Best model: CFG_XAG_ASIAN_V5/run_20260519_225700_v5_asian_alpha_momentum_sniper

workspaces/CFG_XAG_ASIAN_V5/runs/run_20260519_225700_v5_asian_alpha_momentum_sniper/results/train_v3.log

@@ -40,3 +40,78 @@
   ? ?? g?i th?ng tin t?m t?t Epoch 16 qua Telegram (Kh?ng k?m ?nh).
   ?? ?ang PUSH run run_20260519_225700_v5_asian_alpha_momentum_sniper l?n HF (Background)...
 [22:57:42] PUSH RUN: run_20260519_225700_v5_asian_alpha_momentum_sniper -> HF (new/changed files only)...
+[Epoch 17] Loss(MSE:2.8305/CE:0.0759) | LR=9.98e-06 | Val V3 Score [0.443] - Loss(MSE:2.1157/CE:-1.8098) |   >=53%: WR=39.3% | Score=0.393 | N=61 (16B/45S Bal:0.36) | >=54%: WR=37.0% | Score=0.370 | N=54 (12B/42S Bal:0.29) | >=55%: WR=45.7% | Score=0.457 | N=46 (11B/35S Bal:0.31) | >=56%: WR=42.5% | Score=0.425 | N=40 (10B/30S Bal:0.33)
+[22:57:44] ?? Push run run_20260519_225700_v5_asian_alpha_momentum_sniper ho?n t?t!
+[Epoch 18] Loss(MSE:2.9750/CE:0.0901) | LR=9.90e-06 | Val V3 Score [0.115] - Loss(MSE:2.1114/CE:-1.8196) |   >=53%: WR=60.0% | Score=0.571 | N=20 (0B/20S Bal:0.00) | >=54%: WR=26.7% | Score=0.190 | N=15 (0B/15S Bal:0.00) | >=55%: WR=20.0% | Score=0.095 | N=10 (0B/10S Bal:0.00) | >=56%: WR=42.9% | Score=0.143 | N=7 (0B/7S Bal:0.00)
+[Epoch 19] Loss(MSE:2.8185/CE:0.0784) | LR=9.78e-06 | Val V3 Score [0.389] - Loss(MSE:2.1058/CE:-1.8118) |   >=53%: WR=36.7% | Score=0.367 | N=60 (16B/44S Bal:0.36) | >=54%: WR=44.2% | Score=0.442 | N=52 (13B/39S Bal:0.33) | >=55%: WR=40.9% | Score=0.409 | N=44 (11B/33S Bal:0.33) | >=56%: WR=36.1% | Score=0.361 | N=36 (8B/28S Bal:0.29)
+[Epoch 20] Loss(MSE:2.9415/CE:0.0713) | LR=9.61e-06 | Val V3 Score [0.000] - Loss(MSE:2.1006/CE:-1.8114) |   >=53%: WR=0.0% | Score=0.000 | N=2 (0B/2S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=2 (0B/2S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 21] Loss(MSE:2.9450/CE:0.0694) | LR=9.40e-06 | Val V3 Score [0.349] - Loss(MSE:2.0946/CE:-1.8102) |   >=53%: WR=32.8% | Score=0.328 | N=58 (20B/38S Bal:0.53) | >=54%: WR=39.2% | Score=0.392 | N=51 (17B/34S Bal:0.50) | >=54%: WR=33.3% | Score=0.333 | N=42 (14B/28S Bal:0.50) | >=55%: WR=37.1% | Score=0.371 | N=35 (12B/23S Bal:0.52)
+[Epoch 22] Loss(MSE:2.9677/CE:0.0754) | LR=9.14e-06 | Val V3 Score [0.028] - Loss(MSE:2.0890/CE:-1.8122) |   >=53%: WR=0.0% | Score=0.000 | N=7 (0B/7S Bal:0.00) | >=54%: WR=25.0% | Score=0.048 | N=4 (0B/4S Bal:0.00) | >=55%: WR=50.0% | Score=0.048 | N=2 (0B/2S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00)
+[Epoch 23] Loss(MSE:2.9605/CE:0.0755) | LR=8.84e-06 | Val V3 Score [0.321] - Loss(MSE:2.0832/CE:-1.8082) |   >=53%: WR=42.4% | Score=0.424 | N=33 (4B/29S Bal:0.14) | >=54%: WR=56.5% | Score=0.565 | N=23 (1B/22S Bal:0.05) | >=55%: WR=40.0% | Score=0.381 | N=20 (1B/19S Bal:0.05) | >=56%: WR=29.4% | Score=0.238 | N=17 (1B/16S Bal:0.06)
