Best model: CFG_XAG_NY_V5/run_20260519_224700_v5_ny_alpha_momentum_sniper

workspaces/CFG_XAG_NY_V5/runs/run_20260519_224700_v5_ny_alpha_momentum_sniper/results/train_v3.log

@@ -211,3 +211,86 @@
   ? ?? g?i bi?u ?? Telegram cho Epoch 152.
   ?? ?ang PUSH run run_20260519_224700_v5_ny_alpha_momentum_sniper l?n HF (Background)...
 [22:49:23] PUSH RUN: run_20260519_224700_v5_ny_alpha_momentum_sniper -> HF (new/changed files only)...
+[Epoch 153] Loss(MSE:2.4612/CE:0.0209) | LR=7.00e-06 | Val V3 Score [0.470] - Loss(MSE:3.1956/CE:-2.7825) |   >=53%: WR=55.6% | Score=0.556 | N=36 (4B/32S Bal:0.12) | >=54%: WR=42.4% | Score=0.424 | N=33 (3B/30S Bal:0.10) | >=55%: WR=46.4% | Score=0.464 | N=28 (1B/27S Bal:0.04) | >=56%: WR=47.8% | Score=0.478 | N=23 (1B/22S Bal:0.05)
+[Epoch 154] Loss(MSE:2.4436/CE:0.0142) | LR=6.89e-06 | Val V3 Score [0.479] - Loss(MSE:3.1761/CE:-2.7492) |   >=53%: WR=51.4% | Score=0.514 | N=35 (3B/32S Bal:0.09) | >=54%: WR=47.1% | Score=0.471 | N=34 (3B/31S Bal:0.10) | >=55%: WR=44.8% | Score=0.448 | N=29 (2B/27S Bal:0.07) | >=56%: WR=52.2% | Score=0.522 | N=23 (1B/22S Bal:0.05)
+[22:49:25] ?? Push run run_20260519_224700_v5_ny_alpha_momentum_sniper ho?n t?t!
+[Epoch 155] Loss(MSE:2.4351/CE:0.0097) | LR=6.78e-06 | Val V3 Score [0.458] - Loss(MSE:3.1560/CE:-2.7207) |   >=53%: WR=50.0% | Score=0.500 | N=34 (5B/29S Bal:0.17) | >=54%: WR=41.9% | Score=0.419 | N=31 (3B/28S Bal:0.11) | >=55%: WR=42.9% | Score=0.429 | N=28 (3B/25S Bal:0.12) | >=56%: WR=50.0% | Score=0.500 | N=22 (2B/20S Bal:0.10)
+[Epoch 156] Loss(MSE:2.4107/CE:0.0109) | LR=6.66e-06 | Val V3 Score [0.435] - Loss(MSE:3.1342/CE:-2.6964) |   >=53%: WR=54.3% | Score=0.543 | N=35 (3B/32S Bal:0.09) | >=54%: WR=46.9% | Score=0.469 | N=32 (3B/29S Bal:0.10) | >=55%: WR=44.8% | Score=0.448 | N=29 (3B/26S Bal:0.12) | >=56%: WR=41.7% | Score=0.417 | N=24 (2B/22S Bal:0.09)
+[Epoch 157] Loss(MSE:2.3909/CE:0.0363) | LR=6.55e-06 | Val V3 Score [0.443] - Loss(MSE:3.1167/CE:-2.6838) |   >=53%: WR=45.0% | Score=0.450 | N=40 (4B/36S Bal:0.11) | >=54%: WR=55.9% | Score=0.559 | N=34 (3B/31S Bal:0.10) | >=55%: WR=44.8% | Score=0.448 | N=29 (3B/26S Bal:0.12) | >=56%: WR=43.5% | Score=0.435 | N=23 (1B/22S Bal:0.05)
+[Epoch 158] Loss(MSE:8.2949/CE:0.0331) | LR=6.44e-06 | Val V3 Score [0.000] - Loss(MSE:3.1024/CE:-2.7687) |   >=53%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=54%: WR=100.0% | Score=0.071 | N=1 (0B/1S 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 159] Loss(MSE:5.3124/CE:0.0258) | LR=6.32e-06 | Val V3 Score [0.000] - Loss(MSE:3.0893/CE:-2.7584) |   >=53%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=54%: WR=100.0% | Score=0.071 | N=1 (0B/1S 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 160] Loss(MSE:2.3665/CE:0.0170) | LR=6.20e-06 | Val V3 Score [0.452] - Loss(MSE:3.0711/CE:-2.6677) |   >=53%: WR=47.4% | Score=0.474 | N=38 (5B/33S Bal:0.15) | >=54%: WR=50.0% | Score=0.500 | N=32 (3B/29S Bal:0.10) | >=55%: WR=44.8% | Score=0.448 | N=29 (3B/26S Bal:0.12) | >=56%: WR=45.8% | Score=0.458 | N=24 (3B/21S Bal:0.14)
+[Epoch 161] Loss(MSE:2.3819/CE:0.0197) | LR=6.09e-06 | Val V3 Score [0.433] - Loss(MSE:3.0543/CE:-2.6301) |   >=53%: WR=50.0% | Score=0.500 | N=38 (4B/34S Bal:0.12) | >=54%: WR=51.5% | Score=0.515 | N=33 (3B/30S Bal:0.10) | >=55%: WR=42.9% | Score=0.429 | N=28 (3B/25S Bal:0.12) | >=56%: WR=44.0% | Score=0.440 | N=25 (3B/22S Bal:0.14)
