Score [0.114] - Loss(MSE:0.0054/CE:0.5272) |   >=53%: WR=72.4% | Score=0.149 | N=76 (28B/48S Bal:0.58) | >=60%: WR=79.7% | Score=0.149 | N=69 (27B/42S Bal:0.64) | >=66%: WR=87.9% | Score=0.139 | N=58 (21B/37S Bal:0.57) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
+[Epoch 36] Loss(MSE:0.0818/CE:0.8524) | LR=5.25e-06 | Val V3 Score [0.122] - Loss(MSE:0.0052/CE:0.5345) |   >=53%: WR=74.4% | Score=0.158 | N=78 (37B/41S Bal:0.90) | >=60%: WR=80.0% | Score=0.152 | N=70 (29B/41S Bal:0.71) | >=66%: WR=90.0% | Score=0.147 | N=60 (25B/35S Bal:0.71) | >=73%: WR=94.1% | Score=0.087 | N=34 (17B/17S Bal:1.00)
+[Epoch 37] Loss(MSE:0.0814/CE:0.8526) | LR=4.50e-06 | Val V3 Score [0.116] - Loss(MSE:0.0053/CE:0.5248) |   >=53%: WR=77.3% | Score=0.158 | N=75 (33B/42S Bal:0.79) | >=60%: WR=84.8% | Score=0.152 | N=66 (28B/38S Bal:0.74) | >=66%: WR=86.4% | Score=0.139 | N=59 (22B/37S Bal:0.59) | >=73%: WR=93.9% | Score=0.084 | N=33 (14B/19S Bal:0.74)
+[Epoch 38] Loss(MSE:0.0812/CE:0.8513) | LR=3.81e-06 | Val V3 Score [0.118] - Loss(MSE:0.0052/CE:0.5267) |   >=53%: WR=76.9% | Score=0.163 | N=78 (36B/42S Bal:0.86) | >=60%: WR=79.7% | Score=0.149 | N=69 (28B/41S Bal:0.68) | >=66%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=73%: WR=94.3% | Score=0.090 | N=35 (16B/19S Bal:0.84)
+[Epoch 39] Loss(MSE:0.0805/CE:0.8525) | LR=3.18e-06 | Val V3 Score [0.119] - Loss(MSE:0.0052/CE:0.5272) |   >=53%: WR=76.6% | Score=0.160 | N=77 (36B/41S Bal:0.88) | >=60%: WR=79.7% | Score=0.149 | N=69 (28B/41S Bal:0.68) | >=66%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=73%: WR=94.4% | Score=0.092 | N=36 (18B/18S Bal:1.00)
+[Epoch 40] Loss(MSE:0.0802/CE:0.8515) | LR=2.62e-06 | Val V3 Score [0.113] - Loss(MSE:0.0051/CE:0.5300) |   >=53%: WR=75.6% | Score=0.160 | N=78 (35B/43S Bal:0.81) | >=60%: WR=82.4% | Score=0.152 | N=68 (27B/41S Bal:0.66) | >=66%: WR=86.2% | Score=0.136 | N=58 (23B/35S Bal:0.66) | >=73%: WR=93.8% | Score=0.082 | N=32 (15B/17S Bal:0.88)
+[Epoch 41] Loss(MSE:0.0798/CE:0.8510) | LR=2.14e-06 | Val V3 Score [0.113] - Loss(MSE:0.0051/CE:0.5280) |   >=53%: WR=72.5% | Score=0.158 | N=80 (34B/46S Bal:0.74) | >=60%: WR=81.2% | Score=0.152 | N=69 (27B/42S Bal:0.64) | >=67%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=74%: WR=93.3% | Score=0.076 | N=30 (13B/17S Bal:0.76)
