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argo_workspaces

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Delete folder workspaces with huggingface_hub

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  1. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/config.json +0 -95
  2. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/results/config.json +0 -95
  3. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/results/train_v3.log +0 -171
  4. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/results/training_metrics_v3.json +0 -86
  5. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/config.json +0 -106
  6. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/results/config.json +0 -106
  7. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/results/train_v3.log +0 -255
  8. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/results/training_metrics_v3.json +0 -86
  9. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_025451_v3/config.json +0 -97
  10. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_025451_v3/results/config.json +0 -97
  11. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_025451_v3/results/train_v3.log +0 -135
  12. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_025451_v3/results/training_metrics_v3.json +0 -86
  13. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_093158_v3/config.json +0 -97
  14. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_093158_v3/results/config.json +0 -97
  15. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_093158_v3/results/train_v3.log +0 -128
  16. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_093158_v3/results/training_metrics_v3.json +0 -86
  17. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_051022_v6_ASIAN_improve_score/config.json +0 -98
  18. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_051022_v6_ASIAN_improve_score/results/config.json +0 -98
  19. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_051022_v6_ASIAN_improve_score/results/train_v3.log +0 -10
  20. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_051022_v6_ASIAN_improve_score/results/training_metrics_v3.json +0 -86
  21. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/config.json +0 -108
  22. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/prepare_dataset.log +0 -54
  23. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/results/config.json +0 -108
  24. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/results/train_v3.log +0 -197
  25. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/results/training_metrics_v3.json +0 -86
  26. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/train_v6.log +0 -234
  27. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/config.json +0 -108
  28. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/prepare_dataset.log +0 -54
  29. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/results/config.json +0 -108
  30. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/results/train_v3.log +0 -50
  31. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/results/training_metrics_v3.json +0 -86
  32. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/train_v6.log +0 -83
  33. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/config.json +0 -98
  34. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/prepare_dataset.log +0 -49
  35. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/results/config.json +0 -98
  36. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/results/train_v3.log +0 -95
  37. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/results/training_metrics_v3.json +0 -86
  38. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/config.json +0 -98
  39. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/prepare_dataset.log +0 -49
  40. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/results/config.json +0 -98
  41. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/results/train_v3.log +0 -56
  42. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/results/training_metrics_v3.json +0 -86
  43. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/train_v6.log +0 -88
  44. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/config.json +0 -105
  45. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/prepare_dataset.log +0 -4
  46. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/results/config.json +0 -105
  47. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/results/train_v3.log +0 -174
  48. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/results/training_metrics_v3.json +0 -86
  49. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/train_v6.log +0 -161
  50. workspaces/CFG_LTC_ASIAN_V6/runs/run_20260530_060622_v6_asian/config.json +0 -105
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/config.json DELETED
@@ -1,95 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260515_161352_v6_ASIAN_5m_DeepMicro_213",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "⚠️_STRICT_WARNING_⚠️": "TẤT CẢ MODULE MACRO_FEATURES LÀ BẮT BUỘC.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.0025,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
40
- },
41
- {
42
- "SYMBOL": "BTCUSDT",
43
- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
50
- }
51
- ],
52
- "VOL_REGIME": true,
53
- "ORDER_FLOW": true,
54
- "STEP_SIZE": 1
55
- },
56
- "TRAINING": {
57
- "D_MODEL": 128,
58
- "N_HEAD": 8,
59
- "NUM_LAYERS": 3,
60
- "BATCH_SIZE": 256,
61
- "WARMUP_EPOCHS": 15,
62
- "FINETUNE_EPOCHS": 80,
63
- "LEARNING_RATE": 1.5e-05,
64
- "DROPOUT_RATE": 0.25,
65
- "LR_SCHEDULER": "cosine_warm",
66
- "POOLING": "attention"
67
- },
68
- "MT5_PATHS": {
69
- "BINANCE": "LOCAL"
70
- },
71
- "DATA_SOURCE": {
72
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
73
- "DATASET_SUFFIX": "2026",
74
- "TIMEFRAME": "M5",
75
- "BROKERS": {
76
- "BINANCE": "LOCAL"
77
- },
78
- "ROUTING": {
79
- "LTCUSDT": "BINANCE",
80
- "BTCUSDT": "BINANCE"
81
- }
82
- },
83
- "LIVE_BOT": {
84
- "PAPER_TRADE": true,
85
- "TRADE_PLATFORM": "BINANCE",
86
- "MAX_ABSOLUTE_MSE": 0.8,
87
- "MIN_PROBABILITY_THRESH": 0.59
88
- },
89
- "SESSION": "asian",
90
- "SESSION_UTC": {
91
- "START": "23:00",
92
- "END": "07:00"
93
- },
94
- "RUN_ID": ""
95
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/results/config.json DELETED
@@ -1,95 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260515_161352_v6_ASIAN_5m_DeepMicro_213",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "⚠️_STRICT_WARNING_⚠️": "TẤT CẢ MODULE MACRO_FEATURES LÀ BẮT BUỘC.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.0025,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
40
- },
41
- {
42
- "SYMBOL": "BTCUSDT",
43
- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
50
- }
51
- ],
52
- "VOL_REGIME": true,
53
- "ORDER_FLOW": true,
54
- "STEP_SIZE": 1
55
- },
56
- "TRAINING": {
57
- "D_MODEL": 128,
58
- "N_HEAD": 8,
59
- "NUM_LAYERS": 3,
60
- "BATCH_SIZE": 256,
61
- "WARMUP_EPOCHS": 15,
62
- "FINETUNE_EPOCHS": 80,
63
- "LEARNING_RATE": 1.5e-05,
64
- "DROPOUT_RATE": 0.25,
65
- "LR_SCHEDULER": "cosine_warm",
66
- "POOLING": "attention"
67
- },
68
- "MT5_PATHS": {
69
- "BINANCE": "LOCAL"
70
- },
71
- "DATA_SOURCE": {
72
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
73
- "DATASET_SUFFIX": "2026",
74
- "TIMEFRAME": "M5",
75
- "BROKERS": {
76
- "BINANCE": "LOCAL"
77
- },
78
- "ROUTING": {
79
- "LTCUSDT": "BINANCE",
80
- "BTCUSDT": "BINANCE"
81
- }
82
- },
83
- "LIVE_BOT": {
84
- "PAPER_TRADE": true,
85
- "TRADE_PLATFORM": "BINANCE",
86
- "MAX_ABSOLUTE_MSE": 0.8,
87
- "MIN_PROBABILITY_THRESH": 0.59
88
- },
89
- "SESSION": "asian",
90
- "SESSION_UTC": {
91
- "START": "23:00",
92
- "END": "07:00"
93
- },
94
- "RUN_ID": ""
95
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/results/train_v3.log DELETED
@@ -1,171 +0,0 @@
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- [PACK] Kèm theo scaler file vào: d:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260522_105041_v3\brains
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- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
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- [Epoch 1] Loss(MSE:0.1049/CE:1.0286) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0151/CE:0.6334) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
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- [Epoch 2] Loss(MSE:0.1053/CE:0.9970) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0150/CE:0.5824) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
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- [Epoch 3] Loss(MSE:0.1061/CE:0.9844) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0128/CE:0.5813) | >=53%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=54%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
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- [Epoch 4] Loss(MSE:0.1074/CE:0.9723) | LR=1.37e-05 | Val V3 Score [0.007] - Loss(MSE:0.0130/CE:0.5748) | >=53%: WR=80.0% | Score=0.022 | N=10 (7B/3S Bal:0.43) | >=54%: WR=100.0% | Score=0.011 | N=4 (4B/0S Bal:0.00) | >=55%: WR=75.0% | Score=0.008 | N=4 (4B/0S Bal:0.00) | >=56%: WR=66.7% | Score=0.005 | N=3 (3B/0S Bal:0.00)
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- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0070. Lưu model...
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- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
9
- [10:58:35] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
10
- [10:58:37] ✔️ Push run run_20260522_105041_v3 hoàn tất!
11
- [Epoch 5] Loss(MSE:0.1092/CE:0.9563) | LR=1.27e-05 | Val V3 Score [0.043] - Loss(MSE:0.0123/CE:0.5644) | >=53%: WR=94.1% | Score=0.043 | N=17 (13B/4S Bal:0.31) | >=54%: WR=94.1% | Score=0.043 | N=17 (13B/4S Bal:0.31) | >=55%: WR=94.1% | Score=0.043 | N=17 (13B/4S Bal:0.31) | >=56%: WR=94.1% | Score=0.043 | N=17 (13B/4S Bal:0.31)
12
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0435. Lưu model...
13
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
14
- [10:59:25] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
15
- [10:59:26] ✔️ Push run run_20260522_105041_v3 hoàn tất!
16
- [Epoch 6] Loss(MSE:0.1097/CE:0.9406) | LR=1.15e-05 | Val V3 Score [0.055] - Loss(MSE:0.0121/CE:0.5609) | >=53%: WR=79.3% | Score=0.062 | N=29 (17B/12S Bal:0.71) | >=54%: WR=78.6% | Score=0.060 | N=28 (16B/12S Bal:0.75) | >=55%: WR=80.0% | Score=0.054 | N=25 (16B/9S Bal:0.56) | >=56%: WR=87.5% | Score=0.057 | N=24 (16B/8S Bal:0.50)
17
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0555. Lưu model...
18
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
19
- [11:00:14] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
20
- [11:00:15] ✔️ Push run run_20260522_105041_v3 hoàn tất!
21
- [Epoch 7] Loss(MSE:0.1099/CE:0.9291) | LR=1.02e-05 | Val V3 Score [0.070] - Loss(MSE:0.0114/CE:0.5615) | >=53%: WR=79.5% | Score=0.084 | N=39 (18B/21S Bal:0.86) | >=54%: WR=82.1% | Score=0.087 | N=39 (19B/20S Bal:0.95) | >=54%: WR=79.4% | Score=0.073 | N=34 (17B/17S Bal:1.00) | >=55%: WR=77.4% | Score=0.065 | N=31 (17B/14S Bal:0.82)
22
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0700. Lưu model...
23
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
24
- [11:01:03] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
25
- [11:01:04] ✔️ Push run run_20260522_105041_v3 hoàn tất!
26
- [Epoch 8] Loss(MSE:0.1101/CE:0.9208) | LR=8.73e-06 | Val V3 Score [0.080] - Loss(MSE:0.0113/CE:0.5563) | >=53%: WR=84.8% | Score=0.106 | N=46 (23B/23S Bal:1.00) | >=55%: WR=82.2% | Score=0.101 | N=45 (23B/22S Bal:0.96) | >=56%: WR=78.0% | Score=0.087 | N=41 (23B/18S Bal:0.78) | >=58%: WR=78.8% | Score=0.071 | N=33 (19B/14S Bal:0.74)
27
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0802. Lưu model...
28
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
29
- [11:01:52] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
30
- [11:01:53] ✔️ Push run run_20260522_105041_v3 hoàn tất!
31
- [Epoch 9] Loss(MSE:0.1105/CE:0.9150) | LR=7.27e-06 | Val V3 Score [0.076] - Loss(MSE:0.0111/CE:0.5507) | >=53%: WR=91.3% | Score=0.114 | N=46 (20B/26S Bal:0.77) | >=55%: WR=85.7% | Score=0.098 | N=42 (19B/23S Bal:0.83) | >=58%: WR=83.3% | Score=0.082 | N=36 (17B/19S Bal:0.89) | >=60%: WR=78.1% | Score=0.068 | N=32 (16B/16S Bal:1.00)
32
- [Epoch 10] Loss(MSE:0.1104/CE:0.9093) | LR=5.84e-06 | Val V3 Score [0.070] - Loss(MSE:0.0107/CE:0.5441) | >=53%: WR=89.6% | Score=0.117 | N=48 (22B/26S Bal:0.85) | >=56%: WR=79.1% | Score=0.092 | N=43 (21B/22S Bal:0.95) | >=58%: WR=78.8% | Score=0.071 | N=33 (17B/16S Bal:0.94) | >=61%: WR=80.6% | Score=0.068 | N=31 (18B/13S Bal:0.72)
33
- [Epoch 11] Loss(MSE:0.1102/CE:0.9062) | LR=4.50e-06 | Val V3 Score [0.080] - Loss(MSE:0.0106/CE:0.5498) | >=53%: WR=84.0% | Score=0.114 | N=50 (22B/28S Bal:0.79) | >=56%: WR=91.3% | Score=0.114 | N=46 (20B/26S Bal:0.77) | >=60%: WR=82.1% | Score=0.087 | N=39 (18B/21S Bal:0.86) | >=63%: WR=81.2% | Score=0.071 | N=32 (18B/14S Bal:0.78)
34
- [Epoch 12] Loss(MSE:0.1102/CE:0.9042) | LR=3.32e-06 | Val V3 Score [0.075] - Loss(MSE:0.0104/CE:0.5441) | >=53%: WR=90.2% | Score=0.125 | N=51 (25B/26S Bal:0.96) | >=56%: WR=89.4% | Score=0.114 | N=47 (21B/26S Bal:0.81) | >=60%: WR=78.9% | Score=0.082 | N=38 (20B/18S Bal:0.90) | >=63%: WR=75.0% | Score=0.065 | N=32 (19B/13S Bal:0.68)
35
- [Epoch 13] Loss(MSE:0.1102/CE:0.9039) | LR=2.34e-06 | Val V3 Score [0.079] - Loss(MSE:0.0102/CE:0.5576) | >=53%: WR=78.6% | Score=0.120 | N=56 (29B/27S Bal:0.93) | >=57%: WR=88.5% | Score=0.125 | N=52 (26B/26S Bal:1.00) | >=61%: WR=80.0% | Score=0.087 | N=40 (20B/20S Bal:1.00) | >=65%: WR=83.3% | Score=0.068 | N=30 (18B/12S Bal:0.67)
36
- [Epoch 14] Loss(MSE:0.1105/CE:0.9008) | LR=1.61e-06 | Val V3 Score [0.077] - Loss(MSE:0.0102/CE:0.5562) | >=53%: WR=70.2% | Score=0.109 | N=57 (28B/29S Bal:0.97) | >=57%: WR=88.2% | Score=0.122 | N=51 (25B/26S Bal:0.96) | >=62%: WR=79.5% | Score=0.084 | N=39 (19B/20S Bal:0.95) | >=66%: WR=83.3% | Score=0.068 | N=30 (19B/11S Bal:0.58)
37
- [Epoch 15] Loss(MSE:0.1101/CE:0.9003) | LR=1.15e-06 | Val V3 Score [0.081] - Loss(MSE:0.0101/CE:0.5531) | >=53%: WR=77.2% | Score=0.120 | N=57 (30B/27S Bal:0.90) | >=57%: WR=89.8% | Score=0.120 | N=49 (23B/26S Bal:0.88) | >=62%: WR=82.5% | Score=0.090 | N=40 (20B/20S Bal:1.00) | >=66%: WR=83.3% | Score=0.068 | N=30 (19B/11S Bal:0.58)
38
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0806. Lưu model...
39
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
40
- [11:07:31] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
41
- [11:07:32] ✔️ Push run run_20260522_105041_v3 hoàn tất!
42
- [Epoch 16] Loss(MSE:0.1106/CE:0.8999) | LR=1.50e-05 | Val V3 Score [0.072] - Loss(MSE:0.0096/CE:0.5397) | >=53%: WR=77.6% | Score=0.122 | N=58 (29B/29S Bal:1.00) | >=57%: WR=88.0% | Score=0.120 | N=50 (26B/24S Bal:0.92) | >=62%: WR=75.7% | Score=0.076 | N=37 (19B/18S Bal:0.95) | >=66%: WR=80.0% | Score=0.065 | N=30 (19B/11S Bal:0.58)
43
- [Epoch 17] Loss(MSE:0.1110/CE:0.8953) | LR=1.50e-05 | Val V3 Score [0.081] - Loss(MSE:0.0092/CE:0.5439) | >=53%: WR=71.7% | Score=0.117 | N=60 (34B/26S Bal:0.76) | >=58%: WR=88.5% | Score=0.125 | N=52 (26B/26S Bal:1.00) | >=63%: WR=84.2% | Score=0.087 | N=38 (19B/19S Bal:1.00) | >=68%: WR=90.0% | Score=0.073 | N=30 (19B/11S Bal:0.58)
44
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0813. Lưu model...
45
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
46
- [11:09:07] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
47
- [11:09:09] ✔️ Push run run_20260522_105041_v3 hoàn tất!
48
- [Epoch 18] Loss(MSE:0.1115/CE:0.8901) | LR=1.48e-05 | Val V3 Score [0.101] - Loss(MSE:0.0086/CE:0.5634) | >=53%: WR=66.2% | Score=0.139 | N=77 (31B/46S Bal:0.67) | >=58%: WR=75.9% | Score=0.120 | N=58 (22B/36S Bal:0.61) | >=64%: WR=88.0% | Score=0.120 | N=50 (21B/29S Bal:0.72) | >=69%: WR=84.8% | Score=0.076 | N=33 (17B/16S Bal:0.94)
49
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1014. Lưu model...
50
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
51
- [11:09:55] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
52
- [11:09:57] ✔️ Push run run_20260522_105041_v3 hoàn tất!
53
- [Epoch 19] Loss(MSE:0.1106/CE:0.8879) | LR=1.47e-05 | Val V3 Score [0.098] - Loss(MSE:0.0082/CE:0.5416) | >=53%: WR=71.4% | Score=0.136 | N=70 (37B/33S Bal:0.89) | >=58%: WR=83.6% | Score=0.125 | N=55 (28B/27S Bal:0.96) | >=64%: WR=89.4% | Score=0.114 | N=47 (21B/26S Bal:0.81) | >=69%: WR=84.8% | Score=0.076 | N=33 (20B/13S Bal:0.65)
54
- [Epoch 20] Loss(MSE:0.1099/CE:0.8854) | LR=1.44e-05 | Val V3 Score [0.098] - Loss(MSE:0.0078/CE:0.5457) | >=53%: WR=71.8% | Score=0.139 | N=71 (38B/33S Bal:0.87) | >=58%: WR=78.3% | Score=0.128 | N=60 (30B/30S Bal:1.00) | >=64%: WR=87.2% | Score=0.111 | N=47 (22B/25S Bal:0.88) | >=69%: WR=85.3% | Score=0.079 | N=34 (20B/14S Bal:0.70)
55
- [Epoch 21] Loss(MSE:0.1093/CE:0.8816) | LR=1.41e-05 | Val V3 Score [0.100] - Loss(MSE:0.0078/CE:0.5458) | >=53%: WR=70.3% | Score=0.141 | N=74 (40B/34S Bal:0.85) | >=59%: WR=79.0% | Score=0.133 | N=62 (34B/28S Bal:0.82) | >=64%: WR=88.0% | Score=0.120 | N=50 (24B/26S Bal:0.92) | >=70%: WR=90.0% | Score=0.073 | N=30 (22B/8S Bal:0.36)
56
- [Epoch 22] Loss(MSE:0.1088/CE:0.8797) | LR=1.37e-05 | Val V3 Score [0.104] - Loss(MSE:0.0075/CE:0.5544) | >=53%: WR=63.0% | Score=0.139 | N=81 (47B/34S Bal:0.72) | >=59%: WR=73.2% | Score=0.141 | N=71 (40B/31S Bal:0.78) | >=65%: WR=87.0% | Score=0.128 | N=54 (28B/26S Bal:0.93) | >=71%: WR=81.2% | Score=0.071 | N=32 (22B/10S Bal:0.45)
57
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1039. Lưu model...
58
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
59
- [11:13:12] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
60
- [11:13:14] ✔️ Push run run_20260522_105041_v3 hoàn tất!
61
- [Epoch 23] Loss(MSE:0.1091/CE:0.8778) | LR=1.32e-05 | Val V3 Score [0.094] - Loss(MSE:0.0073/CE:0.5336) | >=53%: WR=75.8% | Score=0.136 | N=66 (33B/33S Bal:1.00) | >=59%: WR=80.0% | Score=0.120 | N=55 (27B/28S Bal:0.96) | >=64%: WR=88.6% | Score=0.106 | N=44 (21B/23S Bal:0.91) | >=70%: WR=90.3% | Score=0.076 | N=31 (20B/11S Bal:0.55)
62
- [Epoch 24] Loss(MSE:0.1079/CE:0.8765) | LR=1.27e-05 | Val V3 Score [0.100] - Loss(MSE:0.0071/CE:0.5478) | >=53%: WR=65.3% | Score=0.133 | N=75 (37B/38S Bal:0.97) | >=59%: WR=76.6% | Score=0.133 | N=64 (31B/33S Bal:0.94) | >=65%: WR=86.3% | Score=0.120 | N=51 (24B/27S Bal:0.89) | >=71%: WR=87.1% | Score=0.073 | N=31 (20B/11S Bal:0.55)
63
- [Epoch 25] Loss(MSE:0.1073/CE:0.8752) | LR=1.21e-05 | Val V3 Score [0.108] - Loss(MSE:0.0071/CE:0.5441) | >=53%: WR=64.9% | Score=0.136 | N=77 (39B/38S Bal:0.97) | >=59%: WR=78.1% | Score=0.136 | N=64 (31B/33S Bal:0.94) | >=66%: WR=88.9% | Score=0.130 | N=54 (25B/29S Bal:0.86) | >=72%: WR=87.5% | Score=0.076 | N=32 (20B/12S Bal:0.60)
64
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1078. Lưu model...
65
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
66
- [11:15:39] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
67
- [11:15:41] ✔️ Push run run_20260522_105041_v3 hoàn tất!
68
- [Epoch 26] Loss(MSE:0.1066/CE:0.8721) | LR=1.15e-05 | Val V3 Score [0.099] - Loss(MSE:0.0068/CE:0.5286) | >=53%: WR=75.8% | Score=0.136 | N=66 (30B/36S Bal:0.83) | >=59%: WR=82.0% | Score=0.136 | N=61 (26B/35S Bal:0.74) | >=65%: WR=82.4% | Score=0.114 | N=51 (18B/33S Bal:0.55) | >=71%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
69
- [Epoch 27] Loss(MSE:0.1064/CE:0.8718) | LR=1.08e-05 | Val V3 Score [0.094] - Loss(MSE:0.0067/CE:0.5304) | >=53%: WR=75.8% | Score=0.136 | N=66 (32B/34S Bal:0.94) | >=59%: WR=78.7% | Score=0.130 | N=61 (27B/34S Bal:0.79) | >=65%: WR=83.0% | Score=0.106 | N=47 (24B/23S Bal:0.96) | >=71%: WR=90.3% | Score=0.076 | N=31 (21B/10S Bal:0.48)
70
- [Epoch 28] Loss(MSE:0.1057/CE:0.8714) | LR=1.02e-05 | Val V3 Score [0.102] - Loss(MSE:0.0062/CE:0.5507) | >=53%: WR=72.2% | Score=0.141 | N=72 (33B/39S Bal:0.85) | >=59%: WR=79.7% | Score=0.139 | N=64 (30B/34S Bal:0.88) | >=65%: WR=86.8% | Score=0.125 | N=53 (24B/29S Bal:0.83) | >=71%: WR=86.7% | Score=0.071 | N=30 (21B/9S Bal:0.43)
71
- [Epoch 29] Loss(MSE:0.1045/CE:0.8707) | LR=9.46e-06 | Val V3 Score [0.102] - Loss(MSE:0.0062/CE:0.5335) | >=53%: WR=76.1% | Score=0.139 | N=67 (32B/35S Bal:0.91) | >=59%: WR=79.4% | Score=0.136 | N=63 (29B/34S Bal:0.85) | >=64%: WR=86.5% | Score=0.122 | N=52 (23B/29S Bal:0.79) | >=70%: WR=81.8% | Score=0.073 | N=33 (18B/15S Bal:0.83)
72
- [Epoch 30] Loss(MSE:0.1038/CE:0.8691) | LR=8.73e-06 | Val V3 Score [0.105] - Loss(MSE:0.0061/CE:0.5300) | >=53%: WR=75.0% | Score=0.139 | N=68 (31B/37S Bal:0.84) | >=59%: WR=80.6% | Score=0.136 | N=62 (28B/34S Bal:0.82) | >=65%: WR=88.5% | Score=0.125 | N=52 (25B/27S Bal:0.93) | >=71%: WR=84.8% | Score=0.076 | N=33 (20B/13S Bal:0.65)
73
- [Epoch 31] Loss(MSE:0.1033/CE:0.8685) | LR=8.00e-06 | Val V3 Score [0.105] - Loss(MSE:0.0062/CE:0.5348) | >=53%: WR=75.7% | Score=0.144 | N=70 (36B/34S Bal:0.94) | >=59%: WR=79.7% | Score=0.139 | N=64 (30B/34S Bal:0.88) | >=65%: WR=86.8% | Score=0.125 | N=53 (25B/28S Bal:0.89) | >=71%: WR=84.8% | Score=0.076 | N=33 (21B/12S Bal:0.57)
74
- [Epoch 32] Loss(MSE:0.1028/CE:0.8675) | LR=7.27e-06 | Val V3 Score [0.103] - Loss(MSE:0.0061/CE:0.5429) | >=53%: WR=69.7% | Score=0.144 | N=76 (43B/33S Bal:0.77) | >=59%: WR=82.8% | Score=0.144 | N=64 (33B/31S Bal:0.94) | >=66%: WR=84.9% | Score=0.122 | N=53 (26B/27S Bal:0.96) | >=72%: WR=82.4% | Score=0.076 | N=34 (24B/10S Bal:0.42)
75
- [Epoch 33] Loss(MSE:0.1018/CE:0.8669) | LR=6.54e-06 | Val V3 Score [0.105] - Loss(MSE:0.0060/CE:0.5432) | >=53%: WR=67.1% | Score=0.139 | N=76 (40B/36S Bal:0.90) | >=59%: WR=81.5% | Score=0.144 | N=65 (35B/30S Bal:0.86) | >=66%: WR=83.6% | Score=0.125 | N=55 (29B/26S Bal:0.90) | >=72%: WR=82.4% | Score=0.076 | N=34 (24B/10S Bal:0.42)
76
- [Epoch 34] Loss(MSE:0.1016/CE:0.8656) | LR=5.84e-06 | Val V3 Score [0.097] - Loss(MSE:0.0060/CE:0.5358) | >=53%: WR=72.0% | Score=0.147 | N=75 (40B/35S Bal:0.88) | >=59%: WR=82.8% | Score=0.144 | N=64 (30B/34S Bal:0.88) | >=66%: WR=84.0% | Score=0.114 | N=50 (26B/24S Bal:0.92) | >=72%: WR=84.4% | Score=0.073 | N=32 (22B/10S Bal:0.45)
77
- [Epoch 35] Loss(MSE:0.1010/CE:0.8663) | LR=5.15e-06 | Val V3 Score [0.104] - Loss(MSE:0.0060/CE:0.5435) | >=53%: WR=69.7% | Score=0.144 | N=76 (40B/36S Bal:0.90) | >=60%: WR=80.0% | Score=0.141 | N=65 (33B/32S Bal:0.97) | >=66%: WR=87.0% | Score=0.128 | N=54 (26B/28S Bal:0.93) | >=73%: WR=83.9% | Score=0.071 | N=31 (23B/8S Bal:0.35)
78
- [Epoch 36] Loss(MSE:0.1005/CE:0.8645) | LR=4.50e-06 | Val V3 Score [0.097] - Loss(MSE:0.0059/CE:0.5353) | >=53%: WR=73.0% | Score=0.147 | N=74 (40B/34S Bal:0.85) | >=59%: WR=81.5% | Score=0.144 | N=65 (32B/33S Bal:0.97) | >=66%: WR=84.0% | Score=0.114 | N=50 (26B/24S Bal:0.92) | >=72%: WR=84.4% | Score=0.073 | N=32 (23B/9S Bal:0.39)
79
- [Epoch 37] Loss(MSE:0.1000/CE:0.8641) | LR=3.89e-06 | Val V3 Score [0.102] - Loss(MSE:0.0058/CE:0.5393) | >=53%: WR=72.4% | Score=0.149 | N=76 (40B/36S Bal:0.90) | >=60%: WR=81.5% | Score=0.144 | N=65 (32B/33S Bal:0.97) | >=66%: WR=84.9% | Score=0.122 | N=53 (25B/28S Bal:0.89) | >=73%: WR=84.4% | Score=0.073 | N=32 (22B/10S Bal:0.45)
80
- [Epoch 38] Loss(MSE:0.0994/CE:0.8640) | LR=3.32e-06 | Val V3 Score [0.101] - Loss(MSE:0.0058/CE:0.5428) | >=53%: WR=70.7% | Score=0.144 | N=75 (39B/36S Bal:0.92) | >=60%: WR=80.0% | Score=0.141 | N=65 (31B/34S Bal:0.91) | >=66%: WR=86.8% | Score=0.125 | N=53 (26B/27S Bal:0.96) | >=73%: WR=83.3% | Score=0.068 | N=30 (22B/8S Bal:0.36)
81
- [Epoch 39] Loss(MSE:0.0990/CE:0.8638) | LR=2.80e-06 | Val V3 Score [0.098] - Loss(MSE:0.0057/CE:0.5291) | >=53%: WR=75.3% | Score=0.149 | N=73 (40B/33S Bal:0.82) | >=59%: WR=84.4% | Score=0.147 | N=64 (31B/33S Bal:0.94) | >=66%: WR=84.0% | Score=0.114 | N=50 (26B/24S Bal:0.92) | >=72%: WR=87.5% | Score=0.076 | N=32 (23B/9S Bal:0.39)
82
- [Epoch 40] Loss(MSE:0.0990/CE:0.8631) | LR=2.34e-06 | Val V3 Score [0.106] - Loss(MSE:0.0057/CE:0.5432) | >=53%: WR=71.1% | Score=0.147 | N=76 (40B/36S Bal:0.90) | >=60%: WR=77.3% | Score=0.139 | N=66 (35B/31S Bal:0.89) | >=66%: WR=85.5% | Score=0.128 | N=55 (27B/28S Bal:0.96) | >=73%: WR=84.8% | Score=0.076 | N=33 (23B/10S Bal:0.43)
83
- [Epoch 41] Loss(MSE:0.0988/CE:0.8620) | LR=1.94e-06 | Val V3 Score [0.099] - Loss(MSE:0.0057/CE:0.5344) | >=53%: WR=73.0% | Score=0.147 | N=74 (39B/35S Bal:0.90) | >=60%: WR=80.0% | Score=0.141 | N=65 (31B/34S Bal:0.91) | >=66%: WR=84.6% | Score=0.120 | N=52 (26B/26S Bal:1.00) | >=73%: WR=86.7% | Score=0.071 | N=30 (23B/7S Bal:0.30)
84
- [Epoch 42] Loss(MSE:0.0983/CE:0.8623) | LR=1.61e-06 | Val V3 Score [0.099] - Loss(MSE:0.0057/CE:0.5349) | >=53%: WR=73.0% | Score=0.147 | N=74 (39B/35S Bal:0.90) | >=60%: WR=83.1% | Score=0.147 | N=65 (31B/34S Bal:0.91) | >=66%: WR=84.6% | Score=0.120 | N=52 (26B/26S Bal:1.00) | >=73%: WR=83.9% | Score=0.071 | N=31 (22B/9S Bal:0.41)
85
- [Epoch 43] Loss(MSE:0.0984/CE:0.8631) | LR=1.34e-06 | Val V3 Score [0.106] - Loss(MSE:0.0057/CE:0.5387) | >=53%: WR=73.3% | Score=0.149 | N=75 (39B/36S Bal:0.92) | >=60%: WR=80.0% | Score=0.141 | N=65 (32B/33S Bal:0.97) | >=66%: WR=87.0% | Score=0.128 | N=54 (26B/28S Bal:0.93) | >=73%: WR=84.8% | Score=0.076 | N=33 (23B/10S Bal:0.43)
86
- [Epoch 44] Loss(MSE:0.0981/CE:0.8627) | LR=1.15e-06 | Val V3 Score [0.101] - Loss(MSE:0.0056/CE:0.5372) | >=53%: WR=74.3% | Score=0.149 | N=74 (39B/35S Bal:0.90) | >=60%: WR=78.5% | Score=0.139 | N=65 (31B/34S Bal:0.91) | >=66%: WR=86.8% | Score=0.125 | N=53 (25B/28S Bal:0.89) | >=73%: WR=80.6% | Score=0.068 | N=31 (22B/9S Bal:0.41)
87
- [Epoch 45] Loss(MSE:0.0978/CE:0.8620) | LR=1.04e-06 | Val V3 Score [0.102] - Loss(MSE:0.0056/CE:0.5373) | >=53%: WR=73.3% | Score=0.149 | N=75 (39B/36S Bal:0.92) | >=60%: WR=81.5% | Score=0.144 | N=65 (31B/34S Bal:0.91) | >=66%: WR=85.2% | Score=0.125 | N=54 (27B/27S Bal:1.00) | >=73%: WR=83.9% | Score=0.071 | N=31 (23B/8S Bal:0.35)
88
- [Epoch 46] Loss(MSE:0.0983/CE:0.8651) | LR=1.50e-05 | Val V3 Score [0.097] - Loss(MSE:0.0055/CE:0.5248) | >=53%: WR=80.3% | Score=0.144 | N=66 (31B/35S Bal:0.89) | >=59%: WR=87.9% | Score=0.139 | N=58 (27B/31S Bal:0.87) | >=65%: WR=83.7% | Score=0.111 | N=49 (26B/23S Bal:0.88) | >=71%: WR=84.8% | Score=0.076 | N=33 (23B/10S Bal:0.43)
89
- [Epoch 47] Loss(MSE:0.0961/CE:0.8634) | LR=1.50e-05 | Val V3 Score [0.099] - Loss(MSE:0.0054/CE:0.5266) | >=53%: WR=76.4% | Score=0.149 | N=72 (39B/33S Bal:0.85) | >=60%: WR=81.5% | Score=0.144 | N=65 (33B/32S Bal:0.97) | >=66%: WR=86.3% | Score=0.120 | N=51 (27B/24S Bal:0.89) | >=73%: WR=86.7% | Score=0.071 | N=30 (24B/6S Bal:0.25)
90
- [Epoch 48] Loss(MSE:0.0950/CE:0.8641) | LR=1.50e-05 | Val V3 Score [0.106] - Loss(MSE:0.0052/CE:0.5329) | >=53%: WR=76.7% | Score=0.152 | N=73 (35B/38S Bal:0.92) | >=60%: WR=78.1% | Score=0.136 | N=64 (29B/35S Bal:0.83) | >=67%: WR=87.0% | Score=0.128 | N=54 (26B/28S Bal:0.93) | >=74%: WR=82.4% | Score=0.076 | N=34 (23B/11S Bal:0.48)
91
- [Epoch 49] Loss(MSE:0.0933/CE:0.8622) | LR=1.49e-05 | Val V3 Score [0.110] - Loss(MSE:0.0052/CE:0.5299) | >=53%: WR=74.0% | Score=0.147 | N=73 (33B/40S Bal:0.82) | >=60%: WR=79.4% | Score=0.136 | N=63 (28B/35S Bal:0.80) | >=66%: WR=89.3% | Score=0.136 | N=56 (23B/33S Bal:0.70) | >=73%: WR=81.8% | Score=0.073 | N=33 (22B/11S Bal:0.50)
92
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1098. Lưu model...
