Best model: CFG_XAG_LONDON_V5/run_20260519_225200_v5_london_alpha_momentum_sniper

workspaces/CFG_XAG_LONDON_V5/runs/run_20260519_225200_v5_london_alpha_momentum_sniper/results/train_v3.log

@@ -157,3 +157,39 @@
   ? ?? g?i bi?u ?? Telegram cho Epoch 118.
   ?? ?ang PUSH run run_20260519_225200_v5_london_alpha_momentum_sniper l?n HF (Background)...
 [22:55:11] PUSH RUN: run_20260519_225200_v5_london_alpha_momentum_sniper -> HF (new/changed files only)...
+[Epoch 119] Loss(MSE:15.8722/CE:0.2100) | LR=9.74e-06 | Val V3 Score [0.000] - Loss(MSE:4.1906/CE:-3.8042) |   >=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)
+[22:55:14] ?? Push run run_20260519_225200_v5_london_alpha_momentum_sniper ho?n t?t!
+[Epoch 120] Loss(MSE:4.7922/CE:0.1284) | LR=9.70e-06 | Val V3 Score [0.730] - Loss(MSE:4.1330/CE:-3.7611) |   >=53%: WR=65.2% | Score=0.652 | N=23 (3B/20S Bal:0.15) | >=54%: WR=75.0% | Score=0.750 | N=20 (3B/17S Bal:0.18) | >=55%: WR=81.2% | Score=0.812 | N=16 (2B/14S Bal:0.14) | >=56%: WR=61.5% | Score=0.615 | N=13 (2B/11S Bal:0.18)
+[Epoch 121] Loss(MSE:14.4016/CE:0.1333) | LR=9.66e-06 | Val V3 Score [0.135] - Loss(MSE:4.0768/CE:-3.7176) |   >=53%: WR=42.9% | Score=0.429 | N=14 (3B/11S Bal:0.27) | >=54%: WR=62.5% | Score=0.385 | N=8 (2B/6S Bal:0.33) | >=55%: WR=42.9% | Score=0.231 | N=7 (2B/5S Bal:0.40) | >=56%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00)
+[Epoch 122] Loss(MSE:14.9446/CE:0.1305) | LR=9.61e-06 | Val V3 Score [0.442] - Loss(MSE:4.0222/CE:-3.6606) |   >=53%: WR=50.0% | Score=0.500 | N=20 (3B/17S Bal:0.18) | >=54%: WR=66.7% | Score=0.667 | N=15 (3B/12S Bal:0.25) | >=55%: WR=63.6% | Score=0.538 | N=11 (2B/9S Bal:0.22) | >=56%: WR=57.1% | Score=0.308 | N=7 (2B/5S Bal:0.40)
+[Epoch 123] Loss(MSE:4.5870/CE:0.1041) | LR=9.56e-06 | Val V3 Score [0.638] - Loss(MSE:3.9664/CE:-3.5825) |   >=53%: WR=50.0% | Score=0.500 | N=30 (7B/23S Bal:0.30) | >=54%: WR=46.2% | Score=0.462 | N=26 (6B/20S Bal:0.30) | >=55%: WR=60.0% | Score=0.600 | N=20 (5B/15S Bal:0.33) | >=56%: WR=69.2% | Score=0.692 | N=13 (3B/10S Bal:0.30)
+[Epoch 124] Loss(MSE:14.5247/CE:0.1412) | LR=9.51e-06 | Val V3 Score [0.321] - Loss(MSE:3.9097/CE:-3.5532) |   >=53%: WR=60.0% | Score=0.600 | N=15 (4B/11S Bal:0.36) | >=54%: WR=63.6% | Score=0.538 | N=11 (4B/7S Bal:0.57) | >=55%: WR=55.6% | Score=0.385 | N=9 (3B/6S Bal:0.50) | >=56%: WR=75.0% | Score=0.231 | N=4 (3B/1S Bal:0.33)