+[Epoch 42] Loss(MSE:0.0799/CE:0.8517) | LR=1.73e-06 | Val V3 Score [0.117] - Loss(MSE:0.0051/CE:0.5260) |   >=53%: WR=75.0% | Score=0.155 | N=76 (33B/43S Bal:0.77) | >=60%: WR=82.4% | Score=0.152 | N=68 (27B/41S Bal:0.66) | >=66%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=73%: WR=94.1% | Score=0.087 | N=34 (17B/17S Bal:1.00)
+[Epoch 43] Loss(MSE:0.0795/CE:0.8507) | LR=1.42e-06 | Val V3 Score [0.114] - Loss(MSE:0.0051/CE:0.5279) |   >=53%: WR=75.6% | Score=0.160 | N=78 (36B/42S Bal:0.86) | >=60%: WR=80.9% | Score=0.149 | N=68 (29B/39S Bal:0.74) | >=67%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=74%: WR=93.5% | Score=0.079 | N=31 (16B/15S Bal:0.94)
+[Epoch 44] Loss(MSE:0.0796/CE:0.8511) | LR=1.19e-06 | Val V3 Score [0.117] - Loss(MSE:0.0050/CE:0.5302) |   >=53%: WR=70.4% | Score=0.155 | N=81 (34B/47S Bal:0.72) | >=60%: WR=81.2% | Score=0.152 | N=69 (27B/42S Bal:0.64) | >=67%: WR=88.3% | Score=0.144 | N=60 (23B/37S Bal:0.62) | >=74%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
+[Epoch 45] Loss(MSE:0.0793/CE:0.8505) | LR=1.05e-06 | Val V3 Score [0.122] - Loss(MSE:0.0050/CE:0.5282) |   >=53%: WR=75.9% | Score=0.163 | N=79 (36B/43S Bal:0.84) | >=60%: WR=81.2% | Score=0.152 | N=69 (29B/40S Bal:0.72) | >=66%: WR=88.1% | Score=0.141 | N=59 (25B/34S Bal:0.74) | >=73%: WR=94.6% | Score=0.095 | N=37 (18B/19S Bal:0.95)
+[Epoch 46] Loss(MSE:0.0785/CE:0.8535) | LR=1.80e-05 | Val V3 Score [0.125] - Loss(MSE:0.0048/CE:0.5363) |   >=53%: WR=62.8% | Score=0.147 | N=86 (39B/47S Bal:0.83) | >=61%: WR=80.8% | Score=0.160 | N=73 (35B/38S Bal:0.92) | >=68%: WR=90.5% | Score=0.155 | N=63 (27B/36S Bal:0.75) | >=76%: WR=93.9% | Score=0.084 | N=33 (15B/18S Bal:0.83)
+[Epoch 47] Loss(MSE:0.0765/CE:0.8537) | LR=1.80e-05 | Val V3 Score [0.118] - Loss(MSE:0.0049/CE:0.5258) |   >=53%: WR=70.7% | Score=0.158 | N=82 (34B/48S Bal:0.71) | >=60%: WR=79.7% | Score=0.149 | N=69 (27B/42S Bal:0.64) | >=68%: WR=88.3% | Score=0.144 | N=60 (22B/38S Bal:0.58) | >=75%: WR=90.9% | Score=0.082 | N=33 (15B/18S Bal:0.83)
+[Epoch 48] Loss(MSE:0.0760/CE:0.8521) | LR=1.80e-05 | Val V3 Score [0.112] - Loss(MSE:0.0047/CE:0.5227) |   >=53%: WR=75.7% | Score=0.152 | N=74 (33B/41S Bal:0.80) | >=60%: WR=85.9% | Score=0.149 | N=64 (30B/34S Bal:0.88) | >=66%: WR=87.0% | Score=0.128 | N=54 (22B/32S Bal:0.69) | >=73%: WR=94.3% | Score=0.090 | N=35 (17B/18S Bal:0.94)
+[Epoch 49] Loss(MSE:0.0738/CE:0.8525) | LR=1.79e-05 | Val V3 Score [0.116] - Loss(MSE:0.0045/CE:0.5319) |   >=53%: WR=74.1% | Score=0.163 | N=81 (36B/45S Bal:0.80) | >=60%: WR=81.4% | Score=0.155 | N=70 (29B/41S Bal:0.71) | >=67%: WR=88.3% | Score=0.144 | N=60 (26B/34S Bal:0.76) | >=74%: WR=93.3% | Score=0.076 | N=30 (16B/14S Bal:0.88)
