Best model: CFG_LTC_LONDON_V6/run_20260522_182456_v3

workspaces/CFG_LTC_LONDON_V6/runs/run_20260522_182456_v3/results/train_v3.log

@@ -95,3 +95,43 @@
   🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0858. Lưu model...
   ☁️ Đang PUSH run run_20260522_182456_v3 lên HF (Background)...
 [19:05:52] PUSH RUN: run_20260522_182456_v3 -> HF (new/changed files only)...
+[19:05:53] ✔️ Push run run_20260522_182456_v3 hoàn tất!
+[Epoch 45] Loss(MSE:0.0349/CE:0.7624) | LR=1.05e-06 | Val V3 Score [0.083] - Loss(MSE:0.0019/CE:0.5192) |   >=53%: WR=48.3% | Score=0.104 | N=209 (89B/120S Bal:0.74) | >=62%: WR=55.9% | Score=0.107 | N=186 (77B/109S Bal:0.71) | >=71%: WR=66.5% | Score=0.110 | N=161 (73B/88S Bal:0.83) | >=80%: WR=87.8% | Score=0.044 | N=49 (38B/11S Bal:0.29)
+[Epoch 46] Loss(MSE:0.0356/CE:0.7689) | LR=2.00e-05 | Val V3 Score [0.076] - Loss(MSE:0.0025/CE:0.4857) |   >=53%: WR=58.1% | Score=0.107 | N=179 (70B/109S Bal:0.64) | >=62%: WR=64.4% | Score=0.108 | N=163 (68B/95S Bal:0.72) | >=71%: WR=79.5% | Score=0.108 | N=132 (59B/73S Bal:0.81) | >=80%: WR=91.2% | Score=0.032 | N=34 (29B/5S Bal:0.17)
+[Epoch 47] Loss(MSE:0.0357/CE:0.7702) | LR=2.00e-05 | Val V3 Score [0.073] - Loss(MSE:0.0023/CE:0.5069) |   >=53%: WR=50.7% | Score=0.106 | N=203 (70B/133S Bal:0.53) | >=62%: WR=58.7% | Score=0.108 | N=179 (70B/109S Bal:0.64) | >=72%: WR=66.7% | Score=0.103 | N=150 (58B/92S Bal:0.63) | >=81%: WR=90.9% | Score=0.031 | N=33 (24B/9S Bal:0.38)
+[Epoch 48] Loss(MSE:0.0361/CE:0.7695) | LR=1.99e-05 | Val V3 Score [0.075] - Loss(MSE:0.0022/CE:0.5199) |   >=53%: WR=47.2% | Score=0.105 | N=216 (91B/125S Bal:0.73) | >=63%: WR=54.2% | Score=0.107 | N=192 (76B/116S Bal:0.66) | >=72%: WR=65.8% | Score=0.109 | N=161 (73B/88S Bal:0.83) | >=82%: WR=87.1% | Score=0.028 | N=31 (31B/0S Bal:0.00)
+[Epoch 49] Loss(MSE:0.0357/CE:0.7676) | LR=1.99e-05 | Val V3 Score [0.081] - Loss(MSE:0.0022/CE:0.5089) |   >=53%: WR=50.2% | Score=0.106 | N=205 (100B/105S Bal:0.95) | >=62%: WR=59.1% | Score=0.107 | N=176 (82B/94S Bal:0.87) | >=72%: WR=73.1% | Score=0.109 | N=145 (81B/64S Bal:0.79) | >=81%: WR=83.3% | Score=0.041 | N=48 (45B/3S Bal:0.07)
+[Epoch 50] Loss(MSE:0.0367/CE:0.7673) | LR=1.98e-05 | Val V3 Score [0.082] - Loss(MSE:0.0021/CE:0.5144) |   >=53%: WR=49.0% | Score=0.106 | N=210 (109B/101S Bal:0.93) | >=62%: WR=58.4% | Score=0.111 | N=185 (91B/94S Bal:0.97) | >=71%: WR=71.9% | Score=0.113 | N=153 (83B/70S Bal:0.84) | >=80%: WR=88.1% | Score=0.038 | N=42 (35B/7S Bal:0.20)
