Best model: CFG_LTC_NY_V6/run_20260522_213056_v3

workspaces/CFG_LTC_NY_V6/runs/run_20260522_213056_v3/results/train_v3.log

@@ -26,3 +26,42 @@
   🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0270. Lưu model...
   ☁️ Đang PUSH run run_20260522_213056_v3 lên HF (Background)...
 [21:42:10] PUSH RUN: run_20260522_213056_v3 -> HF (new/changed files only)...
+[21:42:12] ✔️ Push run run_20260522_213056_v3 hoàn tất!
+[Epoch 8] Loss(MSE:0.0347/CE:0.7332) | LR=5.97e-06 | Val V3 Score [0.025] - Loss(MSE:0.0017/CE:0.5563) |   >=53%: WR=25.3% | Score=0.024 | N=79 (43B/36S Bal:0.84) | >=60%: WR=30.8% | Score=0.024 | N=65 (31B/34S Bal:0.91) | >=68%: WR=44.7% | Score=0.025 | N=47 (25B/22S Bal:0.88) | >=75%: WR=65.6% | Score=0.025 | N=32 (19B/13S Bal:0.68)
+[Epoch 9] Loss(MSE:0.0350/CE:0.7365) | LR=5.03e-06 | Val V3 Score [0.024] - Loss(MSE:0.0017/CE:0.5672) |   >=53%: WR=23.5% | Score=0.024 | N=85 (45B/40S Bal:0.89) | >=61%: WR=27.1% | Score=0.023 | N=70 (33B/37S Bal:0.89) | >=69%: WR=40.8% | Score=0.024 | N=49 (24B/25S Bal:0.96) | >=77%: WR=64.5% | Score=0.024 | N=31 (17B/14S Bal:0.82)
+[Epoch 10] Loss(MSE:0.0348/CE:0.7354) | LR=4.11e-06 | Val V3 Score [0.022] - Loss(MSE:0.0017/CE:0.5663) |   >=53%: WR=26.6% | Score=0.025 | N=79 (39B/40S Bal:0.97) | >=61%: WR=27.3% | Score=0.021 | N=66 (27B/39S Bal:0.69) | >=68%: WR=37.5% | Score=0.021 | N=48 (21B/27S Bal:0.78) | >=76%: WR=66.7% | Score=0.024 | N=30 (17B/13S Bal:0.76)
+[Epoch 11] Loss(MSE:0.0349/CE:0.7323) | LR=3.25e-06 | Val V3 Score [0.024] - Loss(MSE:0.0017/CE:0.5462) |   >=53%: WR=26.2% | Score=0.025 | N=80 (42B/38S Bal:0.90) | >=61%: WR=30.2% | Score=0.023 | N=63 (32B/31S Bal:0.97) | >=69%: WR=48.8% | Score=0.025 | N=43 (23B/20S Bal:0.87) | >=77%: WR=66.7% | Score=0.024 | N=30 (20B/10S Bal:0.50)
+[Epoch 12] Loss(MSE:0.0343/CE:0.7291) | LR=2.49e-06 | Val V3 Score [0.025] - Loss(MSE:0.0017/CE:0.5507) |   >=53%: WR=25.0% | Score=0.024 | N=80 (44B/36S Bal:0.82) | >=61%: WR=30.8% | Score=0.024 | N=65 (34B/31S Bal:0.91) | >=68%: WR=45.7% | Score=0.025 | N=46 (26B/20S Bal:0.77) | >=76%: WR=65.6% | Score=0.025 | N=32 (19B/13S Bal:0.68)
+[Epoch 13] Loss(MSE:0.0344/CE:0.7293) | LR=1.86e-06 | Val V3 Score [0.025] - Loss(MSE:0.0017/CE:0.5395) |   >=53%: WR=27.8% | Score=0.026 | N=79 (40B/39S Bal:0.97) | >=61%: WR=31.1% | Score=0.023 | N=61 (31B/30S Bal:0.97) | >=68%: WR=45.7% | Score=0.025 | N=46 (24B/22S Bal:0.92) | >=76%: WR=67.7% | Score=0.025 | N=31 (20B/11S Bal:0.55)
