Best model: CFG_LTC_NY_V6/run_20260522_173349_v6_NY_ETH_Deep

workspaces/CFG_LTC_NY_V6/runs/run_20260522_173349_v6_NY_ETH_Deep/results/train_v3.log

@@ -243,3 +243,34 @@
   🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0431. Lưu model...
   ☁️ Đang PUSH run run_20260522_173349_v6_NY_ETH_Deep lên HF (Background)...
 [18:14:35] PUSH RUN: run_20260522_173349_v6_NY_ETH_Deep -> HF (new/changed files only)...
+[18:14:37] ✔️ Push run run_20260522_173349_v6_NY_ETH_Deep hoàn tất!
+[Epoch 129] Loss(MSE:0.0620/CE:0.7599) | LR=1.38e-05 | Val V3 Score [0.040] - Loss(MSE:0.0037/CE:0.5634) |   >=53%: WR=23.4% | Score=0.052 | N=188 (93B/95S Bal:0.98) | >=61%: WR=35.3% | Score=0.057 | N=136 (75B/61S Bal:0.81) | >=70%: WR=52.3% | Score=0.053 | N=86 (45B/41S Bal:0.91) | >=78%: WR=63.3% | Score=0.023 | N=30 (24B/6S Bal:0.25)
+[Epoch 130] Loss(MSE:0.0607/CE:0.7630) | LR=1.37e-05 | Val V3 Score [0.039] - Loss(MSE:0.0038/CE:0.5380) |   >=53%: WR=29.7% | Score=0.058 | N=165 (60B/105S Bal:0.57) | >=61%: WR=35.3% | Score=0.050 | N=119 (49B/70S Bal:0.70) | >=70%: WR=49.4% | Score=0.047 | N=81 (33B/48S Bal:0.69) | >=78%: WR=72.7% | Score=0.028 | N=33 (18B/15S Bal:0.83)
+[Epoch 131] Loss(MSE:0.0617/CE:0.7616) | LR=1.36e-05 | Val V3 Score [0.036] - Loss(MSE:0.0036/CE:0.5305) |   >=53%: WR=27.3% | Score=0.053 | N=165 (83B/82S Bal:0.99) | >=62%: WR=35.1% | Score=0.055 | N=131 (66B/65S Bal:0.98) | >=70%: WR=45.0% | Score=0.043 | N=80 (39B/41S Bal:0.95) | >=79%: WR=76.7% | Score=0.027 | N=30 (19B/11S Bal:0.58)
+[Epoch 132] Loss(MSE:0.0613/CE:0.7607) | LR=1.34e-05 | Val V3 Score [0.039] - Loss(MSE:0.0035/CE:0.5499) |   >=53%: WR=23.1% | Score=0.051 | N=186 (94B/92S Bal:0.98) | >=62%: WR=34.3% | Score=0.055 | N=134 (66B/68S Bal:0.97) | >=70%: WR=46.6% | Score=0.049 | N=88 (42B/46S Bal:0.91) | >=79%: WR=73.3% | Score=0.026 | N=30 (20B/10S Bal:0.50)
+[Epoch 133] Loss(MSE:0.0611/CE:0.7600) | LR=1.33e-05 | Val V3 Score [0.034] - Loss(MSE:0.0038/CE:0.5307) |   >=53%: WR=29.2% | Score=0.056 | N=161 (68B/93S Bal:0.73) | >=61%: WR=38.6% | Score=0.052 | N=114 (53B/61S Bal:0.87) | >=70%: WR=45.9% | Score=0.040 | N=74 (39B/35S Bal:0.90) | >=78%: WR=73.3% | Score=0.026 | N=30 (21B/9S Bal:0.43)
+[Epoch 134] Loss(MSE:0.0603/CE:0.7598) | LR=1.32e-05 | Val V3 Score [0.037] - Loss(MSE:0.0037/CE:0.5133) |   >=53%: WR=30.7% | Score=0.056 | N=153 (58B/95S Bal:0.61) | >=61%: WR=37.7% | Score=0.051 | N=114 (45B/69S Bal:0.65) | >=70%: WR=45.1% | Score=0.044 | N=82 (32B/50S Bal:0.64) | >=78%: WR=70.6% | Score=0.028 | N=34 (17B/17S Bal:1.00)