+[Epoch 51] Loss(MSE:0.0363/CE:0.7654) | LR=1.97e-05 | Val V3 Score [0.078] - Loss(MSE:0.0021/CE:0.5291) |   >=53%: WR=43.1% | Score=0.100 | N=225 (105B/120S Bal:0.88) | >=62%: WR=54.2% | Score=0.112 | N=201 (87B/114S Bal:0.76) | >=72%: WR=65.3% | Score=0.112 | N=167 (81B/86S Bal:0.94) | >=81%: WR=90.9% | Score=0.031 | N=33 (33B/0S Bal:0.00)
+[Epoch 52] Loss(MSE:0.0371/CE:0.7671) | LR=1.95e-05 | Val V3 Score [0.077] - Loss(MSE:0.0021/CE:0.5308) |   >=53%: WR=43.8% | Score=0.099 | N=219 (97B/122S Bal:0.80) | >=63%: WR=53.4% | Score=0.106 | N=193 (81B/112S Bal:0.72) | >=72%: WR=66.5% | Score=0.110 | N=161 (77B/84S Bal:0.92) | >=82%: WR=88.2% | Score=0.031 | N=34 (34B/0S Bal:0.00)
+[Epoch 53] Loss(MSE:0.0368/CE:0.7660) | LR=1.94e-05 | Val V3 Score [0.080] - Loss(MSE:0.0026/CE:0.5096) |   >=53%: WR=47.9% | Score=0.104 | N=211 (88B/123S Bal:0.72) | >=63%: WR=56.8% | Score=0.108 | N=185 (70B/115S Bal:0.61) | >=72%: WR=64.4% | Score=0.108 | N=163 (71B/92S Bal:0.77) | >=82%: WR=86.7% | Score=0.040 | N=45 (34B/11S Bal:0.32)
+[Epoch 54] Loss(MSE:0.0369/CE:0.7657) | LR=1.92e-05 | Val V3 Score [0.077] - Loss(MSE:0.0024/CE:0.5238) |   >=53%: WR=47.9% | Score=0.105 | N=213 (92B/121S Bal:0.76) | >=62%: WR=54.5% | Score=0.107 | N=191 (79B/112S Bal:0.71) | >=72%: WR=67.3% | Score=0.108 | N=156 (74B/82S Bal:0.90) | >=81%: WR=80.5% | Score=0.034 | N=41 (38B/3S Bal:0.08)
+[Epoch 55] Loss(MSE:0.0366/CE:0.7623) | LR=1.90e-05 | Val V3 Score [0.079] - Loss(MSE:0.0021/CE:0.5617) |   >=53%: WR=38.2% | Score=0.095 | N=241 (92B/149S Bal:0.62) | >=62%: WR=46.1% | Score=0.104 | N=219 (83B/136S Bal:0.61) | >=72%: WR=56.4% | Score=0.105 | N=181 (63B/118S Bal:0.53) | >=81%: WR=83.7% | Score=0.042 | N=49 (24B/25S Bal:0.96)
+[Epoch 56] Loss(MSE:0.0365/CE:0.7638) | LR=1.87e-05 | Val V3 Score [0.081] - Loss(MSE:0.0023/CE:0.5038) |   >=53%: WR=50.5% | Score=0.104 | N=200 (100B/100S Bal:1.00) | >=62%: WR=59.1% | Score=0.107 | N=176 (86B/90S Bal:0.96) | >=71%: WR=69.9% | Score=0.110 | N=153 (78B/75S Bal:0.96) | >=80%: WR=84.8% | Score=0.040 | N=46 (38B/8S Bal:0.21)
+[Epoch 57] Loss(MSE:0.0370/CE:0.7643) | LR=1.85e-05 | Val V3 Score [0.077] - Loss(MSE:0.0025/CE:0.5096) |   >=53%: WR=50.7% | Score=0.107 | N=205 (95B/110S Bal:0.86) | >=62%: WR=59.3% | Score=0.108 | N=177 (77B/100S Bal:0.77) | >=72%: WR=72.2% | Score=0.112 | N=151 (79B/72S Bal:0.91) | >=81%: WR=82.4% | Score=0.029 | N=34 (33B/1S Bal:0.03)