93
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
94
- [11:34:55] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
95
- [11:34:56] ✔️ Push run run_20260522_105041_v3 hoàn tất!
96
- [Epoch 50] Loss(MSE:0.0920/CE:0.8626) | LR=1.48e-05 | Val V3 Score [0.100] - Loss(MSE:0.0052/CE:0.5255) | >=53%: WR=77.5% | Score=0.149 | N=71 (38B/33S Bal:0.87) | >=59%: WR=84.4% | Score=0.147 | N=64 (33B/31S Bal:0.94) | >=66%: WR=84.6% | Score=0.120 | N=52 (28B/24S Bal:0.86) | >=72%: WR=81.8% | Score=0.073 | N=33 (23B/10S Bal:0.43)
97
- [Epoch 51] Loss(MSE:0.0898/CE:0.8611) | LR=1.48e-05 | Val V3 Score [0.106] - Loss(MSE:0.0050/CE:0.5381) | >=53%: WR=75.3% | Score=0.149 | N=73 (36B/37S Bal:0.97) | >=60%: WR=76.1% | Score=0.139 | N=67 (33B/34S Bal:0.97) | >=66%: WR=83.9% | Score=0.128 | N=56 (22B/34S Bal:0.65) | >=73%: WR=87.5% | Score=0.076 | N=32 (22B/10S Bal:0.45)
98
- [Epoch 52] Loss(MSE:0.0882/CE:0.8602) | LR=1.47e-05 | Val V3 Score [0.106] - Loss(MSE:0.0051/CE:0.5322) | >=53%: WR=70.7% | Score=0.144 | N=75 (43B/32S Bal:0.74) | >=60%: WR=84.1% | Score=0.158 | N=69 (41B/28S Bal:0.68) | >=66%: WR=80.4% | Score=0.122 | N=56 (31B/25S Bal:0.81) | >=73%: WR=88.6% | Score=0.084 | N=35 (26B/9S Bal:0.35)
99
- [Epoch 53] Loss(MSE:0.0868/CE:0.8612) | LR=1.45e-05 | Val V3 Score [0.111] - Loss(MSE:0.0050/CE:0.5336) | >=53%: WR=68.0% | Score=0.139 | N=75 (42B/33S Bal:0.79) | >=59%: WR=81.2% | Score=0.152 | N=69 (41B/28S Bal:0.68) | >=66%: WR=84.2% | Score=0.130 | N=57 (31B/26S Bal:0.84) | >=72%: WR=86.1% | Score=0.084 | N=36 (25B/11S Bal:0.44)
100
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1112. Lưu model...
101
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
102
- [11:38:07] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
103
- [11:38:09] ✔️ Push run run_20260522_105041_v3 hoàn tất!
104
- [Epoch 54] Loss(MSE:0.0856/CE:0.8597) | LR=1.44e-05 | Val V3 Score [0.099] - Loss(MSE:0.0050/CE:0.5300) | >=53%: WR=71.1% | Score=0.147 | N=76 (44B/32S Bal:0.73) | >=60%: WR=82.6% | Score=0.155 | N=69 (39B/30S Bal:0.77) | >=66%: WR=78.6% | Score=0.120 | N=56 (33B/23S Bal:0.70) | >=73%: WR=86.7% | Score=0.071 | N=30 (25B/5S Bal:0.20)
105
- [Epoch 55] Loss(MSE:0.0841/CE:0.8604) | LR=1.42e-05 | Val V3 Score [0.107] - Loss(MSE:0.0049/CE:0.5231) | >=53%: WR=71.6% | Score=0.144 | N=74 (39B/35S Bal:0.90) | >=60%: WR=80.9% | Score=0.149 | N=68 (39B/29S Bal:0.74) | >=67%: WR=85.7% | Score=0.130 | N=56 (32B/24S Bal:0.75) | >=74%: WR=90.0% | Score=0.073 | N=30 (25B/5S Bal:0.20)
106
- [Epoch 56] Loss(MSE:0.0830/CE:0.8592) | LR=1.41e-05 | Val V3 Score [0.101] - Loss(MSE:0.0050/CE:0.5236) | >=53%: WR=77.5% | Score=0.149 | N=71 (36B/35S Bal:0.97) | >=60%: WR=80.0% | Score=0.141 | N=65 (34B/31S Bal:0.91) | >=67%: WR=83.3% | Score=0.122 | N=54 (27B/27S Bal:1.00) | >=74%: WR=86.7% | Score=0.071 | N=30 (25B/5S Bal:0.20)
107
- [Epoch 57] Loss(MSE:0.0815/CE:0.8579) | LR=1.39e-05 | Val V3 Score [0.105] - Loss(MSE:0.0048/CE:0.5287) | >=53%: WR=76.4% | Score=0.149 | N=72 (39B/33S Bal:0.85) | >=60%: WR=81.8% | Score=0.147 | N=66 (37B/29S Bal:0.78) | >=66%: WR=81.5% | Score=0.120 | N=54 (27B/27S Bal:1.00) | >=73%: WR=91.2% | Score=0.084 | N=34 (27B/7S Bal:0.26)
108
- [Epoch 58] Loss(MSE:0.0805/CE:0.8570) | LR=1.37e-05 | Val V3 Score [0.106] - Loss(MSE:0.0047/CE:0.5276) | >=53%: WR=73.0% | Score=0.147 | N=74 (39B/35S Bal:0.90) | >=60%: WR=82.1% | Score=0.149 | N=67 (39B/28S Bal:0.72) | >=66%: WR=83.3% | Score=0.122 | N=54 (27B/27S Bal:1.00) | >=73%: WR=91.2% | Score=0.084 | N=34 (26B/8S Bal:0.31)
109
- [Epoch 59] Loss(MSE:0.0792/CE:0.8584) | LR=1.34e-05 | Val V3 Score [0.118] - Loss(MSE:0.0048/CE:0.5396) | >=53%: WR=66.2% | Score=0.144 | N=80 (40B/40S Bal:1.00) | >=60%: WR=81.4% | Score=0.155 | N=70 (39B/31S Bal:0.79) | >=68%: WR=87.3% | Score=0.149 | N=63 (33B/30S Bal:0.91) | >=75%: WR=84.4% | Score=0.073 | N=32 (27B/5S Bal:0.19)
110
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1178. Lưu model...
111
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
112
- [11:42:58] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
113
- [11:42:59] ✔️ Push run run_20260522_105041_v3 hoàn tất!
114
- [Epoch 60] Loss(MSE:0.0787/CE:0.8583) | LR=1.32e-05 | Val V3 Score [0.113] - Loss(MSE:0.0048/CE:0.5257) | >=53%: WR=71.1% | Score=0.147 | N=76 (35B/41S Bal:0.85) | >=60%: WR=84.6% | Score=0.149 | N=65 (33B/32S Bal:0.97) | >=67%: WR=86.2% | Score=0.136 | N=58 (25B/33S Bal:0.76) | >=74%: WR=90.9% | Score=0.082 | N=33 (25B/8S Bal:0.32)
115
- [Epoch 61] Loss(MSE:0.0766/CE:0.8567) | LR=1.29e-05 | Val V3 Score [0.110] - Loss(MSE:0.0047/CE:0.5330) | >=53%: WR=71.8% | Score=0.152 | N=78 (38B/40S Bal:0.95) | >=60%: WR=80.9% | Score=0.149 | N=68 (38B/30S Bal:0.79) | >=67%: WR=85.5% | Score=0.128 | N=55 (25B/30S Bal:0.83) | >=74%: WR=91.2% | Score=0.084 | N=34 (26B/8S Bal:0.31)
116
- [Epoch 62] Loss(MSE:0.0759/CE:0.8566) | LR=1.27e-05 | Val V3 Score [0.094] - Loss(MSE:0.0048/CE:0.5128) | >=53%: WR=79.7% | Score=0.149 | N=69 (37B/32S Bal:0.86) | >=60%: WR=83.9% | Score=0.141 | N=62 (32B/30S Bal:0.94) | >=66%: WR=79.6% | Score=0.106 | N=49 (26B/23S Bal:0.88) | >=73%: WR=87.5% | Score=0.076 | N=32 (26B/6S Bal:0.23)
117
- [Epoch 63] Loss(MSE:0.0741/CE:0.8563) | LR=1.24e-05 | Val V3 Score [0.105] - Loss(MSE:0.0045/CE:0.5270) | >=53%: WR=73.0% | Score=0.147 | N=74 (39B/35S Bal:0.90) | >=60%: WR=79.7% | Score=0.149 | N=69 (39B/30S Bal:0.77) | >=67%: WR=83.3% | Score=0.122 | N=54 (29B/25S Bal:0.86) | >=74%: WR=90.9% | Score=0.082 | N=33 (27B/6S Bal:0.22)
118
- [Epoch 64] Loss(MSE:0.0733/CE:0.8561) | LR=1.21e-05 | Val V3 Score [0.106] - Loss(MSE:0.0047/CE:0.5287) | >=53%: WR=72.7% | Score=0.152 | N=77 (39B/38S Bal:0.97) | >=60%: WR=82.6% | Score=0.155 | N=69 (39B/30S Bal:0.77) | >=68%: WR=83.6% | Score=0.125 | N=55 (29B/26S Bal:0.90) | >=75%: WR=90.6% | Score=0.079 | N=32 (28B/4S Bal:0.14)
119
- [Epoch 65] Loss(MSE:0.0725/CE:0.8546) | LR=1.18e-05 | Val V3 Score [0.107] - Loss(MSE:0.0045/CE:0.5305) | >=53%: WR=74.0% | Score=0.155 | N=77 (41B/36S Bal:0.88) | >=60%: WR=80.9% | Score=0.149 | N=68 (40B/28S Bal:0.70) | >=68%: WR=82.5% | Score=0.128 | N=57 (29B/28S Bal:0.97) | >=75%: WR=87.9% | Score=0.079 | N=33 (27B/6S Bal:0.22)
120
- [Epoch 66] Loss(MSE:0.0714/CE:0.8552) | LR=1.15e-05 | Val V3 Score [0.114] - Loss(MSE:0.0044/CE:0.5301) | >=53%: WR=66.2% | Score=0.144 | N=80 (41B/39S Bal:0.95) | >=61%: WR=80.0% | Score=0.152 | N=70 (40B/30S Bal:0.75) | >=68%: WR=85.2% | Score=0.141 | N=61 (30B/31S Bal:0.97) | >=76%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
121
- [Epoch 67] Loss(MSE:0.0707/CE:0.8551) | LR=1.12e-05 | Val V3 Score [0.108] - Loss(MSE:0.0043/CE:0.5257) | >=53%: WR=76.0% | Score=0.155 | N=75 (38B/37S Bal:0.97) | >=60%: WR=83.3% | Score=0.149 | N=66 (36B/30S Bal:0.83) | >=67%: WR=85.7% | Score=0.130 | N=56 (28B/28S Bal:1.00) | >=74%: WR=87.5% | Score=0.076 | N=32 (25B/7S Bal:0.28)
122
- [Epoch 68] Loss(MSE:0.0696/CE:0.8553) | LR=1.08e-05 | Val V3 Score [0.111] - Loss(MSE:0.0044/CE:0.5325) | >=53%: WR=67.5% | Score=0.147 | N=80 (41B/39S Bal:0.95) | >=61%: WR=81.4% | Score=0.155 | N=70 (39B/31S Bal:0.79) | >=68%: WR=85.7% | Score=0.130 | N=56 (30B/26S Bal:0.87) | >=76%: WR=91.2% | Score=0.084 | N=34 (28B/6S Bal:0.21)
123
- [Epoch 69] Loss(MSE:0.0691/CE:0.8535) | LR=1.05e-05 | Val V3 Score [0.117] - Loss(MSE:0.0044/CE:0.5373) | >=53%: WR=65.9% | Score=0.147 | N=82 (43B/39S Bal:0.91) | >=60%: WR=78.9% | Score=0.152 | N=71 (41B/30S Bal:0.73) | >=68%: WR=86.2% | Score=0.136 | N=58 (32B/26S Bal:0.81) | >=75%: WR=91.7% | Score=0.090 | N=36 (29B/7S Bal:0.24)
124
- [Epoch 70] Loss(MSE:0.0683/CE:0.8542) | LR=1.02e-05 | Val V3 Score [0.109] - Loss(MSE:0.0043/CE:0.5236) | >=53%: WR=76.0% | Score=0.155 | N=75 (37B/38S Bal:0.97) | >=60%: WR=83.8% | Score=0.155 | N=68 (37B/31S Bal:0.84) | >=68%: WR=85.7% | Score=0.130 | N=56 (27B/29S Bal:0.93) | >=75%: WR=90.6% | Score=0.079 | N=32 (26B/6S Bal:0.23)
125
- [Epoch 71] Loss(MSE:0.0673/CE:0.8540) | LR=9.81e-06 | Val V3 Score [0.106] - Loss(MSE:0.0042/CE:0.5248) | >=53%: WR=73.1% | Score=0.155 | N=78 (38B/40S Bal:0.95) | >=61%: WR=81.2% | Score=0.152 | N=69 (39B/30S Bal:0.77) | >=68%: WR=84.2% | Score=0.130 | N=57 (28B/29S Bal:0.97) | >=76%: WR=86.7% | Score=0.071 | N=30 (25B/5S Bal:0.20)
126
- [Epoch 72] Loss(MSE:0.0664/CE:0.8532) | LR=9.46e-06 | Val V3 Score [0.106] - Loss(MSE:0.0043/CE:0.5165) | >=53%: WR=78.9% | Score=0.152 | N=71 (38B/33S Bal:0.87) | >=60%: WR=87.7% | Score=0.155 | N=65 (35B/30S Bal:0.86) | >=67%: WR=85.2% | Score=0.125 | N=54 (27B/27S Bal:1.00) | >=74%: WR=90.6% | Score=0.079 | N=32 (26B/6S Bal:0.23)
127
- [Epoch 73] Loss(MSE:0.0658/CE:0.8540) | LR=9.10e-06 | Val V3 Score [0.115] - Loss(MSE:0.0041/CE:0.5405) | >=53%: WR=63.1% | Score=0.144 | N=84 (37B/47S Bal:0.79) | >=61%: WR=79.5% | Score=0.158 | N=73 (38B/35S Bal:0.92) | >=69%: WR=86.9% | Score=0.144 | N=61 (31B/30S Bal:0.97) | >=77%: WR=87.1% | Score=0.073 | N=31 (26B/5S Bal:0.19)
128
- [Epoch 74] Loss(MSE:0.0647/CE:0.8530) | LR=8.73e-06 | Val V3 Score [0.111] - Loss(MSE:0.0042/CE:0.5229) | >=53%: WR=70.9% | Score=0.152 | N=79 (41B/38S Bal:0.93) | >=61%: WR=81.2% | Score=0.152 | N=69 (40B/29S Bal:0.72) | >=68%: WR=86.2% | Score=0.136 | N=58 (30B/28S Bal:0.93) | >=76%: WR=90.3% | Score=0.076 | N=31 (28B/3S Bal:0.11)
129
- [Epoch 75] Loss(MSE:0.0642/CE:0.8525) | LR=8.37e-06 | Val V3 Score [0.115] - Loss(MSE:0.0041/CE:0.5249) | >=53%: WR=69.2% | Score=0.147 | N=78 (45B/33S Bal:0.73) | >=61%: WR=82.6% | Score=0.155 | N=69 (41B/28S Bal:0.68) | >=68%: WR=86.4% | Score=0.139 | N=59 (35B/24S Bal:0.69) | >=76%: WR=90.9% | Score=0.082 | N=33 (31B/2S Bal:0.06)
130
- [Epoch 76] Loss(MSE:0.0637/CE:0.8522) | LR=8.00e-06 | Val V3 Score [0.114] - Loss(MSE:0.0041/CE:0.5249) | >=53%: WR=71.8% | Score=0.152 | N=78 (37B/41S Bal:0.90) | >=60%: WR=80.0% | Score=0.152 | N=70 (39B/31S Bal:0.79) | >=68%: WR=87.9% | Score=0.139 | N=58 (30B/28S Bal:0.93) | >=75%: WR=90.6% | Score=0.079 | N=32 (27B/5S Bal:0.19)
131
- [Epoch 77] Loss(MSE:0.0635/CE:0.8516) | LR=7.63e-06 | Val V3 Score [0.111] - Loss(MSE:0.0041/CE:0.5231) | >=53%: WR=77.3% | Score=0.158 | N=75 (36B/39S Bal:0.92) | >=60%: WR=87.7% | Score=0.155 | N=65 (35B/30S Bal:0.86) | >=68%: WR=87.7% | Score=0.136 | N=57 (27B/30S Bal:0.90) | >=75%: WR=90.3% | Score=0.076 | N=31 (25B/6S Bal:0.24)
132
- [Epoch 78] Loss(MSE:0.0629/CE:0.8520) | LR=7.27e-06 | Val V3 Score [0.118] - Loss(MSE:0.0039/CE:0.5396) | >=53%: WR=65.9% | Score=0.147 | N=82 (37B/45S Bal:0.82) | >=61%: WR=77.0% | Score=0.155 | N=74 (39B/35S Bal:0.90) | >=68%: WR=88.3% | Score=0.144 | N=60 (29B/31S Bal:0.94) | >=76%: WR=85.7% | Score=0.082 | N=35 (27B/8S Bal:0.30)
133
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1180. Lưu model...
134
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
135
- [11:58:12] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
136
- [11:58:14] ✔️ Push run run_20260522_105041_v3 hoàn tất!
137
- [Epoch 79] Loss(MSE:0.0623/CE:0.8524) | LR=6.90e-06 | Val V3 Score [0.111] - Loss(MSE:0.0039/CE:0.5261) | >=53%: WR=68.8% | Score=0.149 | N=80 (45B/35S Bal:0.78) | >=61%: WR=81.4% | Score=0.155 | N=70 (42B/28S Bal:0.67) | >=68%: WR=87.9% | Score=0.139 | N=58 (35B/23S Bal:0.66) | >=76%: WR=90.0% | Score=0.073 | N=30 (28B/2S Bal:0.07)
138
- [Epoch 80] Loss(MSE:0.0615/CE:0.8511) | LR=6.54e-06 | Val V3 Score [0.107] - Loss(MSE:0.0038/CE:0.5270) | >=53%: WR=70.5% | Score=0.149 | N=78 (42B/36S Bal:0.86) | >=61%: WR=81.2% | Score=0.152 | N=69 (41B/28S Bal:0.68) | >=68%: WR=87.5% | Score=0.133 | N=56 (30B/26S Bal:0.87) | >=76%: WR=86.7% | Score=0.071 | N=30 (26B/4S Bal:0.15)
139
- [Epoch 81] Loss(MSE:0.0613/CE:0.8528) | LR=6.19e-06 | Val V3 Score [0.121] - Loss(MSE:0.0039/CE:0.5290) | >=53%: WR=68.8% | Score=0.149 | N=80 (41B/39S Bal:0.95) | >=61%: WR=80.0% | Score=0.152 | N=70 (40B/30S Bal:0.75) | >=68%: WR=86.7% | Score=0.141 | N=60 (30B/30S Bal:1.00) | >=76%: WR=89.5% | Score=0.092 | N=38 (29B/9S Bal:0.31)
140
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1209. Lưu model...
141
- ☁️ Đang PUSH run run_20260522_105041_v3 lên HF (Background)...
142
- [12:00:37] PUSH RUN: run_20260522_105041_v3 -> HF (new/changed files only)...
143
- [12:00:38] ✔️ Push run run_20260522_105041_v3 hoàn tất!
144
- [Epoch 82] Loss(MSE:0.0609/CE:0.8513) | LR=5.84e-06 | Val V3 Score [0.120] - Loss(MSE:0.0038/CE:0.5268) | >=53%: WR=69.6% | Score=0.149 | N=79 (38B/41S Bal:0.93) | >=61%: WR=78.9% | Score=0.152 | N=71 (40B/31S Bal:0.78) | >=68%: WR=90.0% | Score=0.147 | N=60 (28B/32S Bal:0.88) | >=76%: WR=88.2% | Score=0.082 | N=34 (27B/7S Bal:0.26)
145
- [Epoch 83] Loss(MSE:0.0605/CE:0.8493) | LR=5.49e-06 | Val V3 Score [0.117] - Loss(MSE:0.0037/CE:0.5297) | >=53%: WR=67.9% | Score=0.144 | N=78 (36B/42S Bal:0.86) | >=61%: WR=77.8% | Score=0.152 | N=72 (38B/34S Bal:0.89) | >=68%: WR=87.9% | Score=0.139 | N=58 (28B/30S Bal:0.93) | >=76%: WR=88.9% | Score=0.087 | N=36 (26B/10S Bal:0.38)
146
- [Epoch 84] Loss(MSE:0.0599/CE:0.8500) | LR=5.15e-06 | Val V3 Score [0.114] - Loss(MSE:0.0037/CE:0.5366) | >=53%: WR=65.4% | Score=0.144 | N=81 (42B/39S Bal:0.93) | >=61%: WR=81.7% | Score=0.158 | N=71 (41B/30S Bal:0.73) | >=69%: WR=88.1% | Score=0.141 | N=59 (32B/27S Bal:0.84) | >=77%: WR=90.3% | Score=0.076 | N=31 (28B/3S Bal:0.11)
147
- [Epoch 85] Loss(MSE:0.0597/CE:0.8506) | LR=4.82e-06 | Val V3 Score [0.108] - Loss(MSE:0.0037/CE:0.5221) | >=53%: WR=72.4% | Score=0.149 | N=76 (42B/34S Bal:0.81) | >=61%: WR=81.2% | Score=0.152 | N=69 (41B/28S Bal:0.68) | >=68%: WR=89.1% | Score=0.133 | N=55 (30B/25S Bal:0.83) | >=76%: WR=90.0% | Score=0.073 | N=30 (27B/3S Bal:0.11)
148
- [Epoch 86] Loss(MSE:0.0595/CE:0.8499) | LR=4.50e-06 | Val V3 Score [0.109] - Loss(MSE:0.0037/CE:0.5256) | >=53%: WR=67.9% | Score=0.149 | N=81 (43B/38S Bal:0.88) | >=61%: WR=81.2% | Score=0.152 | N=69 (40B/29S Bal:0.72) | >=69%: WR=84.5% | Score=0.133 | N=58 (30B/28S Bal:0.93) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
149
- [Epoch 87] Loss(MSE:0.0592/CE:0.8508) | LR=4.19e-06 | Val V3 Score [0.115] - Loss(MSE:0.0037/CE:0.5293) | >=53%: WR=67.9% | Score=0.149 | N=81 (42B/39S Bal:0.93) | >=61%: WR=81.4% | Score=0.155 | N=70 (41B/29S Bal:0.71) | >=68%: WR=85.0% | Score=0.139 | N=60 (33B/27S Bal:0.82) | >=76%: WR=90.9% | Score=0.082 | N=33 (29B/4S Bal:0.14)
150
- [Epoch 88] Loss(MSE:0.0589/CE:0.8509) | LR=3.89e-06 | Val V3 Score [0.106] - Loss(MSE:0.0037/CE:0.5226) | >=53%: WR=77.6% | Score=0.160 | N=76 (38B/38S Bal:1.00) | >=61%: WR=81.8% | Score=0.147 | N=66 (36B/30S Bal:0.83) | >=68%: WR=87.3% | Score=0.130 | N=55 (28B/27S Bal:0.96) | >=76%: WR=86.7% | Score=0.071 | N=30 (26B/4S Bal:0.15)
151
- [Epoch 89] Loss(MSE:0.0585/CE:0.8506) | LR=3.59e-06 | Val V3 Score [0.107] - Loss(MSE:0.0037/CE:0.5254) | >=53%: WR=71.2% | Score=0.155 | N=80 (41B/39S Bal:0.95) | >=61%: WR=81.4% | Score=0.155 | N=70 (39B/31S Bal:0.79) | >=68%: WR=85.7% | Score=0.130 | N=56 (28B/28S Bal:1.00) | >=76%: WR=90.0% | Score=0.073 | N=30 (26B/4S Bal:0.15)
152
- [Epoch 90] Loss(MSE:0.0582/CE:0.8493) | LR=3.32e-06 | Val V3 Score [0.115] - Loss(MSE:0.0036/CE:0.5294) | >=53%: WR=67.9% | Score=0.149 | N=81 (42B/39S Bal:0.93) | >=61%: WR=81.4% | Score=0.155 | N=70 (40B/30S Bal:0.75) | >=69%: WR=86.7% | Score=0.141 | N=60 (34B/26S Bal:0.76) | >=77%: WR=90.6% | Score=0.079 | N=32 (28B/4S Bal:0.14)
153
- [Epoch 91] Loss(MSE:0.0582/CE:0.8496) | LR=3.05e-06 | Val V3 Score [0.115] - Loss(MSE:0.0036/CE:0.5291) | >=53%: WR=70.0% | Score=0.152 | N=80 (40B/40S Bal:1.00) | >=61%: WR=81.4% | Score=0.155 | N=70 (40B/30S Bal:0.75) | >=68%: WR=88.1% | Score=0.141 | N=59 (32B/27S Bal:0.84) | >=76%: WR=90.6% | Score=0.079 | N=32 (28B/4S Bal:0.14)
154
- [Epoch 92] Loss(MSE:0.0577/CE:0.8500) | LR=2.80e-06 | Val V3 Score [0.117] - Loss(MSE:0.0036/CE:0.5329) | >=53%: WR=66.7% | Score=0.147 | N=81 (41B/40S Bal:0.98) | >=61%: WR=82.9% | Score=0.158 | N=70 (39B/31S Bal:0.79) | >=69%: WR=88.5% | Score=0.147 | N=61 (34B/27S Bal:0.79) | >=77%: WR=90.3% | Score=0.076 | N=31 (28B/3S Bal:0.11)
155
- [Epoch 93] Loss(MSE:0.0575/CE:0.8493) | LR=2.56e-06 | Val V3 Score [0.114] - Loss(MSE:0.0036/CE:0.5276) | >=53%: WR=69.1% | Score=0.152 | N=81 (44B/37S Bal:0.84) | >=61%: WR=82.6% | Score=0.155 | N=69 (40B/29S Bal:0.72) | >=69%: WR=87.9% | Score=0.139 | N=58 (32B/26S Bal:0.81) | >=77%: WR=90.6% | Score=0.079 | N=32 (28B/4S Bal:0.14)
156
- [Epoch 94] Loss(MSE:0.0575/CE:0.8499) | LR=2.34e-06 | Val V3 Score [0.109] - Loss(MSE:0.0036/CE:0.5254) | >=53%: WR=70.0% | Score=0.152 | N=80 (41B/39S Bal:0.95) | >=61%: WR=81.2% | Score=0.152 | N=69 (40B/29S Bal:0.72) | >=69%: WR=87.7% | Score=0.136 | N=57 (31B/26S Bal:0.84) | >=77%: WR=86.7% | Score=0.071 | N=30 (26B/4S Bal:0.15)
157
- [Epoch 95] Loss(MSE:0.0574/CE:0.8488) | LR=2.13e-06 | Val V3 Score [0.114] - Loss(MSE:0.0036/CE:0.5252) | >=53%: WR=71.2% | Score=0.155 | N=80 (42B/38S Bal:0.90) | >=61%: WR=81.2% | Score=0.152 | N=69 (40B/29S Bal:0.72) | >=68%: WR=86.4% | Score=0.139 | N=59 (32B/27S Bal:0.84) | >=76%: WR=90.6% | Score=0.079 | N=32 (28B/4S Bal:0.14)
158
- [Epoch 96] Loss(MSE:0.0572/CE:0.8496) | LR=1.94e-06 | Val V3 Score [0.113] - Loss(MSE:0.0035/CE:0.5256) | >=53%: WR=71.2% | Score=0.155 | N=80 (42B/38S Bal:0.90) | >=61%: WR=81.2% | Score=0.152 | N=69 (40B/29S Bal:0.72) | >=68%: WR=86.2% | Score=0.136 | N=58 (33B/25S Bal:0.76) | >=76%: WR=90.9% | Score=0.082 | N=33 (29B/4S Bal:0.14)
159
- [Epoch 97] Loss(MSE:0.0568/CE:0.8493) | LR=1.76e-06 | Val V3 Score [0.114] - Loss(MSE:0.0035/CE:0.5271) | >=53%: WR=70.0% | Score=0.152 | N=80 (40B/40S Bal:1.00) | >=61%: WR=81.2% | Score=0.152 | N=69 (40B/29S Bal:0.72) | >=69%: WR=88.1% | Score=0.141 | N=59 (33B/26S Bal:0.79) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
160
- [Epoch 98] Loss(MSE:0.0568/CE:0.8489) | LR=1.61e-06 | Val V3 Score [0.113] - Loss(MSE:0.0035/CE:0.5300) | >=53%: WR=67.9% | Score=0.149 | N=81 (42B/39S Bal:0.93) | >=61%: WR=81.4% | Score=0.155 | N=70 (40B/30S Bal:0.75) | >=69%: WR=86.4% | Score=0.139 | N=59 (32B/27S Bal:0.84) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
161
- [Epoch 99] Loss(MSE:0.0566/CE:0.8494) | LR=1.46e-06 | Val V3 Score [0.114] - Loss(MSE:0.0035/CE:0.5321) | >=53%: WR=66.7% | Score=0.147 | N=81 (41B/40S Bal:0.98) | >=61%: WR=81.4% | Score=0.155 | N=70 (39B/31S Bal:0.79) | >=69%: WR=86.4% | Score=0.139 | N=59 (33B/26S Bal:0.79) | >=77%: WR=90.6% | Score=0.079 | N=32 (28B/4S Bal:0.14)
162
- [Epoch 100] Loss(MSE:0.0565/CE:0.8484) | LR=1.34e-06 | Val V3 Score [0.106] - Loss(MSE:0.0035/CE:0.5250) | >=53%: WR=72.2% | Score=0.155 | N=79 (39B/40S Bal:0.97) | >=61%: WR=81.4% | Score=0.155 | N=70 (39B/31S Bal:0.79) | >=69%: WR=87.3% | Score=0.130 | N=55 (29B/26S Bal:0.90) | >=77%: WR=86.7% | Score=0.071 | N=30 (26B/4S Bal:0.15)
163
- [Epoch 101] Loss(MSE:0.0566/CE:0.8489) | LR=1.24e-06 | Val V3 Score [0.114] - Loss(MSE:0.0035/CE:0.5310) | >=53%: WR=66.2% | Score=0.144 | N=80 (40B/40S Bal:1.00) | >=61%: WR=80.0% | Score=0.152 | N=70 (39B/31S Bal:0.79) | >=69%: WR=88.1% | Score=0.141 | N=59 (29B/30S Bal:0.97) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
164
- [Epoch 102] Loss(MSE:0.0564/CE:0.8503) | LR=1.15e-06 | Val V3 Score [0.113] - Loss(MSE:0.0035/CE:0.5281) | >=53%: WR=68.8% | Score=0.149 | N=80 (41B/39S Bal:0.95) | >=61%: WR=81.4% | Score=0.155 | N=70 (40B/30S Bal:0.75) | >=69%: WR=87.9% | Score=0.139 | N=58 (32B/26S Bal:0.81) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
165
- [Epoch 103] Loss(MSE:0.0563/CE:0.8504) | LR=1.09e-06 | Val V3 Score [0.113] - Loss(MSE:0.0035/CE:0.5275) | >=53%: WR=70.0% | Score=0.152 | N=80 (40B/40S Bal:1.00) | >=61%: WR=81.4% | Score=0.155 | N=70 (40B/30S Bal:0.75) | >=69%: WR=87.9% | Score=0.139 | N=58 (32B/26S Bal:0.81) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
166
- [Epoch 104] Loss(MSE:0.0562/CE:0.8489) | LR=1.04e-06 | Val V3 Score [0.111] - Loss(MSE:0.0035/CE:0.5268) | >=53%: WR=70.0% | Score=0.152 | N=80 (40B/40S Bal:1.00) | >=61%: WR=81.4% | Score=0.155 | N=70 (40B/30S Bal:0.75) | >=69%: WR=86.2% | Score=0.136 | N=58 (31B/27S Bal:0.87) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
167
- [Epoch 105] Loss(MSE:0.0561/CE:0.8492) | LR=1.01e-06 | Val V3 Score [0.108] - Loss(MSE:0.0035/CE:0.5259) | >=53%: WR=70.0% | Score=0.152 | N=80 (40B/40S Bal:1.00) | >=61%: WR=81.4% | Score=0.155 | N=70 (40B/30S Bal:0.75) | >=69%: WR=85.7% | Score=0.130 | N=56 (30B/26S Bal:0.87) | >=77%: WR=90.3% | Score=0.076 | N=31 (27B/4S Bal:0.15)
168
-
169
- 🛑 EARLY STOPPING kích hoạt tại Epoch 105!