+[Epoch 24] Loss(MSE:2.8088/CE:0.0702) | LR=8.51e-06 | Val V3 Score [0.367] - Loss(MSE:2.0782/CE:-1.7957) |   >=53%: WR=35.5% | Score=0.355 | N=62 (25B/37S Bal:0.68) | >=54%: WR=37.0% | Score=0.370 | N=54 (20B/34S Bal:0.59) | >=54%: WR=35.4% | Score=0.354 | N=48 (17B/31S Bal:0.55) | >=55%: WR=38.5% | Score=0.385 | N=39 (12B/27S Bal:0.44)
+[Epoch 25] Loss(MSE:2.9299/CE:0.0754) | LR=8.15e-06 | Val V3 Score [0.380] - Loss(MSE:2.0734/CE:-1.7914) |   >=53%: WR=42.6% | Score=0.426 | N=68 (24B/44S Bal:0.55) | >=54%: WR=36.8% | Score=0.368 | N=57 (22B/35S Bal:0.63) | >=55%: WR=34.9% | Score=0.349 | N=43 (13B/30S Bal:0.43) | >=56%: WR=42.4% | Score=0.424 | N=33 (10B/23S Bal:0.43)
+[Epoch 26] Loss(MSE:2.9119/CE:0.0726) | LR=7.75e-06 | Val V3 Score [0.370] - Loss(MSE:2.0682/CE:-1.7941) |   >=53%: WR=44.8% | Score=0.448 | N=67 (24B/43S Bal:0.56) | >=54%: WR=36.7% | Score=0.367 | N=60 (23B/37S Bal:0.62) | >=54%: WR=36.4% | Score=0.364 | N=55 (20B/35S Bal:0.57) | >=55%: WR=37.8% | Score=0.378 | N=45 (14B/31S Bal:0.45)
+[Epoch 27] Loss(MSE:2.7809/CE:0.0598) | LR=7.33e-06 | Val V3 Score [0.393] - Loss(MSE:2.0628/CE:-1.7875) |   >=53%: WR=32.4% | Score=0.324 | N=68 (24B/44S Bal:0.55) | >=54%: WR=37.1% | Score=0.371 | N=62 (23B/39S Bal:0.59) | >=55%: WR=36.7% | Score=0.367 | N=49 (16B/33S Bal:0.48) | >=56%: WR=42.9% | Score=0.429 | N=35 (8B/27S Bal:0.30)
+[Epoch 28] Loss(MSE:2.9047/CE:0.0726) | LR=6.89e-06 | Val V3 Score [0.508] - Loss(MSE:2.0579/CE:-1.7895) |   >=53%: WR=37.8% | Score=0.378 | N=37 (1B/36S Bal:0.03) | >=54%: WR=38.7% | Score=0.387 | N=31 (1B/30S Bal:0.03) | >=55%: WR=56.5% | Score=0.565 | N=23 (1B/22S Bal:0.05) | >=56%: WR=42.9% | Score=0.429 | N=21 (1B/20S Bal:0.05)
+[Epoch 29] Loss(MSE:2.7599/CE:0.0641) | LR=6.44e-06 | Val V3 Score [0.379] - Loss(MSE:2.0529/CE:-1.7783) |   >=53%: WR=37.7% | Score=0.377 | N=69 (25B/44S Bal:0.57) | >=54%: WR=35.0% | Score=0.350 | N=60 (22B/38S Bal:0.58) | >=55%: WR=37.5% | Score=0.375 | N=48 (14B/34S Bal:0.41) | >=56%: WR=38.5% | Score=0.385 | N=39 (11B/28S Bal:0.39)
+[Epoch 30] Loss(MSE:2.7678/CE:0.0567) | LR=5.97e-06 | Val V3 Score [0.360] - Loss(MSE:2.0481/CE:-1.7741) |   >=53%: WR=37.7% | Score=0.377 | N=77 (33B/44S Bal:0.75) | >=54%: WR=37.5% | Score=0.375 | N=64 (26B/38S Bal:0.68) | >=56%: WR=32.7% | Score=0.327 | N=52 (21B/31S Bal:0.68) | >=57%: WR=40.5% | Score=0.405 | N=37 (12B/25S Bal:0.48)
+[Epoch 31] Loss(MSE:2.7656/CE:0.0618) | LR=5.50e-06 | Val V3 Score [0.351] - Loss(MSE:2.0437/CE:-1.7687) |   >=53%: WR=37.1% | Score=0.371 | N=70 (27B/43S Bal:0.63) | >=54%: WR=34.4% | Score=0.344 | N=64 (26B/38S Bal:0.68) | >=55%: WR=32.7% | Score=0.327 | N=52 (20B/32S Bal:0.62) | >=56%: WR=38.5% | Score=0.385 | N=39 (13B/26S Bal:0.50)
+[Epoch 32] Loss(MSE:2.7493/CE:0.0638) | LR=5.03e-06 | Val V3 Score [0.374] - Loss(MSE:2.0394/CE:-1.7649) |   >=53%: WR=36.6% | Score=0.366 | N=71 (35B/36S Bal:0.97) | >=54%: WR=30.5% | Score=0.305 | N=59 (28B/31S Bal:0.90) | >=56%: WR=38.3% | Score=0.383 | N=47 (23B/24S Bal:0.96) | >=57%: WR=36.1% | Score=0.361 | N=36 (17B/19S Bal:0.89)
