Best model: CFG_LTC_NY_V6/run_20260518_150946_v6_NY_TripleAsset_Seed017

workspaces/CFG_LTC_NY_V6/runs/run_20260518_150946_v6_NY_TripleAsset_Seed017/results/train_v3.log

@@ -97,3 +97,31 @@
   🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0707. Lưu model...
   ☁️ Đang PUSH run run_20260518_150946_v6_NY_TripleAsset_Seed017 lên HF (Background)...
 [22:30:30] PUSH RUN: run_20260518_150946_v6_NY_TripleAsset_Seed017 -> HF (new/changed files only)...
+[22:30:48] ✔️ Push run run_20260518_150946_v6_NY_TripleAsset_Seed017 hoàn tất!
+[Epoch 55] Loss(MSE:0.0325/CE:0.8219) | LR=4.73e-05 | Val V3 Score [0.062] - Loss(MSE:0.0032/CE:0.6640) |   >=53%: WR=39.1% | Score=0.060 | N=69 (40B/29S Bal:0.72) | >=61%: WR=50.8% | Score=0.069 | N=61 (34B/27S Bal:0.79) | >=70%: WR=59.6% | Score=0.069 | N=52 (35B/17S Bal:0.49) | >=78%: WR=69.7% | Score=0.051 | N=33 (31B/2S Bal:0.06)
+[Epoch 56] Loss(MSE:0.0324/CE:0.8197) | LR=4.67e-05 | Val V3 Score [0.063] - Loss(MSE:0.0037/CE:0.6298) |   >=53%: WR=43.1% | Score=0.063 | N=65 (22B/43S Bal:0.51) | >=61%: WR=48.3% | Score=0.065 | N=60 (23B/37S Bal:0.62) | >=69%: WR=58.8% | Score=0.067 | N=51 (16B/35S Bal:0.46) | >=77%: WR=83.9% | Score=0.058 | N=31 (7B/24S Bal:0.29)
+[Epoch 57] Loss(MSE:0.0320/CE:0.8201) | LR=4.60e-05 | Val V3 Score [0.063] - Loss(MSE:0.0037/CE:0.6007) |   >=53%: WR=50.8% | Score=0.067 | N=59 (31B/28S Bal:0.90) | >=61%: WR=56.9% | Score=0.065 | N=51 (31B/20S Bal:0.65) | >=68%: WR=71.7% | Score=0.074 | N=46 (29B/17S Bal:0.59) | >=76%: WR=67.7% | Score=0.047 | N=31 (29B/2S Bal:0.07)
+[Epoch 58] Loss(MSE:0.0324/CE:0.8210) | LR=4.53e-05 | Val V3 Score [0.063] - Loss(MSE:0.0033/CE:0.6884) |   >=53%: WR=37.1% | Score=0.058 | N=70 (25B/45S Bal:0.56) | >=61%: WR=40.6% | Score=0.063 | N=69 (26B/43S Bal:0.60) | >=70%: WR=52.5% | Score=0.072 | N=61 (23B/38S Bal:0.61) | >=78%: WR=74.2% | Score=0.051 | N=31 (26B/5S Bal:0.19)
+[Epoch 59] Loss(MSE:0.0329/CE:0.8206) | LR=4.45e-05 | Val V3 Score [0.059] - Loss(MSE:0.0029/CE:0.7262) |   >=53%: WR=35.1% | Score=0.058 | N=74 (52B/22S Bal:0.42) | >=61%: WR=42.3% | Score=0.067 | N=71 (43B/28S Bal:0.65) | >=70%: WR=58.6% | Score=0.076 | N=58 (38B/20S Bal:0.53) | >=78%: WR=50.0% | Score=0.036 | N=32 (30B/2S Bal:0.07)
+[Epoch 60] Loss(MSE:0.0324/CE:0.8194) | LR=4.37e-05 | Val V3 Score [0.065] - Loss(MSE:0.0031/CE:0.6753) |   >=53%: WR=42.9% | Score=0.067 | N=70 (29B/41S Bal:0.71) | >=61%: WR=48.4% | Score=0.069 | N=64 (27B/37S Bal:0.73) | >=69%: WR=57.9% | Score=0.074 | N=57 (27B/30S Bal:0.90) | >=77%: WR=69.7% | Score=0.051 | N=33 (28B/5S Bal:0.18)
+[Epoch 61] Loss(MSE:0.0322/CE:0.8157) | LR=4.28e-05 | Val V3 Score [0.060] - Loss(MSE:0.0031/CE:0.6940) |   >=53%: WR=39.1% | Score=0.060 | N=69 (40B/29S Bal:0.72) | >=61%: WR=56.7% | Score=0.076 | N=60 (34B/26S Bal:0.76) | >=69%: WR=62.0% | Score=0.069 | N=50 (34B/16S Bal:0.47) | >=77%: WR=67.7% | Score=0.047 | N=31 (29B/2S Bal:0.07)