+[Epoch 135] Loss(MSE:0.0609/CE:0.7613) | LR=1.31e-05 | Val V3 Score [0.041] - Loss(MSE:0.0035/CE:0.5768) |   >=53%: WR=22.9% | Score=0.052 | N=192 (89B/103S Bal:0.86) | >=61%: WR=34.5% | Score=0.057 | N=139 (66B/73S Bal:0.90) | >=69%: WR=46.2% | Score=0.050 | N=91 (45B/46S Bal:0.98) | >=77%: WR=67.6% | Score=0.030 | N=37 (24B/13S Bal:0.54)
+[Epoch 136] Loss(MSE:0.0606/CE:0.7578) | LR=1.29e-05 | Val V3 Score [0.041] - Loss(MSE:0.0036/CE:0.5546) |   >=53%: WR=23.6% | Score=0.053 | N=191 (89B/102S Bal:0.87) | >=61%: WR=35.4% | Score=0.055 | N=130 (59B/71S Bal:0.83) | >=70%: WR=48.3% | Score=0.051 | N=89 (40B/49S Bal:0.82) | >=78%: WR=69.7% | Score=0.027 | N=33 (20B/13S Bal:0.65)
+[Epoch 137] Loss(MSE:0.0599/CE:0.7552) | LR=1.28e-05 | Val V3 Score [0.040] - Loss(MSE:0.0037/CE:0.5633) |   >=53%: WR=22.6% | Score=0.050 | N=186 (102B/84S Bal:0.82) | >=61%: WR=35.6% | Score=0.057 | N=135 (79B/56S Bal:0.71) | >=69%: WR=45.1% | Score=0.049 | N=91 (52B/39S Bal:0.75) | >=77%: WR=59.0% | Score=0.027 | N=39 (29B/10S Bal:0.34)
+[Epoch 138] Loss(MSE:0.0591/CE:0.7559) | LR=1.27e-05 | Val V3 Score [0.041] - Loss(MSE:0.0034/CE:0.5672) |   >=53%: WR=21.6% | Score=0.050 | N=194 (77B/117S Bal:0.66) | >=61%: WR=32.6% | Score=0.053 | N=138 (54B/84S Bal:0.64) | >=70%: WR=43.2% | Score=0.049 | N=95 (42B/53S Bal:0.79) | >=78%: WR=65.8% | Score=0.030 | N=38 (20B/18S Bal:0.90)
+[Epoch 139] Loss(MSE:0.0594/CE:0.7542) | LR=1.25e-05 | Val V3 Score [0.038] - Loss(MSE:0.0038/CE:0.5469) |   >=53%: WR=25.7% | Score=0.052 | N=171 (72B/99S Bal:0.73) | >=61%: WR=31.7% | Score=0.046 | N=123 (48B/75S Bal:0.64) | >=70%: WR=47.1% | Score=0.047 | N=85 (36B/49S Bal:0.73) | >=78%: WR=62.5% | Score=0.024 | N=32 (17B/15S Bal:0.88)
+[Epoch 140] Loss(MSE:0.0602/CE:0.7535) | LR=1.24e-05 | Val V3 Score [0.039] - Loss(MSE:0.0036/CE:0.5339) |   >=53%: WR=28.7% | Score=0.055 | N=160 (78B/82S Bal:0.95) | >=61%: WR=38.1% | Score=0.053 | N=118 (54B/64S Bal:0.84) | >=70%: WR=45.9% | Score=0.046 | N=85 (41B/44S Bal:0.93) | >=78%: WR=75.0% | Score=0.028 | N=32 (20B/12S Bal:0.60)
+[Epoch 141] Loss(MSE:0.0604/CE:0.7509) | LR=1.23e-05 | Val V3 Score [0.040] - Loss(MSE:0.0035/CE:0.5461) |   >=53%: WR=23.4% | Score=0.051 | N=184 (102B/82S Bal:0.80) | >=62%: WR=31.9% | Score=0.053 | N=141 (82B/59S Bal:0.72) | >=70%: WR=46.1% | Score=0.049 | N=89 (52B/37S Bal:0.71) | >=79%: WR=61.5% | Score=0.028 | N=39 (30B/9S Bal:0.30)