+[Epoch 33] Loss(MSE:3.0169/CE:0.0683) | LR=4.56e-06 | Val V3 Score [0.000] - Loss(MSE:2.0357/CE:-1.7551) |   >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 34] Loss(MSE:2.8861/CE:0.0625) | LR=4.11e-06 | Val V3 Score [0.411] - Loss(MSE:2.0321/CE:-1.7582) |   >=53%: WR=31.3% | Score=0.313 | N=67 (30B/37S Bal:0.81) | >=54%: WR=32.8% | Score=0.328 | N=58 (25B/33S Bal:0.76) | >=55%: WR=38.0% | Score=0.380 | N=50 (21B/29S Bal:0.72) | >=56%: WR=45.5% | Score=0.455 | N=33 (12B/21S Bal:0.57)
+[Epoch 35] Loss(MSE:2.7357/CE:0.0563) | LR=3.67e-06 | Val V3 Score [0.389] - Loss(MSE:2.0287/CE:-1.7560) |   >=53%: WR=39.0% | Score=0.390 | N=77 (34B/43S Bal:0.79) | >=54%: WR=34.9% | Score=0.349 | N=63 (26B/37S Bal:0.70) | >=56%: WR=37.3% | Score=0.373 | N=51 (20B/31S Bal:0.65) | >=57%: WR=41.2% | Score=0.412 | N=34 (11B/23S Bal:0.48)
+[Epoch 36] Loss(MSE:2.7457/CE:0.0705) | LR=3.25e-06 | Val V3 Score [0.384] - Loss(MSE:2.0260/CE:-1.7524) |   >=53%: WR=37.8% | Score=0.378 | N=82 (41B/41S Bal:1.00) | >=55%: WR=34.4% | Score=0.344 | N=61 (28B/33S Bal:0.85) | >=56%: WR=40.4% | Score=0.404 | N=47 (22B/25S Bal:0.88) | >=58%: WR=35.5% | Score=0.355 | N=31 (12B/19S Bal:0.63)
+[Epoch 37] Loss(MSE:2.7261/CE:0.0580) | LR=2.85e-06 | Val V3 Score [0.383] - Loss(MSE:2.0230/CE:-1.7508) |   >=53%: WR=40.0% | Score=0.400 | N=80 (37B/43S Bal:0.86) | >=54%: WR=30.3% | Score=0.303 | N=66 (28B/38S Bal:0.74) | >=56%: WR=34.0% | Score=0.340 | N=53 (22B/31S Bal:0.71) | >=57%: WR=44.4% | Score=0.444 | N=36 (13B/23S Bal:0.57)
+[Epoch 38] Loss(MSE:2.9106/CE:0.0632) | LR=2.49e-06 | Val V3 Score [0.067] - Loss(MSE:2.0204/CE:-1.7524) |   >=53%: WR=25.0% | Score=0.190 | N=16 (0B/16S Bal:0.00) | >=54%: WR=46.2% | Score=0.286 | N=13 (0B/13S Bal:0.00) | >=55%: WR=12.5% | Score=0.048 | N=8 (0B/8S Bal:0.00) | >=56%: WR=33.3% | Score=0.095 | N=6 (0B/6S Bal:0.00)
+[Epoch 39] Loss(MSE:2.7243/CE:0.0550) | LR=2.16e-06 | Val V3 Score [0.379] - Loss(MSE:2.0183/CE:-1.7488) |   >=53%: WR=36.8% | Score=0.368 | N=76 (33B/43S Bal:0.77) | >=54%: WR=36.8% | Score=0.368 | N=68 (30B/38S Bal:0.79) | >=55%: WR=37.0% | Score=0.370 | N=54 (22B/32S Bal:0.69) | >=56%: WR=39.0% | Score=0.390 | N=41 (16B/25S Bal:0.64)
+[Epoch 40] Loss(MSE:2.7182/CE:0.0592) | LR=1.86e-06 | Val V3 Score [0.379] - Loss(MSE:2.0163/CE:-1.7467) |   >=53%: WR=36.5% | Score=0.365 | N=74 (34B/40S Bal:0.85) | >=54%: WR=39.1% | Score=0.391 | N=64 (31B/33S Bal:0.94) | >=56%: WR=39.1% | Score=0.391 | N=46 (21B/25S Bal:0.84) | >=57%: WR=36.1% | Score=0.361 | N=36 (16B/20S Bal:0.80)
+[Epoch 41] Loss(MSE:2.7228/CE:0.0636) | LR=1.60e-06 | Val V3 Score [0.402] - Loss(MSE:2.0146/CE:-1.7463) |   >=53%: WR=36.2% | Score=0.362 | N=80 (36B/44S Bal:0.82) | >=54%: WR=34.4% | Score=0.344 | N=64 (28B/36S Bal:0.78) | >=56%: WR=39.6% | Score=0.396 | N=48 (18B/30S Bal:0.60) | >=57%: WR=41.2% | Score=0.412 | N=34 (11B/23S Bal:0.48)
