Best model: CFG_LTC_WEEKEND_V6/run_20260516_081749_v6_WE_15m_Win60_Drop10_001

workspaces/CFG_LTC_WEEKEND_V6/runs/run_20260516_081749_v6_WE_15m_Win60_Drop10_001/results/train_v3.log

@@ -255,3 +255,29 @@
   🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0380. Lưu model...
   ☁️ Đang PUSH run run_20260516_081749_v6_WE_15m_Win60_Drop10_001 lên HF (Background)...
 [14:06:07] PUSH RUN: run_20260516_081749_v6_WE_15m_Win60_Drop10_001 -> HF (new/changed files only)...
+[14:06:28] ✔️ Push run run_20260516_081749_v6_WE_15m_Win60_Drop10_001 hoàn tất!
+[Epoch 173] Loss(MSE:0.0465/CE:0.7397) | LR=1.69e-05 | Val V3 Score [0.033] - Loss(MSE:0.0034/CE:0.4809) |   >=53%: WR=46.7% | Score=0.061 | N=242 (103B/139S Bal:0.74) | >=62%: WR=52.5% | Score=0.058 | N=202 (93B/109S Bal:0.85) | >=71%: WR=56.3% | Score=0.046 | N=151 (72B/79S Bal:0.91) | >=80%: WR=76.5% | Score=0.014 | N=34 (22B/12S Bal:0.55)
+[Epoch 174] Loss(MSE:0.0464/CE:0.7421) | LR=1.64e-05 | Val V3 Score [0.033] - Loss(MSE:0.0034/CE:0.4839) |   >=53%: WR=47.6% | Score=0.064 | N=246 (113B/133S Bal:0.85) | >=62%: WR=51.2% | Score=0.057 | N=205 (94B/111S Bal:0.85) | >=71%: WR=58.2% | Score=0.046 | N=146 (72B/74S Bal:0.97) | >=80%: WR=71.4% | Score=0.014 | N=35 (20B/15S Bal:0.75)
+[Epoch 175] Loss(MSE:0.0463/CE:0.7402) | LR=1.59e-05 | Val V3 Score [0.037] - Loss(MSE:0.0033/CE:0.4906) |   >=53%: WR=43.3% | Score=0.061 | N=261 (108B/153S Bal:0.71) | >=62%: WR=50.9% | Score=0.063 | N=226 (95B/131S Bal:0.73) | >=71%: WR=56.8% | Score=0.052 | N=169 (74B/95S Bal:0.78) | >=80%: WR=78.4% | Score=0.016 | N=37 (18B/19S Bal:0.95)
+[Epoch 176] Loss(MSE:0.0467/CE:0.7401) | LR=1.55e-05 | Val V3 Score [0.034] - Loss(MSE:0.0034/CE:0.4833) |   >=53%: WR=47.7% | Score=0.061 | N=237 (92B/145S Bal:0.63) | >=62%: WR=51.2% | Score=0.058 | N=209 (89B/120S Bal:0.74) | >=71%: WR=59.7% | Score=0.048 | N=149 (73B/76S Bal:0.96) | >=80%: WR=86.7% | Score=0.014 | N=30 (20B/10S Bal:0.50)
+[Epoch 177] Loss(MSE:0.0463/CE:0.7399) | LR=1.50e-05 | Val V3 Score [0.034] - Loss(MSE:0.0034/CE:0.4862) |   >=53%: WR=47.6% | Score=0.064 | N=246 (113B/133S Bal:0.85) | >=62%: WR=50.0% | Score=0.057 | N=210 (95B/115S Bal:0.83) | >=71%: WR=59.6% | Score=0.049 | N=151 (67B/84S Bal:0.80) | >=80%: WR=70.3% | Score=0.014 | N=37 (16B/21S Bal:0.76)
+[Epoch 178] Loss(MSE:0.0468/CE:0.7399) | LR=1.45e-05 | Val V3 Score [0.035] - Loss(MSE:0.0033/CE:0.4895) |   >=53%: WR=44.6% | Score=0.063 | N=260 (110B/150S Bal:0.73) | >=62%: WR=49.5% | Score=0.060 | N=222 (92B/130S Bal:0.71) | >=71%: WR=55.3% | Score=0.048 | N=161 (70B/91S Bal:0.77) | >=80%: WR=77.8% | Score=0.015 | N=36 (19B/17S Bal:0.89)