170
- CE Loss val đã tăng liên tiếp 20 epoch (0.5256 → 0.5292)
171
- Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_105041_v3/results/training_metrics_v3.json DELETED
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- "total_buy": 29,
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- "total_sell": 9
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- 60,
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- 38
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- }
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- }
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- }
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/config.json DELETED
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- "⚠️_STRICT_WARNING_⚠️": "TẤT CẢ MODULE MACRO_FEATURES LÀ BẮT BUỘC.",
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- "TP_PCT": 0.003,
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- {
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- "SYMBOL": "BTCUSDT",
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- {
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- "SYMBOL": "ETHUSDT",
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- "TIMEFRAME": "5min",
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- "VOL_REGIME": true,
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- "STEP_SIZE": 1
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- "TRAINING": {
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- "N_HEAD": 8,
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- "NUM_LAYERS": 2,
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- "FINETUNE_EPOCHS": 80,
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- "LEARNING_RATE": 1.5e-05,
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- "LR_SCHEDULER": "cosine_warm",
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- "POOLING": "attention"
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- },
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- "MT5_PATHS": {
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- "BINANCE": "LOCAL"
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- "DATA_SOURCE": {
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- "DATASET_SUFFIX": "2026",
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- "TIMEFRAME": "M5",
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- "BROKERS": {
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- "BINANCE": "LOCAL"
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- },
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- "ROUTING": {
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- "LTCUSDT": "BINANCE",
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- "BTCUSDT": "BINANCE",
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- "ETHUSDT": "BINANCE"
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- }
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- },
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- "LIVE_BOT": {
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- "PAPER_TRADE": true,
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- "TRADE_PLATFORM": "BINANCE",
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- "MAX_ABSOLUTE_MSE": 0.8,
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- "MIN_PROBABILITY_THRESH": 0.59
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- },
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- "SESSION": "asian",
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- "SESSION_UTC": {
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- "START": "23:00",
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- "END": "07:00"
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- },
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- "RUN_ID": "run_20260522_160413_v6_ASIAN_ETH_Leader"
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/results/config.json DELETED
@@ -1,106 +0,0 @@
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- "TARGET_SYMBOL": "LTCUSDT",
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- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "⚠️_STRICT_WARNING_⚠️": "TẤT CẢ MODULE MACRO_FEATURES LÀ BẮT BUỘC.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.0025,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
40
- },
41
- {
42
- "SYMBOL": "BTCUSDT",
43
- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
50
- },
51
- {
52
- "SYMBOL": "ETHUSDT",
53
- "TIMEFRAME": "5min",
54
- "WINDOW_SIZE": 96,
55
- "FEATURES": [
56
- "log_return_close",
57
- "volatility_index",
58
- "order_flow_imbalance"
59
- ]
60
- }
61
- ],
62
- "VOL_REGIME": true,
63
- "ORDER_FLOW": true,
64
- "STEP_SIZE": 1
65
- },
66
- "TRAINING": {
67
- "D_MODEL": 64,
68
- "N_HEAD": 8,
69
- "NUM_LAYERS": 2,
70
- "BATCH_SIZE": 256,
71
- "WARMUP_EPOCHS": 15,
72
- "FINETUNE_EPOCHS": 80,
73
- "LEARNING_RATE": 1.5e-05,
74
- "DROPOUT_RATE": 0.15,
75
- "LR_SCHEDULER": "cosine_warm",
76
- "POOLING": "attention"
77
- },
78
- "MT5_PATHS": {
79
- "BINANCE": "LOCAL"
80
- },
81
- "DATA_SOURCE": {
82
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
83
- "DATASET_SUFFIX": "2026",
84
- "TIMEFRAME": "M5",
85
- "BROKERS": {
86
- "BINANCE": "LOCAL"
87
- },
88
- "ROUTING": {
89
- "LTCUSDT": "BINANCE",
90
- "BTCUSDT": "BINANCE",
91
- "ETHUSDT": "BINANCE"
92
- }
93
- },
94
- "LIVE_BOT": {
95
- "PAPER_TRADE": true,
96
- "TRADE_PLATFORM": "BINANCE",
97
- "MAX_ABSOLUTE_MSE": 0.8,
98
- "MIN_PROBABILITY_THRESH": 0.59
99
- },
100
- "SESSION": "asian",
101
- "SESSION_UTC": {
102
- "START": "23:00",
103
- "END": "07:00"
104
- },
105
- "RUN_ID": "run_20260522_160413_v6_ASIAN_ETH_Leader"
106
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/results/train_v3.log DELETED
@@ -1,255 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: d:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260522_160413_v6_ASIAN_ETH_Leader\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.3024/CE:1.0612) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0205/CE:0.7340) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [Epoch 2] Loss(MSE:0.3154/CE:1.0245) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0241/CE:0.6921) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
5
- [Epoch 3] Loss(MSE:0.3126/CE:1.0161) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0254/CE:0.6557) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
6
- [Epoch 4] Loss(MSE:0.3084/CE:1.0114) | LR=1.37e-05 | Val V3 Score [0.000] - Loss(MSE:0.0250/CE:0.6363) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
7
- [Epoch 5] Loss(MSE:0.3050/CE:1.0067) | LR=1.27e-05 | Val V3 Score [0.000] - Loss(MSE:0.0251/CE:0.6200) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
8
- [Epoch 6] Loss(MSE:0.3025/CE:1.0042) | LR=1.15e-05 | Val V3 Score [0.000] - Loss(MSE:0.0235/CE:0.6306) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
9
- [Epoch 7] Loss(MSE:0.3004/CE:1.0012) | LR=1.02e-05 | Val V3 Score [0.000] - Loss(MSE:0.0229/CE:0.6205) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
10
- [Epoch 8] Loss(MSE:0.2988/CE:0.9986) | LR=8.73e-06 | Val V3 Score [0.000] - Loss(MSE:0.0217/CE:0.6232) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
11
- [Epoch 9] Loss(MSE:0.2973/CE:0.9970) | LR=7.27e-06 | Val V3 Score [0.000] - Loss(MSE:0.0214/CE:0.6191) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
12
- [Epoch 10] Loss(MSE:0.2962/CE:0.9949) | LR=5.84e-06 | Val V3 Score [0.000] - Loss(MSE:0.0215/CE:0.6183) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
13
- [Epoch 11] Loss(MSE:0.2951/CE:0.9932) | LR=4.50e-06 | Val V3 Score [0.000] - Loss(MSE:0.0208/CE:0.6156) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
14
- [Epoch 12] Loss(MSE:0.2944/CE:0.9927) | LR=3.32e-06 | Val V3 Score [0.000] - Loss(MSE:0.0207/CE:0.6120) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
15
- [Epoch 13] Loss(MSE:0.2938/CE:0.9916) | LR=2.34e-06 | Val V3 Score [0.000] - Loss(MSE:0.0205/CE:0.6073) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
16
- [Epoch 14] Loss(MSE:0.2930/CE:0.9915) | LR=1.61e-06 | Val V3 Score [0.000] - Loss(MSE:0.0203/CE:0.6131) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
17
- [Epoch 15] Loss(MSE:0.2936/CE:0.9922) | LR=1.15e-06 | Val V3 Score [0.000] - Loss(MSE:0.0203/CE:0.6131) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
18
- [Epoch 16] Loss(MSE:0.2920/CE:0.9912) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0194/CE:0.6249) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
19
- [Epoch 17] Loss(MSE:0.2896/CE:0.9891) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0186/CE:0.6105) | >=53%: WR=0.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
20
- [Epoch 18] Loss(MSE:0.2872/CE:0.9860) | LR=1.48e-05 | Val V3 Score [0.002] - Loss(MSE:0.0176/CE:0.6135) | >=53%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=54%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=55%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
21
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0016. Lưu model...
22
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
23
- [19:48:26] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
24
- [19:48:27] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
25
- [Epoch 19] Loss(MSE:0.2849/CE:0.9853) | LR=1.47e-05 | Val V3 Score [0.002] - Loss(MSE:0.0177/CE:0.6031) | >=53%: WR=66.7% | Score=0.005 | N=3 (1B/2S Bal:0.50) | >=54%: WR=100.0% | Score=0.005 | N=2 (1B/1S Bal:1.00) | >=55%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
26
- [Epoch 20] Loss(MSE:0.2824/CE:0.9828) | LR=1.44e-05 | Val V3 Score [0.002] - Loss(MSE:0.0172/CE:0.5971) | >=53%: WR=66.7% | Score=0.005 | N=3 (1B/2S Bal:0.50) | >=54%: WR=100.0% | Score=0.005 | N=2 (1B/1S Bal:1.00) | >=55%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
27
- [Epoch 21] Loss(MSE:0.2800/CE:0.9795) | LR=1.41e-05 | Val V3 Score [0.005] - Loss(MSE:0.0171/CE:0.5915) | >=53%: WR=100.0% | Score=0.011 | N=4 (1B/3S Bal:0.33) | >=54%: WR=66.7% | Score=0.005 | N=3 (1B/2S Bal:0.50) | >=55%: WR=100.0% | Score=0.005 | N=2 (1B/1S Bal:1.00) | >=56%: WR=100.0% | Score=0.005 | N=2 (1B/1S Bal:1.00)
28
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0054. Lưu model...
29
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
30
- [19:50:05] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
31
- [19:50:06] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
32
- [Epoch 22] Loss(MSE:0.2784/CE:0.9763) | LR=1.37e-05 | Val V3 Score [0.009] - Loss(MSE:0.0170/CE:0.5877) | >=53%: WR=100.0% | Score=0.011 | N=4 (1B/3S Bal:0.33) | >=54%: WR=100.0% | Score=0.011 | N=4 (1B/3S Bal:0.33) | >=55%: WR=100.0% | Score=0.011 | N=4 (1B/3S Bal:0.33) | >=56%: WR=66.7% | Score=0.005 | N=3 (1B/2S Bal:0.50)
33
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0086. Lưu model...
34
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
35
- [19:50:38] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
36
- [19:50:39] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
37
- [Epoch 23] Loss(MSE:0.2758/CE:0.9752) | LR=1.32e-05 | Val V3 Score [0.011] - Loss(MSE:0.0167/CE:0.5995) | >=53%: WR=80.0% | Score=0.011 | N=5 (1B/4S Bal:0.25) | >=54%: WR=100.0% | Score=0.011 | N=4 (1B/3S Bal:0.33) | >=55%: WR=100.0% | Score=0.011 | N=4 (1B/3S Bal:0.33) | >=56%: WR=100.0% | Score=0.011 | N=4 (1B/3S Bal:0.33)
38
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0109. Lưu model...
39
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
40
- [19:51:11] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
41
- [19:51:13] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
42
- [Epoch 24] Loss(MSE:0.2740/CE:0.9715) | LR=1.27e-05 | Val V3 Score [0.018] - Loss(MSE:0.0165/CE:0.5887) | >=53%: WR=100.0% | Score=0.022 | N=8 (5B/3S Bal:0.60) | >=54%: WR=100.0% | Score=0.022 | N=8 (5B/3S Bal:0.60) | >=55%: WR=100.0% | Score=0.019 | N=7 (4B/3S Bal:0.75) | >=56%: WR=100.0% | Score=0.016 | N=6 (3B/3S Bal:1.00)
43
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0179. Lưu model...
44
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
45
- [19:51:44] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
46
- [19:51:45] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
47
- [Epoch 25] Loss(MSE:0.2717/CE:0.9712) | LR=1.21e-05 | Val V3 Score [0.011] - Loss(MSE:0.0165/CE:0.5927) | >=53%: WR=75.0% | Score=0.016 | N=8 (3B/5S Bal:0.60) | >=54%: WR=83.3% | Score=0.014 | N=6 (2B/4S Bal:0.50) | >=55%: WR=80.0% | Score=0.011 | N=5 (1B/4S Bal:0.25) | >=56%: WR=80.0% | Score=0.011 | N=5 (1B/4S Bal:0.25)
48
- [Epoch 26] Loss(MSE:0.2706/CE:0.9685) | LR=1.15e-05 | Val V3 Score [0.021] - Loss(MSE:0.0163/CE:0.5914) | >=53%: WR=70.0% | Score=0.019 | N=10 (4B/6S Bal:0.67) | >=54%: WR=88.9% | Score=0.022 | N=9 (5B/4S Bal:0.80) | >=55%: WR=88.9% | Score=0.022 | N=9 (5B/4S Bal:0.80) | >=56%: WR=100.0% | Score=0.019 | N=7 (4B/3S Bal:0.75)
49
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0206. Lưu model...
50
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
51
- [19:52:50] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
52
- [19:52:51] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
53
- [Epoch 27] Loss(MSE:0.2680/CE:0.9669) | LR=1.08e-05 | Val V3 Score [0.027] - Loss(MSE:0.0162/CE:0.5933) | >=53%: WR=86.7% | Score=0.035 | N=15 (8B/7S Bal:0.88) | >=54%: WR=84.6% | Score=0.030 | N=13 (6B/7S Bal:0.86) | >=55%: WR=90.9% | Score=0.027 | N=11 (7B/4S Bal:0.57) | >=56%: WR=90.9% | Score=0.027 | N=11 (7B/4S Bal:0.57)
54
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0272. Lưu model...
55
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
56
- [19:53:23] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
57
- [19:53:24] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
58
- [Epoch 28] Loss(MSE:0.2661/CE:0.9641) | LR=1.02e-05 | Val V3 Score [0.031] - Loss(MSE:0.0161/CE:0.5802) | >=53%: WR=87.5% | Score=0.038 | N=16 (9B/7S Bal:0.78) | >=54%: WR=87.5% | Score=0.038 | N=16 (9B/7S Bal:0.78) | >=55%: WR=92.3% | Score=0.033 | N=13 (7B/6S Bal:0.86) | >=56%: WR=91.7% | Score=0.030 | N=12 (7B/5S Bal:0.71)
59
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0315. Lưu model...
60
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
61
- [19:53:56] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
62
- [19:53:58] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
63
- [Epoch 29] Loss(MSE:0.2643/CE:0.9625) | LR=9.46e-06 | Val V3 Score [0.027] - Loss(MSE:0.0161/CE:0.5767) | >=53%: WR=81.2% | Score=0.035 | N=16 (9B/7S Bal:0.78) | >=54%: WR=92.9% | Score=0.035 | N=14 (8B/6S Bal:0.75) | >=55%: WR=90.9% | Score=0.027 | N=11 (6B/5S Bal:0.83) | >=56%: WR=90.9% | Score=0.027 | N=11 (7B/4S Bal:0.57)
64
- [Epoch 30] Loss(MSE:0.2625/CE:0.9615) | LR=8.73e-06 | Val V3 Score [0.037] - Loss(MSE:0.0162/CE:0.5782) | >=53%: WR=90.5% | Score=0.052 | N=21 (9B/12S Bal:0.75) | >=54%: WR=77.8% | Score=0.038 | N=18 (9B/9S Bal:1.00) | >=55%: WR=87.5% | Score=0.038 | N=16 (7B/9S Bal:0.78) | >=56%: WR=86.7% | Score=0.035 | N=15 (6B/9S Bal:0.67)
65
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0369. Lưu model...
66
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
67
- [19:55:02] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
68
- [19:55:04] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
69
- [Epoch 31] Loss(MSE:0.2614/CE:0.9593) | LR=8.00e-06 | Val V3 Score [0.037] - Loss(MSE:0.0162/CE:0.5712) | >=53%: WR=95.2% | Score=0.054 | N=21 (10B/11S Bal:0.91) | >=54%: WR=88.9% | Score=0.043 | N=18 (9B/9S Bal:1.00) | >=55%: WR=87.5% | Score=0.038 | N=16 (8B/8S Bal:1.00) | >=56%: WR=86.7% | Score=0.035 | N=15 (7B/8S Bal:0.88)
70
- [Epoch 32] Loss(MSE:0.2599/CE:0.9572) | LR=7.27e-06 | Val V3 Score [0.040] - Loss(MSE:0.0160/CE:0.5724) | >=53%: WR=82.6% | Score=0.052 | N=23 (10B/13S Bal:0.77) | >=54%: WR=90.0% | Score=0.049 | N=20 (9B/11S Bal:0.82) | >=55%: WR=94.1% | Score=0.043 | N=17 (8B/9S Bal:0.89) | >=56%: WR=86.7% | Score=0.035 | N=15 (6B/9S Bal:0.67)
71
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0401. Lưu model...
72
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
73
- [19:56:08] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
74
- [19:56:10] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
75
- [Epoch 33] Loss(MSE:0.2586/CE:0.9556) | LR=6.54e-06 | Val V3 Score [0.049] - Loss(MSE:0.0159/CE:0.5759) | >=53%: WR=87.5% | Score=0.057 | N=24 (11B/13S Bal:0.85) | >=54%: WR=81.8% | Score=0.049 | N=22 (10B/12S Bal:0.83) | >=55%: WR=90.5% | Score=0.052 | N=21 (9B/12S Bal:0.75) | >=56%: WR=89.5% | Score=0.046 | N=19 (9B/10S Bal:0.90)
76
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0494. Lưu model...
77
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
78
- [19:56:41] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
79
- [19:56:43] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
80
- [Epoch 34] Loss(MSE:0.2573/CE:0.9550) | LR=5.84e-06 | Val V3 Score [0.050] - Loss(MSE:0.0157/CE:0.5798) | >=53%: WR=82.1% | Score=0.062 | N=28 (16B/12S Bal:0.75) | >=54%: WR=80.8% | Score=0.057 | N=26 (15B/11S Bal:0.73) | >=55%: WR=83.3% | Score=0.054 | N=24 (13B/11S Bal:0.85) | >=56%: WR=84.2% | Score=0.043 | N=19 (9B/10S Bal:0.90)
81
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0498. Lưu model...
82
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
83
- [19:57:14] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
84
- [19:57:16] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
85
- [Epoch 35] Loss(MSE:0.2562/CE:0.9547) | LR=5.15e-06 | Val V3 Score [0.059] - Loss(MSE:0.0156/CE:0.5794) | >=53%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=54%: WR=82.1% | Score=0.062 | N=28 (15B/13S Bal:0.87) | >=55%: WR=88.0% | Score=0.060 | N=25 (12B/13S Bal:0.92) | >=56%: WR=87.5% | Score=0.057 | N=24 (12B/12S Bal:1.00)
86
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0587. Lưu model...
87
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
88
- [19:57:47] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
89
- [19:57:49] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
90
- [Epoch 36] Loss(MSE:0.2551/CE:0.9523) | LR=4.50e-06 | Val V3 Score [0.060] - Loss(MSE:0.0155/CE:0.5775) | >=53%: WR=86.7% | Score=0.071 | N=30 (17B/13S Bal:0.76) | >=54%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=55%: WR=82.1% | Score=0.062 | N=28 (15B/13S Bal:0.87) | >=56%: WR=87.5% | Score=0.057 | N=24 (12B/12S Bal:1.00)
91
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0602. Lưu model...
92
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
93
- [19:58:20] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
94
- [19:58:23] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
95
- [Epoch 37] Loss(MSE:0.2538/CE:0.9523) | LR=3.89e-06 | Val V3 Score [0.056] - Loss(MSE:0.0155/CE:0.5748) | >=53%: WR=82.8% | Score=0.065 | N=29 (16B/13S Bal:0.81) | >=54%: WR=82.1% | Score=0.062 | N=28 (16B/12S Bal:0.75) | >=55%: WR=87.5% | Score=0.057 | N=24 (12B/12S Bal:1.00) | >=56%: WR=87.0% | Score=0.054 | N=23 (11B/12S Bal:0.92)
96
- [Epoch 38] Loss(MSE:0.2528/CE:0.9507) | LR=3.32e-06 | Val V3 Score [0.061] - Loss(MSE:0.0154/CE:0.5757) | >=53%: WR=86.2% | Score=0.068 | N=29 (17B/12S Bal:0.71) | >=54%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=55%: WR=82.1% | Score=0.062 | N=28 (16B/12S Bal:0.75) | >=56%: WR=88.0% | Score=0.060 | N=25 (13B/12S Bal:0.92)
97
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0614. Lưu model...
98
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
99
- [19:59:26] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
100
- [19:59:29] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
101
- [Epoch 39] Loss(MSE:0.2522/CE:0.9502) | LR=2.80e-06 | Val V3 Score [0.060] - Loss(MSE:0.0154/CE:0.5744) | >=53%: WR=86.7% | Score=0.071 | N=30 (17B/13S Bal:0.76) | >=54%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=55%: WR=82.1% | Score=0.062 | N=28 (15B/13S Bal:0.87) | >=56%: WR=87.5% | Score=0.057 | N=24 (12B/12S Bal:1.00)
102
- [Epoch 40] Loss(MSE:0.2519/CE:0.9509) | LR=2.34e-06 | Val V3 Score [0.062] - Loss(MSE:0.0154/CE:0.5755) | >=53%: WR=86.7% | Score=0.071 | N=30 (17B/13S Bal:0.76) | >=54%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=55%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=56%: WR=87.5% | Score=0.057 | N=24 (12B/12S Bal:1.00)
103
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0618. Lưu model...
104
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
105
- [20:00:33] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
106
- [20:00:34] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
107
- [Epoch 41] Loss(MSE:0.2515/CE:0.9477) | LR=1.94e-06 | Val V3 Score [0.063] - Loss(MSE:0.0154/CE:0.5778) | >=53%: WR=86.2% | Score=0.068 | N=29 (17B/12S Bal:0.71) | >=54%: WR=86.2% | Score=0.068 | N=29 (17B/12S Bal:0.71) | >=55%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=56%: WR=81.5% | Score=0.060 | N=27 (16B/11S Bal:0.69)
108
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0630. Lưu model...
109
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
110
- [20:01:06] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
111
- [20:01:08] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
112
- [Epoch 42] Loss(MSE:0.2509/CE:0.9495) | LR=1.61e-06 | Val V3 Score [0.064] - Loss(MSE:0.0155/CE:0.5733) | >=53%: WR=86.7% | Score=0.071 | N=30 (17B/13S Bal:0.76) | >=54%: WR=82.8% | Score=0.065 | N=29 (16B/13S Bal:0.81) | >=55%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=56%: WR=88.5% | Score=0.062 | N=26 (13B/13S Bal:1.00)
113
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0641. Lưu model...
114
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
115
- [20:01:39] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
116
- [20:01:41] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
117
- [Epoch 43] Loss(MSE:0.2505/CE:0.9483) | LR=1.34e-06 | Val V3 Score [0.061] - Loss(MSE:0.0155/CE:0.5689) | >=53%: WR=82.8% | Score=0.065 | N=29 (16B/13S Bal:0.81) | >=54%: WR=82.8% | Score=0.065 | N=29 (16B/13S Bal:0.81) | >=55%: WR=85.2% | Score=0.062 | N=27 (14B/13S Bal:0.93) | >=56%: WR=88.0% | Score=0.060 | N=25 (13B/12S Bal:0.92)
118
- [Epoch 44] Loss(MSE:0.2500/CE:0.9472) | LR=1.15e-06 | Val V3 Score [0.064] - Loss(MSE:0.0154/CE:0.5731) | >=53%: WR=83.9% | Score=0.071 | N=31 (17B/14S Bal:0.82) | >=54%: WR=82.8% | Score=0.065 | N=29 (16B/13S Bal:0.81) | >=55%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75) | >=56%: WR=88.5% | Score=0.062 | N=26 (13B/13S Bal:1.00)
119
- [Epoch 45] Loss(MSE:0.2497/CE:0.9468) | LR=1.04e-06 | Val V3 Score [0.065] - Loss(MSE:0.0154/CE:0.5750) | >=53%: WR=83.9% | Score=0.071 | N=31 (17B/14S Bal:0.82) | >=54%: WR=86.7% | Score=0.071 | N=30 (17B/13S Bal:0.76) | >=55%: WR=82.8% | Score=0.065 | N=29 (16B/13S Bal:0.81) | >=56%: WR=85.7% | Score=0.065 | N=28 (16B/12S Bal:0.75)
120
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0652. Lưu model...
121
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
122
- [20:03:18] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
123
- [20:03:21] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
124
- [Epoch 46] Loss(MSE:0.2476/CE:0.9471) | LR=1.50e-05 | Val V3 Score [0.059] - Loss(MSE:0.0151/CE:0.5622) | >=53%: WR=85.7% | Score=0.065 | N=28 (17B/11S Bal:0.65) | >=54%: WR=88.5% | Score=0.062 | N=26 (17B/9S Bal:0.53) | >=55%: WR=91.7% | Score=0.060 | N=24 (14B/10S Bal:0.71) | >=56%: WR=91.3% | Score=0.057 | N=23 (13B/10S Bal:0.77)
125
- [Epoch 47] Loss(MSE:0.2435/CE:0.9438) | LR=1.50e-05 | Val V3 Score [0.070] - Loss(MSE:0.0151/CE:0.5659) | >=53%: WR=87.9% | Score=0.079 | N=33 (19B/14S Bal:0.74) | >=54%: WR=84.4% | Score=0.073 | N=32 (18B/14S Bal:0.78) | >=54%: WR=83.9% | Score=0.071 | N=31 (17B/14S Bal:0.82) | >=55%: WR=83.3% | Score=0.068 | N=30 (17B/13S Bal:0.76)
126
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0695. Lưu model...
127
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
128
- [20:04:25] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
129
- [20:04:26] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
130
- [Epoch 48] Loss(MSE:0.2396/CE:0.9405) | LR=1.50e-05 | Val V3 Score [0.074] - Loss(MSE:0.0149/CE:0.5610) | >=53%: WR=85.7% | Score=0.082 | N=35 (20B/15S Bal:0.75) | >=54%: WR=85.7% | Score=0.082 | N=35 (20B/15S Bal:0.75) | >=55%: WR=84.8% | Score=0.076 | N=33 (18B/15S Bal:0.83) | >=56%: WR=83.9% | Score=0.071 | N=31 (17B/14S Bal:0.82)
131
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0738. Lưu model...