+[Epoch 42] Loss(MSE:2.8728/CE:0.0604) | LR=1.39e-06 | Val V3 Score [0.425] - Loss(MSE:2.0131/CE:-1.7460) |   >=53%: WR=32.3% | Score=0.323 | N=65 (28B/37S Bal:0.76) | >=54%: WR=34.5% | Score=0.345 | N=55 (21B/34S Bal:0.62) | >=54%: WR=39.1% | Score=0.391 | N=46 (15B/31S Bal:0.48) | >=55%: WR=47.2% | Score=0.472 | N=36 (9B/27S Bal:0.33)
+[Epoch 43] Loss(MSE:2.7221/CE:0.0637) | LR=1.22e-06 | Val V3 Score [0.378] - Loss(MSE:2.0118/CE:-1.7410) |   >=53%: WR=35.9% | Score=0.359 | N=78 (37B/41S Bal:0.90) | >=54%: WR=36.1% | Score=0.361 | N=61 (28B/33S Bal:0.85) | >=56%: WR=38.3% | Score=0.383 | N=47 (21B/26S Bal:0.81) | >=57%: WR=37.1% | Score=0.371 | N=35 (15B/20S Bal:0.75)
+[Epoch 44] Loss(MSE:2.8425/CE:0.0586) | LR=1.10e-06 | Val V3 Score [0.000] - Loss(MSE:2.0104/CE:-1.7304) |   >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 45] Loss(MSE:2.8460/CE:0.0585) | LR=1.02e-06 | Val V3 Score [0.436] - Loss(MSE:2.0092/CE:-1.7418) |   >=53%: WR=33.3% | Score=0.333 | N=66 (26B/40S Bal:0.65) | >=54%: WR=33.3% | Score=0.333 | N=54 (19B/35S Bal:0.54) | >=54%: WR=40.0% | Score=0.400 | N=45 (14B/31S Bal:0.45) | >=55%: WR=48.6% | Score=0.486 | N=35 (8B/27S Bal:0.30)
+[Epoch 46] Loss(MSE:2.6996/CE:0.0632) | LR=1.00e-05 | Val V3 Score [0.357] - Loss(MSE:1.9967/CE:-1.7306) |   >=53%: WR=32.5% | Score=0.325 | N=77 (39B/38S Bal:0.97) | >=54%: WR=33.8% | Score=0.338 | N=65 (33B/32S Bal:0.97) | >=56%: WR=35.4% | Score=0.354 | N=48 (24B/24S Bal:1.00) | >=57%: WR=36.1% | Score=0.361 | N=36 (17B/19S Bal:0.89)
+[Epoch 47] Loss(MSE:2.6803/CE:0.0500) | LR=9.99e-06 | Val V3 Score [0.326] - Loss(MSE:1.9838/CE:-1.7200) |   >=53%: WR=37.0% | Score=0.370 | N=73 (39B/34S Bal:0.87) | >=54%: WR=31.2% | Score=0.312 | N=64 (36B/28S Bal:0.78) | >=56%: WR=36.0% | Score=0.360 | N=50 (29B/21S Bal:0.72) | >=57%: WR=27.8% | Score=0.278 | N=36 (18B/18S Bal:1.00)
+[Epoch 48] Loss(MSE:2.6818/CE:0.0576) | LR=9.98e-06 | Val V3 Score [0.333] - Loss(MSE:1.9713/CE:-1.7111) |   >=53%: WR=34.7% | Score=0.347 | N=72 (40B/32S Bal:0.80) | >=55%: WR=33.9% | Score=0.339 | N=59 (33B/26S Bal:0.79) | >=56%: WR=34.1% | Score=0.341 | N=44 (25B/19S Bal:0.76) | >=58%: WR=32.3% | Score=0.323 | N=31 (14B/17S Bal:0.82)
+[Epoch 49] Loss(MSE:2.8051/CE:0.0480) | LR=9.94e-06 | Val V3 Score [0.346] - Loss(MSE:1.9589/CE:-1.6939) |   >=53%: WR=35.3% | Score=0.353 | N=68 (36B/32S Bal:0.89) | >=54%: WR=37.5% | Score=0.375 | N=56 (31B/25S Bal:0.81) | >=56%: WR=35.6% | Score=0.356 | N=45 (25B/20S Bal:0.80) | >=57%: WR=33.3% | Score=0.333 | N=33 (15B/18S Bal:0.83)
+[Epoch 50] Loss(MSE:2.6386/CE:0.0572) | LR=9.90e-06 | Val V3 Score [0.371] - Loss(MSE:1.9459/CE:-1.6824) |   >=53%: WR=37.5% | Score=0.375 | N=72 (40B/32S Bal:0.80) | >=54%: WR=36.2% | Score=0.362 | N=58 (33B/25S Bal:0.76) | >=56%: WR=40.4% | Score=0.404 | N=47 (25B/22S Bal:0.88) | >=57%: WR=32.4% | Score=0.324 | N=34 (16B/18S Bal:0.89)