+[Epoch 58] Loss(MSE:0.0371/CE:0.7630) | LR=1.82e-05 | Val V3 Score [0.081] - Loss(MSE:0.0023/CE:0.5191) |   >=53%: WR=45.5% | Score=0.103 | N=220 (97B/123S Bal:0.79) | >=63%: WR=55.6% | Score=0.107 | N=187 (81B/106S Bal:0.76) | >=73%: WR=66.3% | Score=0.111 | N=163 (79B/84S Bal:0.94) | >=83%: WR=86.0% | Score=0.038 | N=43 (43B/0S Bal:0.00)
+[Epoch 59] Loss(MSE:0.0371/CE:0.7626) | LR=1.79e-05 | Val V3 Score [0.078] - Loss(MSE:0.0027/CE:0.4838) |   >=53%: WR=55.1% | Score=0.105 | N=185 (84B/101S Bal:0.83) | >=63%: WR=67.9% | Score=0.115 | N=165 (73B/92S Bal:0.79) | >=72%: WR=74.8% | Score=0.107 | N=139 (70B/69S Bal:0.99) | >=82%: WR=88.1% | Score=0.038 | N=42 (40B/2S Bal:0.05)
+[Epoch 60] Loss(MSE:0.0372/CE:0.7619) | LR=1.76e-05 | Val V3 Score [0.078] - Loss(MSE:0.0022/CE:0.5231) |   >=53%: WR=45.0% | Score=0.101 | N=218 (114B/104S Bal:0.91) | >=63%: WR=55.0% | Score=0.107 | N=189 (94B/95S Bal:0.99) | >=74%: WR=69.2% | Score=0.111 | N=156 (87B/69S Bal:0.79) | >=84%: WR=85.7% | Score=0.031 | N=35 (35B/0S Bal:0.00)
+[Epoch 61] Loss(MSE:0.0378/CE:0.7601) | LR=1.72e-05 | Val V3 Score [0.078] - Loss(MSE:0.0022/CE:0.5279) |   >=53%: WR=40.9% | Score=0.095 | N=225 (93B/132S Bal:0.70) | >=62%: WR=50.2% | Score=0.104 | N=201 (76B/125S Bal:0.61) | >=72%: WR=62.7% | Score=0.109 | N=169 (66B/103S Bal:0.64) | >=81%: WR=87.2% | Score=0.035 | N=39 (22B/17S Bal:0.77)
+[Epoch 62] Loss(MSE:0.0371/CE:0.7598) | LR=1.69e-05 | Val V3 Score [0.076] - Loss(MSE:0.0025/CE:0.5199) |   >=53%: WR=46.3% | Score=0.102 | N=214 (91B/123S Bal:0.74) | >=63%: WR=55.1% | Score=0.105 | N=185 (83B/102S Bal:0.81) | >=74%: WR=66.7% | Score=0.109 | N=159 (85B/74S Bal:0.87) | >=84%: WR=90.3% | Score=0.029 | N=31 (31B/0S Bal:0.00)
+[Epoch 63] Loss(MSE:0.0366/CE:0.7591) | LR=1.65e-05 | Val V3 Score [0.080] - Loss(MSE:0.0023/CE:0.5185) |   >=53%: WR=47.6% | Score=0.101 | N=206 (73B/133S Bal:0.55) | >=62%: WR=56.1% | Score=0.109 | N=189 (63B/126S Bal:0.50) | >=72%: WR=66.5% | Score=0.108 | N=158 (64B/94S Bal:0.68) | >=81%: WR=88.6% | Score=0.040 | N=44 (33B/11S Bal:0.33)
+[Epoch 64] Loss(MSE:0.0374/CE:0.7587) | LR=1.61e-05 | Val V3 Score [0.079] - Loss(MSE:0.0022/CE:0.5404) |   >=53%: WR=41.0% | Score=0.099 | N=234 (93B/141S Bal:0.66) | >=63%: WR=48.8% | Score=0.105 | N=209 (78B/131S Bal:0.60) | >=72%: WR=61.0% | Score=0.108 | N=172 (65B/107S Bal:0.61) | >=82%: WR=80.9% | Score=0.039 | N=47 (34B/13S Bal:0.38)
+[Epoch 65] Loss(MSE:0.0367/CE:0.7582) | LR=1.57e-05 | Val V3 Score [0.076] - Loss(MSE:0.0023/CE:0.5222) |   >=53%: WR=43.8% | Score=0.101 | N=224 (80B/144S Bal:0.56) | >=63%: WR=51.0% | Score=0.102 | N=194 (69B/125S Bal:0.55) | >=73%: WR=66.3% | Score=0.111 | N=163 (64B/99S Bal:0.65) | >=83%: WR=87.1% | Score=0.028 | N=31 (28B/3S Bal:0.11)