+[Epoch 14] Loss(MSE:0.0350/CE:0.7312) | LR=1.39e-06 | Val V3 Score [0.023] - Loss(MSE:0.0017/CE:0.5610) |   >=53%: WR=24.4% | Score=0.024 | N=82 (43B/39S Bal:0.91) | >=61%: WR=28.8% | Score=0.023 | N=66 (33B/33S Bal:1.00) | >=68%: WR=37.5% | Score=0.021 | N=48 (22B/26S Bal:0.85) | >=76%: WR=67.7% | Score=0.025 | N=31 (19B/12S Bal:0.63)
+[Epoch 15] Loss(MSE:0.0345/CE:0.7321) | LR=1.10e-06 | Val V3 Score [0.025] - Loss(MSE:0.0017/CE:0.5491) |   >=53%: WR=25.0% | Score=0.024 | N=80 (42B/38S Bal:0.90) | >=61%: WR=30.2% | Score=0.023 | N=63 (33B/30S Bal:0.91) | >=68%: WR=46.7% | Score=0.025 | N=45 (23B/22S Bal:0.96) | >=76%: WR=65.6% | Score=0.025 | N=32 (20B/12S Bal:0.60)
+[Epoch 16] Loss(MSE:0.0350/CE:0.7364) | LR=1.00e-05 | Val V3 Score [0.026] - Loss(MSE:0.0018/CE:0.5253) |   >=53%: WR=29.4% | Score=0.024 | N=68 (33B/35S Bal:0.94) | >=60%: WR=31.5% | Score=0.020 | N=54 (27B/27S Bal:1.00) | >=68%: WR=48.9% | Score=0.026 | N=45 (24B/21S Bal:0.88) | >=75%: WR=70.0% | Score=0.025 | N=30 (18B/12S Bal:0.67)
+[Epoch 17] Loss(MSE:0.0350/CE:0.7310) | LR=9.98e-06 | Val V3 Score [0.025] - Loss(MSE:0.0017/CE:0.5289) |   >=53%: WR=29.2% | Score=0.025 | N=72 (31B/41S Bal:0.76) | >=60%: WR=32.1% | Score=0.020 | N=53 (22B/31S Bal:0.71) | >=68%: WR=45.7% | Score=0.025 | N=46 (23B/23S Bal:1.00) | >=75%: WR=67.7% | Score=0.025 | N=31 (16B/15S Bal:0.94)
+[Epoch 18] Loss(MSE:0.0358/CE:0.7369) | LR=9.90e-06 | Val V3 Score [0.023] - Loss(MSE:0.0018/CE:0.5770) |   >=53%: WR=26.0% | Score=0.024 | N=77 (40B/37S Bal:0.93) | >=61%: WR=30.8% | Score=0.024 | N=65 (35B/30S Bal:0.86) | >=68%: WR=38.8% | Score=0.023 | N=49 (26B/23S Bal:0.88) | >=76%: WR=66.7% | Score=0.024 | N=30 (17B/13S Bal:0.76)
+[Epoch 19] Loss(MSE:0.0353/CE:0.7347) | LR=9.78e-06 | Val V3 Score [0.024] - Loss(MSE:0.0019/CE:0.5632) |   >=53%: WR=27.0% | Score=0.024 | N=74 (40B/34S Bal:0.85) | >=61%: WR=33.3% | Score=0.024 | N=60 (36B/24S Bal:0.67) | >=68%: WR=44.7% | Score=0.025 | N=47 (28B/19S Bal:0.68) | >=76%: WR=66.7% | Score=0.024 | N=30 (19B/11S Bal:0.58)
+[Epoch 20] Loss(MSE:0.0357/CE:0.7369) | LR=9.61e-06 | Val V3 Score [0.023] - Loss(MSE:0.0017/CE:0.5538) |   >=53%: WR=21.2% | Score=0.021 | N=85 (41B/44S Bal:0.93) | >=61%: WR=32.3% | Score=0.024 | N=62 (31B/31S Bal:1.00) | >=69%: WR=39.6% | Score=0.023 | N=48 (22B/26S Bal:0.85) | >=77%: WR=66.7% | Score=0.024 | N=30 (18B/12S Bal:0.67)