+[Epoch 51] Loss(MSE:2.6324/CE:0.0503) | LR=9.85e-06 | Val V3 Score [0.270] - Loss(MSE:1.9325/CE:-1.6669) |   >=53%: WR=35.7% | Score=0.357 | N=70 (47B/23S Bal:0.49) | >=55%: WR=28.1% | Score=0.281 | N=57 (38B/19S Bal:0.50) | >=56%: WR=29.5% | Score=0.295 | N=44 (31B/13S Bal:0.42) | >=58%: WR=23.3% | Score=0.233 | N=30 (22B/8S Bal:0.36)
+[Epoch 52] Loss(MSE:2.6016/CE:0.0443) | LR=9.78e-06 | Val V3 Score [0.273] - Loss(MSE:1.9193/CE:-1.6531) |   >=53%: WR=31.5% | Score=0.315 | N=73 (46B/27S Bal:0.59) | >=54%: WR=36.1% | Score=0.361 | N=61 (40B/21S Bal:0.53) | >=56%: WR=26.4% | Score=0.264 | N=53 (33B/20S Bal:0.61) | >=57%: WR=28.6% | Score=0.286 | N=42 (26B/16S Bal:0.62)
+[Epoch 53] Loss(MSE:2.5952/CE:0.0508) | LR=9.70e-06 | Val V3 Score [0.273] - Loss(MSE:1.9061/CE:-1.6373) |   >=53%: WR=38.2% | Score=0.382 | N=76 (49B/27S Bal:0.55) | >=55%: WR=28.8% | Score=0.288 | N=66 (46B/20S Bal:0.43) | >=57%: WR=30.2% | Score=0.302 | N=53 (38B/15S Bal:0.39) | >=59%: WR=23.3% | Score=0.233 | N=30 (23B/7S Bal:0.30)
+[Epoch 54] Loss(MSE:2.5758/CE:0.0465) | LR=9.61e-06 | Val V3 Score [0.330] - Loss(MSE:1.8925/CE:-1.6263) |   >=53%: WR=29.7% | Score=0.297 | N=74 (47B/27S Bal:0.57) | >=55%: WR=33.3% | Score=0.333 | N=63 (42B/21S Bal:0.50) | >=56%: WR=33.3% | Score=0.333 | N=51 (32B/19S Bal:0.59) | >=58%: WR=32.4% | Score=0.324 | N=37 (24B/13S Bal:0.54)
+[Epoch 55] Loss(MSE:2.5367/CE:0.0529) | LR=9.51e-06 | Val V3 Score [0.334] - Loss(MSE:1.8792/CE:-1.6154) |   >=53%: WR=33.3% | Score=0.333 | N=69 (46B/23S Bal:0.50) | >=55%: WR=31.2% | Score=0.312 | N=64 (43B/21S Bal:0.49) | >=56%: WR=36.2% | Score=0.362 | N=47 (31B/16S Bal:0.52) | >=58%: WR=29.4% | Score=0.294 | N=34 (23B/11S Bal:0.48)
+[Epoch 56] Loss(MSE:2.7456/CE:0.0586) | LR=9.40e-06 | Val V3 Score [0.000] - Loss(MSE:1.8666/CE:-1.6072) |   >=53%: WR=37.5% | Score=0.143 | N=8 (3B/5S Bal:0.60) | >=54%: WR=33.3% | Score=0.048 | N=3 (1B/2S Bal:0.50) | >=55%: WR=0.0% | Score=0.000 | N=2 (1B/1S Bal:1.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 57] Loss(MSE:2.6356/CE:0.0496) | LR=9.27e-06 | Val V3 Score [0.000] - Loss(MSE:1.8523/CE:-1.5879) |   >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 58] Loss(MSE:2.5014/CE:0.0461) | LR=9.14e-06 | Val V3 Score [0.257] - Loss(MSE:1.8399/CE:-1.5850) |   >=53%: WR=31.4% | Score=0.314 | N=70 (49B/21S Bal:0.43) | >=55%: WR=29.8% | Score=0.298 | N=57 (44B/13S Bal:0.30) | >=57%: WR=27.9% | Score=0.279 | N=43 (33B/10S Bal:0.30) | >=59%: WR=22.6% | Score=0.226 | N=31 (26B/5S Bal:0.19)
+[Epoch 59] Loss(MSE:2.4919/CE:0.0428) | LR=9.00e-06 | Val V3 Score [0.287] - Loss(MSE:1.8267/CE:-1.5749) |   >=53%: WR=31.1% | Score=0.311 | N=61 (40B/21S Bal:0.53) | >=55%: WR=30.8% | Score=0.308 | N=52 (35B/17S Bal:0.49) | >=56%: WR=26.2% | Score=0.262 | N=42 (31B/11S Bal:0.35) | >=58%: WR=32.3% | Score=0.323 | N=31 (23B/8S Bal:0.35)