+[Epoch 66] Loss(MSE:0.0366/CE:0.7589) | LR=1.53e-05 | Val V3 Score [0.077] - Loss(MSE:0.0023/CE:0.5314) |   >=53%: WR=45.0% | Score=0.103 | N=222 (82B/140S Bal:0.59) | >=63%: WR=51.3% | Score=0.102 | N=193 (67B/126S Bal:0.53) | >=72%: WR=66.5% | Score=0.110 | N=161 (70B/91S Bal:0.77) | >=82%: WR=90.6% | Score=0.030 | N=32 (32B/0S Bal:0.00)
+[Epoch 67] Loss(MSE:0.0365/CE:0.7588) | LR=1.48e-05 | Val V3 Score [0.078] - Loss(MSE:0.0022/CE:0.5197) |   >=53%: WR=45.0% | Score=0.103 | N=222 (109B/113S Bal:0.96) | >=63%: WR=53.8% | Score=0.108 | N=195 (90B/105S Bal:0.86) | >=73%: WR=67.3% | Score=0.110 | N=159 (85B/74S Bal:0.87) | >=83%: WR=82.5% | Score=0.034 | N=40 (40B/0S Bal:0.00)
+[Epoch 68] Loss(MSE:0.0362/CE:0.7574) | LR=1.44e-05 | Val V3 Score [0.078] - Loss(MSE:0.0022/CE:0.5279) |   >=53%: WR=43.1% | Score=0.100 | N=225 (102B/123S Bal:0.83) | >=63%: WR=54.0% | Score=0.111 | N=200 (87B/113S Bal:0.77) | >=73%: WR=62.6% | Score=0.110 | N=171 (84B/87S Bal:0.97) | >=83%: WR=84.6% | Score=0.034 | N=39 (38B/1S Bal:0.03)
+[Epoch 69] Loss(MSE:0.0362/CE:0.7566) | LR=1.39e-05 | Val V3 Score [0.076] - Loss(MSE:0.0022/CE:0.5378) |   >=53%: WR=42.9% | Score=0.097 | N=219 (98B/121S Bal:0.81) | >=63%: WR=54.1% | Score=0.109 | N=196 (85B/111S Bal:0.77) | >=74%: WR=66.0% | Score=0.110 | N=162 (82B/80S Bal:0.98) | >=84%: WR=84.4% | Score=0.028 | N=32 (32B/0S Bal:0.00)
+[Epoch 70] Loss(MSE:0.0361/CE:0.7559) | LR=1.34e-05 | Val V3 Score [0.078] - Loss(MSE:0.0023/CE:0.5088) |   >=53%: WR=48.8% | Score=0.106 | N=211 (100B/111S Bal:0.90) | >=63%: WR=56.5% | Score=0.107 | N=184 (80B/104S Bal:0.77) | >=73%: WR=69.5% | Score=0.110 | N=154 (80B/74S Bal:0.93) | >=83%: WR=82.5% | Score=0.034 | N=40 (40B/0S Bal:0.00)
+[Epoch 71] Loss(MSE:0.0360/CE:0.7559) | LR=1.30e-05 | Val V3 Score [0.072] - Loss(MSE:0.0022/CE:0.5370) |   >=53%: WR=43.9% | Score=0.101 | N=223 (101B/122S Bal:0.83) | >=63%: WR=52.2% | Score=0.108 | N=201 (85B/116S Bal:0.73) | >=73%: WR=62.4% | Score=0.106 | N=165 (76B/89S Bal:0.85) | >=83%: WR=77.4% | Score=0.025 | N=31 (29B/2S Bal:0.07)
+[Epoch 72] Loss(MSE:0.0361/CE:0.7546) | LR=1.25e-05 | Val V3 Score [0.082] - Loss(MSE:0.0022/CE:0.5287) |   >=53%: WR=44.7% | Score=0.104 | N=226 (84B/142S Bal:0.59) | >=63%: WR=52.8% | Score=0.106 | N=195 (69B/126S Bal:0.55) | >=72%: WR=64.1% | Score=0.112 | N=170 (67B/103S Bal:0.65) | >=82%: WR=87.0% | Score=0.041 | N=46 (40B/6S Bal:0.15)