+[Epoch 125] Loss(MSE:4.4841/CE:0.1112) | LR=9.45e-06 | Val V3 Score [0.542] - Loss(MSE:3.8576/CE:-3.4708) |   >=53%: WR=68.8% | Score=0.688 | N=32 (6B/26S Bal:0.23) | >=54%: WR=50.0% | Score=0.500 | N=28 (6B/22S Bal:0.27) | >=55%: WR=50.0% | Score=0.500 | N=22 (4B/18S Bal:0.22) | >=56%: WR=60.0% | Score=0.600 | N=15 (4B/11S Bal:0.36)
+[Epoch 126] Loss(MSE:4.5309/CE:0.1395) | LR=9.40e-06 | Val V3 Score [0.678] - Loss(MSE:3.8112/CE:-3.4126) |   >=53%: WR=56.7% | Score=0.567 | N=30 (6B/24S Bal:0.25) | >=54%: WR=56.5% | Score=0.565 | N=23 (5B/18S Bal:0.28) | >=55%: WR=73.3% | Score=0.733 | N=15 (4B/11S Bal:0.36) | >=56%: WR=60.0% | Score=0.600 | N=15 (4B/11S Bal:0.36)
+[Epoch 127] Loss(MSE:27.6011/CE:0.1682) | LR=9.34e-06 | Val V3 Score [0.000] - Loss(MSE:3.7728/CE:-3.3855) |   >=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 128] Loss(MSE:4.3607/CE:0.1275) | LR=9.27e-06 | Val V3 Score [0.512] - Loss(MSE:3.7329/CE:-3.3203) |   >=53%: WR=50.0% | Score=0.500 | N=26 (5B/21S Bal:0.24) | >=54%: WR=50.0% | Score=0.500 | N=20 (4B/16S Bal:0.25) | >=55%: WR=43.8% | Score=0.438 | N=16 (4B/12S Bal:0.33) | >=56%: WR=61.5% | Score=0.615 | N=13 (3B/10S Bal:0.30)
+[Epoch 129] Loss(MSE:14.9207/CE:0.1232) | LR=9.21e-06 | Val V3 Score [0.000] - Loss(MSE:3.6849/CE:-3.2937) |   >=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 130] Loss(MSE:4.2721/CE:0.1077) | LR=9.14e-06 | Val V3 Score [0.446] - Loss(MSE:3.6436/CE:-3.2008) |   >=53%: WR=56.4% | Score=0.564 | N=39 (7B/32S Bal:0.22) | >=54%: WR=50.0% | Score=0.500 | N=34 (7B/27S Bal:0.26) | >=55%: WR=42.3% | Score=0.423 | N=26 (6B/20S Bal:0.30) | >=56%: WR=47.8% | Score=0.478 | N=23 (5B/18S Bal:0.28)
+[Epoch 131] Loss(MSE:4.1811/CE:0.0985) | LR=9.07e-06 | Val V3 Score [0.339] - Loss(MSE:3.5909/CE:-3.1342) |   >=53%: WR=48.8% | Score=0.488 | N=43 (7B/36S Bal:0.19) | >=54%: WR=43.2% | Score=0.432 | N=37 (7B/30S Bal:0.23) | >=54%: WR=34.4% | Score=0.344 | N=32 (6B/26S Bal:0.23) | >=55%: WR=33.3% | Score=0.333 | N=30 (6B/24S Bal:0.25)
+[Epoch 132] Loss(MSE:4.1228/CE:0.1090) | LR=9.00e-06 | Val V3 Score [0.601] - Loss(MSE:3.5508/CE:-3.0906) |   >=53%: WR=44.1% | Score=0.441 | N=34 (8B/26S Bal:0.31) | >=54%: WR=38.7% | Score=0.387 | N=31 (7B/24S Bal:0.29) | >=55%: WR=60.9% | Score=0.609 | N=23 (7B/16S Bal:0.44) | >=56%: WR=59.1% | Score=0.591 | N=22 (7B/15S Bal:0.47)