+[Epoch 162] Loss(MSE:2.3347/CE:0.0165) | LR=5.97e-06 | Val V3 Score [0.479] - Loss(MSE:3.0366/CE:-2.6290) |   >=53%: WR=46.2% | Score=0.462 | N=39 (5B/34S Bal:0.15) | >=54%: WR=48.6% | Score=0.486 | N=37 (4B/33S Bal:0.12) | >=55%: WR=46.4% | Score=0.464 | N=28 (3B/25S Bal:0.12) | >=56%: WR=50.0% | Score=0.500 | N=26 (2B/24S Bal:0.08)
+[Epoch 163] Loss(MSE:2.3373/CE:0.0211) | LR=5.85e-06 | Val V3 Score [0.499] - Loss(MSE:3.0200/CE:-2.6098) |   >=53%: WR=46.3% | Score=0.463 | N=41 (5B/36S Bal:0.14) | >=54%: WR=50.0% | Score=0.500 | N=40 (5B/35S Bal:0.14) | >=54%: WR=47.4% | Score=0.474 | N=38 (5B/33S Bal:0.15) | >=55%: WR=53.3% | Score=0.533 | N=30 (3B/27S Bal:0.11)
+[Epoch 164] Loss(MSE:2.3152/CE:0.0249) | LR=5.74e-06 | Val V3 Score [0.446] - Loss(MSE:3.0049/CE:-2.5731) |   >=53%: WR=47.4% | Score=0.474 | N=38 (6B/32S Bal:0.19) | >=54%: WR=50.0% | Score=0.500 | N=30 (4B/26S Bal:0.15) | >=55%: WR=40.7% | Score=0.407 | N=27 (3B/24S Bal:0.12) | >=56%: WR=50.0% | Score=0.500 | N=24 (3B/21S Bal:0.14)
+[Epoch 165] Loss(MSE:2.3326/CE:0.0300) | LR=5.62e-06 | Val V3 Score [0.487] - Loss(MSE:2.9906/CE:-2.5741) |   >=53%: WR=48.6% | Score=0.486 | N=37 (4B/33S Bal:0.12) | >=54%: WR=51.5% | Score=0.515 | N=33 (4B/29S Bal:0.14) | >=55%: WR=44.4% | Score=0.444 | N=27 (3B/24S Bal:0.12) | >=56%: WR=54.5% | Score=0.545 | N=22 (2B/20S Bal:0.10)
+[Epoch 166] Loss(MSE:2.3030/CE:0.0383) | LR=5.50e-06 | Val V3 Score [0.498] - Loss(MSE:2.9781/CE:-2.5738) |   >=53%: WR=48.7% | Score=0.487 | N=39 (5B/34S Bal:0.15) | >=54%: WR=48.6% | Score=0.486 | N=37 (5B/32S Bal:0.16) | >=54%: WR=47.2% | Score=0.472 | N=36 (4B/32S Bal:0.12) | >=55%: WR=53.3% | Score=0.533 | N=30 (3B/27S Bal:0.11)
+[Epoch 167] Loss(MSE:2.2950/CE:0.0189) | LR=5.38e-06 | Val V3 Score [0.510] - Loss(MSE:2.9626/CE:-2.5288) |   >=53%: WR=48.6% | Score=0.486 | N=35 (6B/29S Bal:0.21) | >=54%: WR=50.0% | Score=0.500 | N=28 (4B/24S Bal:0.17) | >=55%: WR=50.0% | Score=0.500 | N=24 (3B/21S Bal:0.14) | >=56%: WR=52.4% | Score=0.524 | N=21 (3B/18S Bal:0.17)
+[Epoch 168] Loss(MSE:2.2775/CE:0.0141) | LR=5.26e-06 | Val V3 Score [0.478] - Loss(MSE:2.9487/CE:-2.5272) |   >=53%: WR=44.7% | Score=0.447 | N=38 (6B/32S Bal:0.19) | >=54%: WR=56.2% | Score=0.562 | N=32 (4B/28S Bal:0.14) | >=55%: WR=51.7% | Score=0.517 | N=29 (3B/26S Bal:0.12) | >=56%: WR=42.3% | Score=0.423 | N=26 (3B/23S Bal:0.13)
+[Epoch 169] Loss(MSE:2.2770/CE:0.0239) | LR=5.15e-06 | Val V3 Score [0.495] - Loss(MSE:2.9351/CE:-2.5272) |   >=53%: WR=48.7% | Score=0.487 | N=39 (5B/34S Bal:0.15) | >=54%: WR=46.2% | Score=0.462 | N=39 (5B/34S Bal:0.15) | >=54%: WR=45.9% | Score=0.459 | N=37 (5B/32S Bal:0.16) | >=55%: WR=54.5% | Score=0.545 | N=33 (4B/29S Bal:0.14)
+[Epoch 170] Loss(MSE:2.2442/CE:0.0564) | LR=5.03e-06 | Val V3 Score [0.470] - Loss(MSE:2.9225/CE:-2.5298) |   >=53%: WR=46.2% | Score=0.462 | N=39 (5B/34S Bal:0.15) | >=54%: WR=48.6% | Score=0.486 | N=37 (5B/32S Bal:0.16) | >=54%: WR=45.9% | Score=0.459 | N=37 (5B/32S Bal:0.16) | >=55%: WR=48.5% | Score=0.485 | N=33 (5B/28S Bal:0.18)