+[Epoch 60] Loss(MSE:2.4677/CE:0.0412) | LR=8.84e-06 | Val V3 Score [0.267] - Loss(MSE:1.8146/CE:-1.5607) |   >=53%: WR=31.2% | Score=0.312 | N=64 (45B/19S Bal:0.42) | >=55%: WR=25.5% | Score=0.255 | N=47 (35B/12S Bal:0.34) | >=57%: WR=25.0% | Score=0.250 | N=40 (32B/8S Bal:0.25) | >=59%: WR=29.0% | Score=0.290 | N=31 (26B/5S Bal:0.19)
+[Epoch 61] Loss(MSE:2.9789/CE:0.0516) | LR=8.68e-06 | Val V3 Score [0.000] - Loss(MSE:1.8037/CE:-1.5564) |   >=53%: WR=0.0% | Score=0.000 | N=2 (1B/1S Bal:1.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 62] Loss(MSE:2.4208/CE:0.0430) | LR=8.51e-06 | Val V3 Score [0.234] - Loss(MSE:1.7917/CE:-1.5332) |   >=53%: WR=33.8% | Score=0.338 | N=71 (52B/19S Bal:0.37) | >=55%: WR=21.4% | Score=0.214 | N=56 (44B/12S Bal:0.27) | >=57%: WR=23.3% | Score=0.233 | N=43 (35B/8S Bal:0.23) | >=59%: WR=23.5% | Score=0.235 | N=34 (30B/4S Bal:0.13)
+[Epoch 63] Loss(MSE:2.5725/CE:0.0457) | LR=8.33e-06 | Val V3 Score [0.264] - Loss(MSE:1.7810/CE:-1.5226) |   >=53%: WR=25.0% | Score=0.250 | N=68 (47B/21S Bal:0.45) | >=55%: WR=30.4% | Score=0.304 | N=56 (39B/17S Bal:0.44) | >=57%: WR=23.8% | Score=0.238 | N=42 (32B/10S Bal:0.31) | >=59%: WR=30.0% | Score=0.300 | N=30 (22B/8S Bal:0.36)
+[Epoch 64] Loss(MSE:2.7266/CE:0.0395) | LR=8.15e-06 | Val V3 Score [0.000] - Loss(MSE:1.7698/CE:-1.5064) |   >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 65] Loss(MSE:2.9317/CE:0.0393) | LR=7.95e-06 | Val V3 Score [0.000] - Loss(MSE:1.7589/CE:-1.4830) |   >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 66] Loss(MSE:2.3843/CE:0.0504) | LR=7.75e-06 | Val V3 Score [0.263] - Loss(MSE:1.7478/CE:-1.4781) |   >=53%: WR=33.8% | Score=0.338 | N=71 (50B/21S Bal:0.42) | >=55%: WR=33.3% | Score=0.333 | N=57 (40B/17S Bal:0.42) | >=57%: WR=25.6% | Score=0.256 | N=43 (33B/10S Bal:0.30) | >=59%: WR=27.3% | Score=0.273 | N=33 (26B/7S Bal:0.27)
+[Epoch 67] Loss(MSE:2.3506/CE:0.0371) | LR=7.54e-06 | Val V3 Score [0.276] - Loss(MSE:1.7367/CE:-1.4643) |   >=53%: WR=32.4% | Score=0.324 | N=71 (50B/21S Bal:0.42) | >=55%: WR=32.7% | Score=0.327 | N=55 (37B/18S Bal:0.49) | >=57%: WR=22.7% | Score=0.227 | N=44 (34B/10S Bal:0.29) | >=59%: WR=34.4% | Score=0.344 | N=32 (25B/7S Bal:0.28)
+[Epoch 68] Loss(MSE:2.3560/CE:0.0379) | LR=7.33e-06 | Val V3 Score [0.270] - Loss(MSE:1.7267/CE:-1.4551) |   >=53%: WR=32.9% | Score=0.329 | N=76 (55B/21S Bal:0.38) | >=55%: WR=29.3% | Score=0.293 | N=58 (45B/13S Bal:0.29) | >=57%: WR=24.4% | Score=0.244 | N=45 (35B/10S Bal:0.29) | >=59%: WR=30.6% | Score=0.306 | N=36 (31B/5S Bal:0.16)
+[Epoch 69] Loss(MSE:2.3314/CE:0.0315) | LR=7.11e-06 | Val V3 Score [0.284] - Loss(MSE:1.7167/CE:-1.4380) |   >=53%: WR=31.5% | Score=0.315 | N=73 (52B/21S Bal:0.40) | >=55%: WR=32.7% | Score=0.327 | N=55 (38B/17S Bal:0.45) | >=58%: WR=23.3% | Score=0.233 | N=43 (33B/10S Bal:0.30) | >=60%: WR=35.5% | Score=0.355 | N=31 (24B/7S Bal:0.29)