132
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
133
- [20:04:58] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
134
- [20:04:59] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
135
- [Epoch 49] Loss(MSE:0.2360/CE:0.9359) | LR=1.49e-05 | Val V3 Score [0.074] - Loss(MSE:0.0148/CE:0.5593) | >=53%: WR=92.1% | Score=0.095 | N=38 (19B/19S Bal:1.00) | >=54%: WR=91.4% | Score=0.087 | N=35 (19B/16S Bal:0.84) | >=56%: WR=87.9% | Score=0.079 | N=33 (18B/15S Bal:0.83) | >=57%: WR=83.3% | Score=0.068 | N=30 (15B/15S Bal:1.00)
136
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0743. Lưu model...
137
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
138
- [20:05:31] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
139
- [20:05:32] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
140
- [Epoch 50] Loss(MSE:0.2326/CE:0.9317) | LR=1.48e-05 | Val V3 Score [0.084] - Loss(MSE:0.0147/CE:0.5652) | >=53%: WR=76.7% | Score=0.090 | N=43 (22B/21S Bal:0.95) | >=55%: WR=87.2% | Score=0.092 | N=39 (20B/19S Bal:0.95) | >=58%: WR=86.5% | Score=0.087 | N=37 (21B/16S Bal:0.76) | >=60%: WR=90.6% | Score=0.079 | N=32 (19B/13S Bal:0.68)
141
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0836. Lưu model...
142
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
143
- [20:06:04] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
144
- [20:06:06] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
145
- [Epoch 51] Loss(MSE:0.2295/CE:0.9274) | LR=1.48e-05 | Val V3 Score [0.080] - Loss(MSE:0.0146/CE:0.5577) | >=53%: WR=75.0% | Score=0.090 | N=44 (23B/21S Bal:0.91) | >=56%: WR=87.2% | Score=0.092 | N=39 (20B/19S Bal:0.95) | >=58%: WR=83.8% | Score=0.084 | N=37 (21B/16S Bal:0.76) | >=61%: WR=87.1% | Score=0.073 | N=31 (21B/10S Bal:0.48)
146
- [Epoch 52] Loss(MSE:0.2263/CE:0.9212) | LR=1.47e-05 | Val V3 Score [0.081] - Loss(MSE:0.0145/CE:0.5574) | >=53%: WR=78.3% | Score=0.098 | N=46 (23B/23S Bal:1.00) | >=56%: WR=85.4% | Score=0.095 | N=41 (20B/21S Bal:0.95) | >=58%: WR=86.5% | Score=0.087 | N=37 (18B/19S Bal:0.95) | >=61%: WR=84.4% | Score=0.073 | N=32 (17B/15S Bal:0.88)
147
- [Epoch 53] Loss(MSE:0.2230/CE:0.9173) | LR=1.45e-05 | Val V3 Score [0.083] - Loss(MSE:0.0144/CE:0.5556) | >=53%: WR=75.5% | Score=0.101 | N=49 (26B/23S Bal:0.88) | >=56%: WR=84.1% | Score=0.101 | N=44 (21B/23S Bal:0.91) | >=60%: WR=86.8% | Score=0.090 | N=38 (19B/19S Bal:1.00) | >=63%: WR=81.8% | Score=0.073 | N=33 (19B/14S Bal:0.74)
148
- [Epoch 54] Loss(MSE:0.2198/CE:0.9116) | LR=1.44e-05 | Val V3 Score [0.089] - Loss(MSE:0.0146/CE:0.5454) | >=53%: WR=72.0% | Score=0.098 | N=50 (25B/25S Bal:1.00) | >=56%: WR=84.4% | Score=0.103 | N=45 (22B/23S Bal:0.96) | >=60%: WR=85.4% | Score=0.095 | N=41 (20B/21S Bal:0.95) | >=63%: WR=90.9% | Score=0.082 | N=33 (20B/13S Bal:0.65)
149
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0894. Lưu model...
150
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
151
- [20:08:16] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
152
- [20:08:17] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
153
- [Epoch 55] Loss(MSE:0.2174/CE:0.9082) | LR=1.42e-05 | Val V3 Score [0.084] - Loss(MSE:0.0144/CE:0.5493) | >=53%: WR=70.9% | Score=0.106 | N=55 (29B/26S Bal:0.90) | >=57%: WR=83.0% | Score=0.106 | N=47 (24B/23S Bal:0.96) | >=61%: WR=84.6% | Score=0.090 | N=39 (21B/18S Bal:0.86) | >=65%: WR=90.3% | Score=0.076 | N=31 (20B/11S Bal:0.55)
154
- [Epoch 56] Loss(MSE:0.2149/CE:0.9025) | LR=1.41e-05 | Val V3 Score [0.090] - Loss(MSE:0.0144/CE:0.5414) | >=53%: WR=68.5% | Score=0.101 | N=54 (27B/27S Bal:1.00) | >=57%: WR=83.0% | Score=0.106 | N=47 (23B/24S Bal:0.96) | >=61%: WR=90.2% | Score=0.101 | N=41 (19B/22S Bal:0.86) | >=65%: WR=87.5% | Score=0.076 | N=32 (19B/13S Bal:0.68)
155
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0904. Lưu model...
156
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
157
- [20:09:22] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
158
- [20:09:23] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
159
- [Epoch 57] Loss(MSE:0.2116/CE:0.8995) | LR=1.39e-05 | Val V3 Score [0.088] - Loss(MSE:0.0143/CE:0.5457) | >=53%: WR=67.9% | Score=0.103 | N=56 (29B/27S Bal:0.93) | >=58%: WR=79.2% | Score=0.114 | N=53 (27B/26S Bal:0.96) | >=63%: WR=85.7% | Score=0.098 | N=42 (21B/21S Bal:1.00) | >=68%: WR=90.0% | Score=0.073 | N=30 (17B/13S Bal:0.76)
160
- [Epoch 58] Loss(MSE:0.2088/CE:0.8959) | LR=1.37e-05 | Val V3 Score [0.094] - Loss(MSE:0.0145/CE:0.5319) | >=53%: WR=76.4% | Score=0.114 | N=55 (26B/29S Bal:0.90) | >=57%: WR=82.0% | Score=0.111 | N=50 (24B/26S Bal:0.92) | >=62%: WR=92.9% | Score=0.106 | N=42 (20B/22S Bal:0.91) | >=66%: WR=90.3% | Score=0.076 | N=31 (18B/13S Bal:0.72)
161
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0935. Lưu model...
162
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
163
- [20:10:28] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
164
- [20:10:29] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
165
- [Epoch 59] Loss(MSE:0.2069/CE:0.8921) | LR=1.34e-05 | Val V3 Score [0.092] - Loss(MSE:0.0144/CE:0.5373) | >=53%: WR=73.7% | Score=0.114 | N=57 (26B/31S Bal:0.84) | >=58%: WR=81.1% | Score=0.117 | N=53 (25B/28S Bal:0.89) | >=62%: WR=92.9% | Score=0.106 | N=42 (19B/23S Bal:0.83) | >=67%: WR=90.0% | Score=0.073 | N=30 (17B/13S Bal:0.76)
166
- [Epoch 60] Loss(MSE:0.2041/CE:0.8892) | LR=1.32e-05 | Val V3 Score [0.097] - Loss(MSE:0.0145/CE:0.5366) | >=53%: WR=71.0% | Score=0.120 | N=62 (29B/33S Bal:0.88) | >=58%: WR=82.1% | Score=0.125 | N=56 (27B/29S Bal:0.93) | >=64%: WR=89.1% | Score=0.111 | N=46 (21B/25S Bal:0.84) | >=69%: WR=90.3% | Score=0.076 | N=31 (17B/14S Bal:0.82)
167
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0967. Lưu model...
168
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
169
- [20:11:34] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
170
- [20:11:35] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
171
- [Epoch 61] Loss(MSE:0.2020/CE:0.8859) | LR=1.29e-05 | Val V3 Score [0.097] - Loss(MSE:0.0144/CE:0.5298) | >=53%: WR=73.3% | Score=0.120 | N=60 (28B/32S Bal:0.88) | >=58%: WR=81.8% | Score=0.122 | N=55 (27B/28S Bal:0.96) | >=63%: WR=93.2% | Score=0.111 | N=44 (20B/24S Bal:0.83) | >=68%: WR=93.3% | Score=0.076 | N=30 (17B/13S Bal:0.76)
172
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0967. Lưu model...
173
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
174
- [20:12:07] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
175
- [20:12:08] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
176
- [Epoch 62] Loss(MSE:0.1993/CE:0.8834) | LR=1.27e-05 | Val V3 Score [0.096] - Loss(MSE:0.0144/CE:0.5328) | >=53%: WR=69.8% | Score=0.120 | N=63 (31B/32S Bal:0.97) | >=58%: WR=80.4% | Score=0.122 | N=56 (27B/29S Bal:0.93) | >=64%: WR=89.1% | Score=0.111 | N=46 (21B/25S Bal:0.84) | >=69%: WR=87.1% | Score=0.073 | N=31 (17B/14S Bal:0.82)
177
- [Epoch 63] Loss(MSE:0.1970/CE:0.8835) | LR=1.24e-05 | Val V3 Score [0.102] - Loss(MSE:0.0144/CE:0.5369) | >=53%: WR=71.4% | Score=0.122 | N=63 (27B/36S Bal:0.75) | >=58%: WR=83.9% | Score=0.128 | N=56 (24B/32S Bal:0.75) | >=64%: WR=91.3% | Score=0.114 | N=46 (18B/28S Bal:0.64) | >=69%: WR=93.9% | Score=0.084 | N=33 (15B/18S Bal:0.83)
178
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1017. Lưu model...
179
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
180
- [20:13:13] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
181
- [20:13:15] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
182
- [Epoch 64] Loss(MSE:0.1947/CE:0.8816) | LR=1.21e-05 | Val V3 Score [0.092] - Loss(MSE:0.0144/CE:0.5299) | >=53%: WR=73.8% | Score=0.122 | N=61 (30B/31S Bal:0.97) | >=58%: WR=80.4% | Score=0.122 | N=56 (28B/28S Bal:1.00) | >=64%: WR=88.4% | Score=0.103 | N=43 (21B/22S Bal:0.95) | >=69%: WR=90.3% | Score=0.076 | N=31 (17B/14S Bal:0.82)
183
- [Epoch 65] Loss(MSE:0.1919/CE:0.8795) | LR=1.18e-05 | Val V3 Score [0.105] - Loss(MSE:0.0144/CE:0.5275) | >=53%: WR=71.0% | Score=0.120 | N=62 (29B/33S Bal:0.88) | >=58%: WR=82.1% | Score=0.125 | N=56 (26B/30S Bal:0.87) | >=64%: WR=93.6% | Score=0.120 | N=47 (19B/28S Bal:0.68) | >=69%: WR=93.9% | Score=0.084 | N=33 (16B/17S Bal:0.94)
184
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1048. Lưu model...
185
- ☁️ Đang PUSH run run_20260522_160413_v6_ASIAN_ETH_Leader lên HF (Background)...
186
- [20:14:19] PUSH RUN: run_20260522_160413_v6_ASIAN_ETH_Leader -> HF (new/changed files only)...
187
- [20:14:20] ✔️ Push run run_20260522_160413_v6_ASIAN_ETH_Leader hoàn tất!
188
- [Epoch 66] Loss(MSE:0.1894/CE:0.8782) | LR=1.15e-05 | Val V3 Score [0.092] - Loss(MSE:0.0142/CE:0.5300) | >=53%: WR=69.7% | Score=0.125 | N=66 (34B/32S Bal:0.94) | >=59%: WR=78.9% | Score=0.122 | N=57 (27B/30S Bal:0.90) | >=65%: WR=86.7% | Score=0.106 | N=45 (20B/25S Bal:0.80) | >=71%: WR=90.0% | Score=0.073 | N=30 (16B/14S Bal:0.88)
189
- [Epoch 67] Loss(MSE:0.1867/CE:0.8772) | LR=1.12e-05 | Val V3 Score [0.101] - Loss(MSE:0.0139/CE:0.5309) | >=53%: WR=68.7% | Score=0.125 | N=67 (33B/34S Bal:0.97) | >=59%: WR=79.3% | Score=0.125 | N=58 (28B/30S Bal:0.93) | >=65%: WR=87.2% | Score=0.111 | N=47 (20B/27S Bal:0.74) | >=71%: WR=94.1% | Score=0.087 | N=34 (17B/17S Bal:1.00)
190
- [Epoch 68] Loss(MSE:0.1850/CE:0.8753) | LR=1.08e-05 | Val V3 Score [0.096] - Loss(MSE:0.0139/CE:0.5399) | >=53%: WR=63.8% | Score=0.120 | N=69 (38B/31S Bal:0.82) | >=59%: WR=74.2% | Score=0.125 | N=62 (31B/31S Bal:1.00) | >=66%: WR=89.4% | Score=0.114 | N=47 (22B/25S Bal:0.88) | >=72%: WR=86.7% | Score=0.071 | N=30 (17B/13S Bal:0.76)
191
- [Epoch 69] Loss(MSE:0.1823/CE:0.8739) | LR=1.05e-05 | Val V3 Score [0.095] - Loss(MSE:0.0139/CE:0.5291) | >=53%: WR=70.3% | Score=0.122 | N=64 (28B/36S Bal:0.78) | >=59%: WR=87.0% | Score=0.128 | N=54 (22B/32S Bal:0.69) | >=65%: WR=88.9% | Score=0.109 | N=45 (16B/29S Bal:0.55) | >=71%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
192
- [Epoch 70] Loss(MSE:0.1796/CE:0.8740) | LR=1.02e-05 | Val V3 Score [0.098] - Loss(MSE:0.0138/CE:0.5319) | >=53%: WR=69.6% | Score=0.130 | N=69 (36B/33S Bal:0.92) | >=59%: WR=76.3% | Score=0.122 | N=59 (29B/30S Bal:0.97) | >=66%: WR=87.2% | Score=0.111 | N=47 (21B/26S Bal:0.81) | >=72%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
193
- [Epoch 71] Loss(MSE:0.1771/CE:0.8731) | LR=9.81e-06 | Val V3 Score [0.097] - Loss(MSE:0.0136/CE:0.5324) | >=53%: WR=66.2% | Score=0.122 | N=68 (35B/33S Bal:0.94) | >=59%: WR=81.0% | Score=0.128 | N=58 (27B/31S Bal:0.87) | >=66%: WR=87.2% | Score=0.111 | N=47 (20B/27S Bal:0.74) | >=72%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
194
- [Epoch 72] Loss(MSE:0.1753/CE:0.8721) | LR=9.46e-06 | Val V3 Score [0.096] - Loss(MSE:0.0136/CE:0.5298) | >=53%: WR=69.2% | Score=0.122 | N=65 (33B/32S Bal:0.97) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=65%: WR=90.7% | Score=0.106 | N=43 (21B/22S Bal:0.95) | >=71%: WR=93.8% | Score=0.082 | N=32 (16B/16S Bal:1.00)
195
- [Epoch 73] Loss(MSE:0.1727/CE:0.8726) | LR=9.10e-06 | Val V3 Score [0.095] - Loss(MSE:0.0134/CE:0.5280) | >=53%: WR=71.4% | Score=0.122 | N=63 (30B/33S Bal:0.91) | >=59%: WR=86.0% | Score=0.133 | N=57 (26B/31S Bal:0.84) | >=65%: WR=90.9% | Score=0.109 | N=44 (19B/25S Bal:0.76) | >=71%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
196
- [Epoch 74] Loss(MSE:0.1710/CE:0.8709) | LR=8.73e-06 | Val V3 Score [0.099] - Loss(MSE:0.0133/CE:0.5267) | >=53%: WR=67.2% | Score=0.122 | N=67 (32B/35S Bal:0.91) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=65%: WR=89.4% | Score=0.114 | N=47 (21B/26S Bal:0.81) | >=71%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
197
- [Epoch 75] Loss(MSE:0.1691/CE:0.8708) | LR=8.37e-06 | Val V3 Score [0.099] - Loss(MSE:0.0130/CE:0.5354) | >=53%: WR=61.6% | Score=0.122 | N=73 (38B/35S Bal:0.92) | >=60%: WR=78.7% | Score=0.130 | N=61 (29B/32S Bal:0.91) | >=66%: WR=87.2% | Score=0.111 | N=47 (21B/26S Bal:0.81) | >=73%: WR=90.9% | Score=0.082 | N=33 (17B/16S Bal:0.94)
198
- [Epoch 76] Loss(MSE:0.1672/CE:0.8702) | LR=8.00e-06 | Val V3 Score [0.097] - Loss(MSE:0.0129/CE:0.5285) | >=53%: WR=64.7% | Score=0.120 | N=68 (34B/34S Bal:1.00) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=87.2% | Score=0.111 | N=47 (22B/25S Bal:0.88) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
199
- [Epoch 77] Loss(MSE:0.1655/CE:0.8697) | LR=7.63e-06 | Val V3 Score [0.092] - Loss(MSE:0.0127/CE:0.5277) | >=53%: WR=64.2% | Score=0.117 | N=67 (34B/33S Bal:0.97) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=84.4% | Score=0.103 | N=45 (21B/24S Bal:0.88) | >=72%: WR=90.3% | Score=0.076 | N=31 (17B/14S Bal:0.82)
200
- [Epoch 78] Loss(MSE:0.1637/CE:0.8691) | LR=7.27e-06 | Val V3 Score [0.099] - Loss(MSE:0.0125/CE:0.5279) | >=53%: WR=67.2% | Score=0.122 | N=67 (31B/36S Bal:0.86) | >=59%: WR=86.0% | Score=0.133 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=72%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
201
- [Epoch 79] Loss(MSE:0.1624/CE:0.8695) | LR=6.90e-06 | Val V3 Score [0.103] - Loss(MSE:0.0123/CE:0.5276) | >=53%: WR=67.1% | Score=0.128 | N=70 (32B/38S Bal:0.84) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.6% | Score=0.120 | N=47 (19B/28S Bal:0.68) | >=72%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
202
- [Epoch 80] Loss(MSE:0.1608/CE:0.8688) | LR=6.54e-06 | Val V3 Score [0.100] - Loss(MSE:0.0123/CE:0.5354) | >=53%: WR=63.9% | Score=0.125 | N=72 (34B/38S Bal:0.89) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.5% | Score=0.117 | N=46 (19B/27S Bal:0.70) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
203
- [Epoch 81] Loss(MSE:0.1591/CE:0.8680) | LR=6.19e-06 | Val V3 Score [0.097] - Loss(MSE:0.0121/CE:0.5293) | >=53%: WR=62.3% | Score=0.117 | N=69 (34B/35S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=89.1% | Score=0.111 | N=46 (20B/26S Bal:0.77) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
204
- [Epoch 82] Loss(MSE:0.1578/CE:0.8687) | LR=5.84e-06 | Val V3 Score [0.097] - Loss(MSE:0.0119/CE:0.5339) | >=53%: WR=63.0% | Score=0.125 | N=73 (37B/36S Bal:0.97) | >=60%: WR=81.4% | Score=0.130 | N=59 (28B/31S Bal:0.90) | >=66%: WR=87.2% | Score=0.111 | N=47 (22B/25S Bal:0.88) | >=73%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
205
- [Epoch 83] Loss(MSE:0.1564/CE:0.8669) | LR=5.49e-06 | Val V3 Score [0.095] - Loss(MSE:0.0118/CE:0.5278) | >=53%: WR=68.1% | Score=0.128 | N=69 (37B/32S Bal:0.86) | >=60%: WR=81.4% | Score=0.130 | N=59 (28B/31S Bal:0.90) | >=66%: WR=90.9% | Score=0.109 | N=44 (22B/22S Bal:1.00) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
206
- [Epoch 84] Loss(MSE:0.1549/CE:0.8679) | LR=5.15e-06 | Val V3 Score [0.097] - Loss(MSE:0.0116/CE:0.5267) | >=53%: WR=63.8% | Score=0.120 | N=69 (34B/35S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=91.1% | Score=0.111 | N=45 (20B/25S Bal:0.80) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
207
- [Epoch 85] Loss(MSE:0.1542/CE:0.8666) | LR=4.82e-06 | Val V3 Score [0.098] - Loss(MSE:0.0115/CE:0.5249) | >=53%: WR=66.2% | Score=0.117 | N=65 (31B/34S Bal:0.91) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=72%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
208
- [Epoch 86] Loss(MSE:0.1530/CE:0.8664) | LR=4.50e-06 | Val V3 Score [0.095] - Loss(MSE:0.0115/CE:0.5226) | >=53%: WR=63.6% | Score=0.114 | N=66 (30B/36S Bal:0.83) | >=60%: WR=85.7% | Score=0.130 | N=56 (25B/31S Bal:0.81) | >=66%: WR=93.0% | Score=0.109 | N=43 (20B/23S Bal:0.87) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
209
- [Epoch 87] Loss(MSE:0.1521/CE:0.8666) | LR=4.19e-06 | Val V3 Score [0.095] - Loss(MSE:0.0113/CE:0.5265) | >=53%: WR=65.2% | Score=0.122 | N=69 (34B/35S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.0% | Score=0.109 | N=43 (20B/23S Bal:0.87) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
210
- [Epoch 88] Loss(MSE:0.1513/CE:0.8660) | LR=3.89e-06 | Val V3 Score [0.101] - Loss(MSE:0.0113/CE:0.5233) | >=53%: WR=65.7% | Score=0.120 | N=67 (32B/35S Bal:0.91) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=72%: WR=90.9% | Score=0.082 | N=33 (17B/16S Bal:0.94)
211
- [Epoch 89] Loss(MSE:0.1502/CE:0.8652) | LR=3.59e-06 | Val V3 Score [0.097] - Loss(MSE:0.0111/CE:0.5237) | >=53%: WR=64.7% | Score=0.120 | N=68 (32B/36S Bal:0.89) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
212
- [Epoch 90] Loss(MSE:0.1497/CE:0.8663) | LR=3.32e-06 | Val V3 Score [0.097] - Loss(MSE:0.0111/CE:0.5258) | >=53%: WR=63.8% | Score=0.120 | N=69 (35B/34S Bal:0.97) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
213
- [Epoch 91] Loss(MSE:0.1488/CE:0.8660) | LR=3.05e-06 | Val V3 Score [0.098] - Loss(MSE:0.0110/CE:0.5248) | >=53%: WR=68.7% | Score=0.125 | N=67 (34B/33S Bal:0.97) | >=59%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=89.1% | Score=0.111 | N=46 (22B/24S Bal:0.92) | >=72%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
214
- [Epoch 92] Loss(MSE:0.1481/CE:0.8652) | LR=2.80e-06 | Val V3 Score [0.097] - Loss(MSE:0.0109/CE:0.5251) | >=53%: WR=66.2% | Score=0.122 | N=68 (34B/34S Bal:1.00) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (21B/23S Bal:0.91) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
215
- [Epoch 93] Loss(MSE:0.1472/CE:0.8652) | LR=2.56e-06 | Val V3 Score [0.100] - Loss(MSE:0.0109/CE:0.5288) | >=53%: WR=62.5% | Score=0.122 | N=72 (33B/39S Bal:0.85) | >=60%: WR=81.0% | Score=0.128 | N=58 (26B/32S Bal:0.81) | >=67%: WR=93.5% | Score=0.117 | N=46 (19B/27S Bal:0.70) | >=74%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
216
- [Epoch 94] Loss(MSE:0.1469/CE:0.8647) | LR=2.34e-06 | Val V3 Score [0.101] - Loss(MSE:0.0108/CE:0.5274) | >=53%: WR=62.9% | Score=0.120 | N=70 (34B/36S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
217
- [Epoch 95] Loss(MSE:0.1463/CE:0.8651) | LR=2.13e-06 | Val V3 Score [0.101] - Loss(MSE:0.0107/CE:0.5291) | >=53%: WR=66.2% | Score=0.128 | N=71 (37B/34S Bal:0.92) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=89.6% | Score=0.117 | N=48 (22B/26S Bal:0.85) | >=73%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
218
- [Epoch 96] Loss(MSE:0.1457/CE:0.8645) | LR=1.94e-06 | Val V3 Score [0.100] - Loss(MSE:0.0106/CE:0.5297) | >=53%: WR=65.3% | Score=0.128 | N=72 (36B/36S Bal:1.00) | >=60%: WR=81.0% | Score=0.128 | N=58 (26B/32S Bal:0.81) | >=66%: WR=89.6% | Score=0.117 | N=48 (22B/26S Bal:0.85) | >=73%: WR=90.3% | Score=0.076 | N=31 (15B/16S Bal:0.94)
219
- [Epoch 97] Loss(MSE:0.1455/CE:0.8648) | LR=1.76e-06 | Val V3 Score [0.103] - Loss(MSE:0.0106/CE:0.5286) | >=53%: WR=65.2% | Score=0.122 | N=69 (33B/36S Bal:0.92) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
220
- [Epoch 98] Loss(MSE:0.1448/CE:0.8643) | LR=1.61e-06 | Val V3 Score [0.098] - Loss(MSE:0.0105/CE:0.5253) | >=53%: WR=64.7% | Score=0.120 | N=68 (33B/35S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
221
- [Epoch 99] Loss(MSE:0.1444/CE:0.8651) | LR=1.46e-06 | Val V3 Score [0.097] - Loss(MSE:0.0105/CE:0.5243) | >=53%: WR=63.2% | Score=0.117 | N=68 (32B/36S Bal:0.89) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
222
- [Epoch 100] Loss(MSE:0.1442/CE:0.8648) | LR=1.34e-06 | Val V3 Score [0.101] - Loss(MSE:0.0104/CE:0.5275) | >=53%: WR=64.8% | Score=0.125 | N=71 (34B/37S Bal:0.92) | >=60%: WR=81.0% | Score=0.128 | N=58 (26B/32S Bal:0.81) | >=66%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=73%: WR=90.3% | Score=0.076 | N=31 (15B/16S Bal:0.94)
223
- [Epoch 101] Loss(MSE:0.1442/CE:0.8646) | LR=1.24e-06 | Val V3 Score [0.098] - Loss(MSE:0.0104/CE:0.5252) | >=53%: WR=64.7% | Score=0.120 | N=68 (33B/35S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.3% | Score=0.114 | N=45 (19B/26S Bal:0.73) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
224
- [Epoch 102] Loss(MSE:0.1439/CE:0.8646) | LR=1.15e-06 | Val V3 Score [0.097] - Loss(MSE:0.0104/CE:0.5253) | >=53%: WR=64.7% | Score=0.120 | N=68 (33B/35S Bal:0.94) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
225
- [Epoch 103] Loss(MSE:0.1434/CE:0.8652) | LR=1.09e-06 | Val V3 Score [0.097] - Loss(MSE:0.0103/CE:0.5249) | >=53%: WR=63.2% | Score=0.117 | N=68 (32B/36S Bal:0.89) | >=60%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
226
- [Epoch 104] Loss(MSE:0.1428/CE:0.8640) | LR=1.04e-06 | Val V3 Score [0.097] - Loss(MSE:0.0103/CE:0.5264) | >=53%: WR=63.2% | Score=0.117 | N=68 (33B/35S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.2% | Score=0.111 | N=44 (19B/25S Bal:0.76) | >=73%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
227
- [Epoch 105] Loss(MSE:0.1428/CE:0.8647) | LR=1.01e-06 | Val V3 Score [0.101] - Loss(MSE:0.0102/CE:0.5262) | >=53%: WR=62.9% | Score=0.120 | N=70 (34B/36S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=66%: WR=93.5% | Score=0.117 | N=46 (19B/27S Bal:0.70) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
228
- [Epoch 106] Loss(MSE:0.1415/CE:0.8658) | LR=1.50e-05 | Val V3 Score [0.096] - Loss(MSE:0.0099/CE:0.5235) | >=53%: WR=68.2% | Score=0.122 | N=66 (31B/35S Bal:0.89) | >=59%: WR=84.2% | Score=0.130 | N=57 (26B/31S Bal:0.84) | >=66%: WR=93.0% | Score=0.109 | N=43 (21B/22S Bal:0.95) | >=72%: WR=90.6% | Score=0.079 | N=32 (17B/15S Bal:0.88)
229
- [Epoch 107] Loss(MSE:0.1390/CE:0.8654) | LR=1.50e-05 | Val V3 Score [0.099] - Loss(MSE:0.0095/CE:0.5272) | >=53%: WR=65.7% | Score=0.125 | N=70 (34B/36S Bal:0.94) | >=60%: WR=82.8% | Score=0.130 | N=58 (25B/33S Bal:0.76) | >=66%: WR=91.3% | Score=0.114 | N=46 (20B/26S Bal:0.77) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
230
- [Epoch 108] Loss(MSE:0.1358/CE:0.8630) | LR=1.50e-05 | Val V3 Score [0.103] - Loss(MSE:0.0091/CE:0.5333) | >=53%: WR=62.0% | Score=0.133 | N=79 (32B/47S Bal:0.68) | >=60%: WR=80.3% | Score=0.133 | N=61 (25B/36S Bal:0.69) | >=68%: WR=93.6% | Score=0.120 | N=47 (17B/30S Bal:0.57) | >=75%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
231
- [Epoch 109] Loss(MSE:0.1333/CE:0.8636) | LR=1.50e-05 | Val V3 Score [0.093] - Loss(MSE:0.0088/CE:0.5180) | >=53%: WR=73.4% | Score=0.128 | N=64 (29B/35S Bal:0.83) | >=59%: WR=83.6% | Score=0.125 | N=55 (25B/30S Bal:0.83) | >=66%: WR=90.5% | Score=0.103 | N=42 (21B/21S Bal:1.00) | >=72%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
232
- [Epoch 110] Loss(MSE:0.1308/CE:0.8633) | LR=1.50e-05 | Val V3 Score [0.103] - Loss(MSE:0.0086/CE:0.5369) | >=53%: WR=62.3% | Score=0.130 | N=77 (35B/42S Bal:0.83) | >=60%: WR=81.7% | Score=0.133 | N=60 (24B/36S Bal:0.67) | >=68%: WR=93.6% | Score=0.120 | N=47 (19B/28S Bal:0.68) | >=75%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
233
- [Epoch 111] Loss(MSE:0.1285/CE:0.8635) | LR=1.49e-05 | Val V3 Score [0.099] - Loss(MSE:0.0083/CE:0.5266) | >=53%: WR=66.2% | Score=0.128 | N=71 (37B/34S Bal:0.92) | >=60%: WR=82.8% | Score=0.130 | N=58 (27B/31S Bal:0.87) | >=67%: WR=91.1% | Score=0.111 | N=45 (22B/23S Bal:0.96) | >=74%: WR=96.8% | Score=0.082 | N=31 (19B/12S Bal:0.63)
234
- [Epoch 112] Loss(MSE:0.1262/CE:0.8629) | LR=1.49e-05 | Val V3 Score [0.104] - Loss(MSE:0.0080/CE:0.5344) | >=53%: WR=65.3% | Score=0.133 | N=75 (33B/42S Bal:0.79) | >=60%: WR=82.0% | Score=0.136 | N=61 (24B/37S Bal:0.65) | >=67%: WR=91.8% | Score=0.122 | N=49 (18B/31S Bal:0.58) | >=74%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
235
- [Epoch 113] Loss(MSE:0.1237/CE:0.8610) | LR=1.49e-05 | Val V3 Score [0.101] - Loss(MSE:0.0079/CE:0.5294) | >=53%: WR=64.0% | Score=0.130 | N=75 (35B/40S Bal:0.88) | >=60%: WR=81.4% | Score=0.130 | N=59 (23B/36S Bal:0.64) | >=68%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=75%: WR=90.3% | Score=0.076 | N=31 (14B/17S Bal:0.82)
236
- [Epoch 114] Loss(MSE:0.1215/CE:0.8615) | LR=1.48e-05 | Val V3 Score [0.103] - Loss(MSE:0.0078/CE:0.5260) | >=53%: WR=66.2% | Score=0.128 | N=71 (26B/45S Bal:0.58) | >=60%: WR=86.0% | Score=0.133 | N=57 (21B/36S Bal:0.58) | >=67%: WR=93.6% | Score=0.120 | N=47 (17B/30S Bal:0.57) | >=74%: WR=93.5% | Score=0.079 | N=31 (13B/18S Bal:0.72)
237
- [Epoch 115] Loss(MSE:0.1195/CE:0.8608) | LR=1.48e-05 | Val V3 Score [0.101] - Loss(MSE:0.0076/CE:0.5307) | >=53%: WR=67.6% | Score=0.130 | N=71 (34B/37S Bal:0.92) | >=59%: WR=83.1% | Score=0.133 | N=59 (25B/34S Bal:0.74) | >=66%: WR=87.5% | Score=0.114 | N=48 (24B/24S Bal:1.00) | >=72%: WR=93.8% | Score=0.082 | N=32 (16B/16S Bal:1.00)
238
- [Epoch 116] Loss(MSE:0.1182/CE:0.8611) | LR=1.48e-05 | Val V3 Score [0.099] - Loss(MSE:0.0074/CE:0.5292) | >=53%: WR=65.8% | Score=0.130 | N=73 (37B/36S Bal:0.97) | >=60%: WR=82.0% | Score=0.136 | N=61 (26B/35S Bal:0.74) | >=68%: WR=87.2% | Score=0.111 | N=47 (23B/24S Bal:0.96) | >=75%: WR=96.8% | Score=0.082 | N=31 (20B/11S Bal:0.55)
239
- [Epoch 117] Loss(MSE:0.1163/CE:0.8599) | LR=1.47e-05 | Val V3 Score [0.101] - Loss(MSE:0.0073/CE:0.5305) | >=53%: WR=61.8% | Score=0.128 | N=76 (38B/38S Bal:1.00) | >=60%: WR=82.3% | Score=0.139 | N=62 (29B/33S Bal:0.88) | >=68%: WR=87.5% | Score=0.114 | N=48 (24B/24S Bal:1.00) | >=75%: WR=93.8% | Score=0.082 | N=32 (18B/14S Bal:0.78)
240
- [Epoch 118] Loss(MSE:0.1146/CE:0.8589) | LR=1.47e-05 | Val V3 Score [0.099] - Loss(MSE:0.0072/CE:0.5250) | >=53%: WR=68.1% | Score=0.128 | N=69 (27B/42S Bal:0.64) | >=60%: WR=83.1% | Score=0.133 | N=59 (23B/36S Bal:0.64) | >=67%: WR=93.3% | Score=0.114 | N=45 (18B/27S Bal:0.67) | >=74%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
241
- [Epoch 119] Loss(MSE:0.1131/CE:0.8604) | LR=1.46e-05 | Val V3 Score [0.101] - Loss(MSE:0.0071/CE:0.5337) | >=53%: WR=66.7% | Score=0.136 | N=75 (37B/38S Bal:0.97) | >=60%: WR=80.0% | Score=0.141 | N=65 (29B/36S Bal:0.81) | >=68%: WR=85.7% | Score=0.114 | N=49 (23B/26S Bal:0.88) | >=75%: WR=93.8% | Score=0.082 | N=32 (17B/15S Bal:0.88)
242
- [Epoch 120] Loss(MSE:0.1118/CE:0.8588) | LR=1.45e-05 | Val V3 Score [0.096] - Loss(MSE:0.0070/CE:0.5219) | >=53%: WR=71.8% | Score=0.139 | N=71 (34B/37S Bal:0.92) | >=60%: WR=82.5% | Score=0.128 | N=57 (23B/34S Bal:0.68) | >=67%: WR=91.1% | Score=0.111 | N=45 (21B/24S Bal:0.88) | >=74%: WR=90.0% | Score=0.073 | N=30 (16B/14S Bal:0.88)
243
- [Epoch 121] Loss(MSE:0.1103/CE:0.8598) | LR=1.45e-05 | Val V3 Score [0.101] - Loss(MSE:0.0069/CE:0.5286) | >=53%: WR=67.1% | Score=0.133 | N=73 (32B/41S Bal:0.78) | >=60%: WR=80.3% | Score=0.133 | N=61 (24B/37S Bal:0.65) | >=67%: WR=91.5% | Score=0.117 | N=47 (20B/27S Bal:0.74) | >=74%: WR=90.6% | Score=0.079 | N=32 (16B/16S Bal:1.00)
244
- [Epoch 122] Loss(MSE:0.1085/CE:0.8584) | LR=1.44e-05 | Val V3 Score [0.099] - Loss(MSE:0.0068/CE:0.5272) | >=53%: WR=66.2% | Score=0.133 | N=74 (35B/39S Bal:0.90) | >=60%: WR=82.3% | Score=0.139 | N=62 (27B/35S Bal:0.77) | >=68%: WR=87.5% | Score=0.114 | N=48 (23B/25S Bal:0.92) | >=75%: WR=96.7% | Score=0.079 | N=30 (18B/12S Bal:0.67)
245
- [Epoch 123] Loss(MSE:0.1071/CE:0.8588) | LR=1.43e-05 | Val V3 Score [0.101] - Loss(MSE:0.0066/CE:0.5241) | >=53%: WR=69.6% | Score=0.130 | N=69 (28B/41S Bal:0.68) | >=60%: WR=83.1% | Score=0.133 | N=59 (25B/34S Bal:0.74) | >=66%: WR=93.3% | Score=0.114 | N=45 (20B/25S Bal:0.80) | >=73%: WR=90.9% | Score=0.082 | N=33 (17B/16S Bal:0.94)
246
- [Epoch 124] Loss(MSE:0.1060/CE:0.8577) | LR=1.42e-05 | Val V3 Score [0.098] - Loss(MSE:0.0066/CE:0.5226) | >=53%: WR=70.8% | Score=0.139 | N=72 (34B/38S Bal:0.89) | >=60%: WR=76.7% | Score=0.125 | N=60 (29B/31S Bal:0.94) | >=68%: WR=89.1% | Score=0.111 | N=46 (24B/22S Bal:0.92) | >=75%: WR=96.7% | Score=0.079 | N=30 (19B/11S Bal:0.58)
247
- [Epoch 125] Loss(MSE:0.1046/CE:0.8579) | LR=1.42e-05 | Val V3 Score [0.104] - Loss(MSE:0.0065/CE:0.5252) | >=53%: WR=67.1% | Score=0.139 | N=76 (36B/40S Bal:0.90) | >=60%: WR=83.6% | Score=0.139 | N=61 (23B/38S Bal:0.61) | >=68%: WR=91.8% | Score=0.122 | N=49 (20B/29S Bal:0.69) | >=75%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
248
- [Epoch 126] Loss(MSE:0.1037/CE:0.8572) | LR=1.41e-05 | Val V3 Score [0.101] - Loss(MSE:0.0065/CE:0.5224) | >=53%: WR=69.9% | Score=0.139 | N=73 (32B/41S Bal:0.78) | >=60%: WR=82.0% | Score=0.136 | N=61 (24B/37S Bal:0.65) | >=68%: WR=89.4% | Score=0.114 | N=47 (22B/25S Bal:0.88) | >=75%: WR=96.8% | Score=0.082 | N=31 (18B/13S Bal:0.72)
249
- [Epoch 127] Loss(MSE:0.1025/CE:0.8564) | LR=1.40e-05 | Val V3 Score [0.102] - Loss(MSE:0.0063/CE:0.5305) | >=53%: WR=64.0% | Score=0.130 | N=75 (37B/38S Bal:0.97) | >=60%: WR=82.0% | Score=0.136 | N=61 (25B/36S Bal:0.69) | >=68%: WR=87.5% | Score=0.114 | N=48 (22B/26S Bal:0.85) | >=75%: WR=96.9% | Score=0.084 | N=32 (18B/14S Bal:0.78)
250
- [Epoch 128] Loss(MSE:0.1011/CE:0.8567) | LR=1.39e-05 | Val V3 Score [0.098] - Loss(MSE:0.0063/CE:0.5265) | >=53%: WR=67.1% | Score=0.139 | N=76 (36B/40S Bal:0.90) | >=60%: WR=82.0% | Score=0.136 | N=61 (25B/36S Bal:0.69) | >=68%: WR=87.5% | Score=0.114 | N=48 (22B/26S Bal:0.85) | >=75%: WR=93.3% | Score=0.076 | N=30 (15B/15S Bal:1.00)
251
- [Epoch 129] Loss(MSE:0.1004/CE:0.8560) | LR=1.38e-05 | Val V3 Score [0.098] - Loss(MSE:0.0062/CE:0.5227) | >=53%: WR=70.7% | Score=0.144 | N=75 (38B/37S Bal:0.97) | >=61%: WR=83.6% | Score=0.139 | N=61 (26B/35S Bal:0.74) | >=68%: WR=91.1% | Score=0.111 | N=45 (21B/24S Bal:0.88) | >=76%: WR=96.7% | Score=0.079 | N=30 (17B/13S Bal:0.76)
252
-
253
- 🛑 EARLY STOPPING kích hoạt tại Epoch 129!