+[Epoch 171] Loss(MSE:6.2889/CE:0.0291) | LR=4.91e-06 | Val V3 Score [0.374] - Loss(MSE:2.9118/CE:-2.5775) |   >=53%: WR=50.0% | Score=0.500 | N=32 (0B/32S Bal:0.00) | >=54%: WR=57.1% | Score=0.571 | N=21 (0B/21S Bal:0.00) | >=55%: WR=43.8% | Score=0.438 | N=16 (0B/16S Bal:0.00) | >=56%: WR=33.3% | Score=0.286 | N=12 (0B/12S Bal:0.00)
+[Epoch 172] Loss(MSE:2.2718/CE:0.0244) | LR=4.80e-06 | Val V3 Score [0.486] - Loss(MSE:2.9024/CE:-2.4962) |   >=53%: WR=48.6% | Score=0.486 | N=37 (7B/30S Bal:0.23) | >=54%: WR=48.6% | Score=0.486 | N=35 (7B/28S Bal:0.25) | >=54%: WR=50.0% | Score=0.500 | N=32 (6B/26S Bal:0.23) | >=55%: WR=46.7% | Score=0.467 | N=30 (5B/25S Bal:0.20)
+[Epoch 173] Loss(MSE:2.2282/CE:0.0157) | LR=4.68e-06 | Val V3 Score [0.493] - Loss(MSE:2.8887/CE:-2.4847) |   >=53%: WR=44.7% | Score=0.447 | N=38 (7B/31S Bal:0.23) | >=54%: WR=54.3% | Score=0.543 | N=35 (5B/30S Bal:0.17) | >=54%: WR=50.0% | Score=0.500 | N=34 (5B/29S Bal:0.17) | >=55%: WR=48.4% | Score=0.484 | N=31 (5B/26S Bal:0.19)
+[Epoch 174] Loss(MSE:5.7561/CE:0.0188) | LR=4.56e-06 | Val V3 Score [0.030] - Loss(MSE:2.8775/CE:-2.5584) |   >=53%: WR=42.9% | Score=0.214 | N=7 (0B/7S Bal:0.00) | >=54%: WR=25.0% | Score=0.071 | N=4 (0B/4S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=2 (0B/2S Bal:0.00) | >=56%: WR=100.0% | Score=0.071 | N=1 (0B/1S Bal:0.00)
+[Epoch 175] Loss(MSE:2.1897/CE:0.0256) | LR=4.45e-06 | Val V3 Score [0.508] - Loss(MSE:2.8654/CE:-2.4676) |   >=53%: WR=42.1% | Score=0.421 | N=38 (6B/32S Bal:0.19) | >=54%: WR=50.0% | Score=0.500 | N=36 (5B/31S Bal:0.16) | >=54%: WR=51.4% | Score=0.514 | N=35 (5B/30S Bal:0.17) | >=55%: WR=50.0% | Score=0.500 | N=32 (5B/27S Bal:0.19)
+[Epoch 176] Loss(MSE:2.2083/CE:0.0300) | LR=4.34e-06 | Val V3 Score [0.487] - Loss(MSE:2.8560/CE:-2.4467) |   >=53%: WR=42.1% | Score=0.421 | N=38 (7B/31S Bal:0.23) | >=54%: WR=44.7% | Score=0.447 | N=38 (6B/32S Bal:0.19) | >=54%: WR=50.0% | Score=0.500 | N=34 (5B/29S Bal:0.17) | >=55%: WR=46.9% | Score=0.469 | N=32 (5B/27S Bal:0.19)
+[Epoch 177] Loss(MSE:2.1927/CE:0.0291) | LR=4.22e-06 | Val V3 Score [0.499] - Loss(MSE:2.8458/CE:-2.4633) |   >=53%: WR=48.7% | Score=0.487 | N=39 (6B/33S Bal:0.18) | >=54%: WR=45.9% | Score=0.459 | N=37 (5B/32S Bal:0.16) | >=55%: WR=48.6% | Score=0.486 | N=37 (5B/32S Bal:0.16) | >=56%: WR=51.6% | Score=0.516 | N=31 (4B/27S Bal:0.15)
+[Epoch 178] Loss(MSE:2.1941/CE:0.0167) | LR=4.11e-06 | Val V3 Score [0.461] - Loss(MSE:2.8355/CE:-2.4374) |   >=53%: WR=47.4% | Score=0.474 | N=38 (6B/32S Bal:0.19) | >=54%: WR=42.1% | Score=0.421 | N=38 (6B/32S Bal:0.19) | >=54%: WR=43.2% | Score=0.432 | N=37 (5B/32S Bal:0.16) | >=55%: WR=50.0% | Score=0.500 | N=32 (5B/27S Bal:0.19)
+[Epoch 179] Loss(MSE:2.1759/CE:0.0221) | LR=4.00e-06 | Val V3 Score [0.456] - Loss(MSE:2.8255/CE:-2.4123) |   >=53%: WR=44.7% | Score=0.447 | N=38 (7B/31S Bal:0.23) | >=54%: WR=42.9% | Score=0.429 | N=35 (7B/28S Bal:0.25) | >=54%: WR=42.4% | Score=0.424 | N=33 (6B/27S Bal:0.22) | >=55%: WR=50.0% | Score=0.500 | N=32 (6B/26S Bal:0.23)
+[Epoch 180] Loss(MSE:2.1770/CE:0.0179) | LR=3.89e-06 | Val V3 Score [0.498] - Loss(MSE:2.8151/CE:-2.3871) |   >=53%: WR=36.1% | Score=0.361 | N=36 (7B/29S Bal:0.24) | >=54%: WR=42.4% | Score=0.424 | N=33 (6B/27S Bal:0.22) | >=55%: WR=48.3% | Score=0.483 | N=29 (5B/24S Bal:0.21) | >=56%: WR=51.9% | Score=0.519 | N=27 (4B/23S Bal:0.17)