+[Epoch 70] Loss(MSE:2.5128/CE:0.0400) | LR=6.89e-06 | Val V3 Score [0.218] - Loss(MSE:1.7072/CE:-1.4378) |   >=53%: WR=23.5% | Score=0.235 | N=34 (24B/10S Bal:0.42) | >=54%: WR=23.8% | Score=0.238 | N=21 (14B/7S Bal:0.50) | >=55%: WR=33.3% | Score=0.238 | N=15 (11B/4S Bal:0.36) | >=56%: WR=33.3% | Score=0.190 | N=12 (10B/2S Bal:0.20)
+[Epoch 71] Loss(MSE:2.2884/CE:0.0370) | LR=6.66e-06 | Val V3 Score [0.244] - Loss(MSE:1.6970/CE:-1.4219) |   >=53%: WR=31.4% | Score=0.314 | N=70 (49B/21S Bal:0.43) | >=55%: WR=28.8% | Score=0.288 | N=59 (43B/16S Bal:0.37) | >=57%: WR=22.7% | Score=0.227 | N=44 (34B/10S Bal:0.29) | >=59%: WR=26.7% | Score=0.267 | N=30 (23B/7S Bal:0.30)
+[Epoch 72] Loss(MSE:2.2818/CE:0.0258) | LR=6.44e-06 | Val V3 Score [0.253] - Loss(MSE:1.6875/CE:-1.4060) |   >=53%: WR=35.6% | Score=0.356 | N=73 (52B/21S Bal:0.40) | >=55%: WR=30.0% | Score=0.300 | N=60 (46B/14S Bal:0.30) | >=57%: WR=23.3% | Score=0.233 | N=43 (34B/9S Bal:0.26) | >=59%: WR=28.1% | Score=0.281 | N=32 (25B/7S Bal:0.28)
+[Epoch 73] Loss(MSE:2.2813/CE:0.0404) | LR=6.20e-06 | Val V3 Score [0.300] - Loss(MSE:1.6792/CE:-1.3985) |   >=53%: WR=35.6% | Score=0.356 | N=73 (53B/20S Bal:0.38) | >=55%: WR=28.8% | Score=0.288 | N=59 (47B/12S Bal:0.26) | >=57%: WR=29.8% | Score=0.298 | N=47 (37B/10S Bal:0.27) | >=59%: WR=30.3% | Score=0.303 | N=33 (28B/5S Bal:0.18)
+[Epoch 74] Loss(MSE:2.2526/CE:0.0320) | LR=5.97e-06 | Val V3 Score [0.293] - Loss(MSE:1.6705/CE:-1.3841) |   >=53%: WR=33.8% | Score=0.338 | N=71 (50B/21S Bal:0.42) | >=55%: WR=32.3% | Score=0.323 | N=65 (47B/18S Bal:0.38) | >=57%: WR=25.0% | Score=0.250 | N=44 (34B/10S Bal:0.29) | >=59%: WR=35.3% | Score=0.353 | N=34 (26B/8S Bal:0.31)
+[Epoch 75] Loss(MSE:2.2337/CE:0.0375) | LR=5.74e-06 | Val V3 Score [0.301] - Loss(MSE:1.6617/CE:-1.3697) |   >=53%: WR=39.0% | Score=0.390 | N=77 (58B/19S Bal:0.33) | >=55%: WR=28.6% | Score=0.286 | N=63 (50B/13S Bal:0.26) | >=57%: WR=29.8% | Score=0.298 | N=47 (38B/9S Bal:0.24) | >=59%: WR=30.6% | Score=0.306 | N=36 (31B/5S Bal:0.16)
+[Epoch 76] Loss(MSE:2.2283/CE:0.0342) | LR=5.50e-06 | Val V3 Score [0.287] - Loss(MSE:1.6540/CE:-1.3684) |   >=53%: WR=30.0% | Score=0.300 | N=70 (49B/21S Bal:0.43) | >=55%: WR=30.4% | Score=0.304 | N=56 (40B/16S Bal:0.40) | >=57%: WR=26.2% | Score=0.262 | N=42 (31B/11S Bal:0.35) | >=59%: WR=32.3% | Score=0.323 | N=31 (24B/7S Bal:0.29)
+[Epoch 77] Loss(MSE:2.3889/CE:0.0349) | LR=5.26e-06 | Val V3 Score [0.221] - Loss(MSE:1.6459/CE:-1.3566) |   >=53%: WR=36.2% | Score=0.362 | N=58 (41B/17S Bal:0.41) | >=54%: WR=32.6% | Score=0.326 | N=46 (34B/12S Bal:0.35) | >=55%: WR=22.5% | Score=0.225 | N=40 (29B/11S Bal:0.38) | >=56%: WR=21.6% | Score=0.216 | N=37 (27B/10S Bal:0.37)
+[Epoch 78] Loss(MSE:2.1899/CE:0.0288) | LR=5.03e-06 | Val V3 Score [0.282] - Loss(MSE:1.6394/CE:-1.3403) |   >=53%: WR=41.7% | Score=0.417 | N=72 (54B/18S Bal:0.33) | >=55%: WR=29.3% | Score=0.293 | N=58 (47B/11S Bal:0.23) | >=57%: WR=28.3% | Score=0.283 | N=46 (37B/9S Bal:0.24) | >=59%: WR=28.1% | Score=0.281 | N=32 (27B/5S Bal:0.19)