+[Epoch 21] Loss(MSE:0.0356/CE:0.7320) | LR=9.40e-06 | Val V3 Score [0.027] - Loss(MSE:0.0018/CE:0.5155) |   >=53%: WR=30.9% | Score=0.025 | N=68 (35B/33S Bal:0.94) | >=60%: WR=35.1% | Score=0.024 | N=57 (29B/28S Bal:0.97) | >=67%: WR=51.1% | Score=0.027 | N=45 (22B/23S Bal:0.96) | >=74%: WR=66.7% | Score=0.026 | N=33 (19B/14S Bal:0.74)
+[Epoch 22] Loss(MSE:0.0353/CE:0.7361) | LR=9.14e-06 | Val V3 Score [0.026] - Loss(MSE:0.0018/CE:0.5339) |   >=53%: WR=30.6% | Score=0.026 | N=72 (32B/40S Bal:0.80) | >=60%: WR=33.9% | Score=0.023 | N=56 (27B/29S Bal:0.93) | >=68%: WR=47.8% | Score=0.026 | N=46 (25B/21S Bal:0.84) | >=75%: WR=67.7% | Score=0.025 | N=31 (18B/13S Bal:0.72)
+[Epoch 23] Loss(MSE:0.0355/CE:0.7307) | LR=8.84e-06 | Val V3 Score [0.025] - Loss(MSE:0.0018/CE:0.5747) |   >=53%: WR=26.2% | Score=0.025 | N=80 (38B/42S Bal:0.90) | >=61%: WR=32.8% | Score=0.025 | N=64 (26B/38S Bal:0.68) | >=69%: WR=42.9% | Score=0.025 | N=49 (22B/27S Bal:0.81) | >=77%: WR=70.0% | Score=0.025 | N=30 (16B/14S Bal:0.88)
+[Epoch 24] Loss(MSE:0.0354/CE:0.7305) | LR=8.51e-06 | Val V3 Score [0.025] - Loss(MSE:0.0019/CE:0.5376) |   >=53%: WR=26.6% | Score=0.025 | N=79 (41B/38S Bal:0.93) | >=61%: WR=31.1% | Score=0.023 | N=61 (32B/29S Bal:0.91) | >=68%: WR=44.7% | Score=0.025 | N=47 (26B/21S Bal:0.81) | >=76%: WR=61.8% | Score=0.025 | N=34 (19B/15S Bal:0.79)
+[Epoch 25] Loss(MSE:0.0356/CE:0.7287) | LR=8.15e-06 | Val V3 Score [0.026] - Loss(MSE:0.0018/CE:0.5478) |   >=53%: WR=22.6% | Score=0.023 | N=84 (48B/36S Bal:0.75) | >=61%: WR=35.6% | Score=0.025 | N=59 (35B/24S Bal:0.69) | >=69%: WR=48.9% | Score=0.026 | N=45 (27B/18S Bal:0.67) | >=77%: WR=65.6% | Score=0.025 | N=32 (22B/10S Bal:0.45)
+[Epoch 26] Loss(MSE:0.0355/CE:0.7314) | LR=7.75e-06 | Val V3 Score [0.023] - Loss(MSE:0.0019/CE:0.5510) |   >=53%: WR=25.0% | Score=0.023 | N=76 (43B/33S Bal:0.77) | >=61%: WR=33.3% | Score=0.024 | N=60 (30B/30S Bal:1.00) | >=68%: WR=44.2% | Score=0.023 | N=43 (21B/22S Bal:0.95) | >=76%: WR=70.0% | Score=0.025 | N=30 (16B/14S Bal:0.88)
+[Epoch 27] Loss(MSE:0.0352/CE:0.7307) | LR=7.33e-06 | Val V3 Score [0.023] - Loss(MSE:0.0018/CE:0.5640) |   >=53%: WR=23.8% | Score=0.023 | N=80 (43B/37S Bal:0.86) | >=61%: WR=32.3% | Score=0.025 | N=65 (30B/35S Bal:0.86) | >=68%: WR=37.5% | Score=0.021 | N=48 (24B/24S Bal:1.00) | >=76%: WR=61.1% | Score=0.026 | N=36 (19B/17S Bal:0.89)