+[Epoch 181] Loss(MSE:2.1446/CE:0.0165) | LR=3.78e-06 | Val V3 Score [0.447] - Loss(MSE:2.8035/CE:-2.3814) |   >=53%: WR=39.5% | Score=0.395 | N=38 (7B/31S Bal:0.23) | >=54%: WR=43.2% | Score=0.432 | N=37 (6B/31S Bal:0.19) | >=54%: WR=44.4% | Score=0.444 | N=36 (6B/30S Bal:0.20) | >=55%: WR=45.2% | Score=0.452 | N=31 (5B/26S Bal:0.19)
+[Epoch 182] Loss(MSE:2.1294/CE:0.0185) | LR=3.67e-06 | Val V3 Score [0.484] - Loss(MSE:2.7940/CE:-2.4029) |   >=53%: WR=43.6% | Score=0.436 | N=39 (7B/32S Bal:0.22) | >=54%: WR=45.9% | Score=0.459 | N=37 (5B/32S Bal:0.16) | >=55%: WR=47.2% | Score=0.472 | N=36 (5B/31S Bal:0.16) | >=56%: WR=50.0% | Score=0.500 | N=32 (4B/28S Bal:0.14)
+[Epoch 183] Loss(MSE:2.1593/CE:0.0254) | LR=3.56e-06 | Val V3 Score [0.491] - Loss(MSE:2.7849/CE:-2.4029) |   >=53%: WR=43.6% | Score=0.436 | N=39 (7B/32S Bal:0.22) | >=54%: WR=42.1% | Score=0.421 | N=38 (6B/32S Bal:0.19) | >=55%: WR=48.5% | Score=0.485 | N=33 (5B/28S Bal:0.18) | >=56%: WR=50.0% | Score=0.500 | N=30 (5B/25S Bal:0.20)
+[Epoch 184] Loss(MSE:8.4876/CE:0.0313) | LR=3.46e-06 | Val V3 Score [0.030] - Loss(MSE:2.7779/CE:-2.4536) |   >=53%: WR=40.0% | Score=0.143 | N=5 (0B/5S 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=100.0% | Score=0.071 | N=1 (0B/1S Bal:0.00)
+[Epoch 185] Loss(MSE:2.1142/CE:0.0096) | LR=3.35e-06 | Val V3 Score [0.484] - Loss(MSE:2.7706/CE:-2.3857) |   >=53%: WR=42.5% | Score=0.425 | N=40 (7B/33S Bal:0.21) | >=54%: WR=44.7% | Score=0.447 | N=38 (6B/32S Bal:0.19) | >=55%: WR=47.2% | Score=0.472 | N=36 (5B/31S Bal:0.16) | >=56%: WR=50.0% | Score=0.500 | N=30 (5B/25S Bal:0.20)
+[Epoch 186] Loss(MSE:2.1516/CE:0.0100) | LR=3.25e-06 | Val V3 Score [0.542] - Loss(MSE:2.7626/CE:-2.3354) |   >=53%: WR=44.4% | Score=0.444 | N=36 (6B/30S Bal:0.20) | >=54%: WR=44.1% | Score=0.441 | N=34 (6B/28S Bal:0.21) | >=55%: WR=50.0% | Score=0.500 | N=28 (4B/24S Bal:0.17) | >=56%: WR=60.0% | Score=0.600 | N=25 (4B/21S Bal:0.19)
+[Epoch 187] Loss(MSE:5.2217/CE:0.0483) | LR=3.15e-06 | Val V3 Score [0.000] - Loss(MSE:2.7557/CE:-2.4263) |   >=53%: WR=100.0% | Score=0.071 | N=1 (0B/1S 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 188] Loss(MSE:2.1257/CE:0.0301) | LR=3.05e-06 | Val V3 Score [0.523] - Loss(MSE:2.7488/CE:-2.3570) |   >=53%: WR=44.7% | Score=0.447 | N=38 (7B/31S Bal:0.23) | >=54%: WR=48.6% | Score=0.486 | N=37 (6B/31S Bal:0.19) | >=54%: WR=52.8% | Score=0.528 | N=36 (6B/30S Bal:0.20) | >=55%: WR=51.6% | Score=0.516 | N=31 (5B/26S Bal:0.19)
+[Epoch 189] Loss(MSE:2.1286/CE:0.0173) | LR=2.95e-06 | Val V3 Score [0.456] - Loss(MSE:2.7431/CE:-2.3305) |   >=53%: WR=47.2% | Score=0.472 | N=36 (5B/31S Bal:0.16) | >=54%: WR=47.1% | Score=0.471 | N=34 (5B/29S Bal:0.17) | >=54%: WR=46.9% | Score=0.469 | N=32 (5B/27S Bal:0.19) | >=55%: WR=43.8% | Score=0.438 | N=32 (5B/27S Bal:0.19)
+[Epoch 190] Loss(MSE:2.1177/CE:0.0124) | LR=2.85e-06 | Val V3 Score [0.490] - Loss(MSE:2.7358/CE:-2.3267) |   >=53%: WR=47.4% | Score=0.474 | N=38 (6B/32S Bal:0.19) | >=54%: WR=47.4% | Score=0.474 | N=38 (6B/32S Bal:0.19) | >=54%: WR=47.1% | Score=0.471 | N=34 (5B/29S Bal:0.17) | >=55%: WR=51.6% | Score=0.516 | N=31 (5B/26S Bal:0.19)