254
- CE Loss val đã tăng liên tiếp 20 epoch (0.5264 → 0.5286)
255
- Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260522_160413_v6_ASIAN_ETH_Leader/results/training_metrics_v3.json DELETED
@@ -1,86 +0,0 @@
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- "win_rates": [
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workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_025451_v3/config.json DELETED
@@ -1,97 +0,0 @@
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- {
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- "TP_PCT": 0.003,
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- "MAX_HOLD_BARS": 96,
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- {
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- "SYMBOL": "BTCUSDT",
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- "TIMEFRAME": "5min",
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- "WINDOW_SIZE": 96,
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- "FEATURES": [
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- "order_flow_imbalance"
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- "VOL_REGIME": true,
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- "ORDER_FLOW": true,
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- "STEP_SIZE": 1
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- "TRAINING": {
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- "N_HEAD": 8,
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- "NUM_LAYERS": 3,
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- "BATCH_SIZE": 256,
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- "WARMUP_EPOCHS": 15,
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- "FINETUNE_EPOCHS": 80,
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- "LEARNING_RATE": 1.5e-05,
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- "DROPOUT_RATE": 0.25,
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- "LR_SCHEDULER": "cosine_warm",
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- "POOLING": "attention",
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- "TRAIN_START": "2025-04-01",
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- "VAL_END": "2026-04-30"
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- },
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- "MT5_PATHS": {
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- "BINANCE": "LOCAL"
72
- },
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- "DATA_SOURCE": {
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- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
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- "DATASET_SUFFIX": "2026",
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- "TIMEFRAME": "M5",
77
- "BROKERS": {
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- "BINANCE": "LOCAL"
79
- },
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- "ROUTING": {
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- "LTCUSDT": "BINANCE",
82
- "BTCUSDT": "BINANCE"
83
- }
84
- },
85
- "LIVE_BOT": {
86
- "PAPER_TRADE": true,
87
- "TRADE_PLATFORM": "BINANCE",
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- "MAX_ABSOLUTE_MSE": 0.8,
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- "MIN_PROBABILITY_THRESH": 0.59
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- },
91
- "SESSION": "asian",
92
- "SESSION_UTC": {
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- "START": "23:00",
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- "END": "07:00"
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- },
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- "RUN_ID": ""
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_025451_v3/results/config.json DELETED
@@ -1,97 +0,0 @@
1
- {
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- "HF_RUN_ID": "run_20260515_161352_v6_ASIAN_5m_DeepMicro_213",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
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- "EXECUTION_SYMBOL": "LTCUSDm",
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- "TARGET_PREFIX": "LTCUSDT",
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- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
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- "VERSION": "6.0",
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- "HF_CLOUD": {
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- "DATASET_REPO": "dung5k/argo_workspaces",
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- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "⚠️_STRICT_WARNING_⚠️": "TẤT CẢ MODULE MACRO_FEATURES LÀ BẮT BUỘC.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.0025,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
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- "LABEL_MODE": "pct",
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- "PIP_SIZE": 0.01,
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- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
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- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
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- "log_return_close",
31
- "body_pct",
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- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
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- },
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- {
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- "SYMBOL": "BTCUSDT",
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- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
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- }
51
- ],
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- "VOL_REGIME": true,
53
- "ORDER_FLOW": true,
54
- "STEP_SIZE": 1
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- "TRAINING": {
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- "N_HEAD": 8,
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- "NUM_LAYERS": 3,
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- "BATCH_SIZE": 256,
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- "WARMUP_EPOCHS": 15,
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- "FINETUNE_EPOCHS": 80,
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- "LEARNING_RATE": 1.5e-05,
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- "DROPOUT_RATE": 0.25,
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- "LR_SCHEDULER": "cosine_warm",
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- "POOLING": "attention",
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- "TRAIN_START": "2025-04-01",
68
- "VAL_END": "2026-04-30"
69
- },
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- "MT5_PATHS": {
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- },
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- "DATA_SOURCE": {
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- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
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- "DATASET_SUFFIX": "2026",
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- "TIMEFRAME": "M5",
77
- "BROKERS": {
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- },
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- "ROUTING": {
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- "LTCUSDT": "BINANCE",
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- "BTCUSDT": "BINANCE"
83
- }
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- },
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- "LIVE_BOT": {
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- "PAPER_TRADE": true,
87
- "TRADE_PLATFORM": "BINANCE",
88
- "MAX_ABSOLUTE_MSE": 0.8,
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- "MIN_PROBABILITY_THRESH": 0.59
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- },
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- "SESSION": "asian",
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- "SESSION_UTC": {
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- "START": "23:00",
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- "END": "07:00"
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- },
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- "RUN_ID": ""
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_025451_v3/results/train_v3.log DELETED
@@ -1,135 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260523_025451_v3\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.1061/CE:1.0404) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0180/CE:0.6621) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [Epoch 2] Loss(MSE:0.1087/CE:1.0069) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0160/CE:0.6118) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
5
- [Epoch 3] Loss(MSE:0.1038/CE:0.9923) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0143/CE:0.5871) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
6
- [Epoch 4] Loss(MSE:0.1018/CE:0.9839) | LR=1.37e-05 | Val V3 Score [0.000] - Loss(MSE:0.0126/CE:0.6020) | >=53%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=54%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
7
- [Epoch 5] Loss(MSE:0.1018/CE:0.9767) | LR=1.27e-05 | Val V3 Score [0.003] - Loss(MSE:0.0127/CE:0.5795) | >=53%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=54%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=55%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00) | >=56%: WR=100.0% | Score=0.003 | N=1 (1B/0S Bal:0.00)
8
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0027. Lưu model...
9
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
10
- [03:48:02] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
11
- [03:48:04] ✔️ Push run run_20260523_025451_v3 hoàn tất!
12
- [Epoch 6] Loss(MSE:0.1012/CE:0.9718) | LR=1.15e-05 | Val V3 Score [0.003] - Loss(MSE:0.0123/CE:0.5771) | >=53%: WR=83.3% | Score=0.014 | N=6 (3B/3S Bal:1.00) | >=54%: WR=83.3% | Score=0.014 | N=6 (3B/3S Bal:1.00) | >=55%: WR=50.0% | Score=0.003 | N=2 (1B/1S Bal:1.00) | >=56%: WR=50.0% | Score=0.003 | N=2 (1B/1S Bal:1.00)
13
- [Epoch 7] Loss(MSE:0.1015/CE:0.9672) | LR=1.02e-05 | Val V3 Score [0.016] - Loss(MSE:0.0120/CE:0.5818) | >=53%: WR=50.0% | Score=0.019 | N=14 (3B/11S Bal:0.27) | >=54%: WR=70.0% | Score=0.019 | N=10 (3B/7S Bal:0.43) | >=55%: WR=66.7% | Score=0.016 | N=9 (2B/7S Bal:0.29) | >=56%: WR=85.7% | Score=0.016 | N=7 (1B/6S Bal:0.17)
14
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0163. Lưu model...
15
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
16
- [03:58:04] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
17
- [03:58:06] ✔️ Push run run_20260523_025451_v3 hoàn tất!
18
- [Epoch 8] Loss(MSE:0.1011/CE:0.9622) | LR=8.73e-06 | Val V3 Score [0.016] - Loss(MSE:0.0126/CE:0.5653) | >=53%: WR=88.9% | Score=0.022 | N=9 (6B/3S Bal:0.50) | >=54%: WR=87.5% | Score=0.019 | N=8 (5B/3S Bal:0.60) | >=55%: WR=85.7% | Score=0.016 | N=7 (6B/1S Bal:0.17) | >=56%: WR=100.0% | Score=0.016 | N=6 (6B/0S Bal:0.00)
19
- [Epoch 9] Loss(MSE:0.1008/CE:0.9586) | LR=7.27e-06 | Val V3 Score [0.030] - Loss(MSE:0.0120/CE:0.5764) | >=53%: WR=76.2% | Score=0.043 | N=21 (5B/16S Bal:0.31) | >=54%: WR=75.0% | Score=0.033 | N=16 (3B/13S Bal:0.23) | >=55%: WR=75.0% | Score=0.033 | N=16 (3B/13S Bal:0.23) | >=56%: WR=66.7% | Score=0.027 | N=15 (3B/12S Bal:0.25)
20
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0303. Lưu model...
21
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
22
- [04:08:05] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
23
- [04:08:07] ✔️ Push run run_20260523_025451_v3 hoàn tất!
24
- [Epoch 10] Loss(MSE:0.1005/CE:0.9557) | LR=5.84e-06 | Val V3 Score [0.031] - Loss(MSE:0.0117/CE:0.5647) | >=53%: WR=77.8% | Score=0.038 | N=18 (11B/7S Bal:0.64) | >=54%: WR=72.2% | Score=0.035 | N=18 (10B/8S Bal:0.80) | >=55%: WR=75.0% | Score=0.033 | N=16 (9B/7S Bal:0.78) | >=56%: WR=78.6% | Score=0.030 | N=14 (8B/6S Bal:0.75)
25
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0315. Lưu model...
26
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
27
- [04:13:06] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
28
- [04:13:08] ✔️ Push run run_20260523_025451_v3 hoàn tất!
29
- [Epoch 11] Loss(MSE:0.1001/CE:0.9527) | LR=4.50e-06 | Val V3 Score [0.035] - Loss(MSE:0.0115/CE:0.5742) | >=53%: WR=86.4% | Score=0.052 | N=22 (15B/7S Bal:0.47) | >=54%: WR=85.7% | Score=0.049 | N=21 (16B/5S Bal:0.31) | >=55%: WR=77.8% | Score=0.038 | N=18 (13B/5S Bal:0.38) | >=56%: WR=64.7% | Score=0.030 | N=17 (11B/6S Bal:0.55)
30
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0346. Lưu model...
31
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
32
- [04:18:05] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
33
- [04:18:07] ✔️ Push run run_20260523_025451_v3 hoàn tất!
34
- [Epoch 12] Loss(MSE:0.0999/CE:0.9516) | LR=3.32e-06 | Val V3 Score [0.044] - Loss(MSE:0.0113/CE:0.5705) | >=53%: WR=84.0% | Score=0.057 | N=25 (10B/15S Bal:0.67) | >=54%: WR=82.6% | Score=0.052 | N=23 (9B/14S Bal:0.64) | >=55%: WR=77.3% | Score=0.046 | N=22 (9B/13S Bal:0.69) | >=56%: WR=75.0% | Score=0.041 | N=20 (8B/12S Bal:0.67)
35
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0439. Lưu model...
36
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
37
- [04:23:15] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
38
- [04:23:16] ✔️ Push run run_20260523_025451_v3 hoàn tất!
39
- [Epoch 13] Loss(MSE:0.0999/CE:0.9504) | LR=2.34e-06 | Val V3 Score [0.049] - Loss(MSE:0.0111/CE:0.5721) | >=53%: WR=81.5% | Score=0.060 | N=27 (15B/12S Bal:0.80) | >=54%: WR=84.0% | Score=0.057 | N=25 (13B/12S Bal:0.92) | >=55%: WR=83.3% | Score=0.054 | N=24 (13B/11S Bal:0.85) | >=56%: WR=78.9% | Score=0.041 | N=19 (11B/8S Bal:0.73)
40
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0487. Lưu model...
41
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
42
- [04:28:25] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
43
- [04:28:27] ✔️ Push run run_20260523_025451_v3 hoàn tất!
44
- [Epoch 14] Loss(MSE:0.0997/CE:0.9484) | LR=1.61e-06 | Val V3 Score [0.043] - Loss(MSE:0.0112/CE:0.5591) | >=53%: WR=80.0% | Score=0.054 | N=25 (13B/12S Bal:0.92) | >=54%: WR=82.6% | Score=0.052 | N=23 (12B/11S Bal:0.92) | >=55%: WR=81.0% | Score=0.046 | N=21 (12B/9S Bal:0.75) | >=56%: WR=77.8% | Score=0.038 | N=18 (10B/8S Bal:0.80)
45
- [Epoch 15] Loss(MSE:0.0997/CE:0.9480) | LR=1.15e-06 | Val V3 Score [0.051] - Loss(MSE:0.0111/CE:0.5675) | >=53%: WR=81.5% | Score=0.060 | N=27 (16B/11S Bal:0.69) | >=54%: WR=84.6% | Score=0.060 | N=26 (14B/12S Bal:0.86) | >=55%: WR=83.3% | Score=0.054 | N=24 (12B/12S Bal:1.00) | >=56%: WR=77.3% | Score=0.046 | N=22 (13B/9S Bal:0.69)
46
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0510. Lưu model...
47
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
48
- [04:38:29] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
49
- [04:38:31] ✔️ Push run run_20260523_025451_v3 hoàn tất!
50
- [Epoch 16] Loss(MSE:0.1000/CE:0.9485) | LR=1.50e-05 | Val V3 Score [0.062] - Loss(MSE:0.0108/CE:0.5724) | >=53%: WR=82.4% | Score=0.076 | N=34 (18B/16S Bal:0.89) | >=54%: WR=80.6% | Score=0.068 | N=31 (15B/16S Bal:0.94) | >=55%: WR=79.3% | Score=0.062 | N=29 (14B/15S Bal:0.93) | >=56%: WR=79.3% | Score=0.062 | N=29 (16B/13S Bal:0.81)
51
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0625. Lưu model...
52
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
53
- [04:43:30] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
54
- [04:43:32] ✔️ Push run run_20260523_025451_v3 hoàn tất!
55
- [Epoch 17] Loss(MSE:0.1008/CE:0.9432) | LR=1.50e-05 | Val V3 Score [0.075] - Loss(MSE:0.0105/CE:0.5657) | >=53%: WR=80.5% | Score=0.090 | N=41 (18B/23S Bal:0.78) | >=54%: WR=81.1% | Score=0.082 | N=37 (16B/21S Bal:0.76) | >=56%: WR=77.8% | Score=0.076 | N=36 (15B/21S Bal:0.71) | >=57%: WR=81.8% | Score=0.073 | N=33 (15B/18S Bal:0.83)
56
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0750. Lưu model...
57
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
58
- [04:48:38] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
59
- [04:48:41] ✔️ Push run run_20260523_025451_v3 hoàn tất!
60
- [Epoch 18] Loss(MSE:0.1007/CE:0.9373) | LR=1.48e-05 | Val V3 Score [0.078] - Loss(MSE:0.0104/CE:0.5623) | >=53%: WR=80.0% | Score=0.098 | N=45 (20B/25S Bal:0.80) | >=55%: WR=76.3% | Score=0.079 | N=38 (19B/19S Bal:1.00) | >=58%: WR=88.2% | Score=0.082 | N=34 (17B/17S Bal:1.00) | >=60%: WR=90.0% | Score=0.073 | N=30 (17B/13S Bal:0.76)
61
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0781. Lưu model...
62
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
63
- [04:53:45] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
64
- [04:53:46] ✔️ Push run run_20260523_025451_v3 hoàn tất!
65
- [Epoch 19] Loss(MSE:0.1006/CE:0.9317) | LR=1.47e-05 | Val V3 Score [0.088] - Loss(MSE:0.0104/CE:0.5741) | >=53%: WR=75.5% | Score=0.101 | N=49 (20B/29S Bal:0.69) | >=56%: WR=83.0% | Score=0.106 | N=47 (19B/28S Bal:0.68) | >=59%: WR=85.0% | Score=0.092 | N=40 (14B/26S Bal:0.54) | >=62%: WR=96.8% | Score=0.082 | N=31 (12B/19S Bal:0.63)
66
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0879. Lưu model...
67
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
68
- [04:58:46] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
69
- [04:58:47] ✔️ Push run run_20260523_025451_v3 hoàn tất!
70
- [Epoch 20] Loss(MSE:0.1014/CE:0.9227) | LR=1.44e-05 | Val V3 Score [0.089] - Loss(MSE:0.0108/CE:0.5607) | >=53%: WR=76.5% | Score=0.106 | N=51 (19B/32S Bal:0.59) | >=57%: WR=80.4% | Score=0.101 | N=46 (18B/28S Bal:0.64) | >=60%: WR=90.2% | Score=0.101 | N=41 (15B/26S Bal:0.58) | >=64%: WR=90.0% | Score=0.073 | N=30 (13B/17S Bal:0.76)
71
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0892. Lưu model...
72
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
73
- [05:03:45] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
74
- [05:03:47] ✔️ Push run run_20260523_025451_v3 hoàn tất!
75
- [Epoch 21] Loss(MSE:0.1016/CE:0.9147) | LR=1.41e-05 | Val V3 Score [0.087] - Loss(MSE:0.0104/CE:0.5504) | >=53%: WR=77.8% | Score=0.114 | N=54 (24B/30S Bal:0.80) | >=57%: WR=79.2% | Score=0.103 | N=48 (22B/26S Bal:0.85) | >=60%: WR=84.6% | Score=0.090 | N=39 (18B/21S Bal:0.86) | >=64%: WR=93.9% | Score=0.084 | N=33 (16B/17S Bal:0.94)
76
- [Epoch 22] Loss(MSE:0.1024/CE:0.9055) | LR=1.37e-05 | Val V3 Score [0.087] - Loss(MSE:0.0102/CE:0.5382) | >=53%: WR=79.6% | Score=0.117 | N=54 (25B/29S Bal:0.86) | >=56%: WR=87.0% | Score=0.109 | N=46 (22B/24S Bal:0.92) | >=60%: WR=87.2% | Score=0.092 | N=39 (19B/20S Bal:0.95) | >=63%: WR=93.5% | Score=0.079 | N=31 (16B/15S Bal:0.94)
77
- [Epoch 23] Loss(MSE:0.1021/CE:0.8980) | LR=1.32e-05 | Val V3 Score [0.095] - Loss(MSE:0.0105/CE:0.5444) | >=53%: WR=70.2% | Score=0.109 | N=57 (20B/37S Bal:0.54) | >=57%: WR=83.7% | Score=0.111 | N=49 (15B/34S Bal:0.44) | >=62%: WR=90.5% | Score=0.103 | N=42 (13B/29S Bal:0.45) | >=66%: WR=93.9% | Score=0.084 | N=33 (10B/23S Bal:0.43)
78
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0953. Lưu model...
79
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
80
- [05:19:07] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
81
- [05:19:09] ✔️ Push run run_20260523_025451_v3 hoàn tất!
82
- [Epoch 24] Loss(MSE:0.1029/CE:0.8920) | LR=1.27e-05 | Val V3 Score [0.098] - Loss(MSE:0.0098/CE:0.5522) | >=53%: WR=70.5% | Score=0.117 | N=61 (20B/41S Bal:0.49) | >=57%: WR=80.8% | Score=0.114 | N=52 (17B/35S Bal:0.49) | >=62%: WR=92.9% | Score=0.106 | N=42 (13B/29S Bal:0.45) | >=66%: WR=94.1% | Score=0.087 | N=34 (11B/23S Bal:0.48)
83
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0981. Lưu model...
84
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
85
- [05:24:22] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
86
- [05:24:24] ✔️ Push run run_20260523_025451_v3 hoàn tất!
87
- [Epoch 25] Loss(MSE:0.1030/CE:0.8869) | LR=1.21e-05 | Val V3 Score [0.102] - Loss(MSE:0.0099/CE:0.5323) | >=53%: WR=72.6% | Score=0.122 | N=62 (24B/38S Bal:0.63) | >=58%: WR=80.8% | Score=0.114 | N=52 (20B/32S Bal:0.62) | >=62%: WR=95.5% | Score=0.114 | N=44 (15B/29S Bal:0.52) | >=67%: WR=93.9% | Score=0.084 | N=33 (14B/19S Bal:0.74)
88
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1017. Lưu model...
89
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
90
- [05:29:28] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
91
- [05:29:30] ✔️ Push run run_20260523_025451_v3 hoàn tất!
92
- [Epoch 26] Loss(MSE:0.1032/CE:0.8830) | LR=1.15e-05 | Val V3 Score [0.099] - Loss(MSE:0.0096/CE:0.5507) | >=53%: WR=74.2% | Score=0.133 | N=66 (23B/43S Bal:0.53) | >=58%: WR=80.4% | Score=0.122 | N=56 (18B/38S Bal:0.47) | >=63%: WR=89.1% | Score=0.111 | N=46 (12B/34S Bal:0.35) | >=68%: WR=96.8% | Score=0.082 | N=31 (10B/21S Bal:0.48)
93
- [Epoch 27] Loss(MSE:0.1030/CE:0.8799) | LR=1.08e-05 | Val V3 Score [0.099] - Loss(MSE:0.0094/CE:0.5201) | >=53%: WR=79.3% | Score=0.125 | N=58 (19B/39S Bal:0.49) | >=57%: WR=91.8% | Score=0.122 | N=49 (15B/34S Bal:0.44) | >=62%: WR=93.3% | Score=0.114 | N=45 (13B/32S Bal:0.41) | >=66%: WR=93.5% | Score=0.079 | N=31 (9B/22S Bal:0.41)
94
- [Epoch 28] Loss(MSE:0.1027/CE:0.8779) | LR=1.02e-05 | Val V3 Score [0.096] - Loss(MSE:0.0090/CE:0.5283) | >=53%: WR=75.8% | Score=0.128 | N=62 (22B/40S Bal:0.55) | >=58%: WR=82.7% | Score=0.117 | N=52 (20B/32S Bal:0.62) | >=63%: WR=93.0% | Score=0.109 | N=43 (14B/29S Bal:0.48) | >=68%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
95
- [Epoch 29] Loss(MSE:0.1020/CE:0.8749) | LR=9.46e-06 | Val V3 Score [0.106] - Loss(MSE:0.0087/CE:0.5345) | >=53%: WR=68.3% | Score=0.117 | N=63 (21B/42S Bal:0.50) | >=58%: WR=80.0% | Score=0.120 | N=55 (17B/38S Bal:0.45) | >=63%: WR=91.7% | Score=0.120 | N=48 (15B/33S Bal:0.45) | >=68%: WR=97.0% | Score=0.087 | N=33 (11B/22S Bal:0.50)
96
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1060. Lưu model...
97
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
98
- [05:49:50] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
99
- [05:49:52] ✔️ Push run run_20260523_025451_v3 hoàn tất!