+[Epoch 28] Loss(MSE:0.0356/CE:0.7290) | LR=6.89e-06 | Val V3 Score [0.022] - Loss(MSE:0.0018/CE:0.5936) |   >=53%: WR=20.0% | Score=0.020 | N=85 (44B/41S Bal:0.93) | >=61%: WR=29.3% | Score=0.026 | N=75 (34B/41S Bal:0.83) | >=69%: WR=32.1% | Score=0.020 | N=53 (24B/29S Bal:0.83) | >=77%: WR=62.5% | Score=0.024 | N=32 (17B/15S Bal:0.88)
+[Epoch 29] Loss(MSE:0.0361/CE:0.7297) | LR=6.44e-06 | Val V3 Score [0.025] - Loss(MSE:0.0018/CE:0.5562) |   >=53%: WR=22.6% | Score=0.023 | N=84 (46B/38S Bal:0.83) | >=61%: WR=30.8% | Score=0.024 | N=65 (34B/31S Bal:0.91) | >=69%: WR=42.9% | Score=0.025 | N=49 (29B/20S Bal:0.69) | >=77%: WR=65.6% | Score=0.025 | N=32 (21B/11S Bal:0.52)
+[Epoch 30] Loss(MSE:0.0365/CE:0.7250) | LR=5.97e-06 | Val V3 Score [0.023] - Loss(MSE:0.0018/CE:0.5414) |   >=53%: WR=30.7% | Score=0.027 | N=75 (34B/41S Bal:0.83) | >=61%: WR=30.5% | Score=0.021 | N=59 (25B/34S Bal:0.74) | >=68%: WR=39.1% | Score=0.021 | N=46 (20B/26S Bal:0.77) | >=76%: WR=70.0% | Score=0.025 | N=30 (17B/13S Bal:0.76)
+[Epoch 31] Loss(MSE:0.0359/CE:0.7270) | LR=5.50e-06 | Val V3 Score [0.023] - Loss(MSE:0.0018/CE:0.5338) |   >=53%: WR=29.2% | Score=0.025 | N=72 (38B/34S Bal:0.89) | >=61%: WR=31.7% | Score=0.023 | N=60 (32B/28S Bal:0.88) | >=68%: WR=39.1% | Score=0.021 | N=46 (24B/22S Bal:0.92) | >=76%: WR=70.0% | Score=0.025 | N=30 (18B/12S Bal:0.67)
+[Epoch 32] Loss(MSE:0.0360/CE:0.7268) | LR=5.03e-06 | Val V3 Score [0.023] - Loss(MSE:0.0018/CE:0.5650) |   >=53%: WR=23.2% | Score=0.023 | N=82 (41B/41S Bal:1.00) | >=61%: WR=30.9% | Score=0.025 | N=68 (33B/35S Bal:0.94) | >=69%: WR=35.3% | Score=0.021 | N=51 (26B/25S Bal:0.96) | >=77%: WR=63.6% | Score=0.025 | N=33 (18B/15S Bal:0.83)
+[Epoch 33] Loss(MSE:0.0356/CE:0.7233) | LR=4.56e-06 | Val V3 Score [0.026] - Loss(MSE:0.0017/CE:0.5616) |   >=53%: WR=20.9% | Score=0.021 | N=86 (50B/36S Bal:0.72) | >=62%: WR=30.3% | Score=0.024 | N=66 (42B/24S Bal:0.57) | >=70%: WR=52.1% | Score=0.030 | N=48 (30B/18S Bal:0.60) | >=79%: WR=60.0% | Score=0.021 | N=30 (19B/11S Bal:0.58)
+[Epoch 34] Loss(MSE:0.0353/CE:0.7256) | LR=4.11e-06 | Val V3 Score [0.025] - Loss(MSE:0.0018/CE:0.5545) |   >=53%: WR=22.2% | Score=0.021 | N=81 (46B/35S Bal:0.76) | >=61%: WR=32.3% | Score=0.025 | N=65 (39B/26S Bal:0.67) | >=69%: WR=43.8% | Score=0.025 | N=48 (28B/20S Bal:0.71) | >=77%: WR=67.7% | Score=0.025 | N=31 (21B/10S Bal:0.48)