+[Epoch 191] Loss(MSE:2.1253/CE:0.0160) | LR=2.76e-06 | Val V3 Score [0.490] - Loss(MSE:2.7299/CE:-2.3206) |   >=53%: WR=47.5% | Score=0.475 | N=40 (6B/34S Bal:0.18) | >=54%: WR=48.6% | Score=0.486 | N=37 (5B/32S Bal:0.16) | >=55%: WR=47.1% | Score=0.471 | N=34 (4B/30S Bal:0.13) | >=56%: WR=51.6% | Score=0.516 | N=31 (4B/27S Bal:0.15)
+[Epoch 192] Loss(MSE:5.9389/CE:0.0275) | LR=2.67e-06 | Val V3 Score [0.000] - Loss(MSE:2.7233/CE:-2.4026) |   >=53%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=54%: WR=100.0% | Score=0.071 | N=1 (0B/1S 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 193] Loss(MSE:2.0797/CE:0.0203) | LR=2.58e-06 | Val V3 Score [0.486] - Loss(MSE:2.7173/CE:-2.3350) |   >=53%: WR=44.7% | Score=0.447 | N=38 (7B/31S Bal:0.23) | >=54%: WR=44.7% | Score=0.447 | N=38 (7B/31S Bal:0.23) | >=54%: WR=48.6% | Score=0.486 | N=35 (5B/30S Bal:0.17) | >=55%: WR=48.6% | Score=0.486 | N=35 (5B/30S Bal:0.17)
+[Epoch 194] Loss(MSE:6.1392/CE:0.0299) | LR=2.49e-06 | Val V3 Score [0.226] - Loss(MSE:2.7133/CE:-2.3957) |   >=53%: WR=50.0% | Score=0.500 | N=24 (0B/24S Bal:0.00) | >=54%: WR=52.9% | Score=0.529 | N=17 (0B/17S Bal:0.00) | >=55%: WR=44.4% | Score=0.286 | N=9 (0B/9S Bal:0.00) | >=56%: WR=33.3% | Score=0.143 | N=6 (0B/6S Bal:0.00)
+[Epoch 195] Loss(MSE:2.1094/CE:0.0142) | LR=2.40e-06 | Val V3 Score [0.483] - Loss(MSE:2.7077/CE:-2.2914) |   >=53%: WR=37.8% | Score=0.378 | N=37 (10B/27S Bal:0.37) | >=54%: WR=43.2% | Score=0.432 | N=37 (9B/28S Bal:0.32) | >=54%: WR=47.1% | Score=0.471 | N=34 (7B/27S Bal:0.26) | >=55%: WR=50.0% | Score=0.500 | N=30 (6B/24S Bal:0.25)
+[Epoch 196] Loss(MSE:5.9769/CE:0.0288) | LR=2.32e-06 | Val V3 Score [0.535] - Loss(MSE:2.7037/CE:-2.3692) |   >=53%: WR=45.2% | Score=0.452 | N=31 (4B/27S Bal:0.15) | >=54%: WR=54.2% | Score=0.542 | N=24 (2B/22S Bal:0.09) | >=55%: WR=61.1% | Score=0.611 | N=18 (3B/15S Bal:0.20) | >=56%: WR=54.5% | Score=0.429 | N=11 (0B/11S Bal:0.00)
+[Epoch 197] Loss(MSE:2.0807/CE:0.0287) | LR=2.24e-06 | Val V3 Score [0.476] - Loss(MSE:2.6989/CE:-2.2946) |   >=53%: WR=43.6% | Score=0.436 | N=39 (8B/31S Bal:0.26) | >=54%: WR=43.2% | Score=0.432 | N=37 (7B/30S Bal:0.23) | >=55%: WR=47.1% | Score=0.471 | N=34 (7B/27S Bal:0.26) | >=56%: WR=48.4% | Score=0.484 | N=31 (7B/24S Bal:0.29)
+[Epoch 198] Loss(MSE:2.0781/CE:0.0153) | LR=2.16e-06 | Val V3 Score [0.501] - Loss(MSE:2.6930/CE:-2.2903) |   >=53%: WR=43.6% | Score=0.436 | N=39 (7B/32S Bal:0.22) | >=54%: WR=43.2% | Score=0.432 | N=37 (7B/30S Bal:0.23) | >=55%: WR=51.4% | Score=0.514 | N=37 (7B/30S Bal:0.23) | >=56%: WR=48.4% | Score=0.484 | N=31 (5B/26S Bal:0.19)
+[Epoch 199] Loss(MSE:2.0809/CE:0.0112) | LR=2.08e-06 | Val V3 Score [0.478] - Loss(MSE:2.6889/CE:-2.2906) |   >=53%: WR=43.6% | Score=0.436 | N=39 (7B/32S Bal:0.22) | >=54%: WR=44.7% | Score=0.447 | N=38 (7B/31S Bal:0.23) | >=54%: WR=47.2% | Score=0.472 | N=36 (5B/31S Bal:0.16) | >=55%: WR=48.6% | Score=0.486 | N=35 (5B/30S Bal:0.17)
+[Epoch 200] Loss(MSE:2.0546/CE:0.0154) | LR=2.00e-06 | Val V3 Score [0.454] - Loss(MSE:2.6840/CE:-2.2935) |   >=53%: WR=42.5% | Score=0.425 | N=40 (7B/33S Bal:0.21) | >=54%: WR=41.0% | Score=0.410 | N=39 (7B/32S Bal:0.22) | >=55%: WR=43.2% | Score=0.432 | N=37 (8B/29S Bal:0.28) | >=56%: WR=48.4% | Score=0.484 | N=31 (6B/25S Bal:0.24)