100
- [Epoch 30] Loss(MSE:0.1017/CE:0.8723) | LR=8.73e-06 | Val V3 Score [0.102] - Loss(MSE:0.0084/CE:0.5332) | >=53%: WR=68.8% | Score=0.120 | N=64 (20B/44S Bal:0.45) | >=58%: WR=81.4% | Score=0.130 | N=59 (20B/39S Bal:0.51) | >=64%: WR=91.5% | Score=0.117 | N=47 (13B/34S Bal:0.38) | >=69%: WR=96.8% | Score=0.082 | N=31 (9B/22S Bal:0.41)
101
- [Epoch 31] Loss(MSE:0.1015/CE:0.8725) | LR=8.00e-06 | Val V3 Score [0.105] - Loss(MSE:0.0085/CE:0.5278) | >=53%: WR=70.8% | Score=0.125 | N=65 (19B/46S Bal:0.41) | >=58%: WR=79.7% | Score=0.128 | N=59 (19B/40S Bal:0.47) | >=64%: WR=93.8% | Score=0.122 | N=48 (15B/33S Bal:0.45) | >=69%: WR=96.8% | Score=0.082 | N=31 (6B/25S Bal:0.24)
102
- [Epoch 32] Loss(MSE:0.1010/CE:0.8704) | LR=7.27e-06 | Val V3 Score [0.101] - Loss(MSE:0.0082/CE:0.5362) | >=53%: WR=70.3% | Score=0.122 | N=64 (20B/44S Bal:0.45) | >=58%: WR=78.9% | Score=0.122 | N=57 (17B/40S Bal:0.42) | >=63%: WR=93.5% | Score=0.117 | N=46 (11B/35S Bal:0.31) | >=68%: WR=96.7% | Score=0.079 | N=30 (11B/19S Bal:0.58)
103
- [Epoch 33] Loss(MSE:0.1003/CE:0.8698) | LR=6.54e-06 | Val V3 Score [0.103] - Loss(MSE:0.0082/CE:0.5332) | >=53%: WR=72.3% | Score=0.128 | N=65 (20B/45S Bal:0.44) | >=58%: WR=76.3% | Score=0.122 | N=59 (18B/41S Bal:0.44) | >=64%: WR=95.7% | Score=0.122 | N=47 (15B/32S Bal:0.47) | >=69%: WR=93.3% | Score=0.076 | N=30 (12B/18S Bal:0.67)
104
- [Epoch 34] Loss(MSE:0.0999/CE:0.8680) | LR=5.84e-06 | Val V3 Score [0.100] - Loss(MSE:0.0081/CE:0.5245) | >=53%: WR=73.0% | Score=0.125 | N=63 (23B/40S Bal:0.57) | >=58%: WR=86.5% | Score=0.122 | N=52 (19B/33S Bal:0.58) | >=64%: WR=93.6% | Score=0.120 | N=47 (17B/30S Bal:0.57) | >=69%: WR=90.0% | Score=0.073 | N=30 (14B/16S Bal:0.88)
105
- [Epoch 35] Loss(MSE:0.0992/CE:0.8666) | LR=5.15e-06 | Val V3 Score [0.106] - Loss(MSE:0.0080/CE:0.5307) | >=53%: WR=71.9% | Score=0.125 | N=64 (19B/45S Bal:0.42) | >=58%: WR=79.3% | Score=0.125 | N=58 (18B/40S Bal:0.45) | >=63%: WR=97.9% | Score=0.125 | N=47 (15B/32S Bal:0.47) | >=68%: WR=96.7% | Score=0.079 | N=30 (11B/19S Bal:0.58)
106
- [Epoch 36] Loss(MSE:0.0989/CE:0.8661) | LR=4.50e-06 | Val V3 Score [0.109] - Loss(MSE:0.0079/CE:0.5306) | >=53%: WR=72.7% | Score=0.130 | N=66 (22B/44S Bal:0.50) | >=58%: WR=79.3% | Score=0.125 | N=58 (18B/40S Bal:0.45) | >=64%: WR=93.9% | Score=0.125 | N=49 (17B/32S Bal:0.53) | >=69%: WR=97.0% | Score=0.087 | N=33 (10B/23S Bal:0.43)
107
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1091. Lưu model...
108
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
109
- [06:25:16] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
110
- [06:25:18] ✔️ Push run run_20260523_025451_v3 hoàn tất!
111
- [Epoch 37] Loss(MSE:0.0984/CE:0.8651) | LR=3.89e-06 | Val V3 Score [0.106] - Loss(MSE:0.0077/CE:0.5367) | >=53%: WR=67.1% | Score=0.128 | N=70 (20B/50S Bal:0.40) | >=59%: WR=74.2% | Score=0.125 | N=62 (20B/42S Bal:0.48) | >=65%: WR=92.0% | Score=0.125 | N=50 (17B/33S Bal:0.52) | >=71%: WR=96.7% | Score=0.079 | N=30 (12B/18S Bal:0.67)
112
- [Epoch 38] Loss(MSE:0.0980/CE:0.8641) | LR=3.32e-06 | Val V3 Score [0.104] - Loss(MSE:0.0076/CE:0.5293) | >=53%: WR=66.7% | Score=0.120 | N=66 (21B/45S Bal:0.47) | >=59%: WR=78.0% | Score=0.125 | N=59 (19B/40S Bal:0.47) | >=64%: WR=95.7% | Score=0.122 | N=47 (17B/30S Bal:0.57) | >=70%: WR=96.7% | Score=0.079 | N=30 (13B/17S Bal:0.76)
113
- [Epoch 39] Loss(MSE:0.0973/CE:0.8650) | LR=2.80e-06 | Val V3 Score [0.107] - Loss(MSE:0.0075/CE:0.5320) | >=53%: WR=66.7% | Score=0.120 | N=66 (21B/45S Bal:0.47) | >=59%: WR=78.0% | Score=0.125 | N=59 (19B/40S Bal:0.47) | >=64%: WR=93.9% | Score=0.125 | N=49 (17B/32S Bal:0.53) | >=70%: WR=96.8% | Score=0.082 | N=31 (13B/18S Bal:0.72)
114
- [Epoch 40] Loss(MSE:0.0973/CE:0.8631) | LR=2.34e-06 | Val V3 Score [0.104] - Loss(MSE:0.0075/CE:0.5266) | >=53%: WR=66.7% | Score=0.120 | N=66 (21B/45S Bal:0.47) | >=59%: WR=79.3% | Score=0.125 | N=58 (19B/39S Bal:0.49) | >=64%: WR=93.8% | Score=0.122 | N=48 (17B/31S Bal:0.55) | >=70%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
115
- [Epoch 41] Loss(MSE:0.0970/CE:0.8620) | LR=1.94e-06 | Val V3 Score [0.108] - Loss(MSE:0.0075/CE:0.5299) | >=53%: WR=66.7% | Score=0.120 | N=66 (21B/45S Bal:0.47) | >=59%: WR=76.7% | Score=0.125 | N=60 (20B/40S Bal:0.50) | >=64%: WR=92.0% | Score=0.125 | N=50 (19B/31S Bal:0.61) | >=70%: WR=93.9% | Score=0.084 | N=33 (16B/17S Bal:0.94)
116
- [Epoch 42] Loss(MSE:0.0966/CE:0.8628) | LR=1.61e-06 | Val V3 Score [0.108] - Loss(MSE:0.0075/CE:0.5341) | >=53%: WR=70.4% | Score=0.136 | N=71 (19B/52S Bal:0.37) | >=59%: WR=75.8% | Score=0.128 | N=62 (19B/43S Bal:0.44) | >=64%: WR=90.2% | Score=0.125 | N=51 (16B/35S Bal:0.46) | >=70%: WR=96.9% | Score=0.084 | N=32 (12B/20S Bal:0.60)
117
- [Epoch 43] Loss(MSE:0.0964/CE:0.8628) | LR=1.34e-06 | Val V3 Score [0.107] - Loss(MSE:0.0074/CE:0.5323) | >=53%: WR=69.1% | Score=0.128 | N=68 (23B/45S Bal:0.51) | >=59%: WR=75.0% | Score=0.122 | N=60 (20B/40S Bal:0.50) | >=64%: WR=88.5% | Score=0.125 | N=52 (18B/34S Bal:0.53) | >=70%: WR=93.8% | Score=0.082 | N=32 (15B/17S Bal:0.88)
118
- [Epoch 44] Loss(MSE:0.0963/CE:0.8627) | LR=1.15e-06 | Val V3 Score [0.107] - Loss(MSE:0.0074/CE:0.5314) | >=53%: WR=70.1% | Score=0.128 | N=67 (24B/43S Bal:0.56) | >=59%: WR=75.0% | Score=0.122 | N=60 (20B/40S Bal:0.50) | >=64%: WR=90.2% | Score=0.125 | N=51 (19B/32S Bal:0.59) | >=70%: WR=93.8% | Score=0.082 | N=32 (15B/17S Bal:0.88)
119
- [Epoch 45] Loss(MSE:0.0960/CE:0.8626) | LR=1.04e-06 | Val V3 Score [0.107] - Loss(MSE:0.0074/CE:0.5257) | >=53%: WR=71.2% | Score=0.128 | N=66 (21B/45S Bal:0.47) | >=59%: WR=78.0% | Score=0.125 | N=59 (19B/40S Bal:0.47) | >=64%: WR=93.9% | Score=0.125 | N=49 (17B/32S Bal:0.53) | >=70%: WR=96.8% | Score=0.082 | N=31 (13B/18S Bal:0.72)
120
- [Epoch 46] Loss(MSE:0.0955/CE:0.8654) | LR=1.50e-05 | Val V3 Score [0.109] - Loss(MSE:0.0073/CE:0.5260) | >=53%: WR=65.6% | Score=0.114 | N=64 (21B/43S Bal:0.49) | >=59%: WR=76.8% | Score=0.117 | N=56 (16B/40S Bal:0.40) | >=64%: WR=93.8% | Score=0.122 | N=48 (17B/31S Bal:0.55) | >=70%: WR=94.3% | Score=0.090 | N=35 (13B/22S Bal:0.59)
121
- [Epoch 47] Loss(MSE:0.0935/CE:0.8634) | LR=1.50e-05 | Val V3 Score [0.107] - Loss(MSE:0.0070/CE:0.5321) | >=53%: WR=70.3% | Score=0.122 | N=64 (18B/46S Bal:0.39) | >=58%: WR=78.0% | Score=0.125 | N=59 (17B/42S Bal:0.40) | >=64%: WR=93.9% | Score=0.125 | N=49 (13B/36S Bal:0.36) | >=69%: WR=96.8% | Score=0.082 | N=31 (10B/21S Bal:0.48)
122
- [Epoch 48] Loss(MSE:0.0919/CE:0.8639) | LR=1.50e-05 | Val V3 Score [0.104] - Loss(MSE:0.0069/CE:0.5183) | >=53%: WR=73.8% | Score=0.122 | N=61 (19B/42S Bal:0.45) | >=59%: WR=87.0% | Score=0.128 | N=54 (19B/35S Bal:0.54) | >=64%: WR=97.8% | Score=0.122 | N=46 (17B/29S Bal:0.59) | >=70%: WR=93.5% | Score=0.079 | N=31 (16B/15S Bal:0.94)
123
- [Epoch 49] Loss(MSE:0.0902/CE:0.8630) | LR=1.49e-05 | Val V3 Score [0.101] - Loss(MSE:0.0067/CE:0.5246) | >=53%: WR=72.7% | Score=0.130 | N=66 (25B/41S Bal:0.61) | >=59%: WR=79.3% | Score=0.125 | N=58 (22B/36S Bal:0.61) | >=66%: WR=93.6% | Score=0.120 | N=47 (20B/27S Bal:0.74) | >=72%: WR=93.3% | Score=0.076 | N=30 (19B/11S Bal:0.58)
124
- [Epoch 50] Loss(MSE:0.0884/CE:0.8612) | LR=1.48e-05 | Val V3 Score [0.111] - Loss(MSE:0.0063/CE:0.5308) | >=53%: WR=68.1% | Score=0.128 | N=69 (24B/45S Bal:0.53) | >=59%: WR=76.2% | Score=0.130 | N=63 (23B/40S Bal:0.57) | >=66%: WR=92.3% | Score=0.130 | N=52 (20B/32S Bal:0.62) | >=72%: WR=93.9% | Score=0.084 | N=33 (20B/13S Bal:0.65)
125
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1112. Lưu model...
126
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
127
- [07:39:21] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
128
- [07:39:22] ✔️ Push run run_20260523_025451_v3 hoàn tất!
129
- [Epoch 51] Loss(MSE:0.0863/CE:0.8612) | LR=1.48e-05 | Val V3 Score [0.110] - Loss(MSE:0.0060/CE:0.5501) | >=53%: WR=66.2% | Score=0.144 | N=80 (29B/51S Bal:0.57) | >=60%: WR=70.1% | Score=0.128 | N=67 (22B/45S Bal:0.49) | >=66%: WR=87.3% | Score=0.130 | N=55 (21B/34S Bal:0.62) | >=73%: WR=96.8% | Score=0.082 | N=31 (14B/17S Bal:0.82)
130
- [Epoch 52] Loss(MSE:0.0851/CE:0.8607) | LR=1.47e-05 | Val V3 Score [0.110] - Loss(MSE:0.0062/CE:0.5183) | >=53%: WR=72.1% | Score=0.133 | N=68 (22B/46S Bal:0.48) | >=59%: WR=80.0% | Score=0.130 | N=60 (20B/40S Bal:0.50) | >=65%: WR=93.9% | Score=0.125 | N=49 (17B/32S Bal:0.53) | >=71%: WR=97.1% | Score=0.090 | N=34 (13B/21S Bal:0.62)
131
- [Epoch 53] Loss(MSE:0.0832/CE:0.8595) | LR=1.45e-05 | Val V3 Score [0.107] - Loss(MSE:0.0062/CE:0.5136) | >=53%: WR=73.8% | Score=0.130 | N=65 (22B/43S Bal:0.51) | >=59%: WR=79.7% | Score=0.128 | N=59 (18B/41S Bal:0.44) | >=66%: WR=97.9% | Score=0.125 | N=47 (17B/30S Bal:0.57) | >=72%: WR=93.8% | Score=0.082 | N=32 (15B/17S Bal:0.88)
132
- [Epoch 54] Loss(MSE:0.0816/CE:0.8586) | LR=1.44e-05 | Val V3 Score [0.113] - Loss(MSE:0.0055/CE:0.5503) | >=53%: WR=66.7% | Score=0.147 | N=81 (29B/52S Bal:0.56) | >=60%: WR=76.1% | Score=0.139 | N=67 (25B/42S Bal:0.60) | >=67%: WR=84.5% | Score=0.133 | N=58 (21B/37S Bal:0.57) | >=74%: WR=93.9% | Score=0.084 | N=33 (18B/15S Bal:0.83)
133
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1128. Lưu model...
134
- ☁️ Đang PUSH run run_20260523_025451_v3 lên HF (Background)...
135
- [08:00:51] PUSH RUN: run_20260523_025451_v3 -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_093158_v3/results/train_v3.log DELETED
@@ -1,128 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: d:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260523_093158_v3\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.0912/CE:1.0331) | LR=1.80e-05 | Val V3 Score [0.000] - Loss(MSE:0.0211/CE:0.6226) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [Epoch 2] Loss(MSE:0.0906/CE:0.9908) | LR=1.78e-05 | Val V3 Score [0.003] - Loss(MSE:0.0203/CE:0.5762) | >=53%: WR=83.3% | Score=0.014 | N=6 (0B/6S Bal:0.00) | >=54%: WR=80.0% | Score=0.011 | N=5 (0B/5S Bal:0.00) | >=55%: WR=50.0% | Score=0.003 | N=2 (0B/2S Bal:0.00) | >=56%: WR=100.0% | Score=0.003 | N=1 (0B/1S Bal:0.00)
5
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0027. Lưu model...
6
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
7
- [09:42:56] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
8
- [09:42:57] ✔️ Push run run_20260523_093158_v3 hoàn tất!
9
- [Epoch 3] Loss(MSE:0.0911/CE:0.9686) | LR=1.73e-05 | Val V3 Score [0.033] - Loss(MSE:0.0167/CE:0.5577) | >=53%: WR=88.2% | Score=0.041 | N=17 (0B/17S Bal:0.00) | >=54%: WR=88.2% | Score=0.041 | N=17 (0B/17S Bal:0.00) | >=55%: WR=92.9% | Score=0.035 | N=14 (0B/14S Bal:0.00) | >=56%: WR=84.6% | Score=0.030 | N=13 (0B/13S Bal:0.00)
10
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0331. Lưu model...
11
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
12
- [09:44:23] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
13
- [09:44:24] ✔️ Push run run_20260523_093158_v3 hoàn tất!
14
- [Epoch 4] Loss(MSE:0.0938/CE:0.9371) | LR=1.64e-05 | Val V3 Score [0.083] - Loss(MSE:0.0160/CE:0.5784) | >=53%: WR=72.9% | Score=0.095 | N=48 (9B/39S Bal:0.23) | >=56%: WR=78.3% | Score=0.098 | N=46 (8B/38S Bal:0.21) | >=58%: WR=83.8% | Score=0.084 | N=37 (5B/32S Bal:0.16) | >=61%: WR=93.8% | Score=0.082 | N=32 (5B/27S Bal:0.19)
15
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0831. Lưu model...
16
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
17
- [09:45:47] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
18
- [09:45:49] ✔️ Push run run_20260523_093158_v3 hoàn tất!
19
- [Epoch 5] Loss(MSE:0.0988/CE:0.9101) | LR=1.52e-05 | Val V3 Score [0.088] - Loss(MSE:0.0162/CE:0.5545) | >=53%: WR=72.0% | Score=0.098 | N=50 (12B/38S Bal:0.32) | >=56%: WR=82.2% | Score=0.101 | N=45 (12B/33S Bal:0.36) | >=59%: WR=87.8% | Score=0.098 | N=41 (12B/29S Bal:0.41) | >=62%: WR=87.1% | Score=0.073 | N=31 (10B/21S Bal:0.48)
20
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0876. Lưu model...
21
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
22
- [09:47:12] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
23
- [09:47:14] ✔️ Push run run_20260523_093158_v3 hoàn tất!
24
- [Epoch 6] Loss(MSE:0.1021/CE:0.8968) | LR=1.38e-05 | Val V3 Score [0.096] - Loss(MSE:0.0151/CE:0.5528) | >=53%: WR=60.9% | Score=0.106 | N=64 (15B/49S Bal:0.31) | >=57%: WR=80.4% | Score=0.111 | N=51 (13B/38S Bal:0.34) | >=61%: WR=90.9% | Score=0.109 | N=44 (16B/28S Bal:0.57) | >=65%: WR=93.5% | Score=0.079 | N=31 (11B/20S Bal:0.55)
25
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0962. Lưu model...
26
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
27
- [09:48:41] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
28
- [09:48:43] ✔️ Push run run_20260523_093158_v3 hoàn tất!
29
- [Epoch 7] Loss(MSE:0.1027/CE:0.8892) | LR=1.21e-05 | Val V3 Score [0.092] - Loss(MSE:0.0142/CE:0.5575) | >=53%: WR=71.0% | Score=0.133 | N=69 (25B/44S Bal:0.57) | >=58%: WR=75.9% | Score=0.120 | N=58 (18B/40S Bal:0.45) | >=62%: WR=88.6% | Score=0.106 | N=44 (16B/28S Bal:0.57) | >=67%: WR=90.0% | Score=0.073 | N=30 (13B/17S Bal:0.76)
30
- [Epoch 8] Loss(MSE:0.1030/CE:0.8828) | LR=1.04e-05 | Val V3 Score [0.083] - Loss(MSE:0.0129/CE:0.5356) | >=53%: WR=71.4% | Score=0.122 | N=63 (24B/39S Bal:0.62) | >=58%: WR=84.0% | Score=0.114 | N=50 (20B/30S Bal:0.67) | >=62%: WR=87.2% | Score=0.092 | N=39 (18B/21S Bal:0.86) | >=67%: WR=86.7% | Score=0.071 | N=30 (15B/15S Bal:1.00)
31
- [Epoch 9] Loss(MSE:0.1014/CE:0.8808) | LR=8.61e-06 | Val V3 Score [0.097] - Loss(MSE:0.0118/CE:0.5558) | >=53%: WR=65.3% | Score=0.133 | N=75 (32B/43S Bal:0.74) | >=58%: WR=71.0% | Score=0.120 | N=62 (20B/42S Bal:0.48) | >=63%: WR=83.3% | Score=0.109 | N=48 (19B/29S Bal:0.66) | >=68%: WR=90.9% | Score=0.082 | N=33 (16B/17S Bal:0.94)
32
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0974. Lưu model...
33
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
34
- [09:53:07] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
35
- [09:53:09] ✔️ Push run run_20260523_093158_v3 hoàn tất!
36
- [Epoch 10] Loss(MSE:0.1005/CE:0.8782) | LR=6.87e-06 | Val V3 Score [0.096] - Loss(MSE:0.0115/CE:0.5387) | >=53%: WR=70.4% | Score=0.136 | N=71 (32B/39S Bal:0.82) | >=58%: WR=78.9% | Score=0.122 | N=57 (22B/35S Bal:0.63) | >=62%: WR=81.2% | Score=0.106 | N=48 (21B/27S Bal:0.78) | >=67%: WR=90.9% | Score=0.082 | N=33 (16B/17S Bal:0.94)
37
- [Epoch 11] Loss(MSE:0.0998/CE:0.8766) | LR=5.25e-06 | Val V3 Score [0.094] - Loss(MSE:0.0108/CE:0.5404) | >=53%: WR=70.0% | Score=0.133 | N=70 (31B/39S Bal:0.79) | >=58%: WR=81.4% | Score=0.130 | N=59 (24B/35S Bal:0.69) | >=63%: WR=87.0% | Score=0.109 | N=46 (19B/27S Bal:0.70) | >=68%: WR=87.1% | Score=0.073 | N=31 (16B/15S Bal:0.94)
38
- [Epoch 12] Loss(MSE:0.0990/CE:0.8750) | LR=3.81e-06 | Val V3 Score [0.097] - Loss(MSE:0.0104/CE:0.5403) | >=53%: WR=69.4% | Score=0.136 | N=72 (31B/41S Bal:0.76) | >=58%: WR=76.7% | Score=0.125 | N=60 (21B/39S Bal:0.54) | >=63%: WR=83.0% | Score=0.106 | N=47 (20B/27S Bal:0.74) | >=68%: WR=91.2% | Score=0.084 | N=34 (16B/18S Bal:0.89)
39
- [Epoch 13] Loss(MSE:0.0985/CE:0.8744) | LR=2.62e-06 | Val V3 Score [0.097] - Loss(MSE:0.0102/CE:0.5451) | >=53%: WR=67.6% | Score=0.136 | N=74 (37B/37S Bal:1.00) | >=58%: WR=81.0% | Score=0.139 | N=63 (25B/38S Bal:0.66) | >=64%: WR=82.0% | Score=0.111 | N=50 (23B/27S Bal:0.85) | >=69%: WR=90.3% | Score=0.076 | N=31 (17B/14S Bal:0.82)
40
- [Epoch 14] Loss(MSE:0.0981/CE:0.8739) | LR=1.73e-06 | Val V3 Score [0.097] - Loss(MSE:0.0101/CE:0.5503) | >=53%: WR=66.7% | Score=0.136 | N=75 (36B/39S Bal:0.92) | >=58%: WR=77.3% | Score=0.139 | N=66 (30B/36S Bal:0.83) | >=64%: WR=82.4% | Score=0.114 | N=51 (24B/27S Bal:0.89) | >=69%: WR=84.4% | Score=0.073 | N=32 (18B/14S Bal:0.78)
41
- [Epoch 15] Loss(MSE:0.0980/CE:0.8731) | LR=1.19e-06 | Val V3 Score [0.094] - Loss(MSE:0.0100/CE:0.5457) | >=53%: WR=68.9% | Score=0.139 | N=74 (34B/40S Bal:0.85) | >=58%: WR=79.4% | Score=0.136 | N=63 (25B/38S Bal:0.66) | >=64%: WR=80.0% | Score=0.109 | N=50 (23B/27S Bal:0.85) | >=69%: WR=87.1% | Score=0.073 | N=31 (16B/15S Bal:0.94)
42
- [Epoch 16] Loss(MSE:0.0980/CE:0.8757) | LR=1.80e-05 | Val V3 Score [0.089] - Loss(MSE:0.0092/CE:0.5424) | >=53%: WR=72.9% | Score=0.139 | N=70 (34B/36S Bal:0.94) | >=58%: WR=82.0% | Score=0.136 | N=61 (30B/31S Bal:0.97) | >=64%: WR=78.7% | Score=0.101 | N=47 (24B/23S Bal:0.96) | >=69%: WR=90.0% | Score=0.073 | N=30 (18B/12S Bal:0.67)
43
- [Epoch 17] Loss(MSE:0.0965/CE:0.8731) | LR=1.80e-05 | Val V3 Score [0.098] - Loss(MSE:0.0087/CE:0.5424) | >=53%: WR=66.7% | Score=0.136 | N=75 (37B/38S Bal:0.97) | >=59%: WR=82.8% | Score=0.144 | N=64 (33B/31S Bal:0.94) | >=65%: WR=84.3% | Score=0.117 | N=51 (25B/26S Bal:0.96) | >=71%: WR=86.7% | Score=0.071 | N=30 (18B/12S Bal:0.67)
44
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.0976. Lưu model...
45
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
46
- [10:04:51] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
47
- [10:04:54] ✔️ Push run run_20260523_093158_v3 hoàn tất!
48
- [Epoch 18] Loss(MSE:0.0953/CE:0.8702) | LR=1.78e-05 | Val V3 Score [0.101] - Loss(MSE:0.0080/CE:0.5503) | >=53%: WR=66.7% | Score=0.141 | N=78 (31B/47S Bal:0.66) | >=59%: WR=77.4% | Score=0.130 | N=62 (21B/41S Bal:0.51) | >=64%: WR=84.6% | Score=0.120 | N=52 (22B/30S Bal:0.73) | >=70%: WR=90.3% | Score=0.076 | N=31 (15B/16S Bal:0.94)
49
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1014. Lưu model...
50
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
51
- [10:06:20] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
52
- [10:06:21] ✔️ Push run run_20260523_093158_v3 hoàn tất!
53
- [Epoch 19] Loss(MSE:0.0945/CE:0.8689) | LR=1.76e-05 | Val V3 Score [0.094] - Loss(MSE:0.0078/CE:0.5351) | >=53%: WR=70.4% | Score=0.136 | N=71 (34B/37S Bal:0.92) | >=59%: WR=83.1% | Score=0.133 | N=59 (30B/29S Bal:0.97) | >=64%: WR=77.6% | Score=0.103 | N=49 (23B/26S Bal:0.88) | >=70%: WR=85.7% | Score=0.082 | N=35 (21B/14S Bal:0.67)
54
- [Epoch 20] Loss(MSE:0.0938/CE:0.8674) | LR=1.73e-05 | Val V3 Score [0.100] - Loss(MSE:0.0075/CE:0.5435) | >=53%: WR=70.3% | Score=0.141 | N=74 (37B/37S Bal:1.00) | >=59%: WR=84.6% | Score=0.149 | N=65 (33B/32S Bal:0.97) | >=64%: WR=82.7% | Score=0.117 | N=52 (29B/23S Bal:0.79) | >=70%: WR=84.8% | Score=0.076 | N=33 (19B/14S Bal:0.74)
55
- [Epoch 21] Loss(MSE:0.0924/CE:0.8644) | LR=1.69e-05 | Val V3 Score [0.112] - Loss(MSE:0.0071/CE:0.5348) | >=53%: WR=67.9% | Score=0.144 | N=78 (35B/43S Bal:0.81) | >=59%: WR=80.9% | Score=0.149 | N=68 (30B/38S Bal:0.79) | >=65%: WR=87.3% | Score=0.130 | N=55 (22B/33S Bal:0.67) | >=71%: WR=88.9% | Score=0.087 | N=36 (17B/19S Bal:0.89)
56
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1123. Lưu model...
57
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
58
- [10:11:02] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
59
- [10:11:03] ❌ Lỗi nghiêm trọng lúc PUSH RUN: Cannot send a request, as the client has been closed.
60
- [Epoch 22] Loss(MSE:0.0919/CE:0.8641) | LR=1.64e-05 | Val V3 Score [0.103] - Loss(MSE:0.0069/CE:0.5409) | >=53%: WR=66.7% | Score=0.141 | N=78 (37B/41S Bal:0.90) | >=60%: WR=82.6% | Score=0.155 | N=69 (33B/36S Bal:0.92) | >=66%: WR=85.2% | Score=0.125 | N=54 (26B/28S Bal:0.93) | >=73%: WR=90.0% | Score=0.073 | N=30 (18B/12S Bal:0.67)
61
- [Epoch 23] Loss(MSE:0.0908/CE:0.8627) | LR=1.58e-05 | Val V3 Score [0.109] - Loss(MSE:0.0067/CE:0.5398) | >=53%: WR=67.9% | Score=0.149 | N=81 (34B/47S Bal:0.72) | >=60%: WR=81.8% | Score=0.147 | N=66 (28B/38S Bal:0.74) | >=66%: WR=85.7% | Score=0.130 | N=56 (22B/34S Bal:0.65) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
62
- [Epoch 24] Loss(MSE:0.0904/CE:0.8616) | LR=1.52e-05 | Val V3 Score [0.102] - Loss(MSE:0.0063/CE:0.5329) | >=53%: WR=77.0% | Score=0.155 | N=74 (35B/39S Bal:0.90) | >=59%: WR=82.1% | Score=0.149 | N=67 (30B/37S Bal:0.81) | >=66%: WR=86.0% | Score=0.117 | N=50 (21B/29S Bal:0.72) | >=72%: WR=88.2% | Score=0.082 | N=34 (16B/18S Bal:0.89)
63
- [Epoch 25] Loss(MSE:0.0896/CE:0.8595) | LR=1.45e-05 | Val V3 Score [0.104] - Loss(MSE:0.0063/CE:0.5308) | >=53%: WR=80.6% | Score=0.158 | N=72 (31B/41S Bal:0.76) | >=59%: WR=83.1% | Score=0.147 | N=65 (30B/35S Bal:0.86) | >=66%: WR=84.6% | Score=0.120 | N=52 (23B/29S Bal:0.79) | >=72%: WR=90.9% | Score=0.082 | N=33 (15B/18S Bal:0.83)
64
- [Epoch 26] Loss(MSE:0.0891/CE:0.8591) | LR=1.38e-05 | Val V3 Score [0.115] - Loss(MSE:0.0062/CE:0.5421) | >=53%: WR=66.2% | Score=0.144 | N=80 (26B/54S Bal:0.48) | >=60%: WR=70.0% | Score=0.133 | N=70 (18B/52S Bal:0.35) | >=66%: WR=87.9% | Score=0.139 | N=58 (18B/40S Bal:0.45) | >=73%: WR=90.9% | Score=0.082 | N=33 (9B/24S Bal:0.38)
65
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1148. Lưu model...
66
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
67
- [10:19:31] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
68
- [10:19:33] ✔️ Push run run_20260523_093158_v3 hoàn tất!