+[Epoch 133] Loss(MSE:4.0894/CE:0.1394) | LR=8.92e-06 | Val V3 Score [0.478] - Loss(MSE:3.5103/CE:-3.0507) |   >=53%: WR=38.9% | Score=0.389 | N=36 (10B/26S Bal:0.38) | >=54%: WR=40.6% | Score=0.406 | N=32 (9B/23S Bal:0.39) | >=55%: WR=46.2% | Score=0.462 | N=26 (7B/19S Bal:0.37) | >=56%: WR=50.0% | Score=0.500 | N=24 (7B/17S Bal:0.41)
+[Epoch 134] Loss(MSE:28.6871/CE:0.1941) | LR=8.84e-06 | Val V3 Score [0.000] - Loss(MSE:3.4706/CE:-3.0745) |   >=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 135] Loss(MSE:16.6889/CE:0.1682) | LR=8.76e-06 | Val V3 Score [0.000] - Loss(MSE:3.4449/CE:-3.0454) |   >=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 136] Loss(MSE:3.9754/CE:0.1186) | LR=8.68e-06 | Val V3 Score [0.402] - Loss(MSE:3.4080/CE:-2.9424) |   >=53%: WR=40.6% | Score=0.406 | N=32 (10B/22S Bal:0.45) | >=54%: WR=42.9% | Score=0.429 | N=28 (10B/18S Bal:0.56) | >=55%: WR=34.6% | Score=0.346 | N=26 (7B/19S Bal:0.37) | >=56%: WR=48.0% | Score=0.480 | N=25 (7B/18S Bal:0.39)
+[Epoch 137] Loss(MSE:3.9360/CE:0.1359) | LR=8.60e-06 | Val V3 Score [0.398] - Loss(MSE:3.3712/CE:-2.8978) |   >=53%: WR=36.6% | Score=0.366 | N=41 (14B/27S Bal:0.52) | >=54%: WR=39.4% | Score=0.394 | N=33 (11B/22S Bal:0.50) | >=55%: WR=37.9% | Score=0.379 | N=29 (9B/20S Bal:0.45) | >=56%: WR=42.3% | Score=0.423 | N=26 (9B/17S Bal:0.53)
+[Epoch 138] Loss(MSE:3.9116/CE:0.1297) | LR=8.51e-06 | Val V3 Score [0.447] - Loss(MSE:3.3347/CE:-2.8717) |   >=53%: WR=42.9% | Score=0.429 | N=42 (13B/29S Bal:0.45) | >=54%: WR=44.4% | Score=0.444 | N=36 (11B/25S Bal:0.44) | >=55%: WR=44.8% | Score=0.448 | N=29 (9B/20S Bal:0.45) | >=56%: WR=44.4% | Score=0.444 | N=27 (7B/20S Bal:0.35)
+[Epoch 139] Loss(MSE:16.6516/CE:0.1506) | LR=8.42e-06 | Val V3 Score [0.000] - Loss(MSE:3.3098/CE:-2.9238) |   >=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 140] Loss(MSE:3.7927/CE:0.1279) | LR=8.33e-06 | Val V3 Score [0.498] - Loss(MSE:3.2802/CE:-2.8204) |   >=53%: WR=46.7% | Score=0.467 | N=45 (13B/32S Bal:0.41) | >=54%: WR=43.9% | Score=0.439 | N=41 (14B/27S Bal:0.52) | >=54%: WR=48.6% | Score=0.486 | N=35 (10B/25S Bal:0.40) | >=55%: WR=51.5% | Score=0.515 | N=33 (10B/23S Bal:0.43)
+[Epoch 141] Loss(MSE:17.9442/CE:0.1581) | LR=8.24e-06 | Val V3 Score [0.000] - Loss(MSE:3.2539/CE:-2.8711) |   >=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 142] Loss(MSE:16.2262/CE:0.1348) | LR=8.15e-06 | Val V3 Score [0.516] - Loss(MSE:3.2276/CE:-2.8056) |   >=53%: WR=52.0% | Score=0.520 | N=25 (8B/17S Bal:0.47) | >=54%: WR=63.6% | Score=0.636 | N=22 (8B/14S Bal:0.57) | >=55%: WR=50.0% | Score=0.500 | N=18 (7B/11S Bal:0.64) | >=56%: WR=58.3% | Score=0.538 | N=12 (5B/7S Bal:0.71)