+[Epoch 201] Loss(MSE:5.6895/CE:0.0359) | LR=1.93e-06 | Val V3 Score [0.143] - Loss(MSE:2.6809/CE:-2.3704) |   >=53%: WR=36.8% | Score=0.368 | N=19 (0B/19S Bal:0.00) | >=54%: WR=50.0% | Score=0.286 | N=8 (0B/8S Bal:0.00) | >=55%: WR=33.3% | Score=0.143 | N=6 (0B/6S Bal:0.00) | >=56%: WR=50.0% | Score=0.143 | N=4 (0B/4S Bal:0.00)
+[Epoch 202] Loss(MSE:2.0522/CE:0.0156) | LR=1.86e-06 | Val V3 Score [0.442] - Loss(MSE:2.6760/CE:-2.2888) |   >=53%: WR=46.3% | Score=0.463 | N=41 (7B/34S Bal:0.21) | >=54%: WR=41.0% | Score=0.410 | N=39 (8B/31S Bal:0.26) | >=55%: WR=44.4% | Score=0.444 | N=36 (7B/29S Bal:0.24) | >=56%: WR=43.8% | Score=0.438 | N=32 (6B/26S Bal:0.23)
+[Epoch 203] Loss(MSE:2.0748/CE:0.0111) | LR=1.79e-06 | Val V3 Score [0.454] - Loss(MSE:2.6719/CE:-2.2694) |   >=53%: WR=43.6% | Score=0.436 | N=39 (7B/32S Bal:0.22) | >=54%: WR=43.2% | Score=0.432 | N=37 (8B/29S Bal:0.28) | >=55%: WR=44.4% | Score=0.444 | N=36 (7B/29S Bal:0.24) | >=56%: WR=46.7% | Score=0.467 | N=30 (6B/24S Bal:0.25)
+[Epoch 204] Loss(MSE:2.0444/CE:0.0293) | LR=1.73e-06 | Val V3 Score [0.463] - Loss(MSE:2.6671/CE:-2.2761) |   >=53%: WR=42.5% | Score=0.425 | N=40 (7B/33S Bal:0.21) | >=54%: WR=43.2% | Score=0.432 | N=37 (7B/30S Bal:0.23) | >=55%: WR=47.1% | Score=0.471 | N=34 (7B/27S Bal:0.26) | >=56%: WR=45.2% | Score=0.452 | N=31 (6B/25S Bal:0.24)
+[Epoch 205] Loss(MSE:5.9230/CE:0.0176) | LR=1.66e-06 | Val V3 Score [0.030] - Loss(MSE:2.6635/CE:-2.3554) |   >=53%: WR=50.0% | Score=0.143 | N=4 (0B/4S 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=100.0% | Score=0.071 | N=1 (0B/1S Bal:0.00)
+[Epoch 206] Loss(MSE:2.0668/CE:0.0212) | LR=1.60e-06 | Val V3 Score [0.478] - Loss(MSE:2.6598/CE:-2.2600) |   >=53%: WR=42.1% | Score=0.421 | N=38 (8B/30S Bal:0.27) | >=54%: WR=45.7% | Score=0.457 | N=35 (8B/27S Bal:0.30) | >=54%: WR=48.5% | Score=0.485 | N=33 (7B/26S Bal:0.27) | >=55%: WR=46.9% | Score=0.469 | N=32 (7B/25S Bal:0.28)
+[Epoch 207] Loss(MSE:9.9296/CE:0.0545) | LR=1.55e-06 | Val V3 Score [0.042] - Loss(MSE:2.6576/CE:-2.3468) |   >=53%: WR=0.0% | Score=0.000 | N=2 (0B/2S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=55%: WR=100.0% | Score=0.071 | N=1 (0B/1S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 208] Loss(MSE:2.0269/CE:0.0223) | LR=1.49e-06 | Val V3 Score [0.440] - Loss(MSE:2.6541/CE:-2.2572) |   >=53%: WR=42.5% | Score=0.425 | N=40 (8B/32S Bal:0.25) | >=54%: WR=45.9% | Score=0.459 | N=37 (7B/30S Bal:0.23) | >=55%: WR=45.5% | Score=0.455 | N=33 (7B/26S Bal:0.27) | >=56%: WR=41.9% | Score=0.419 | N=31 (7B/24S Bal:0.29)
+[Epoch 209] Loss(MSE:5.9572/CE:0.0170) | LR=1.44e-06 | Val V3 Score [0.548] - Loss(MSE:2.6515/CE:-2.3121) |   >=53%: WR=50.0% | Score=0.500 | N=32 (3B/29S Bal:0.10) | >=54%: WR=48.4% | Score=0.484 | N=31 (4B/27S Bal:0.15) | >=55%: WR=52.0% | Score=0.520 | N=25 (3B/22S Bal:0.14) | >=56%: WR=58.8% | Score=0.588 | N=17 (0B/17S Bal:0.00)
+[Epoch 210] Loss(MSE:2.0525/CE:0.0178) | LR=1.39e-06 | Val V3 Score [0.450] - Loss(MSE:2.6489/CE:-2.2549) |   >=53%: WR=42.5% | Score=0.425 | N=40 (7B/33S Bal:0.21) | >=54%: WR=45.9% | Score=0.459 | N=37 (7B/30S Bal:0.23) | >=55%: WR=47.2% | Score=0.472 | N=36 (7B/29S Bal:0.24) | >=56%: WR=41.9% | Score=0.419 | N=31 (7B/24S Bal:0.29)
+[Epoch 211] Loss(MSE:2.0484/CE:0.0120) | LR=1.34e-06 | Val V3 Score [0.440] - Loss(MSE:2.6459/CE:-2.2462) |   >=53%: WR=41.5% | Score=0.415 | N=41 (8B/33S Bal:0.24) | >=54%: WR=43.2% | Score=0.432 | N=37 (7B/30S Bal:0.23) | >=55%: WR=44.1% | Score=0.441 | N=34 (8B/26S Bal:0.31) | >=56%: WR=43.8% | Score=0.438 | N=32 (7B/25S Bal:0.28)