+[Epoch 62] Loss(MSE:0.0316/CE:0.8167) | LR=4.19e-05 | Val V3 Score [0.070] - Loss(MSE:0.0029/CE:0.6965) |   >=53%: WR=36.2% | Score=0.056 | N=69 (28B/41S Bal:0.68) | >=61%: WR=46.9% | Score=0.067 | N=64 (25B/39S Bal:0.64) | >=68%: WR=59.6% | Score=0.076 | N=57 (25B/32S Bal:0.78) | >=76%: WR=75.7% | Score=0.063 | N=37 (20B/17S Bal:0.85)
+[Epoch 63] Loss(MSE:0.0315/CE:0.8153) | LR=4.09e-05 | Val V3 Score [0.062] - Loss(MSE:0.0031/CE:0.6427) |   >=53%: WR=43.1% | Score=0.063 | N=65 (30B/35S Bal:0.86) | >=61%: WR=49.2% | Score=0.067 | N=61 (26B/35S Bal:0.74) | >=69%: WR=59.6% | Score=0.069 | N=52 (25B/27S Bal:0.93) | >=77%: WR=74.2% | Score=0.051 | N=31 (25B/6S Bal:0.24)
+[Epoch 64] Loss(MSE:0.0320/CE:0.8193) | LR=3.99e-05 | Val V3 Score [0.064] - Loss(MSE:0.0032/CE:0.6497) |   >=53%: WR=45.2% | Score=0.063 | N=62 (30B/32S Bal:0.94) | >=60%: WR=53.4% | Score=0.069 | N=58 (29B/29S Bal:1.00) | >=68%: WR=64.6% | Score=0.069 | N=48 (25B/23S Bal:0.92) | >=75%: WR=73.5% | Score=0.056 | N=34 (22B/12S Bal:0.55)
+[Epoch 65] Loss(MSE:0.0316/CE:0.8148) | LR=3.88e-05 | Val V3 Score [0.065] - Loss(MSE:0.0033/CE:0.6326) |   >=53%: WR=40.0% | Score=0.058 | N=65 (34B/31S Bal:0.91) | >=61%: WR=51.7% | Score=0.067 | N=58 (28B/30S Bal:0.93) | >=68%: WR=65.3% | Score=0.072 | N=49 (26B/23S Bal:0.88) | >=76%: WR=71.4% | Score=0.056 | N=35 (26B/9S Bal:0.35)
+[Epoch 66] Loss(MSE:0.0315/CE:0.8139) | LR=3.78e-05 | Val V3 Score [0.064] - Loss(MSE:0.0032/CE:0.6300) |   >=53%: WR=43.8% | Score=0.063 | N=64 (27B/37S Bal:0.73) | >=61%: WR=46.7% | Score=0.063 | N=60 (26B/34S Bal:0.76) | >=69%: WR=64.0% | Score=0.072 | N=50 (24B/26S Bal:0.92) | >=77%: WR=80.0% | Score=0.054 | N=30 (20B/10S Bal:0.50)
+[Epoch 67] Loss(MSE:0.0314/CE:0.8134) | LR=3.66e-05 | Val V3 Score [0.061] - Loss(MSE:0.0029/CE:0.7130) |   >=53%: WR=37.5% | Score=0.060 | N=72 (31B/41S Bal:0.76) | >=61%: WR=44.1% | Score=0.067 | N=68 (25B/43S Bal:0.58) | >=69%: WR=50.0% | Score=0.067 | N=60 (25B/35S Bal:0.71) | >=77%: WR=63.9% | Score=0.051 | N=36 (25B/11S Bal:0.44)
+[Epoch 68] Loss(MSE:0.0316/CE:0.8130) | LR=3.55e-05 | Val V3 Score [0.061] - Loss(MSE:0.0035/CE:0.6140) |   >=53%: WR=46.0% | Score=0.065 | N=63 (29B/34S Bal:0.85) | >=61%: WR=58.6% | Score=0.076 | N=58 (27B/31S Bal:0.87) | >=69%: WR=66.0% | Score=0.069 | N=47 (23B/24S Bal:0.96) | >=77%: WR=73.3% | Score=0.049 | N=30 (23B/7S Bal:0.30)
+[Epoch 69] Loss(MSE:0.0313/CE:0.8129) | LR=3.43e-05 | Val V3 Score [0.064] - Loss(MSE:0.0029/CE:0.6867) |   >=53%: WR=33.3% | Score=0.054 | N=72 (25B/47S Bal:0.53) | >=61%: WR=42.2% | Score=0.060 | N=64 (20B/44S Bal:0.45) | >=68%: WR=51.7% | Score=0.067 | N=58 (22B/36S Bal:0.61) | >=76%: WR=79.4% | Score=0.060 | N=34 (16B/18S Bal:0.89)