+[Epoch 179] Loss(MSE:0.0463/CE:0.7385) | LR=1.40e-05 | Val V3 Score [0.034] - Loss(MSE:0.0033/CE:0.4849) |   >=53%: WR=48.8% | Score=0.066 | N=250 (114B/136S Bal:0.84) | >=62%: WR=50.7% | Score=0.058 | N=211 (96B/115S Bal:0.83) | >=70%: WR=57.0% | Score=0.047 | N=151 (71B/80S Bal:0.89) | >=79%: WR=78.9% | Score=0.016 | N=38 (19B/19S Bal:1.00)
+[Epoch 180] Loss(MSE:0.0465/CE:0.7396) | LR=1.35e-05 | Val V3 Score [0.035] - Loss(MSE:0.0033/CE:0.4915) |   >=53%: WR=45.7% | Score=0.064 | N=258 (117B/141S Bal:0.83) | >=62%: WR=52.7% | Score=0.065 | N=226 (103B/123S Bal:0.84) | >=71%: WR=55.3% | Score=0.048 | N=161 (83B/78S Bal:0.94) | >=80%: WR=78.4% | Score=0.016 | N=37 (23B/14S Bal:0.61)
+[Epoch 181] Loss(MSE:0.0460/CE:0.7388) | LR=1.30e-05 | Val V3 Score [0.035] - Loss(MSE:0.0033/CE:0.4902) |   >=53%: WR=44.0% | Score=0.064 | N=266 (114B/152S Bal:0.75) | >=62%: WR=49.6% | Score=0.061 | N=226 (99B/127S Bal:0.78) | >=71%: WR=56.6% | Score=0.049 | N=159 (74B/85S Bal:0.87) | >=80%: WR=81.1% | Score=0.016 | N=37 (21B/16S Bal:0.76)
+[Epoch 182] Loss(MSE:0.0461/CE:0.7392) | LR=1.26e-05 | Val V3 Score [0.034] - Loss(MSE:0.0033/CE:0.4897) |   >=53%: WR=45.0% | Score=0.064 | N=262 (120B/142S Bal:0.85) | >=62%: WR=49.3% | Score=0.060 | N=223 (100B/123S Bal:0.81) | >=71%: WR=59.9% | Score=0.048 | N=147 (73B/74S Bal:0.99) | >=80%: WR=84.4% | Score=0.015 | N=32 (19B/13S Bal:0.68)
+[Epoch 183] Loss(MSE:0.0463/CE:0.7392) | LR=1.21e-05 | Val V3 Score [0.035] - Loss(MSE:0.0033/CE:0.4943) |   >=53%: WR=43.6% | Score=0.063 | N=266 (113B/153S Bal:0.74) | >=62%: WR=48.0% | Score=0.058 | N=221 (96B/125S Bal:0.77) | >=71%: WR=59.1% | Score=0.050 | N=154 (66B/88S Bal:0.75) | >=80%: WR=80.6% | Score=0.014 | N=31 (17B/14S Bal:0.82)
+[Epoch 184] Loss(MSE:0.0461/CE:0.7371) | LR=1.16e-05 | Val V3 Score [0.036] - Loss(MSE:0.0033/CE:0.4879) |   >=53%: WR=45.2% | Score=0.064 | N=259 (110B/149S Bal:0.74) | >=62%: WR=48.0% | Score=0.058 | N=223 (90B/133S Bal:0.68) | >=71%: WR=55.8% | Score=0.050 | N=163 (71B/92S Bal:0.77) | >=80%: WR=75.0% | Score=0.018 | N=44 (21B/23S Bal:0.91)
+[Epoch 185] Loss(MSE:0.0456/CE:0.7382) | LR=1.12e-05 | Val V3 Score [0.033] - Loss(MSE:0.0033/CE:0.4945) |   >=53%: WR=43.6% | Score=0.063 | N=266 (118B/148S Bal:0.80) | >=62%: WR=49.8% | Score=0.061 | N=225 (100B/125S Bal:0.80) | >=71%: WR=55.4% | Score=0.047 | N=157 (75B/82S Bal:0.91) | >=80%: WR=75.8% | Score=0.014 | N=33 (19B/14S Bal:0.74)
+[Epoch 186] Loss(MSE:0.0458/CE:0.7375) | LR=1.08e-05 | Val V3 Score [0.033] - Loss(MSE:0.0032/CE:0.4887) |   >=53%: WR=47.0% | Score=0.064 | N=251 (124B/127S Bal:0.98) | >=62%: WR=51.7% | Score=0.059 | N=211 (101B/110S Bal:0.92) | >=70%: WR=56.1% | Score=0.045 | N=148 (77B/71S Bal:0.92) | >=79%: WR=76.3% | Score=0.016 | N=38 (22B/16S Bal:0.73)