+[Epoch 212] Loss(MSE:2.0740/CE:0.0204) | LR=1.30e-06 | Val V3 Score [0.463] - Loss(MSE:2.6433/CE:-2.2410) |   >=53%: WR=41.5% | Score=0.415 | N=41 (8B/33S Bal:0.24) | >=54%: WR=42.1% | Score=0.421 | N=38 (8B/30S Bal:0.27) | >=55%: WR=47.1% | Score=0.471 | N=34 (7B/27S Bal:0.26) | >=56%: WR=45.2% | Score=0.452 | N=31 (6B/25S Bal:0.24)
+[Epoch 213] Loss(MSE:5.9717/CE:0.0332) | LR=1.26e-06 | Val V3 Score [0.042] - Loss(MSE:2.6409/CE:-2.3260) |   >=53%: WR=0.0% | Score=0.000 | N=2 (0B/2S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=55%: WR=100.0% | Score=0.071 | N=1 (0B/1S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
+[Epoch 214] Loss(MSE:2.0159/CE:0.0102) | LR=1.22e-06 | Val V3 Score [0.472] - Loss(MSE:2.6386/CE:-2.2500) |   >=53%: WR=42.5% | Score=0.425 | N=40 (7B/33S Bal:0.21) | >=54%: WR=41.0% | Score=0.410 | N=39 (7B/32S Bal:0.22) | >=55%: WR=50.0% | Score=0.500 | N=36 (8B/28S Bal:0.29) | >=56%: WR=43.3% | Score=0.433 | N=30 (6B/24S Bal:0.25)
+[Epoch 215] Loss(MSE:2.0295/CE:0.0217) | LR=1.19e-06 | Val V3 Score [0.438] - Loss(MSE:2.6361/CE:-2.2300) |   >=53%: WR=41.5% | Score=0.415 | N=41 (9B/32S Bal:0.28) | >=54%: WR=43.2% | Score=0.432 | N=37 (9B/28S Bal:0.32) | >=55%: WR=44.1% | Score=0.441 | N=34 (8B/26S Bal:0.31) | >=56%: WR=43.3% | Score=0.433 | N=30 (7B/23S Bal:0.30)
+[Epoch 216] Loss(MSE:2.0376/CE:0.0086) | LR=1.15e-06 | Val V3 Score [0.480] - Loss(MSE:2.6338/CE:-2.2348) |   >=53%: WR=42.5% | Score=0.425 | N=40 (8B/32S Bal:0.25) | >=54%: WR=43.2% | Score=0.432 | N=37 (8B/29S Bal:0.28) | >=55%: WR=50.0% | Score=0.500 | N=36 (7B/29S Bal:0.24) | >=56%: WR=45.2% | Score=0.452 | N=31 (7B/24S Bal:0.29)
+[Epoch 217] Loss(MSE:2.0404/CE:0.0187) | LR=1.12e-06 | Val V3 Score [0.488] - Loss(MSE:2.6315/CE:-2.2361) |   >=53%: WR=42.9% | Score=0.429 | N=42 (8B/34S Bal:0.24) | >=54%: WR=44.7% | Score=0.447 | N=38 (8B/30S Bal:0.27) | >=55%: WR=51.4% | Score=0.514 | N=35 (8B/27S Bal:0.30) | >=56%: WR=45.2% | Score=0.452 | N=31 (7B/24S Bal:0.29)
+[Epoch 218] Loss(MSE:2.0299/CE:0.0278) | LR=1.10e-06 | Val V3 Score [0.442] - Loss(MSE:2.6291/CE:-2.2335) |   >=53%: WR=43.9% | Score=0.439 | N=41 (8B/33S Bal:0.24) | >=54%: WR=41.0% | Score=0.410 | N=39 (7B/32S Bal:0.22) | >=55%: WR=44.4% | Score=0.444 | N=36 (8B/28S Bal:0.29) | >=56%: WR=43.8% | Score=0.438 | N=32 (7B/25S Bal:0.28)
+[Epoch 219] Loss(MSE:2.0206/CE:0.0205) | LR=1.08e-06 | Val V3 Score [0.455] - Loss(MSE:2.6272/CE:-2.2285) |   >=53%: WR=41.5% | Score=0.415 | N=41 (8B/33S Bal:0.24) | >=54%: WR=45.9% | Score=0.459 | N=37 (8B/29S Bal:0.28) | >=55%: WR=47.1% | Score=0.471 | N=34 (8B/26S Bal:0.31) | >=56%: WR=43.3% | Score=0.433 | N=30 (7B/23S Bal:0.30)
+[Epoch 220] Loss(MSE:2.0205/CE:0.0140) | LR=1.06e-06 | Val V3 Score [0.436] - Loss(MSE:2.6245/CE:-2.2346) |   >=53%: WR=42.5% | Score=0.425 | N=40 (8B/32S Bal:0.25) | >=54%: WR=43.6% | Score=0.436 | N=39 (7B/32S Bal:0.22) | >=55%: WR=44.4% | Score=0.444 | N=36 (8B/28S Bal:0.29) | >=56%: WR=42.4% | Score=0.424 | N=33 (8B/25S Bal:0.32)