+[Epoch 50] Loss(MSE:0.0714/CE:0.8521) | LR=1.78e-05 | Val V3 Score [0.105] - Loss(MSE:0.0047/CE:0.5124) |   >=53%: WR=78.6% | Score=0.149 | N=70 (27B/43S Bal:0.63) | >=60%: WR=85.5% | Score=0.144 | N=62 (23B/39S Bal:0.59) | >=67%: WR=90.2% | Score=0.125 | N=51 (17B/34S Bal:0.50) | >=74%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
+[Epoch 51] Loss(MSE:0.0702/CE:0.8515) | LR=1.77e-05 | Val V3 Score [0.116] - Loss(MSE:0.0043/CE:0.5298) |   >=53%: WR=73.8% | Score=0.160 | N=80 (30B/50S Bal:0.60) | >=60%: WR=80.3% | Score=0.155 | N=71 (27B/44S Bal:0.61) | >=67%: WR=88.1% | Score=0.141 | N=59 (23B/36S Bal:0.64) | >=74%: WR=90.9% | Score=0.082 | N=33 (11B/22S Bal:0.50)
+[Epoch 52] Loss(MSE:0.0690/CE:0.8509) | LR=1.76e-05 | Val V3 Score [0.121] - Loss(MSE:0.0044/CE:0.5265) |   >=53%: WR=75.0% | Score=0.163 | N=80 (34B/46S Bal:0.74) | >=60%: WR=82.4% | Score=0.152 | N=68 (27B/41S Bal:0.66) | >=67%: WR=90.0% | Score=0.147 | N=60 (25B/35S Bal:0.71) | >=74%: WR=91.2% | Score=0.084 | N=34 (12B/22S Bal:0.55)
+[Epoch 53] Loss(MSE:0.0675/CE:0.8510) | LR=1.74e-05 | Val V3 Score [0.126] - Loss(MSE:0.0042/CE:0.5243) |   >=53%: WR=72.2% | Score=0.155 | N=79 (34B/45S Bal:0.76) | >=60%: WR=81.4% | Score=0.155 | N=70 (26B/44S Bal:0.59) | >=67%: WR=88.3% | Score=0.144 | N=60 (23B/37S Bal:0.62) | >=74%: WR=92.5% | Score=0.101 | N=40 (11B/29S Bal:0.38)
+[Epoch 54] Loss(MSE:0.0659/CE:0.8509) | LR=1.73e-05 | Val V3 Score [0.118] - Loss(MSE:0.0040/CE:0.5332) |   >=53%: WR=65.9% | Score=0.152 | N=85 (37B/48S Bal:0.77) | >=60%: WR=82.2% | Score=0.163 | N=73 (32B/41S Bal:0.78) | >=68%: WR=90.2% | Score=0.149 | N=61 (25B/36S Bal:0.69) | >=75%: WR=90.0% | Score=0.073 | N=30 (12B/18S Bal:0.67)
+[Epoch 55] Loss(MSE:0.0646/CE:0.8497) | LR=1.71e-05 | Val V3 Score [0.119] - Loss(MSE:0.0041/CE:0.5196) |   >=53%: WR=77.6% | Score=0.160 | N=76 (35B/41S Bal:0.85) | >=60%: WR=86.8% | Score=0.160 | N=68 (33B/35S Bal:0.94) | >=67%: WR=88.1% | Score=0.141 | N=59 (25B/34S Bal:0.74) | >=74%: WR=88.9% | Score=0.087 | N=36 (15B/21S Bal:0.71)
+[Epoch 56] Loss(MSE:0.0642/CE:0.8503) | LR=1.69e-05 | Val V3 Score [0.120] - Loss(MSE:0.0040/CE:0.5181) |   >=53%: WR=76.9% | Score=0.163 | N=78 (31B/47S Bal:0.66) | >=60%: WR=83.6% | Score=0.152 | N=67 (27B/40S Bal:0.68) | >=67%: WR=88.1% | Score=0.141 | N=59 (20B/39S Bal:0.51) | >=74%: WR=91.7% | Score=0.090 | N=36 (12B/24S Bal:0.50)