+[Epoch 187] Loss(MSE:0.0456/CE:0.7377) | LR=1.03e-05 | Val V3 Score [0.036] - Loss(MSE:0.0032/CE:0.4852) |   >=53%: WR=46.8% | Score=0.064 | N=252 (113B/139S Bal:0.81) | >=62%: WR=50.7% | Score=0.060 | N=217 (96B/121S Bal:0.79) | >=71%: WR=56.9% | Score=0.050 | N=160 (71B/89S Bal:0.80) | >=80%: WR=81.6% | Score=0.017 | N=38 (19B/19S Bal:1.00)
+[Epoch 188] Loss(MSE:0.0456/CE:0.7366) | LR=9.88e-06 | Val V3 Score [0.036] - Loss(MSE:0.0032/CE:0.4901) |   >=53%: WR=45.2% | Score=0.064 | N=261 (109B/152S Bal:0.72) | >=62%: WR=49.8% | Score=0.061 | N=225 (91B/134S Bal:0.68) | >=71%: WR=54.5% | Score=0.049 | N=165 (70B/95S Bal:0.74) | >=80%: WR=75.6% | Score=0.017 | N=41 (20B/21S Bal:0.95)
+[Epoch 189] Loss(MSE:0.0456/CE:0.7371) | LR=9.46e-06 | Val V3 Score [0.037] - Loss(MSE:0.0032/CE:0.4856) |   >=53%: WR=45.8% | Score=0.063 | N=253 (106B/147S Bal:0.72) | >=62%: WR=50.2% | Score=0.060 | N=221 (95B/126S Bal:0.75) | >=71%: WR=58.0% | Score=0.051 | N=162 (71B/91S Bal:0.78) | >=80%: WR=78.0% | Score=0.017 | N=41 (23B/18S Bal:0.78)
+[Epoch 190] Loss(MSE:0.0455/CE:0.7380) | LR=9.04e-06 | Val V3 Score [0.035] - Loss(MSE:0.0033/CE:0.4868) |   >=53%: WR=46.4% | Score=0.063 | N=250 (102B/148S Bal:0.69) | >=62%: WR=50.0% | Score=0.059 | N=218 (91B/127S Bal:0.72) | >=71%: WR=57.5% | Score=0.048 | N=153 (66B/87S Bal:0.76) | >=80%: WR=87.9% | Score=0.016 | N=33 (18B/15S Bal:0.83)
+[Epoch 191] Loss(MSE:0.0458/CE:0.7366) | LR=8.63e-06 | Val V3 Score [0.033] - Loss(MSE:0.0033/CE:0.4855) |   >=53%: WR=48.8% | Score=0.065 | N=246 (109B/137S Bal:0.80) | >=62%: WR=51.0% | Score=0.058 | N=208 (94B/114S Bal:0.82) | >=71%: WR=57.9% | Score=0.046 | N=145 (71B/74S Bal:0.96) | >=80%: WR=83.9% | Score=0.014 | N=31 (19B/12S Bal:0.63)
+[Epoch 192] Loss(MSE:0.0456/CE:0.7364) | LR=8.23e-06 | Val V3 Score [0.034] - Loss(MSE:0.0032/CE:0.4911) |   >=53%: WR=44.4% | Score=0.063 | N=261 (118B/143S Bal:0.83) | >=62%: WR=52.2% | Score=0.064 | N=224 (100B/124S Bal:0.81) | >=71%: WR=55.0% | Score=0.048 | N=160 (72B/88S Bal:0.82) | >=80%: WR=78.1% | Score=0.014 | N=32 (16B/16S Bal:1.00)
+[Epoch 193] Loss(MSE:0.0455/CE:0.7353) | LR=7.84e-06 | Val V3 Score [0.033] - Loss(MSE:0.0033/CE:0.4848) |   >=53%: WR=47.2% | Score=0.063 | N=246 (109B/137S Bal:0.80) | >=62%: WR=48.8% | Score=0.057 | N=213 (96B/117S Bal:0.82) | >=71%: WR=57.1% | Score=0.046 | N=147 (65B/82S Bal:0.79) | >=80%: WR=79.4% | Score=0.015 | N=34 (18B/16S Bal:0.89)
+
+🛑 EARLY STOPPING kích hoạt tại Epoch 193!
+   CE Loss val đã tăng liên tiếp 20 epoch (0.4841 → 0.4879)
+   Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.