+[Epoch 221] Loss(MSE:2.0251/CE:0.0216) | LR=1.04e-06 | Val V3 Score [0.450] - Loss(MSE:2.6223/CE:-2.2317) |   >=53%: WR=45.2% | Score=0.452 | N=42 (8B/34S Bal:0.24) | >=54%: WR=41.0% | Score=0.410 | N=39 (8B/31S Bal:0.26) | >=55%: WR=44.7% | Score=0.447 | N=38 (8B/30S Bal:0.27) | >=56%: WR=45.5% | Score=0.455 | N=33 (8B/25S Bal:0.32)
+[Epoch 222] Loss(MSE:6.4271/CE:0.0321) | LR=1.02e-06 | Val V3 Score [0.030] - Loss(MSE:2.6204/CE:-2.3115) |   >=53%: WR=50.0% | Score=0.143 | N=4 (0B/4S 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=100.0% | Score=0.071 | N=1 (0B/1S Bal:0.00)
+[Epoch 223] Loss(MSE:5.7916/CE:0.0270) | LR=1.01e-06 | Val V3 Score [0.030] - Loss(MSE:2.6185/CE:-2.3074) |   >=53%: WR=0.0% | Score=0.000 | N=2 (0B/2S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=56%: WR=100.0% | Score=0.071 | N=1 (0B/1S Bal:0.00)
+[Epoch 224] Loss(MSE:10.2322/CE:0.0387) | LR=1.01e-06 | Val V3 Score [0.185] - Loss(MSE:2.6168/CE:-2.3068) |   >=53%: WR=41.7% | Score=0.417 | N=24 (4B/20S Bal:0.20) | >=54%: WR=26.7% | Score=0.267 | N=15 (3B/12S Bal:0.25) | >=55%: WR=37.5% | Score=0.214 | N=8 (0B/8S Bal:0.00) | >=56%: WR=40.0% | Score=0.143 | N=5 (0B/5S Bal:0.00)
+[Epoch 225] Loss(MSE:2.0279/CE:0.0320) | LR=1.00e-06 | Val V3 Score [0.432] - Loss(MSE:2.6146/CE:-2.2109) |   >=53%: WR=42.5% | Score=0.425 | N=40 (10B/30S Bal:0.33) | >=54%: WR=42.1% | Score=0.421 | N=38 (10B/28S Bal:0.36) | >=54%: WR=42.9% | Score=0.429 | N=35 (9B/26S Bal:0.35) | >=55%: WR=43.8% | Score=0.438 | N=32 (7B/25S Bal:0.28)
+[Epoch 226] Loss(MSE:2.0029/CE:0.0123) | LR=1.00e-05 | Val V3 Score [0.449] - Loss(MSE:2.5952/CE:-2.2017) |   >=53%: WR=43.9% | Score=0.439 | N=41 (8B/33S Bal:0.24) | >=54%: WR=43.6% | Score=0.436 | N=39 (7B/32S Bal:0.22) | >=55%: WR=44.4% | Score=0.444 | N=36 (6B/30S Bal:0.20) | >=56%: WR=45.5% | Score=0.455 | N=33 (6B/27S Bal:0.22)
+[Epoch 227] Loss(MSE:1.9961/CE:0.0245) | LR=1.00e-05 | Val V3 Score [0.470] - Loss(MSE:2.5734/CE:-2.1675) |   >=53%: WR=45.0% | Score=0.450 | N=40 (7B/33S Bal:0.21) | >=54%: WR=44.4% | Score=0.444 | N=36 (6B/30S Bal:0.20) | >=56%: WR=48.4% | Score=0.484 | N=31 (6B/25S Bal:0.24) | >=57%: WR=45.2% | Score=0.452 | N=31 (7B/24S Bal:0.29)
+[Epoch 228] Loss(MSE:1.9874/CE:0.0180) | LR=1.00e-05 | Val V3 Score [0.469] - Loss(MSE:2.5538/CE:-2.1874) |   >=53%: WR=43.9% | Score=0.439 | N=41 (8B/33S Bal:0.24) | >=54%: WR=44.7% | Score=0.447 | N=38 (7B/31S Bal:0.23) | >=55%: WR=51.4% | Score=0.514 | N=35 (8B/27S Bal:0.30) | >=56%: WR=40.6% | Score=0.406 | N=32 (7B/25S Bal:0.28)
+[Epoch 229] Loss(MSE:1.9723/CE:0.0158) | LR=1.00e-05 | Val V3 Score [0.469] - Loss(MSE:2.5360/CE:-2.1550) |   >=53%: WR=43.9% | Score=0.439 | N=41 (8B/33S Bal:0.24) | >=54%: WR=43.2% | Score=0.432 | N=37 (7B/30S Bal:0.23) | >=56%: WR=46.9% | Score=0.469 | N=32 (6B/26S Bal:0.23) | >=57%: WR=46.9% | Score=0.469 | N=32 (7B/25S Bal:0.28)
+[Epoch 230] Loss(MSE:1.9414/CE:0.0182) | LR=9.99e-06 | Val V3 Score [0.440] - Loss(MSE:2.5140/CE:-2.1058) |   >=53%: WR=42.5% | Score=0.425 | N=40 (9B/31S Bal:0.29) | >=54%: WR=41.7% | Score=0.417 | N=36 (7B/29S Bal:0.24) | >=55%: WR=44.1% | Score=0.441 | N=34 (6B/28S Bal:0.21) | >=56%: WR=43.8% | Score=0.438 | N=32 (7B/25S Bal:0.28)
+
+? EARLY STOPPING k?ch ho?t t?i Epoch 230!
+   CE Loss val ?? t?ng li?n ti?p 25 epoch (0.3081 ? 0.4082)
+   Best model ?? ???c l?u. D?ng training ?? b?o to?n tr?ng s? t?t nh?t.