+[Epoch 70] Loss(MSE:0.0311/CE:0.8117) | LR=3.31e-05 | Val V3 Score [0.056] - Loss(MSE:0.0031/CE:0.6554) |   >=53%: WR=43.1% | Score=0.063 | N=65 (30B/35S Bal:0.86) | >=61%: WR=51.6% | Score=0.072 | N=62 (34B/28S Bal:0.82) | >=69%: WR=55.8% | Score=0.065 | N=52 (27B/25S Bal:0.93) | >=77%: WR=64.5% | Score=0.045 | N=31 (27B/4S Bal:0.15)
+[Epoch 71] Loss(MSE:0.0314/CE:0.8124) | LR=3.18e-05 | Val V3 Score [0.062] - Loss(MSE:0.0031/CE:0.6521) |   >=53%: WR=45.3% | Score=0.065 | N=64 (26B/38S Bal:0.68) | >=61%: WR=49.2% | Score=0.067 | N=61 (26B/35S Bal:0.74) | >=68%: WR=62.0% | Score=0.069 | N=50 (25B/25S Bal:1.00) | >=76%: WR=67.6% | Score=0.051 | N=34 (21B/13S Bal:0.62)
+[Epoch 72] Loss(MSE:0.0312/CE:0.8108) | LR=3.06e-05 | Val V3 Score [0.061] - Loss(MSE:0.0033/CE:0.6324) |   >=53%: WR=48.4% | Score=0.067 | N=62 (32B/30S Bal:0.94) | >=61%: WR=49.1% | Score=0.060 | N=55 (27B/28S Bal:0.96) | >=68%: WR=67.3% | Score=0.074 | N=49 (26B/23S Bal:0.88) | >=76%: WR=61.3% | Score=0.043 | N=31 (24B/7S Bal:0.29)
+[Epoch 73] Loss(MSE:0.0312/CE:0.8100) | LR=2.93e-05 | Val V3 Score [0.065] - Loss(MSE:0.0030/CE:0.6549) |   >=53%: WR=43.8% | Score=0.063 | N=64 (29B/35S Bal:0.83) | >=61%: WR=53.4% | Score=0.069 | N=58 (28B/30S Bal:0.93) | >=68%: WR=64.7% | Score=0.074 | N=51 (27B/24S Bal:0.89) | >=76%: WR=70.6% | Score=0.054 | N=34 (28B/6S Bal:0.21)
+[Epoch 74] Loss(MSE:0.0311/CE:0.8099) | LR=2.81e-05 | Val V3 Score [0.067] - Loss(MSE:0.0029/CE:0.6805) |   >=53%: WR=42.6% | Score=0.065 | N=68 (25B/43S Bal:0.58) | >=60%: WR=47.5% | Score=0.065 | N=61 (23B/38S Bal:0.61) | >=68%: WR=59.3% | Score=0.072 | N=54 (21B/33S Bal:0.64) | >=75%: WR=75.0% | Score=0.060 | N=36 (19B/17S Bal:0.89)
+[Epoch 75] Loss(MSE:0.0307/CE:0.8070) | LR=2.68e-05 | Val V3 Score [0.062] - Loss(MSE:0.0029/CE:0.7061) |   >=53%: WR=37.5% | Score=0.060 | N=72 (42B/30S Bal:0.71) | >=62%: WR=44.6% | Score=0.065 | N=65 (31B/34S Bal:0.91) | >=70%: WR=56.9% | Score=0.074 | N=58 (27B/31S Bal:0.87) | >=79%: WR=60.6% | Score=0.045 | N=33 (23B/10S Bal:0.43)
+[Epoch 76] Loss(MSE:0.0307/CE:0.8101) | LR=2.55e-05 | Val V3 Score [0.062] - Loss(MSE:0.0028/CE:0.6718) |   >=53%: WR=43.1% | Score=0.063 | N=65 (30B/35S Bal:0.86) | >=60%: WR=49.2% | Score=0.065 | N=59 (27B/32S Bal:0.84) | >=68%: WR=59.6% | Score=0.069 | N=52 (28B/24S Bal:0.86) | >=75%: WR=63.9% | Score=0.051 | N=36 (28B/8S Bal:0.29)
+[Epoch 77] Loss(MSE:0.0306/CE:0.8095) | LR=2.42e-05 | Val V3 Score [0.062] - Loss(MSE:0.0030/CE:0.6459) |   >=53%: WR=47.7% | Score=0.069 | N=65 (36B/29S Bal:0.81) | >=61%: WR=55.2% | Score=0.072 | N=58 (33B/25S Bal:0.76) | >=68%: WR=66.7% | Score=0.076 | N=51 (28B/23S Bal:0.82) | >=76%: WR=57.6% | Score=0.043 | N=33 (28B/5S Bal:0.18)
+
+🛑 EARLY STOPPING kích hoạt tại Epoch 77!
+   CE Loss val đã tăng liên tiếp 20 epoch (0.6043 → 0.6487)
+   Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.