69
- [Epoch 27] Loss(MSE:0.0881/CE:0.8583) | LR=1.30e-05 | Val V3 Score [0.118] - Loss(MSE:0.0059/CE:0.5391) | >=53%: WR=73.8% | Score=0.160 | N=80 (35B/45S Bal:0.78) | >=59%: WR=77.5% | Score=0.149 | N=71 (28B/43S Bal:0.65) | >=66%: WR=87.9% | Score=0.139 | N=58 (22B/36S Bal:0.61) | >=72%: WR=91.7% | Score=0.090 | N=36 (18B/18S Bal:1.00)
70
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1182. Lưu model...
71
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
72
- [10:21:02] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
73
- [10:21:03] ✔️ Push run run_20260523_093158_v3 hoàn tất!
74
- [Epoch 28] Loss(MSE:0.0870/CE:0.8575) | LR=1.21e-05 | Val V3 Score [0.114] - Loss(MSE:0.0059/CE:0.5368) | >=53%: WR=70.0% | Score=0.152 | N=80 (39B/41S Bal:0.95) | >=60%: WR=82.9% | Score=0.158 | N=70 (34B/36S Bal:0.94) | >=66%: WR=81.7% | Score=0.133 | N=60 (26B/34S Bal:0.76) | >=73%: WR=94.1% | Score=0.087 | N=34 (18B/16S Bal:0.89)
75
- [Epoch 29] Loss(MSE:0.0862/CE:0.8568) | LR=1.13e-05 | Val V3 Score [0.101] - Loss(MSE:0.0061/CE:0.5221) | >=53%: WR=79.5% | Score=0.158 | N=73 (32B/41S Bal:0.78) | >=60%: WR=81.2% | Score=0.141 | N=64 (31B/33S Bal:0.94) | >=67%: WR=86.3% | Score=0.120 | N=51 (23B/28S Bal:0.82) | >=74%: WR=93.3% | Score=0.076 | N=30 (13B/17S Bal:0.76)
76
- [Epoch 30] Loss(MSE:0.0863/CE:0.8547) | LR=1.04e-05 | Val V3 Score [0.121] - Loss(MSE:0.0057/CE:0.5385) | >=53%: WR=68.3% | Score=0.152 | N=82 (33B/49S Bal:0.67) | >=60%: WR=78.9% | Score=0.152 | N=71 (29B/42S Bal:0.69) | >=67%: WR=88.5% | Score=0.147 | N=61 (23B/38S Bal:0.61) | >=74%: WR=93.9% | Score=0.084 | N=33 (14B/19S Bal:0.74)
77
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1207. Lưu model...
78
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
79
- [10:25:51] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
80
- [10:25:53] ✔️ Push run run_20260523_093158_v3 hoàn tất!
81
- [Epoch 31] Loss(MSE:0.0853/CE:0.8545) | LR=9.50e-06 | Val V3 Score [0.115] - Loss(MSE:0.0055/CE:0.5391) | >=53%: WR=70.9% | Score=0.152 | N=79 (34B/45S Bal:0.76) | >=60%: WR=78.9% | Score=0.152 | N=71 (28B/43S Bal:0.65) | >=66%: WR=86.7% | Score=0.141 | N=60 (22B/38S Bal:0.58) | >=73%: WR=93.5% | Score=0.079 | N=31 (12B/19S Bal:0.63)
82
- [Epoch 32] Loss(MSE:0.0846/CE:0.8534) | LR=8.61e-06 | Val V3 Score [0.128] - Loss(MSE:0.0055/CE:0.5378) | >=53%: WR=65.9% | Score=0.152 | N=85 (32B/53S Bal:0.60) | >=60%: WR=78.9% | Score=0.152 | N=71 (29B/42S Bal:0.69) | >=67%: WR=90.2% | Score=0.149 | N=61 (23B/38S Bal:0.61) | >=74%: WR=94.7% | Score=0.098 | N=38 (12B/26S Bal:0.46)
83
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.1279. Lưu model...
84
- ☁️ Đang PUSH run run_20260523_093158_v3 lên HF (Background)...
85
- [10:29:14] PUSH RUN: run_20260523_093158_v3 -> HF (new/changed files only)...
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- [10:29:15] ✔️ Push run run_20260523_093158_v3 hoàn tất!
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- [Epoch 33] Loss(MSE:0.0845/CE:0.8543) | LR=7.73e-06 | Val V3 Score [0.109] - Loss(MSE:0.0055/CE:0.5296) | >=53%: WR=76.3% | Score=0.158 | N=76 (35B/41S Bal:0.85) | >=60%: WR=82.4% | Score=0.152 | N=68 (30B/38S Bal:0.79) | >=66%: WR=84.5% | Score=0.133 | N=58 (23B/35S Bal:0.66) | >=73%: WR=90.3% | Score=0.076 | N=31 (16B/15S Bal:0.94)
88
- [Epoch 34] Loss(MSE:0.0828/CE:0.8533) | LR=6.87e-06 | Val V3 Score [0.117] - Loss(MSE:0.0054/CE:0.5357) | >=53%: WR=71.1% | Score=0.160 | N=83 (33B/50S Bal:0.66) | >=60%: WR=79.2% | Score=0.155 | N=72 (29B/43S Bal:0.67) | >=68%: WR=88.5% | Score=0.147 | N=61 (23B/38S Bal:0.61) | >=75%: WR=93.3% | Score=0.076 | N=30 (12B/18S Bal:0.67)
89
- [Epoch 35] Loss(MSE:0.0827/CE:0.8522) | LR=6.04e-06 | Val V3 Score [0.114] - Loss(MSE:0.0054/CE:0.5272) | >=53%: WR=72.4% | Score=0.149 | N=76 (28B/48S Bal:0.58) | >=60%: WR=79.7% | Score=0.149 | N=69 (27B/42S Bal:0.64) | >=66%: WR=87.9% | Score=0.139 | N=58 (21B/37S Bal:0.57) | >=73%: WR=93.5% | Score=0.079 | N=31 (15B/16S Bal:0.94)
90
- [Epoch 36] Loss(MSE:0.0818/CE:0.8524) | LR=5.25e-06 | Val V3 Score [0.122] - Loss(MSE:0.0052/CE:0.5345) | >=53%: WR=74.4% | Score=0.158 | N=78 (37B/41S Bal:0.90) | >=60%: WR=80.0% | Score=0.152 | N=70 (29B/41S Bal:0.71) | >=66%: WR=90.0% | Score=0.147 | N=60 (25B/35S Bal:0.71) | >=73%: WR=94.1% | Score=0.087 | N=34 (17B/17S Bal:1.00)
91
- [Epoch 37] Loss(MSE:0.0814/CE:0.8526) | LR=4.50e-06 | Val V3 Score [0.116] - Loss(MSE:0.0053/CE:0.5248) | >=53%: WR=77.3% | Score=0.158 | N=75 (33B/42S Bal:0.79) | >=60%: WR=84.8% | Score=0.152 | N=66 (28B/38S Bal:0.74) | >=66%: WR=86.4% | Score=0.139 | N=59 (22B/37S Bal:0.59) | >=73%: WR=93.9% | Score=0.084 | N=33 (14B/19S Bal:0.74)
92
- [Epoch 38] Loss(MSE:0.0812/CE:0.8513) | LR=3.81e-06 | Val V3 Score [0.118] - Loss(MSE:0.0052/CE:0.5267) | >=53%: WR=76.9% | Score=0.163 | N=78 (36B/42S Bal:0.86) | >=60%: WR=79.7% | Score=0.149 | N=69 (28B/41S Bal:0.68) | >=66%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=73%: WR=94.3% | Score=0.090 | N=35 (16B/19S Bal:0.84)
93
- [Epoch 39] Loss(MSE:0.0805/CE:0.8525) | LR=3.18e-06 | Val V3 Score [0.119] - Loss(MSE:0.0052/CE:0.5272) | >=53%: WR=76.6% | Score=0.160 | N=77 (36B/41S Bal:0.88) | >=60%: WR=79.7% | Score=0.149 | N=69 (28B/41S Bal:0.68) | >=66%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=73%: WR=94.4% | Score=0.092 | N=36 (18B/18S Bal:1.00)
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- [Epoch 40] Loss(MSE:0.0802/CE:0.8515) | LR=2.62e-06 | Val V3 Score [0.113] - Loss(MSE:0.0051/CE:0.5300) | >=53%: WR=75.6% | Score=0.160 | N=78 (35B/43S Bal:0.81) | >=60%: WR=82.4% | Score=0.152 | N=68 (27B/41S Bal:0.66) | >=66%: WR=86.2% | Score=0.136 | N=58 (23B/35S Bal:0.66) | >=73%: WR=93.8% | Score=0.082 | N=32 (15B/17S Bal:0.88)
95
- [Epoch 41] Loss(MSE:0.0798/CE:0.8510) | LR=2.14e-06 | Val V3 Score [0.113] - Loss(MSE:0.0051/CE:0.5280) | >=53%: WR=72.5% | Score=0.158 | N=80 (34B/46S Bal:0.74) | >=60%: WR=81.2% | Score=0.152 | N=69 (27B/42S Bal:0.64) | >=67%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=74%: WR=93.3% | Score=0.076 | N=30 (13B/17S Bal:0.76)
96
- [Epoch 42] Loss(MSE:0.0799/CE:0.8517) | LR=1.73e-06 | Val V3 Score [0.117] - Loss(MSE:0.0051/CE:0.5260) | >=53%: WR=75.0% | Score=0.155 | N=76 (33B/43S Bal:0.77) | >=60%: WR=82.4% | Score=0.152 | N=68 (27B/41S Bal:0.66) | >=66%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=73%: WR=94.1% | Score=0.087 | N=34 (17B/17S Bal:1.00)
97
- [Epoch 43] Loss(MSE:0.0795/CE:0.8507) | LR=1.42e-06 | Val V3 Score [0.114] - Loss(MSE:0.0051/CE:0.5279) | >=53%: WR=75.6% | Score=0.160 | N=78 (36B/42S Bal:0.86) | >=60%: WR=80.9% | Score=0.149 | N=68 (29B/39S Bal:0.74) | >=67%: WR=86.4% | Score=0.139 | N=59 (23B/36S Bal:0.64) | >=74%: WR=93.5% | Score=0.079 | N=31 (16B/15S Bal:0.94)
98
- [Epoch 44] Loss(MSE:0.0796/CE:0.8511) | LR=1.19e-06 | Val V3 Score [0.117] - Loss(MSE:0.0050/CE:0.5302) | >=53%: WR=70.4% | Score=0.155 | N=81 (34B/47S Bal:0.72) | >=60%: WR=81.2% | Score=0.152 | N=69 (27B/42S Bal:0.64) | >=67%: WR=88.3% | Score=0.144 | N=60 (23B/37S Bal:0.62) | >=74%: WR=93.5% | Score=0.079 | N=31 (14B/17S Bal:0.82)
99
- [Epoch 45] Loss(MSE:0.0793/CE:0.8505) | LR=1.05e-06 | Val V3 Score [0.122] - Loss(MSE:0.0050/CE:0.5282) | >=53%: WR=75.9% | Score=0.163 | N=79 (36B/43S Bal:0.84) | >=60%: WR=81.2% | Score=0.152 | N=69 (29B/40S Bal:0.72) | >=66%: WR=88.1% | Score=0.141 | N=59 (25B/34S Bal:0.74) | >=73%: WR=94.6% | Score=0.095 | N=37 (18B/19S Bal:0.95)
100
- [Epoch 46] Loss(MSE:0.0785/CE:0.8535) | LR=1.80e-05 | Val V3 Score [0.125] - Loss(MSE:0.0048/CE:0.5363) | >=53%: WR=62.8% | Score=0.147 | N=86 (39B/47S Bal:0.83) | >=61%: WR=80.8% | Score=0.160 | N=73 (35B/38S Bal:0.92) | >=68%: WR=90.5% | Score=0.155 | N=63 (27B/36S Bal:0.75) | >=76%: WR=93.9% | Score=0.084 | N=33 (15B/18S Bal:0.83)
101
- [Epoch 47] Loss(MSE:0.0765/CE:0.8537) | LR=1.80e-05 | Val V3 Score [0.118] - Loss(MSE:0.0049/CE:0.5258) | >=53%: WR=70.7% | Score=0.158 | N=82 (34B/48S Bal:0.71) | >=60%: WR=79.7% | Score=0.149 | N=69 (27B/42S Bal:0.64) | >=68%: WR=88.3% | Score=0.144 | N=60 (22B/38S Bal:0.58) | >=75%: WR=90.9% | Score=0.082 | N=33 (15B/18S Bal:0.83)
102
- [Epoch 48] Loss(MSE:0.0760/CE:0.8521) | LR=1.80e-05 | Val V3 Score [0.112] - Loss(MSE:0.0047/CE:0.5227) | >=53%: WR=75.7% | Score=0.152 | N=74 (33B/41S Bal:0.80) | >=60%: WR=85.9% | Score=0.149 | N=64 (30B/34S Bal:0.88) | >=66%: WR=87.0% | Score=0.128 | N=54 (22B/32S Bal:0.69) | >=73%: WR=94.3% | Score=0.090 | N=35 (17B/18S Bal:0.94)
103
- [Epoch 49] Loss(MSE:0.0738/CE:0.8525) | LR=1.79e-05 | Val V3 Score [0.116] - Loss(MSE:0.0045/CE:0.5319) | >=53%: WR=74.1% | Score=0.163 | N=81 (36B/45S Bal:0.80) | >=60%: WR=81.4% | Score=0.155 | N=70 (29B/41S Bal:0.71) | >=67%: WR=88.3% | Score=0.144 | N=60 (26B/34S Bal:0.76) | >=74%: WR=93.3% | Score=0.076 | N=30 (16B/14S Bal:0.88)
104
- [Epoch 50] Loss(MSE:0.0714/CE:0.8521) | LR=1.78e-05 | Val V3 Score [0.105] - Loss(MSE:0.0047/CE:0.5124) | >=53%: WR=78.6% | Score=0.149 | N=70 (27B/43S Bal:0.63) | >=60%: WR=85.5% | Score=0.144 | N=62 (23B/39S Bal:0.59) | >=67%: WR=90.2% | Score=0.125 | N=51 (17B/34S Bal:0.50) | >=74%: WR=93.3% | Score=0.076 | N=30 (14B/16S Bal:0.88)
105
- [Epoch 51] Loss(MSE:0.0702/CE:0.8515) | LR=1.77e-05 | Val V3 Score [0.116] - Loss(MSE:0.0043/CE:0.5298) | >=53%: WR=73.8% | Score=0.160 | N=80 (30B/50S Bal:0.60) | >=60%: WR=80.3% | Score=0.155 | N=71 (27B/44S Bal:0.61) | >=67%: WR=88.1% | Score=0.141 | N=59 (23B/36S Bal:0.64) | >=74%: WR=90.9% | Score=0.082 | N=33 (11B/22S Bal:0.50)
106
- [Epoch 52] Loss(MSE:0.0690/CE:0.8509) | LR=1.76e-05 | Val V3 Score [0.121] - Loss(MSE:0.0044/CE:0.5265) | >=53%: WR=75.0% | Score=0.163 | N=80 (34B/46S Bal:0.74) | >=60%: WR=82.4% | Score=0.152 | N=68 (27B/41S Bal:0.66) | >=67%: WR=90.0% | Score=0.147 | N=60 (25B/35S Bal:0.71) | >=74%: WR=91.2% | Score=0.084 | N=34 (12B/22S Bal:0.55)
107
- [Epoch 53] Loss(MSE:0.0675/CE:0.8510) | LR=1.74e-05 | Val V3 Score [0.126] - Loss(MSE:0.0042/CE:0.5243) | >=53%: WR=72.2% | Score=0.155 | N=79 (34B/45S Bal:0.76) | >=60%: WR=81.4% | Score=0.155 | N=70 (26B/44S Bal:0.59) | >=67%: WR=88.3% | Score=0.144 | N=60 (23B/37S Bal:0.62) | >=74%: WR=92.5% | Score=0.101 | N=40 (11B/29S Bal:0.38)
108
- [Epoch 54] Loss(MSE:0.0659/CE:0.8509) | LR=1.73e-05 | Val V3 Score [0.118] - Loss(MSE:0.0040/CE:0.5332) | >=53%: WR=65.9% | Score=0.152 | N=85 (37B/48S Bal:0.77) | >=60%: WR=82.2% | Score=0.163 | N=73 (32B/41S Bal:0.78) | >=68%: WR=90.2% | Score=0.149 | N=61 (25B/36S Bal:0.69) | >=75%: WR=90.0% | Score=0.073 | N=30 (12B/18S Bal:0.67)
109
- [Epoch 55] Loss(MSE:0.0646/CE:0.8497) | LR=1.71e-05 | Val V3 Score [0.119] - Loss(MSE:0.0041/CE:0.5196) | >=53%: WR=77.6% | Score=0.160 | N=76 (35B/41S Bal:0.85) | >=60%: WR=86.8% | Score=0.160 | N=68 (33B/35S Bal:0.94) | >=67%: WR=88.1% | Score=0.141 | N=59 (25B/34S Bal:0.74) | >=74%: WR=88.9% | Score=0.087 | N=36 (15B/21S Bal:0.71)
110
- [Epoch 56] Loss(MSE:0.0642/CE:0.8503) | LR=1.69e-05 | Val V3 Score [0.120] - Loss(MSE:0.0040/CE:0.5181) | >=53%: WR=76.9% | Score=0.163 | N=78 (31B/47S Bal:0.66) | >=60%: WR=83.6% | Score=0.152 | N=67 (27B/40S Bal:0.68) | >=67%: WR=88.1% | Score=0.141 | N=59 (20B/39S Bal:0.51) | >=74%: WR=91.7% | Score=0.090 | N=36 (12B/24S Bal:0.50)
111
- [Epoch 57] Loss(MSE:0.0629/CE:0.8492) | LR=1.66e-05 | Val V3 Score [0.114] - Loss(MSE:0.0039/CE:0.5245) | >=53%: WR=73.4% | Score=0.158 | N=79 (31B/48S Bal:0.65) | >=60%: WR=81.2% | Score=0.152 | N=69 (27B/42S Bal:0.64) | >=68%: WR=86.4% | Score=0.139 | N=59 (22B/37S Bal:0.59) | >=75%: WR=90.6% | Score=0.079 | N=32 (13B/19S Bal:0.68)
112
- [Epoch 58] Loss(MSE:0.0623/CE:0.8490) | LR=1.64e-05 | Val V3 Score [0.117] - Loss(MSE:0.0037/CE:0.5310) | >=53%: WR=64.3% | Score=0.147 | N=84 (44B/40S Bal:0.91) | >=61%: WR=82.2% | Score=0.163 | N=73 (37B/36S Bal:0.97) | >=68%: WR=88.5% | Score=0.147 | N=61 (30B/31S Bal:0.97) | >=76%: WR=90.3% | Score=0.076 | N=31 (18B/13S Bal:0.72)
113
- [Epoch 59] Loss(MSE:0.0608/CE:0.8481) | LR=1.61e-05 | Val V3 Score [0.127] - Loss(MSE:0.0037/CE:0.5287) | >=53%: WR=64.4% | Score=0.152 | N=87 (39B/48S Bal:0.81) | >=61%: WR=77.3% | Score=0.158 | N=75 (33B/42S Bal:0.79) | >=69%: WR=89.2% | Score=0.158 | N=65 (27B/38S Bal:0.71) | >=77%: WR=88.6% | Score=0.084 | N=35 (9B/26S Bal:0.35)
114
- [Epoch 60] Loss(MSE:0.0609/CE:0.8483) | LR=1.58e-05 | Val V3 Score [0.123] - Loss(MSE:0.0037/CE:0.5300) | >=53%: WR=67.1% | Score=0.149 | N=82 (28B/54S Bal:0.52) | >=60%: WR=76.4% | Score=0.149 | N=72 (26B/46S Bal:0.57) | >=68%: WR=85.9% | Score=0.149 | N=64 (24B/40S Bal:0.60) | >=75%: WR=91.4% | Score=0.087 | N=35 (11B/24S Bal:0.46)
115
- [Epoch 61] Loss(MSE:0.0597/CE:0.8483) | LR=1.55e-05 | Val V3 Score [0.116] - Loss(MSE:0.0036/CE:0.5179) | >=53%: WR=76.4% | Score=0.149 | N=72 (32B/40S Bal:0.80) | >=60%: WR=86.2% | Score=0.152 | N=65 (25B/40S Bal:0.62) | >=66%: WR=88.1% | Score=0.141 | N=59 (24B/35S Bal:0.69) | >=73%: WR=90.9% | Score=0.082 | N=33 (20B/13S Bal:0.65)
116
- [Epoch 62] Loss(MSE:0.0584/CE:0.8478) | LR=1.52e-05 | Val V3 Score [0.118] - Loss(MSE:0.0035/CE:0.5218) | >=53%: WR=74.0% | Score=0.155 | N=77 (34B/43S Bal:0.79) | >=60%: WR=87.1% | Score=0.166 | N=70 (32B/38S Bal:0.84) | >=67%: WR=88.3% | Score=0.144 | N=60 (26B/34S Bal:0.76) | >=74%: WR=85.7% | Score=0.082 | N=35 (22B/13S Bal:0.59)
117
- [Epoch 63] Loss(MSE:0.0581/CE:0.8469) | LR=1.48e-05 | Val V3 Score [0.122] - Loss(MSE:0.0036/CE:0.5226) | >=53%: WR=74.0% | Score=0.155 | N=77 (30B/47S Bal:0.64) | >=60%: WR=82.4% | Score=0.152 | N=68 (25B/43S Bal:0.58) | >=67%: WR=88.1% | Score=0.141 | N=59 (22B/37S Bal:0.59) | >=74%: WR=94.6% | Score=0.095 | N=37 (10B/27S Bal:0.37)
118
- [Epoch 64] Loss(MSE:0.0575/CE:0.8471) | LR=1.45e-05 | Val V3 Score [0.111] - Loss(MSE:0.0035/CE:0.5252) | >=53%: WR=74.7% | Score=0.160 | N=79 (37B/42S Bal:0.88) | >=60%: WR=83.1% | Score=0.160 | N=71 (33B/38S Bal:0.87) | >=68%: WR=87.7% | Score=0.136 | N=57 (25B/32S Bal:0.78) | >=75%: WR=84.8% | Score=0.076 | N=33 (22B/11S Bal:0.50)
119
- [Epoch 65] Loss(MSE:0.0567/CE:0.8467) | LR=1.41e-05 | Val V3 Score [0.115] - Loss(MSE:0.0036/CE:0.5177) | >=53%: WR=75.0% | Score=0.155 | N=76 (35B/41S Bal:0.85) | >=60%: WR=84.1% | Score=0.158 | N=69 (30B/39S Bal:0.77) | >=68%: WR=86.7% | Score=0.141 | N=60 (24B/36S Bal:0.67) | >=75%: WR=90.6% | Score=0.079 | N=32 (13B/19S Bal:0.68)
120
- [Epoch 66] Loss(MSE:0.0558/CE:0.8469) | LR=1.38e-05 | Val V3 Score [0.113] - Loss(MSE:0.0034/CE:0.5232) | >=53%: WR=73.5% | Score=0.166 | N=83 (33B/50S Bal:0.66) | >=61%: WR=80.8% | Score=0.160 | N=73 (29B/44S Bal:0.66) | >=69%: WR=83.9% | Score=0.141 | N=62 (21B/41S Bal:0.51) | >=77%: WR=90.0% | Score=0.073 | N=30 (10B/20S Bal:0.50)
121
- [Epoch 67] Loss(MSE:0.0560/CE:0.8468) | LR=1.34e-05 | Val V3 Score [0.112] - Loss(MSE:0.0035/CE:0.5168) | >=53%: WR=76.0% | Score=0.155 | N=75 (35B/40S Bal:0.88) | >=60%: WR=84.1% | Score=0.158 | N=69 (30B/39S Bal:0.77) | >=68%: WR=86.2% | Score=0.136 | N=58 (24B/34S Bal:0.71) | >=75%: WR=87.9% | Score=0.079 | N=33 (20B/13S Bal:0.65)
122
- [Epoch 68] Loss(MSE:0.0548/CE:0.8463) | LR=1.30e-05 | Val V3 Score [0.115] - Loss(MSE:0.0035/CE:0.5211) | >=53%: WR=71.8% | Score=0.152 | N=78 (35B/43S Bal:0.81) | >=60%: WR=83.8% | Score=0.155 | N=68 (28B/40S Bal:0.70) | >=68%: WR=85.0% | Score=0.139 | N=60 (22B/38S Bal:0.58) | >=75%: WR=90.9% | Score=0.082 | N=33 (14B/19S Bal:0.74)
123
- [Epoch 69] Loss(MSE:0.0547/CE:0.8460) | LR=1.25e-05 | Val V3 Score [0.115] - Loss(MSE:0.0033/CE:0.5248) | >=53%: WR=75.3% | Score=0.166 | N=81 (36B/45S Bal:0.80) | >=61%: WR=82.9% | Score=0.158 | N=70 (31B/39S Bal:0.79) | >=68%: WR=88.3% | Score=0.144 | N=60 (25B/35S Bal:0.71) | >=76%: WR=87.1% | Score=0.073 | N=31 (16B/15S Bal:0.94)
124
- [Epoch 70] Loss(MSE:0.0541/CE:0.8449) | LR=1.21e-05 | Val V3 Score [0.113] - Loss(MSE:0.0034/CE:0.5207) | >=53%: WR=76.9% | Score=0.163 | N=78 (33B/45S Bal:0.73) | >=61%: WR=83.8% | Score=0.155 | N=68 (29B/39S Bal:0.74) | >=68%: WR=88.1% | Score=0.141 | N=59 (24B/35S Bal:0.69) | >=76%: WR=90.0% | Score=0.073 | N=30 (13B/17S Bal:0.76)
125
-
126
- 🛑 EARLY STOPPING kích hoạt tại Epoch 70!
127
- CE Loss val đã tăng liên tiếp 20 epoch (0.5168 → 0.5239)
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- Best model đã được lưu. Dừng training để bảo toàn trọng số tốt nhất.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260523_093158_v3/results/training_metrics_v3.json DELETED
@@ -1,86 +0,0 @@
1
- {
2
- "target": "ltcusdt",
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- "version": "Transformer_V3",
4
- "dimensions": {
5
- "num_features_target": 0,
6
- "num_features_macro": 38
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- },
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- "sessions": {
9
- "asian": {
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- "BEST_VLOSS": {
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- "epoch": 32,
12
- "max_threshold": 0.74,
13
- "composite_score": 0.12794384057971014,
14
- "val_loss": 0.5432991926159177,
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- "threshold_metrics": [
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- {
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- "threshold": 0.53,
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- "total_signals": 85,
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- "win_rate": 0.6588235294117647,
20
- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_051022_v6_ASIAN_improve_score/results/train_v3.log DELETED
@@ -1,10 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260524_051022_v6_ASIAN_improve_score\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.0270/CE:0.9098) | LR=1.50e-05 | Val V3 Score [0.219] - Loss(MSE:0.0021/CE:0.5675) | >=53%: WR=73.1% | Score=0.366 | N=78 (45B/33S Bal:0.73) | >=59%: WR=81.5% | Score=0.415 | N=65 (35B/30S Bal:0.86) | >=66%: WR=90.0% | Score=0.384 | N=50 (25B/25S Bal:1.00) | >=72%: WR=88.6% | Score=0.136 | N=35 (24B/11S Bal:0.46)
4
- 🏆 [ARGO2] ĐỈNH MỚI! Composite Score = 0.2190. Lưu model...
5
- ☁️ Đang PUSH run run_20260524_051022_v6_ASIAN_improve_score lên HF (Background)...
6
-
7
- 🛑 DẤU HIỆU ĐÃ TỐT (HOLY GRAIL) kích hoạt tại Epoch 1!
8
- Score đạt 0.2190 và WinRate 90.0%. Dừng đào tạo để tránh Overfitting.
9
-
10
- [05:20:27] PUSH RUN: run_20260524_051022_v6_ASIAN_improve_score -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
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- "SESSION_UTC": {
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98
- "END": "07:00"
99
- },
100
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
101
- "STATE": "IDLE_READY",
102
- "SIMULATOR": {
103
- "START_DATE": "2026-05-01",
104
- "END_DATE": "2026-05-23",
105
- "WINDOW_SIZE": 15000,
106
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workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/prepare_dataset.log DELETED
@@ -1,54 +0,0 @@
1
-
2
- ======================================================================
3
- 🔥 CHUẨN BỊ DỮ LIỆU V6 MTF HETEROGENEOUS: CFG_LTC_ASIAN_V6
4
- ======================================================================
5
-
6
- [LOAD] Quét thư mục: workspaces\CFG_LTC_ASIAN_V6\data\raw
7
- + LTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
8
- + BTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
9
- + ETHUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
10
- ✅ df_raw tổng hợp: 723,800 dòng × 27 cột
11
-
12
- [1] Gắn nhãn Triple-Barrier trên khung Base (1m) cho LTCUSDT...
13
- Phân bố TRAIN sau Downsample: {2: 34624, 0: 34624, 1: 31295}
14
- Phân bố TEST (Giữ nguyên thực tế): {2: 60108, 0: 2437, 1: 2329}
15
-
16
- [2] Feature Engineering Độc Lập Cho Từng MTF_INPUTS...
17
- -> Nhánh 0: LTCUSDT | 5min | Window 96
18
- [DEBUG FE] target_prefix=LTCUSDT, cols=['ltcusdt_taker_buy_volume', 'ltcusdt_open', 'ltcusdt_low', 'ltcusdt_fundingrate', 'ltcusdt_spread', 'ltcusdt_high', 'ltcusdt_volume', 'ltcusdt_real_volume', 'ltcusdt_close']
19
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
20
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
21
- Đã lọc 6 features: ['log_return_close', 'body_pct', 'bb_width']...
22
- [DEBUG SHAPE] len(df_f) = 144760
23
- -> Nhánh 1: BTCUSDT | 5min | Window 96
24
- [DEBUG FE] target_prefix=BTCUSDT, cols=['btcusdt_close', 'ltcusdt_open', 'btcusdt_fundingrate', 'btcusdt_low', 'btcusdt_real_volume', 'btcusdt_high', 'btcusdt_taker_buy_volume', 'btcusdt_volume', 'btcusdt_open', 'btcusdt_spread', 'ltcusdt_close']
25
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
26
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
27
- DEBUG: sym=LTCUSDT, sym_lower=ltcusdt, cols keys matching: ['ltcusdt_open', 'ltcusdt_close']
28
- sym=LTCUSDT, m_close=LTCUSDT_close, m_open=LTCUSDT_open
29
- Đã lọc 1 features: ['log_return_close']...
30
- [DEBUG SHAPE] len(df_f) = 144760
31
- -> Nhánh 2: ETHUSDT | 5min | Window 96
32
- [DEBUG FE] target_prefix=ETHUSDT, cols=['ltcusdt_open', 'ethusdt_low', 'ethusdt_spread', 'ethusdt_open', 'ethusdt_fundingrate', 'ethusdt_volume', 'ethusdt_high', 'ethusdt_taker_buy_volume', 'ethusdt_real_volume', 'ethusdt_close', 'ltcusdt_close']
33
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
34
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
35
- DEBUG: sym=LTCUSDT, sym_lower=ltcusdt, cols keys matching: ['ltcusdt_open', 'ltcusdt_close']
36
- sym=LTCUSDT, m_close=LTCUSDT_close, m_open=LTCUSDT_open
37
- Đã lọc 1 features: ['log_return_close']...