+[Epoch 143] Loss(MSE:16.9883/CE:0.1410) | LR=8.05e-06 | Val V3 Score [0.000] - Loss(MSE:3.2031/CE:-2.8265) |   >=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 144] Loss(MSE:3.6875/CE:0.1443) | LR=7.95e-06 | Val V3 Score [0.482] - Loss(MSE:3.1798/CE:-2.7213) |   >=53%: WR=46.7% | Score=0.467 | N=45 (15B/30S Bal:0.50) | >=54%: WR=41.5% | Score=0.415 | N=41 (13B/28S Bal:0.46) | >=55%: WR=44.7% | Score=0.447 | N=38 (13B/25S Bal:0.52) | >=56%: WR=53.1% | Score=0.531 | N=32 (10B/22S Bal:0.45)
+[Epoch 145] Loss(MSE:17.5624/CE:0.1885) | LR=7.85e-06 | Val V3 Score [0.045] - Loss(MSE:3.1575/CE:-2.7706) |   >=53%: WR=50.0% | Score=0.231 | N=6 (2B/4S Bal:0.50) | >=54%: WR=66.7% | Score=0.154 | N=3 (2B/1S Bal:0.50) | >=55%: WR=100.0% | Score=0.077 | N=1 (0B/1S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 146] Loss(MSE:3.6711/CE:0.1350) | LR=7.75e-06 | Val V3 Score [0.439] - Loss(MSE:3.1328/CE:-2.6602) |   >=53%: WR=43.8% | Score=0.438 | N=48 (16B/32S Bal:0.50) | >=54%: WR=48.8% | Score=0.488 | N=43 (15B/28S Bal:0.54) | >=56%: WR=37.5% | Score=0.375 | N=40 (14B/26S Bal:0.54) | >=57%: WR=52.9% | Score=0.529 | N=34 (11B/23S Bal:0.48)
+[Epoch 147] Loss(MSE:16.7098/CE:0.1547) | LR=7.65e-06 | Val V3 Score [0.000] - Loss(MSE:3.1147/CE:-2.7419) |   >=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 148] Loss(MSE:16.6872/CE:0.1374) | LR=7.54e-06 | Val V3 Score [0.542] - Loss(MSE:3.0963/CE:-2.6859) |   >=53%: WR=48.4% | Score=0.484 | N=31 (12B/19S Bal:0.63) | >=54%: WR=50.0% | Score=0.500 | N=26 (9B/17S Bal:0.53) | >=55%: WR=57.1% | Score=0.571 | N=21 (8B/13S Bal:0.62) | >=56%: WR=50.0% | Score=0.500 | N=16 (6B/10S Bal:0.60)
+[Epoch 149] Loss(MSE:15.5457/CE:0.1231) | LR=7.44e-06 | Val V3 Score [0.514] - Loss(MSE:3.0741/CE:-2.6681) |   >=53%: WR=46.7% | Score=0.467 | N=30 (12B/18S Bal:0.67) | >=54%: WR=53.8% | Score=0.538 | N=26 (12B/14S Bal:0.86) | >=55%: WR=50.0% | Score=0.500 | N=22 (10B/12S Bal:0.83) | >=56%: WR=53.3% | Score=0.533 | N=15 (8B/7S Bal:0.88)
+
+? EARLY STOPPING k?ch ho?t t?i Epoch 149!
+   CE Loss val ?? t?ng li?n ti?p 25 epoch (0.3564 ? 0.4060)
+   Best model ?? ???c l?u. D?ng training ?? b?o to?n tr?ng s? t?t nh?t.