+[Epoch 35] Loss(MSE:0.0353/CE:0.7254) | LR=3.67e-06 | Val V3 Score [0.026] - Loss(MSE:0.0017/CE:0.5789) |   >=53%: WR=21.4% | Score=0.021 | N=84 (44B/40S Bal:0.91) | >=61%: WR=30.0% | Score=0.025 | N=70 (40B/30S Bal:0.75) | >=69%: WR=40.7% | Score=0.026 | N=54 (29B/25S Bal:0.86) | >=77%: WR=65.6% | Score=0.025 | N=32 (20B/12S Bal:0.60)
+[Epoch 36] Loss(MSE:0.0359/CE:0.7224) | LR=3.25e-06 | Val V3 Score [0.025] - Loss(MSE:0.0017/CE:0.5877) |   >=53%: WR=19.3% | Score=0.020 | N=88 (49B/39S Bal:0.80) | >=61%: WR=28.4% | Score=0.025 | N=74 (43B/31S Bal:0.72) | >=70%: WR=40.7% | Score=0.026 | N=54 (31B/23S Bal:0.74) | >=78%: WR=64.5% | Score=0.024 | N=31 (22B/9S Bal:0.41)
+[Epoch 37] Loss(MSE:0.0357/CE:0.7223) | LR=2.85e-06 | Val V3 Score [0.025] - Loss(MSE:0.0018/CE:0.5372) |   >=53%: WR=26.0% | Score=0.024 | N=77 (43B/34S Bal:0.79) | >=61%: WR=31.7% | Score=0.023 | N=60 (33B/27S Bal:0.82) | >=68%: WR=44.7% | Score=0.025 | N=47 (27B/20S Bal:0.74) | >=76%: WR=70.0% | Score=0.025 | N=30 (21B/9S Bal:0.43)
+[Epoch 38] Loss(MSE:0.0354/CE:0.7247) | LR=2.49e-06 | Val V3 Score [0.024] - Loss(MSE:0.0018/CE:0.5441) |   >=53%: WR=28.6% | Score=0.026 | N=77 (38B/39S Bal:0.97) | >=61%: WR=32.8% | Score=0.024 | N=61 (29B/32S Bal:0.91) | >=68%: WR=40.8% | Score=0.024 | N=49 (24B/25S Bal:0.96) | >=76%: WR=60.6% | Score=0.024 | N=33 (17B/16S Bal:0.94)
+[Epoch 39] Loss(MSE:0.0360/CE:0.7232) | LR=2.16e-06 | Val V3 Score [0.024] - Loss(MSE:0.0018/CE:0.5644) |   >=53%: WR=22.9% | Score=0.023 | N=83 (44B/39S Bal:0.89) | >=61%: WR=31.8% | Score=0.025 | N=66 (35B/31S Bal:0.89) | >=69%: WR=40.0% | Score=0.024 | N=50 (27B/23S Bal:0.85) | >=77%: WR=65.6% | Score=0.025 | N=32 (19B/13S Bal:0.68)
+[Epoch 40] Loss(MSE:0.0351/CE:0.7216) | LR=1.86e-06 | Val V3 Score [0.025] - Loss(MSE:0.0017/CE:0.5633) |   >=53%: WR=22.6% | Score=0.023 | N=84 (44B/40S Bal:0.91) | >=61%: WR=32.4% | Score=0.026 | N=68 (35B/33S Bal:0.94) | >=69%: WR=39.2% | Score=0.024 | N=51 (28B/23S Bal:0.82) | >=77%: WR=66.7% | Score=0.026 | N=33 (21B/12S Bal:0.57)
+[Epoch 41] Loss(MSE:0.0355/CE:0.7224) | LR=1.60e-06 | Val V3 Score [0.023] - Loss(MSE:0.0018/CE:0.5484) |   >=53%: WR=26.6% | Score=0.025 | N=79 (39B/40S Bal:0.97) | >=61%: WR=31.7% | Score=0.024 | N=63 (29B/34S Bal:0.85) | >=68%: WR=38.8% | Score=0.023 | N=49 (26B/23S Bal:0.88) | >=76%: WR=63.6% | Score=0.025 | N=33 (19B/14S Bal:0.74)
+
+🛑 EARLY STOPPING kích hoạt tại Epoch 41!
+   CE Loss val đã tăng liên tiếp 20 epoch (0.5172 → 0.5501)
+   Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.