+[Epoch 57] Loss(MSE:0.0629/CE:0.8492) | LR=1.66e-05 | Val V3 Score [0.114] - Loss(MSE:0.0039/CE:0.5245) |   >=53%: WR=73.4% | Score=0.158 | N=79 (31B/48S Bal:0.65) | >=60%: WR=81.2% | Score=0.152 | N=69 (27B/42S Bal:0.64) | >=68%: WR=86.4% | Score=0.139 | N=59 (22B/37S Bal:0.59) | >=75%: WR=90.6% | Score=0.079 | N=32 (13B/19S Bal:0.68)
+[Epoch 58] Loss(MSE:0.0623/CE:0.8490) | LR=1.64e-05 | Val V3 Score [0.117] - Loss(MSE:0.0037/CE:0.5310) |   >=53%: WR=64.3% | Score=0.147 | N=84 (44B/40S Bal:0.91) | >=61%: WR=82.2% | Score=0.163 | N=73 (37B/36S Bal:0.97) | >=68%: WR=88.5% | Score=0.147 | N=61 (30B/31S Bal:0.97) | >=76%: WR=90.3% | Score=0.076 | N=31 (18B/13S Bal:0.72)
+[Epoch 59] Loss(MSE:0.0608/CE:0.8481) | LR=1.61e-05 | Val V3 Score [0.127] - Loss(MSE:0.0037/CE:0.5287) |   >=53%: WR=64.4% | Score=0.152 | N=87 (39B/48S Bal:0.81) | >=61%: WR=77.3% | Score=0.158 | N=75 (33B/42S Bal:0.79) | >=69%: WR=89.2% | Score=0.158 | N=65 (27B/38S Bal:0.71) | >=77%: WR=88.6% | Score=0.084 | N=35 (9B/26S Bal:0.35)
+[Epoch 60] Loss(MSE:0.0609/CE:0.8483) | LR=1.58e-05 | Val V3 Score [0.123] - Loss(MSE:0.0037/CE:0.5300) |   >=53%: WR=67.1% | Score=0.149 | N=82 (28B/54S Bal:0.52) | >=60%: WR=76.4% | Score=0.149 | N=72 (26B/46S Bal:0.57) | >=68%: WR=85.9% | Score=0.149 | N=64 (24B/40S Bal:0.60) | >=75%: WR=91.4% | Score=0.087 | N=35 (11B/24S Bal:0.46)
+[Epoch 61] Loss(MSE:0.0597/CE:0.8483) | LR=1.55e-05 | Val V3 Score [0.116] - Loss(MSE:0.0036/CE:0.5179) |   >=53%: WR=76.4% | Score=0.149 | N=72 (32B/40S Bal:0.80) | >=60%: WR=86.2% | Score=0.152 | N=65 (25B/40S Bal:0.62) | >=66%: WR=88.1% | Score=0.141 | N=59 (24B/35S Bal:0.69) | >=73%: WR=90.9% | Score=0.082 | N=33 (20B/13S Bal:0.65)
+[Epoch 62] Loss(MSE:0.0584/CE:0.8478) | LR=1.52e-05 | Val V3 Score [0.118] - Loss(MSE:0.0035/CE:0.5218) |   >=53%: WR=74.0% | Score=0.155 | N=77 (34B/43S Bal:0.79) | >=60%: WR=87.1% | Score=0.166 | N=70 (32B/38S Bal:0.84) | >=67%: WR=88.3% | Score=0.144 | N=60 (26B/34S Bal:0.76) | >=74%: WR=85.7% | Score=0.082 | N=35 (22B/13S Bal:0.59)
+[Epoch 63] Loss(MSE:0.0581/CE:0.8469) | LR=1.48e-05 | Val V3 Score [0.122] - Loss(MSE:0.0036/CE:0.5226) |   >=53%: WR=74.0% | Score=0.155 | N=77 (30B/47S Bal:0.64) | >=60%: WR=82.4% | Score=0.152 | N=68 (25B/43S Bal:0.58) | >=67%: WR=88.1% | Score=0.141 | N=59 (22B/37S Bal:0.59) | >=74%: WR=94.6% | Score=0.095 | N=37 (10B/27S Bal:0.37)