+[Epoch 142] Loss(MSE:0.0608/CE:0.7527) | LR=1.21e-05 | Val V3 Score [0.038] - Loss(MSE:0.0034/CE:0.6127) |   >=53%: WR=14.1% | Score=0.039 | N=234 (86B/148S Bal:0.58) | >=62%: WR=25.6% | Score=0.055 | N=180 (72B/108S Bal:0.67) | >=71%: WR=35.8% | Score=0.046 | N=109 (41B/68S Bal:0.60) | >=80%: WR=65.7% | Score=0.027 | N=35 (20B/15S Bal:0.75)
+[Epoch 143] Loss(MSE:0.0600/CE:0.7507) | LR=1.20e-05 | Val V3 Score [0.041] - Loss(MSE:0.0036/CE:0.5398) |   >=53%: WR=25.4% | Score=0.053 | N=177 (81B/96S Bal:0.84) | >=61%: WR=33.3% | Score=0.052 | N=132 (58B/74S Bal:0.78) | >=70%: WR=46.2% | Score=0.051 | N=93 (42B/51S Bal:0.82) | >=78%: WR=67.6% | Score=0.027 | N=34 (20B/14S Bal:0.70)
+[Epoch 144] Loss(MSE:0.0609/CE:0.7491) | LR=1.18e-05 | Val V3 Score [0.037] - Loss(MSE:0.0035/CE:0.5194) |   >=53%: WR=28.3% | Score=0.051 | N=152 (69B/83S Bal:0.83) | >=61%: WR=37.7% | Score=0.051 | N=114 (51B/63S Bal:0.81) | >=70%: WR=49.4% | Score=0.045 | N=77 (37B/40S Bal:0.93) | >=78%: WR=70.0% | Score=0.025 | N=30 (20B/10S Bal:0.50)
+[Epoch 145] Loss(MSE:0.0586/CE:0.7479) | LR=1.17e-05 | Val V3 Score [0.038] - Loss(MSE:0.0035/CE:0.5451) |   >=53%: WR=25.7% | Score=0.053 | N=175 (71B/104S Bal:0.68) | >=61%: WR=34.4% | Score=0.052 | N=128 (49B/79S Bal:0.62) | >=70%: WR=42.9% | Score=0.046 | N=91 (36B/55S Bal:0.65) | >=78%: WR=63.9% | Score=0.027 | N=36 (19B/17S Bal:0.89)
+[Epoch 146] Loss(MSE:0.0595/CE:0.7495) | LR=1.15e-05 | Val V3 Score [0.040] - Loss(MSE:0.0035/CE:0.5222) |   >=53%: WR=28.4% | Score=0.052 | N=155 (69B/86S Bal:0.80) | >=61%: WR=34.2% | Score=0.047 | N=117 (51B/66S Bal:0.77) | >=69%: WR=47.6% | Score=0.047 | N=84 (37B/47S Bal:0.79) | >=77%: WR=65.8% | Score=0.030 | N=38 (23B/15S Bal:0.65)
+[Epoch 147] Loss(MSE:0.0588/CE:0.7471) | LR=1.13e-05 | Val V3 Score [0.040] - Loss(MSE:0.0033/CE:0.5948) |   >=53%: WR=17.8% | Score=0.047 | N=225 (104B/121S Bal:0.86) | >=62%: WR=28.0% | Score=0.052 | N=157 (74B/83S Bal:0.89) | >=71%: WR=43.0% | Score=0.051 | N=100 (42B/58S Bal:0.72) | >=80%: WR=65.6% | Score=0.025 | N=32 (14B/18S Bal:0.78)
+[Epoch 148] Loss(MSE:0.0591/CE:0.7472) | LR=1.12e-05 | Val V3 Score [0.040] - Loss(MSE:0.0035/CE:0.5278) |   >=53%: WR=31.0% | Score=0.058 | N=158 (82B/76S Bal:0.93) | >=61%: WR=38.5% | Score=0.053 | N=117 (58B/59S Bal:0.98) | >=69%: WR=50.0% | Score=0.049 | N=82 (42B/40S Bal:0.95) | >=77%: WR=69.7% | Score=0.027 | N=33 (21B/12S Bal:0.57)