+[Epoch 73] Loss(MSE:0.0356/CE:0.7544) | LR=1.20e-05 | Val V3 Score [0.078] - Loss(MSE:0.0022/CE:0.5368) |   >=53%: WR=42.2% | Score=0.098 | N=225 (103B/122S Bal:0.84) | >=63%: WR=53.5% | Score=0.111 | N=202 (95B/107S Bal:0.89) | >=73%: WR=64.4% | Score=0.108 | N=163 (87B/76S Bal:0.87) | >=83%: WR=81.0% | Score=0.035 | N=42 (42B/0S Bal:0.00)
+[Epoch 74] Loss(MSE:0.0360/CE:0.7554) | LR=1.15e-05 | Val V3 Score [0.079] - Loss(MSE:0.0022/CE:0.5133) |   >=53%: WR=48.4% | Score=0.106 | N=213 (85B/128S Bal:0.66) | >=63%: WR=57.2% | Score=0.110 | N=187 (70B/117S Bal:0.60) | >=72%: WR=68.4% | Score=0.111 | N=158 (68B/90S Bal:0.76) | >=82%: WR=84.6% | Score=0.034 | N=39 (29B/10S Bal:0.34)
+[Epoch 75] Loss(MSE:0.0360/CE:0.7547) | LR=1.10e-05 | Val V3 Score [0.079] - Loss(MSE:0.0023/CE:0.5226) |   >=53%: WR=45.0% | Score=0.103 | N=222 (82B/140S Bal:0.59) | >=63%: WR=51.8% | Score=0.105 | N=197 (69B/128S Bal:0.54) | >=72%: WR=62.7% | Score=0.109 | N=169 (67B/102S Bal:0.66) | >=82%: WR=83.7% | Score=0.037 | N=43 (35B/8S Bal:0.23)
+[Epoch 76] Loss(MSE:0.0356/CE:0.7521) | LR=1.05e-05 | Val V3 Score [0.076] - Loss(MSE:0.0021/CE:0.5137) |   >=53%: WR=45.7% | Score=0.104 | N=221 (116B/105S Bal:0.91) | >=63%: WR=53.3% | Score=0.107 | N=195 (94B/101S Bal:0.93) | >=73%: WR=63.4% | Score=0.105 | N=161 (84B/77S Bal:0.92) | >=83%: WR=85.0% | Score=0.035 | N=40 (40B/0S Bal:0.00)
+[Epoch 77] Loss(MSE:0.0351/CE:0.7526) | LR=1.00e-05 | Val V3 Score [0.076] - Loss(MSE:0.0022/CE:0.5242) |   >=53%: WR=45.0% | Score=0.103 | N=222 (90B/132S Bal:0.68) | >=63%: WR=54.9% | Score=0.110 | N=195 (79B/116S Bal:0.68) | >=73%: WR=66.5% | Score=0.110 | N=161 (68B/93S Bal:0.73) | >=83%: WR=84.8% | Score=0.029 | N=33 (29B/4S Bal:0.14)
+[Epoch 78] Loss(MSE:0.0350/CE:0.7530) | LR=9.51e-06 | Val V3 Score [0.073] - Loss(MSE:0.0023/CE:0.5103) |   >=53%: WR=49.1% | Score=0.107 | N=212 (100B/112S Bal:0.89) | >=63%: WR=55.4% | Score=0.106 | N=186 (83B/103S Bal:0.81) | >=73%: WR=65.8% | Score=0.107 | N=158 (82B/76S Bal:0.93) | >=83%: WR=81.2% | Score=0.027 | N=32 (32B/0S Bal:0.00)
+[Epoch 79] Loss(MSE:0.0348/CE:0.7502) | LR=9.01e-06 | Val V3 Score [0.079] - Loss(MSE:0.0021/CE:0.5062) |   >=53%: WR=47.9% | Score=0.105 | N=213 (82B/131S Bal:0.63) | >=63%: WR=58.9% | Score=0.112 | N=185 (71B/114S Bal:0.62) | >=72%: WR=68.8% | Score=0.111 | N=157 (72B/85S Bal:0.85) | >=82%: WR=91.7% | Score=0.034 | N=36 (32B/4S Bal:0.12)
+
+🛑 EARLY STOPPING kích hoạt tại Epoch 79!
+   CE Loss val đã tăng liên tiếp 20 epoch (0.4865 → 0.5082)
+   Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.