+[Epoch 64] Loss(MSE:0.0575/CE:0.8471) | LR=1.45e-05 | Val V3 Score [0.111] - Loss(MSE:0.0035/CE:0.5252) |   >=53%: WR=74.7% | Score=0.160 | N=79 (37B/42S Bal:0.88) | >=60%: WR=83.1% | Score=0.160 | N=71 (33B/38S Bal:0.87) | >=68%: WR=87.7% | Score=0.136 | N=57 (25B/32S Bal:0.78) | >=75%: WR=84.8% | Score=0.076 | N=33 (22B/11S Bal:0.50)
+[Epoch 65] Loss(MSE:0.0567/CE:0.8467) | LR=1.41e-05 | Val V3 Score [0.115] - Loss(MSE:0.0036/CE:0.5177) |   >=53%: WR=75.0% | Score=0.155 | N=76 (35B/41S Bal:0.85) | >=60%: WR=84.1% | Score=0.158 | N=69 (30B/39S Bal:0.77) | >=68%: WR=86.7% | Score=0.141 | N=60 (24B/36S Bal:0.67) | >=75%: WR=90.6% | Score=0.079 | N=32 (13B/19S Bal:0.68)
+[Epoch 66] Loss(MSE:0.0558/CE:0.8469) | LR=1.38e-05 | Val V3 Score [0.113] - Loss(MSE:0.0034/CE:0.5232) |   >=53%: WR=73.5% | Score=0.166 | N=83 (33B/50S Bal:0.66) | >=61%: WR=80.8% | Score=0.160 | N=73 (29B/44S Bal:0.66) | >=69%: WR=83.9% | Score=0.141 | N=62 (21B/41S Bal:0.51) | >=77%: WR=90.0% | Score=0.073 | N=30 (10B/20S Bal:0.50)
+[Epoch 67] Loss(MSE:0.0560/CE:0.8468) | LR=1.34e-05 | Val V3 Score [0.112] - Loss(MSE:0.0035/CE:0.5168) |   >=53%: WR=76.0% | Score=0.155 | N=75 (35B/40S Bal:0.88) | >=60%: WR=84.1% | Score=0.158 | N=69 (30B/39S Bal:0.77) | >=68%: WR=86.2% | Score=0.136 | N=58 (24B/34S Bal:0.71) | >=75%: WR=87.9% | Score=0.079 | N=33 (20B/13S Bal:0.65)
+[Epoch 68] Loss(MSE:0.0548/CE:0.8463) | LR=1.30e-05 | Val V3 Score [0.115] - Loss(MSE:0.0035/CE:0.5211) |   >=53%: WR=71.8% | Score=0.152 | N=78 (35B/43S Bal:0.81) | >=60%: WR=83.8% | Score=0.155 | N=68 (28B/40S Bal:0.70) | >=68%: WR=85.0% | Score=0.139 | N=60 (22B/38S Bal:0.58) | >=75%: WR=90.9% | Score=0.082 | N=33 (14B/19S Bal:0.74)
+[Epoch 69] Loss(MSE:0.0547/CE:0.8460) | LR=1.25e-05 | Val V3 Score [0.115] - Loss(MSE:0.0033/CE:0.5248) |   >=53%: WR=75.3% | Score=0.166 | N=81 (36B/45S Bal:0.80) | >=61%: WR=82.9% | Score=0.158 | N=70 (31B/39S Bal:0.79) | >=68%: WR=88.3% | Score=0.144 | N=60 (25B/35S Bal:0.71) | >=76%: WR=87.1% | Score=0.073 | N=31 (16B/15S Bal:0.94)
+[Epoch 70] Loss(MSE:0.0541/CE:0.8449) | LR=1.21e-05 | Val V3 Score [0.113] - Loss(MSE:0.0034/CE:0.5207) |   >=53%: WR=76.9% | Score=0.163 | N=78 (33B/45S Bal:0.73) | >=61%: WR=83.8% | Score=0.155 | N=68 (29B/39S Bal:0.74) | >=68%: WR=88.1% | Score=0.141 | N=59 (24B/35S Bal:0.69) | >=76%: WR=90.0% | Score=0.073 | N=30 (13B/17S Bal:0.76)
+
+🛑 EARLY STOPPING kích hoạt tại Epoch 70!
+   CE Loss val đã tăng liên tiếp 20 epoch (0.5168 → 0.5239)
+   Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.