+[Epoch 149] Loss(MSE:0.0581/CE:0.7468) | LR=1.10e-05 | Val V3 Score [0.041] - Loss(MSE:0.0033/CE:0.5791) |   >=53%: WR=21.4% | Score=0.052 | N=206 (123B/83S Bal:0.67) | >=62%: WR=28.2% | Score=0.052 | N=156 (95B/61S Bal:0.64) | >=70%: WR=44.8% | Score=0.051 | N=96 (56B/40S Bal:0.71) | >=79%: WR=62.2% | Score=0.027 | N=37 (28B/9S Bal:0.32)
+[Epoch 150] Loss(MSE:0.0574/CE:0.7472) | LR=1.08e-05 | Val V3 Score [0.037] - Loss(MSE:0.0033/CE:0.5278) |   >=53%: WR=30.3% | Score=0.056 | N=155 (65B/90S Bal:0.72) | >=61%: WR=34.7% | Score=0.051 | N=124 (55B/69S Bal:0.80) | >=69%: WR=46.3% | Score=0.045 | N=82 (34B/48S Bal:0.71) | >=77%: WR=68.8% | Score=0.026 | N=32 (18B/14S Bal:0.78)
+[Epoch 151] Loss(MSE:0.0575/CE:0.7454) | LR=1.07e-05 | Val V3 Score [0.037] - Loss(MSE:0.0035/CE:0.5376) |   >=53%: WR=25.7% | Score=0.055 | N=179 (84B/95S Bal:0.88) | >=62%: WR=33.3% | Score=0.051 | N=129 (58B/71S Bal:0.82) | >=70%: WR=45.8% | Score=0.045 | N=83 (37B/46S Bal:0.80) | >=79%: WR=70.0% | Score=0.025 | N=30 (20B/10S Bal:0.50)
+[Epoch 152] Loss(MSE:0.0576/CE:0.7433) | LR=1.05e-05 | Val V3 Score [0.040] - Loss(MSE:0.0034/CE:0.5344) |   >=53%: WR=27.9% | Score=0.055 | N=165 (87B/78S Bal:0.90) | >=61%: WR=35.4% | Score=0.055 | N=130 (65B/65S Bal:1.00) | >=70%: WR=45.9% | Score=0.046 | N=85 (41B/44S Bal:0.93) | >=78%: WR=69.2% | Score=0.032 | N=39 (27B/12S Bal:0.44)
+[Epoch 153] Loss(MSE:0.0567/CE:0.7452) | LR=1.03e-05 | Val V3 Score [0.040] - Loss(MSE:0.0033/CE:0.5269) |   >=53%: WR=28.7% | Score=0.056 | N=164 (75B/89S Bal:0.84) | >=61%: WR=33.3% | Score=0.050 | N=126 (54B/72S Bal:0.75) | >=70%: WR=44.9% | Score=0.047 | N=89 (38B/51S Bal:0.75) | >=78%: WR=66.7% | Score=0.031 | N=39 (20B/19S Bal:0.95)
+[Epoch 154] Loss(MSE:0.0572/CE:0.7406) | LR=1.02e-05 | Val V3 Score [0.037] - Loss(MSE:0.0033/CE:0.5689) |   >=53%: WR=20.3% | Score=0.050 | N=207 (81B/126S Bal:0.64) | >=62%: WR=31.1% | Score=0.055 | N=148 (58B/90S Bal:0.64) | >=71%: WR=37.3% | Score=0.045 | N=102 (39B/63S Bal:0.62) | >=80%: WR=61.1% | Score=0.026 | N=36 (20B/16S Bal:0.80)
+
+🛑 EARLY STOPPING kích hoạt tại Epoch 154!
+   CE Loss val đã tăng liên tiếp 20 epoch (0.5168 → 0.5721)
+   Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.