+[Epoch 79] Loss(MSE:2.1840/CE:0.0255) | LR=4.80e-06 | Val V3 Score [0.278] - Loss(MSE:1.6317/CE:-1.3352) |   >=53%: WR=39.7% | Score=0.397 | N=68 (50B/18S Bal:0.36) | >=55%: WR=31.7% | Score=0.317 | N=60 (48B/12S Bal:0.25) | >=56%: WR=28.3% | Score=0.283 | N=46 (36B/10S Bal:0.28) | >=58%: WR=27.3% | Score=0.273 | N=33 (26B/7S Bal:0.27)
+[Epoch 80] Loss(MSE:2.1781/CE:0.0268) | LR=4.56e-06 | Val V3 Score [0.338] - Loss(MSE:1.6255/CE:-1.3227) |   >=53%: WR=36.2% | Score=0.362 | N=69 (55B/14S Bal:0.25) | >=55%: WR=28.1% | Score=0.281 | N=57 (46B/11S Bal:0.24) | >=56%: WR=37.2% | Score=0.372 | N=43 (35B/8S Bal:0.23) | >=58%: WR=29.0% | Score=0.290 | N=31 (26B/5S Bal:0.19)
+[Epoch 81] Loss(MSE:2.1580/CE:0.0304) | LR=4.34e-06 | Val V3 Score [0.246] - Loss(MSE:1.6192/CE:-1.3208) |   >=53%: WR=36.4% | Score=0.364 | N=66 (47B/19S Bal:0.40) | >=54%: WR=37.5% | Score=0.375 | N=56 (40B/16S Bal:0.40) | >=56%: WR=24.4% | Score=0.244 | N=41 (31B/10S Bal:0.32) | >=57%: WR=25.0% | Score=0.250 | N=36 (27B/9S Bal:0.33)
+[Epoch 82] Loss(MSE:2.1659/CE:0.0372) | LR=4.11e-06 | Val V3 Score [0.325] - Loss(MSE:1.6131/CE:-1.3073) |   >=53%: WR=39.4% | Score=0.394 | N=71 (56B/15S Bal:0.27) | >=55%: WR=29.8% | Score=0.298 | N=57 (47B/10S Bal:0.21) | >=56%: WR=34.1% | Score=0.341 | N=44 (36B/8S Bal:0.22) | >=58%: WR=30.3% | Score=0.303 | N=33 (28B/5S Bal:0.18)
+[Epoch 83] Loss(MSE:2.1486/CE:0.0248) | LR=3.89e-06 | Val V3 Score [0.266] - Loss(MSE:1.6075/CE:-1.3059) |   >=53%: WR=38.6% | Score=0.386 | N=70 (55B/15S Bal:0.27) | >=55%: WR=29.8% | Score=0.298 | N=57 (47B/10S Bal:0.21) | >=56%: WR=29.8% | Score=0.298 | N=47 (38B/9S Bal:0.24) | >=58%: WR=22.2% | Score=0.222 | N=36 (30B/6S Bal:0.20)
+[Epoch 84] Loss(MSE:2.1575/CE:0.0344) | LR=3.67e-06 | Val V3 Score [0.278] - Loss(MSE:1.6025/CE:-1.3031) |   >=53%: WR=37.5% | Score=0.375 | N=72 (54B/18S Bal:0.33) | >=55%: WR=31.5% | Score=0.315 | N=54 (44B/10S Bal:0.23) | >=56%: WR=33.3% | Score=0.333 | N=42 (33B/9S Bal:0.27) | >=58%: WR=20.0% | Score=0.200 | N=30 (24B/6S Bal:0.25)
+[Epoch 85] Loss(MSE:2.3446/CE:0.0352) | LR=3.46e-06 | Val V3 Score [0.000] - Loss(MSE:1.5976/CE:-1.3242) |   >=53%: WR=28.6% | Score=0.095 | N=7 (5B/2S Bal:0.40) | >=54%: WR=0.0% | Score=0.000 | N=3 (2B/1S Bal:0.50) | >=55%: WR=0.0% | Score=0.000 | N=2 (2B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=2 (2B/0S Bal:0.00)
+[Epoch 86] Loss(MSE:2.0976/CE:0.0272) | LR=3.25e-06 | Val V3 Score [0.303] - Loss(MSE:1.5916/CE:-1.2944) |   >=53%: WR=31.5% | Score=0.315 | N=73 (52B/21S Bal:0.40) | >=55%: WR=37.3% | Score=0.373 | N=59 (43B/16S Bal:0.37) | >=56%: WR=31.8% | Score=0.318 | N=44 (33B/11S Bal:0.33) | >=58%: WR=28.1% | Score=0.281 | N=32 (23B/9S Bal:0.39)
+
+? EARLY STOPPING k?ch ho?t t?i Epoch 86!
+   CE Loss val ?? t?ng li?n ti?p 25 epoch (0.2473 ? 0.2971)
+   Best model ?? ???c l?u. D?ng training ?? b?o to?n tr?ng s? t?t nh?t.