38
- [DEBUG SHAPE] len(df_f) = 144760
39
-
40
- [DEBUG] Bắt đầu ráp Tensor MTF với window_sizes=[96, 96, 96], step_size=1, weekly_split=False
41
- [DEBUG] max_idx (số lượng nến Base có thể dùng): 723704
42
-
43
- Bỏ qua (ngoài session): 481,916
44
- Bỏ qua (clean mask): 188,851
45
- Bỏ qua (NaN): 35
46
- Bỏ qua (Embargo): 528
47
- Giữ lại (Valid Samples):52,374
48
-
49
- 👉 KẾT QUẢ: Y=(52374,)
50
- X_tf0 (LTCUSDT-5min): (52374, 96, 6)
51
- X_tf1 (BTCUSDT-5min): (52374, 96, 1)
52
- X_tf2 (ETHUSDT-5min): (52374, 96, 1)
53
-
54
- ✅ Đã lưu tensor MTF Heterogeneous cục bộ tại: workspaces\CFG_LTC_ASIAN_V6\data\tensors/
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/results/config.json DELETED
@@ -1,108 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260524_230028_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos"
36
- ]
37
- },
38
- {
39
- "SYMBOL": "BTCUSDT",
40
- "TIMEFRAME": "5min",
41
- "WINDOW_SIZE": 96,
42
- "FEATURES": [
43
- "log_return_close"
44
- ]
45
- },
46
- {
47
- "SYMBOL": "ETHUSDT",
48
- "TIMEFRAME": "5min",
49
- "WINDOW_SIZE": 96,
50
- "FEATURES": [
51
- "log_return_close"
52
- ]
53
- }
54
- ],
55
- "VOL_REGIME": true,
56
- "ORDER_FLOW": true,
57
- "STEP_SIZE": 1
58
- },
59
- "TRAINING": {
60
- "D_MODEL": 128,
61
- "N_HEAD": 8,
62
- "NUM_LAYERS": 3,
63
- "BATCH_SIZE": 256,
64
- "WARMUP_EPOCHS": 15,
65
- "FINETUNE_EPOCHS": 80,
66
- "LEARNING_RATE": 1.5e-05,
67
- "DROPOUT_RATE": 0.25,
68
- "LR_SCHEDULER": "cosine_warm",
69
- "POOLING": "attention",
70
- "TRAIN_START": "2025-04-01",
71
- "VAL_END": "2026-04-30"
72
- },
73
- "MT5_PATHS": {
74
- "BINANCE": "LOCAL"
75
- },
76
- "DATA_SOURCE": {
77
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
78
- "DATASET_SUFFIX": "2026",
79
- "TIMEFRAME": "M5",
80
- "BROKERS": {
81
- "BINANCE": "LOCAL"
82
- },
83
- "ROUTING": {
84
- "LTCUSDT": "BINANCE",
85
- "BTCUSDT": "BINANCE",
86
- "ETHUSDT": "BINANCE"
87
- }
88
- },
89
- "LIVE_BOT": {
90
- "PAPER_TRADE": true,
91
- "TRADE_PLATFORM": "BINANCE",
92
- "MAX_ABSOLUTE_MSE": 0.8,
93
- "MIN_PROBABILITY_THRESH": 0.59
94
- },
95
- "SESSION": "asian",
96
- "SESSION_UTC": {
97
- "START": "23:00",
98
- "END": "07:00"
99
- },
100
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
101
- "STATE": "IDLE_READY",
102
- "SIMULATOR": {
103
- "START_DATE": "2026-05-01",
104
- "END_DATE": "2026-05-23",
105
- "WINDOW_SIZE": 15000,
106
- "MIN_PROBABILITY_THRESH": 0.59
107
- }
108
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/results/train_v3.log DELETED
@@ -1,197 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260524_230028_v6_asian\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.1076/CE:1.0334) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0095/CE:0.6462) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6551 (WR: 0.0%). Luu model...
5
- [23:13:28] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
6
- [23:13:30] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
7
- [Epoch 2] Loss(MSE:0.1086/CE:1.0052) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0106/CE:0.6169) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
8
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6270 (WR: 0.0%). Luu model...
9
- [23:14:52] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
10
- [23:14:54] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
11
- [Epoch 3] Loss(MSE:0.1082/CE:0.9923) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0112/CE:0.5922) | >=53%: WR=50.0% | Score=0.000 | N=2 (2B/0S Bal:0.00) | >=54%: WR=50.0% | Score=0.000 | N=2 (2B/0S Bal:0.00) | >=55%: WR=50.0% | Score=0.000 | N=2 (2B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
12
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6028 (WR: 50.0%). Luu model...
13
- [23:16:21] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
14
- [23:16:23] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
15
- [Epoch 4] Loss(MSE:0.1087/CE:0.9797) | LR=1.37e-05 | Val V3 Score [0.008] - Loss(MSE:0.0119/CE:0.5680) | >=53%: WR=71.4% | Score=0.012 | N=7 (7B/0S Bal:0.00) | >=54%: WR=83.3% | Score=0.012 | N=6 (6B/0S Bal:0.00) | >=55%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00) | >=56%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00)
16
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5793 (WR: 83.3%). Luu model...
17
- [23:17:54] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
18
- [23:17:56] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
19
- [Epoch 5] Loss(MSE:0.1094/CE:0.9677) | LR=1.27e-05 | Val V3 Score [0.110] - Loss(MSE:0.0116/CE:0.5883) | >=53%: WR=56.0% | Score=0.076 | N=25 (24B/1S Bal:0.04) | >=54%: WR=56.0% | Score=0.076 | N=25 (24B/1S Bal:0.04) | >=55%: WR=75.0% | Score=0.111 | N=20 (20B/0S Bal:0.00) | >=56%: WR=78.9% | Score=0.110 | N=19 (19B/0S Bal:0.00)
20
- Luu y: Score/WR tang (Score: 0.1102) nhung Loss khong giam (0.5994). Bo qua viec save model.
21
- [Epoch 6] Loss(MSE:0.1108/CE:0.9479) | LR=1.15e-05 | Val V3 Score [1.087] - Loss(MSE:0.0121/CE:0.5753) | >=53%: WR=63.2% | Score=1.511 | N=38 (28B/10S Bal:0.36) | >=54%: WR=60.0% | Score=1.244 | N=35 (25B/10S Bal:0.40) | >=55%: WR=63.6% | Score=1.200 | N=33 (24B/9S Bal:0.38) | >=56%: WR=64.5% | Score=1.031 | N=31 (23B/8S Bal:0.35)
22
- Luu y: Score/WR tang (Score: 1.0874) nhung Loss khong giam (0.5868). Bo qua viec save model.
23
- [Epoch 7] Loss(MSE:0.1125/CE:0.9304) | LR=1.02e-05 | Val V3 Score [1.413] - Loss(MSE:0.0132/CE:0.5531) | >=53%: WR=63.0% | Score=2.187 | N=46 (34B/12S Bal:0.35) | >=55%: WR=68.3% | Score=1.911 | N=41 (31B/10S Bal:0.32) | >=57%: WR=66.7% | Score=1.600 | N=36 (26B/10S Bal:0.38) | >=59%: WR=70.0% | Score=1.320 | N=30 (21B/9S Bal:0.43)
24
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5656 (WR: 70.0%). Luu model...
25
- [23:22:18] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
26
- [23:22:20] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
27
- [Epoch 8] Loss(MSE:0.1138/CE:0.9173) | LR=8.73e-06 | Val V3 Score [2.465] - Loss(MSE:0.0129/CE:0.5648) | >=53%: WR=67.3% | Score=5.476 | N=55 (33B/22S Bal:0.67) | >=56%: WR=73.1% | Score=6.062 | N=52 (30B/22S Bal:0.73) | >=59%: WR=78.9% | Score=3.698 | N=38 (22B/16S Bal:0.73) | >=62%: WR=67.7% | Score=1.849 | N=31 (18B/13S Bal:0.72)
28
- Luu y: Score/WR tang (Score: 2.4652) nhung Loss khong giam (0.5770). Bo qua viec save model.
29
- [Epoch 9] Loss(MSE:0.1150/CE:0.9095) | LR=7.27e-06 | Val V3 Score [3.227] - Loss(MSE:0.0122/CE:0.5629) | >=53%: WR=66.2% | Score=8.636 | N=68 (39B/29S Bal:0.74) | >=56%: WR=75.0% | Score=6.356 | N=52 (30B/22S Bal:0.73) | >=60%: WR=82.9% | Score=4.880 | N=41 (23B/18S Bal:0.78) | >=63%: WR=69.7% | Score=2.400 | N=33 (18B/15S Bal:0.83)
30
- Luu y: Score/WR tang (Score: 3.2267) nhung Loss khong giam (0.5745). Bo qua viec save model.
31
- [Epoch 10] Loss(MSE:0.1154/CE:0.9051) | LR=5.84e-06 | Val V3 Score [4.024] - Loss(MSE:0.0122/CE:0.5512) | >=53%: WR=70.3% | Score=9.782 | N=64 (33B/31S Bal:0.94) | >=56%: WR=68.5% | Score=5.827 | N=54 (31B/23S Bal:0.74) | >=60%: WR=82.5% | Score=5.244 | N=40 (20B/20S Bal:1.00) | >=63%: WR=81.8% | Score=3.413 | N=33 (17B/16S Bal:0.94)
32
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5628 (WR: 82.5%). Luu model...
33
- [23:26:34] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
34
- [23:26:36] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
35
- [Epoch 11] Loss(MSE:0.1152/CE:0.9000) | LR=4.50e-06 | Val V3 Score [3.116] - Loss(MSE:0.0123/CE:0.5534) | >=53%: WR=65.2% | Score=8.800 | N=69 (39B/30S Bal:0.77) | >=57%: WR=69.1% | Score=6.293 | N=55 (31B/24S Bal:0.77) | >=60%: WR=78.6% | Score=4.813 | N=42 (23B/19S Bal:0.83) | >=64%: WR=68.8% | Score=2.267 | N=32 (17B/15S Bal:0.88)
36
- [Epoch 12] Loss(MSE:0.1154/CE:0.8995) | LR=3.32e-06 | Val V3 Score [3.200] - Loss(MSE:0.0122/CE:0.5476) | >=53%: WR=67.1% | Score=9.782 | N=70 (39B/31S Bal:0.79) | >=57%: WR=69.0% | Score=6.613 | N=58 (34B/24S Bal:0.71) | >=61%: WR=81.0% | Score=5.333 | N=42 (22B/20S Bal:0.91) | >=65%: WR=67.7% | Score=2.133 | N=31 (15B/16S Bal:0.94)
37
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5592 (WR: 81.0%). Luu model...
38
- [23:29:26] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
39
- [23:29:28] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
40
- [Epoch 13] Loss(MSE:0.1156/CE:0.8959) | LR=2.34e-06 | Val V3 Score [3.338] - Loss(MSE:0.0120/CE:0.5507) | >=53%: WR=60.3% | Score=9.440 | N=73 (37B/36S Bal:0.97) | >=57%: WR=70.0% | Score=7.920 | N=60 (33B/27S Bal:0.82) | >=61%: WR=75.6% | Score=5.320 | N=45 (24B/21S Bal:0.88) | >=65%: WR=66.7% | Score=2.347 | N=33 (16B/17S Bal:0.94)
41
- Luu y: Score/WR tang (Score: 3.3378) nhung Loss khong giam (0.5621). Bo qua viec save model.
42
- [Epoch 14] Loss(MSE:0.1158/CE:0.8957) | LR=1.61e-06 | Val V3 Score [3.533] - Loss(MSE:0.0117/CE:0.5536) | >=53%: WR=61.1% | Score=9.600 | N=72 (36B/36S Bal:1.00) | >=57%: WR=72.1% | Score=8.836 | N=61 (28B/33S Bal:0.85) | >=62%: WR=84.4% | Score=6.440 | N=45 (21B/24S Bal:0.88) | >=66%: WR=73.3% | Score=2.080 | N=30 (13B/17S Bal:0.76)
43
- Luu y: Score/WR tang (Score: 3.5333) nhung Loss khong giam (0.5647). Bo qua viec save model.
44
- [Epoch 15] Loss(MSE:0.1156/CE:0.8949) | LR=1.15e-06 | Val V3 Score [3.911] - Loss(MSE:0.0118/CE:0.5538) | >=53%: WR=60.3% | Score=9.440 | N=73 (37B/36S Bal:0.97) | >=57%: WR=70.5% | Score=8.462 | N=61 (28B/33S Bal:0.85) | >=62%: WR=81.6% | Score=7.573 | N=49 (25B/24S Bal:0.96) | >=66%: WR=73.3% | Score=2.080 | N=30 (13B/17S Bal:0.76)
45
- Luu y: Score/WR tang (Score: 3.9111) nhung Loss khong giam (0.5651). Bo qua viec save model.
46
- [Epoch 16] Loss(MSE:0.1166/CE:0.8951) | LR=1.50e-05 | Val V3 Score [4.896] - Loss(MSE:0.0115/CE:0.5528) | >=53%: WR=58.0% | Score=10.400 | N=81 (42B/39S Bal:0.93) | >=58%: WR=66.2% | Score=8.338 | N=68 (28B/40S Bal:0.70) | >=62%: WR=80.0% | Score=8.556 | N=55 (25B/30S Bal:0.83) | >=67%: WR=81.2% | Score=3.067 | N=32 (15B/17S Bal:0.88)
47
- Luu y: Score/WR tang (Score: 4.8963) nhung Loss khong giam (0.5638). Bo qua viec save model.
48
- [Epoch 17] Loss(MSE:0.1173/CE:0.8905) | LR=1.50e-05 | Val V3 Score [4.717] - Loss(MSE:0.0114/CE:0.5526) | >=53%: WR=59.0% | Score=10.809 | N=83 (45B/38S Bal:0.84) | >=58%: WR=61.1% | Score=9.600 | N=72 (36B/36S Bal:1.00) | >=63%: WR=80.8% | Score=8.551 | N=52 (26B/26S Bal:1.00) | >=68%: WR=80.0% | Score=2.800 | N=30 (15B/15S Bal:1.00)
49
- Luu y: Score/WR tang (Score: 4.7170) nhung Loss khong giam (0.5635). Bo qua viec save model.
50
- [Epoch 18] Loss(MSE:0.1165/CE:0.8879) | LR=1.48e-05 | Val V3 Score [5.194] - Loss(MSE:0.0104/CE:0.5585) | >=53%: WR=58.7% | Score=13.689 | N=92 (44B/48S Bal:0.92) | >=58%: WR=64.9% | Score=10.267 | N=74 (33B/41S Bal:0.80) | >=64%: WR=74.2% | Score=9.458 | N=62 (28B/34S Bal:0.82) | >=69%: WR=85.3% | Score=3.062 | N=34 (13B/21S Bal:0.62)
51
- Luu y: Score/WR tang (Score: 5.1941) nhung Loss khong giam (0.5683). Bo qua viec save model.
52
- [Epoch 19] Loss(MSE:0.1160/CE:0.8845) | LR=1.47e-05 | Val V3 Score [3.763] - Loss(MSE:0.0102/CE:0.5379) | >=53%: WR=59.8% | Score=13.187 | N=87 (43B/44S Bal:0.98) | >=59%: WR=69.1% | Score=8.760 | N=68 (27B/41S Bal:0.66) | >=64%: WR=81.8% | Score=7.822 | N=55 (22B/33S Bal:0.67) | >=70%: WR=76.7% | Score=1.733 | N=30 (10B/20S Bal:0.50)
53
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5475 (WR: 81.8%). Luu model...
54
- [23:39:53] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
55
- [23:39:55] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
56
- [Epoch 20] Loss(MSE:0.1157/CE:0.8830) | LR=1.44e-05 | Val V3 Score [6.009] - Loss(MSE:0.0094/CE:0.5465) | >=53%: WR=60.4% | Score=14.471 | N=91 (44B/47S Bal:0.94) | >=58%: WR=65.3% | Score=10.427 | N=72 (34B/38S Bal:0.89) | >=64%: WR=79.7% | Score=10.204 | N=59 (28B/31S Bal:0.90) | >=69%: WR=90.6% | Score=3.911 | N=32 (16B/16S Bal:1.00)
57
- Luu y: Score/WR tang (Score: 6.0089) nhung Loss khong giam (0.5555). Bo qua viec save model.
58
- [Epoch 21] Loss(MSE:0.1149/CE:0.8809) | LR=1.41e-05 | Val V3 Score [6.055] - Loss(MSE:0.0089/CE:0.5378) | >=53%: WR=60.7% | Score=14.276 | N=89 (44B/45S Bal:0.98) | >=58%: WR=65.7% | Score=9.671 | N=70 (32B/38S Bal:0.84) | >=64%: WR=81.4% | Score=10.200 | N=59 (27B/32S Bal:0.84) | >=69%: WR=88.2% | Score=3.982 | N=34 (18B/16S Bal:0.89)
59
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5463 (WR: 88.2%). Luu model...
60
- [23:42:55] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
61
- [23:42:57] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
62
- [Epoch 22] Loss(MSE:0.1139/CE:0.8784) | LR=1.37e-05 | Val V3 Score [4.480] - Loss(MSE:0.0083/CE:0.5543) | >=53%: WR=60.9% | Score=13.849 | N=92 (41B/51S Bal:0.80) | >=59%: WR=63.6% | Score=11.511 | N=77 (37B/40S Bal:0.93) | >=64%: WR=75.0% | Score=8.000 | N=60 (24B/36S Bal:0.67) | >=70%: WR=90.0% | Score=2.720 | N=30 (12B/18S Bal:0.67)
63
- [Epoch 23] Loss(MSE:0.1123/CE:0.8772) | LR=1.32e-05 | Val V3 Score [4.521] - Loss(MSE:0.0081/CE:0.5396) | >=53%: WR=63.6% | Score=14.578 | N=88 (41B/47S Bal:0.87) | >=59%: WR=64.9% | Score=9.956 | N=74 (32B/42S Bal:0.76) | >=64%: WR=82.8% | Score=9.556 | N=58 (25B/33S Bal:0.76) | >=70%: WR=77.4% | Score=2.004 | N=31 (11B/20S Bal:0.55)
64
- [Epoch 24] Loss(MSE:0.1120/CE:0.8739) | LR=1.27e-05 | Val V3 Score [3.852] - Loss(MSE:0.0076/CE:0.5584) | >=53%: WR=58.8% | Score=12.827 | N=102 (37B/65S Bal:0.57) | >=59%: WR=62.4% | Score=10.196 | N=85 (31B/54S Bal:0.57) | >=65%: WR=74.2% | Score=6.756 | N=62 (20B/42S Bal:0.48) | >=71%: WR=83.3% | Score=2.400 | N=36 (10B/26S Bal:0.38)
65
- [Epoch 25] Loss(MSE:0.1115/CE:0.8738) | LR=1.21e-05 | Val V3 Score [3.748] - Loss(MSE:0.0075/CE:0.5406) | >=53%: WR=66.7% | Score=15.080 | N=87 (39B/48S Bal:0.81) | >=59%: WR=66.7% | Score=10.667 | N=75 (32B/43S Bal:0.74) | >=65%: WR=77.2% | Score=7.333 | N=57 (22B/35S Bal:0.63) | >=71%: WR=80.6% | Score=1.956 | N=31 (10B/21S Bal:0.48)
66
- [Epoch 26] Loss(MSE:0.1103/CE:0.8720) | LR=1.15e-05 | Val V3 Score [4.006] - Loss(MSE:0.0072/CE:0.5373) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=59%: WR=65.8% | Score=10.524 | N=76 (32B/44S Bal:0.73) | >=65%: WR=85.2% | Score=7.840 | N=54 (21B/33S Bal:0.64) | >=71%: WR=83.9% | Score=2.089 | N=31 (10B/21S Bal:0.48)
67
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5441 (WR: 85.2%). Luu model...
68
- [23:50:29] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
69
- [23:50:32] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
70
- [Epoch 27] Loss(MSE:0.1102/CE:0.8691) | LR=1.08e-05 | Val V3 Score [3.751] - Loss(MSE:0.0070/CE:0.5347) | >=53%: WR=62.1% | Score=13.333 | N=87 (40B/47S Bal:0.85) | >=59%: WR=65.3% | Score=10.560 | N=75 (33B/42S Bal:0.79) | >=65%: WR=72.4% | Score=7.253 | N=58 (24B/34S Bal:0.71) | >=71%: WR=78.8% | Score=2.000 | N=33 (10B/23S Bal:0.43)
71
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5414 (WR: 78.8%). Luu model...
72
- [23:51:58] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
73
- [23:52:00] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
74
- [Epoch 28] Loss(MSE:0.1091/CE:0.8684) | LR=1.02e-05 | Val V3 Score [3.345] - Loss(MSE:0.0068/CE:0.5417) | >=53%: WR=59.6% | Score=14.213 | N=99 (41B/58S Bal:0.71) | >=60%: WR=67.5% | Score=15.111 | N=83 (40B/43S Bal:0.93) | >=66%: WR=75.9% | Score=6.907 | N=58 (21B/37S Bal:0.57) | >=73%: WR=80.6% | Score=1.564 | N=31 (8B/23S Bal:0.35)
75
- [Epoch 29] Loss(MSE:0.1083/CE:0.8696) | LR=9.46e-06 | Val V3 Score [3.745] - Loss(MSE:0.0066/CE:0.5348) | >=53%: WR=58.7% | Score=10.578 | N=92 (34B/58S Bal:0.59) | >=59%: WR=68.4% | Score=11.378 | N=76 (32B/44S Bal:0.73) | >=66%: WR=72.4% | Score=6.347 | N=58 (21B/37S Bal:0.57) | >=72%: WR=82.4% | Score=2.444 | N=34 (11B/23S Bal:0.48)
76
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5411 (WR: 82.4%). Luu model...
77
- [23:54:51] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
78
- [23:54:54] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
79
- [Epoch 30] Loss(MSE:0.1076/CE:0.8667) | LR=8.73e-06 | Val V3 Score [3.164] - Loss(MSE:0.0065/CE:0.5302) | >=53%: WR=57.4% | Score=11.787 | N=94 (39B/55S Bal:0.71) | >=60%: WR=66.2% | Score=10.133 | N=77 (30B/47S Bal:0.64) | >=66%: WR=81.5% | Score=5.893 | N=54 (17B/37S Bal:0.46) | >=73%: WR=83.3% | Score=1.800 | N=30 (9B/21S Bal:0.43)
80
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5364 (WR: 83.3%). Luu model...
81
- [23:56:13] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
82
- [23:56:15] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
83
- [Epoch 31] Loss(MSE:0.1073/CE:0.8669) | LR=8.00e-06 | Val V3 Score [3.969] - Loss(MSE:0.0063/CE:0.5397) | >=53%: WR=58.1% | Score=10.733 | N=93 (35B/58S Bal:0.60) | >=59%: WR=65.8% | Score=9.209 | N=76 (28B/48S Bal:0.58) | >=66%: WR=87.3% | Score=8.307 | N=55 (21B/34S Bal:0.62) | >=72%: WR=83.3% | Score=1.800 | N=30 (9B/21S Bal:0.43)
84
- Luu y: Score/WR tang (Score: 3.9689) nhung Loss khong giam (0.5457). Bo qua viec save model.
85
- [Epoch 32] Loss(MSE:0.1061/CE:0.8646) | LR=7.27e-06 | Val V3 Score [5.212] - Loss(MSE:0.0064/CE:0.5216) | >=53%: WR=67.0% | Score=16.613 | N=88 (42B/46S Bal:0.91) | >=59%: WR=65.8% | Score=9.782 | N=73 (31B/42S Bal:0.74) | >=65%: WR=85.5% | Score=8.791 | N=55 (23B/32S Bal:0.72) | >=71%: WR=85.7% | Score=3.422 | N=35 (14B/21S Bal:0.67)
86
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5276 (WR: 85.7%). Luu model...
87
- [23:58:58] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
88
- [23:59:00] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
89
- [Epoch 33] Loss(MSE:0.1054/CE:0.8647) | LR=6.54e-06 | Val V3 Score [4.273] - Loss(MSE:0.0061/CE:0.5225) | >=53%: WR=62.6% | Score=13.867 | N=91 (39B/52S Bal:0.75) | >=59%: WR=67.6% | Score=10.133 | N=74 (30B/44S Bal:0.68) | >=66%: WR=87.3% | Score=7.911 | N=55 (20B/35S Bal:0.57) | >=72%: WR=81.2% | Score=2.453 | N=32 (12B/20S Bal:0.60)
90
- [Epoch 34] Loss(MSE:0.1049/CE:0.8650) | LR=5.84e-06 | Val V3 Score [4.015] - Loss(MSE:0.0060/CE:0.5326) | >=53%: WR=60.2% | Score=12.667 | N=93 (38B/55S Bal:0.69) | >=60%: WR=69.2% | Score=12.320 | N=78 (33B/45S Bal:0.73) | >=66%: WR=83.9% | Score=8.311 | N=56 (22B/34S Bal:0.65) | >=73%: WR=80.0% | Score=1.867 | N=30 (10B/20S Bal:0.50)
91
- [Epoch 35] Loss(MSE:0.1038/CE:0.8635) | LR=5.15e-06 | Val V3 Score [4.726] - Loss(MSE:0.0059/CE:0.5357) | >=53%: WR=56.8% | Score=12.209 | N=95 (41B/54S Bal:0.76) | >=60%: WR=66.3% | Score=14.213 | N=83 (39B/44S Bal:0.89) | >=66%: WR=75.4% | Score=8.898 | N=61 (26B/35S Bal:0.74) | >=73%: WR=87.9% | Score=2.640 | N=33 (11B/22S Bal:0.50)
92
- [Epoch 36] Loss(MSE:0.1033/CE:0.8642) | LR=4.50e-06 | Val V3 Score [4.782] - Loss(MSE:0.0059/CE:0.5302) | >=53%: WR=64.1% | Score=14.733 | N=92 (39B/53S Bal:0.74) | >=59%: WR=69.2% | Score=13.067 | N=78 (35B/43S Bal:0.81) | >=66%: WR=86.0% | Score=8.800 | N=57 (22B/35S Bal:0.63) | >=72%: WR=82.9% | Score=2.773 | N=35 (12B/23S Bal:0.52)
93
- [Epoch 37] Loss(MSE:0.1032/CE:0.8633) | LR=3.89e-06 | Val V3 Score [4.761] - Loss(MSE:0.0058/CE:0.5265) | >=53%: WR=63.0% | Score=13.849 | N=92 (38B/54S Bal:0.70) | >=59%: WR=69.9% | Score=10.311 | N=73 (29B/44S Bal:0.66) | >=66%: WR=83.9% | Score=8.311 | N=56 (22B/34S Bal:0.65) | >=72%: WR=83.8% | Score=2.987 | N=37 (12B/25S Bal:0.48)
94
- [Epoch 38] Loss(MSE:0.1026/CE:0.8625) | LR=3.32e-06 | Val V3 Score [5.844] - Loss(MSE:0.0057/CE:0.5278) | >=53%: WR=64.1% | Score=17.000 | N=92 (45B/47S Bal:0.96) | >=59%: WR=67.1% | Score=14.018 | N=82 (38B/44S Bal:0.86) | >=66%: WR=81.7% | Score=10.440 | N=60 (27B/33S Bal:0.82) | >=72%: WR=86.1% | Score=3.547 | N=36 (14B/22S Bal:0.64)
95
- Luu y: Score/WR tang (Score: 5.8444) nhung Loss khong giam (0.5333). Bo qua viec save model.
96
- [Epoch 39] Loss(MSE:0.1025/CE:0.8627) | LR=2.80e-06 | Val V3 Score [4.530] - Loss(MSE:0.0056/CE:0.5313) | >=53%: WR=59.1% | Score=11.840 | N=93 (37B/56S Bal:0.66) | >=60%: WR=68.4% | Score=12.173 | N=79 (33B/46S Bal:0.72) | >=66%: WR=86.2% | Score=8.996 | N=58 (22B/36S Bal:0.61) | >=73%: WR=83.9% | Score=2.298 | N=31 (11B/20S Bal:0.55)
97
- [Epoch 40] Loss(MSE:0.1018/CE:0.8610) | LR=2.34e-06 | Val V3 Score [4.736] - Loss(MSE:0.0056/CE:0.5328) | >=53%: WR=57.9% | Score=12.444 | N=95 (40B/55S Bal:0.73) | >=60%: WR=65.9% | Score=13.156 | N=82 (37B/45S Bal:0.82) | >=66%: WR=84.7% | Score=9.302 | N=59 (23B/36S Bal:0.64) | >=73%: WR=81.2% | Score=2.453 | N=32 (12B/20S Bal:0.60)
98
- [Epoch 41] Loss(MSE:0.1017/CE:0.8615) | LR=1.94e-06 | Val V3 Score [5.342] - Loss(MSE:0.0055/CE:0.5361) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=60%: WR=64.3% | Score=13.173 | N=84 (38B/46S Bal:0.83) | >=66%: WR=83.3% | Score=10.800 | N=60 (27B/33S Bal:0.82) | >=73%: WR=84.4% | Score=2.613 | N=32 (12B/20S Bal:0.60)
99
- Luu y: Score/WR tang (Score: 5.3422) nhung Loss khong giam (0.5413). Bo qua viec save model.
100
- [Epoch 42] Loss(MSE:0.1014/CE:0.8606) | LR=1.61e-06 | Val V3 Score [4.636] - Loss(MSE:0.0056/CE:0.5300) | >=53%: WR=59.1% | Score=12.800 | N=93 (40B/53S Bal:0.75) | >=60%: WR=67.9% | Score=12.600 | N=78 (35B/43S Bal:0.81) | >=66%: WR=87.7% | Score=9.507 | N=57 (23B/34S Bal:0.68) | >=73%: WR=83.3% | Score=2.200 | N=30 (11B/19S Bal:0.58)
101
- [Epoch 43] Loss(MSE:0.1011/CE:0.8614) | LR=1.34e-06 | Val V3 Score [4.733] - Loss(MSE:0.0055/CE:0.5318) | >=53%: WR=59.1% | Score=13.440 | N=93 (42B/51S Bal:0.82) | >=60%: WR=67.1% | Score=14.387 | N=82 (39B/43S Bal:0.91) | >=66%: WR=87.7% | Score=9.507 | N=57 (23B/34S Bal:0.68) | >=73%: WR=80.6% | Score=2.347 | N=31 (12B/19S Bal:0.63)
102
- [Epoch 44] Loss(MSE:0.1009/CE:0.8619) | LR=1.15e-06 | Val V3 Score [4.841] - Loss(MSE:0.0055/CE:0.5315) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=60%: WR=67.1% | Score=13.649 | N=82 (37B/45S Bal:0.82) | >=66%: WR=86.2% | Score=9.404 | N=58 (23B/35S Bal:0.66) | >=73%: WR=81.8% | Score=2.560 | N=33 (12B/21S Bal:0.57)
103
- [Epoch 45] Loss(MSE:0.1009/CE:0.8615) | LR=1.04e-06 | Val V3 Score [5.151] - Loss(MSE:0.0055/CE:0.5327) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=60%: WR=68.3% | Score=14.524 | N=82 (38B/44S Bal:0.86) | >=66%: WR=85.0% | Score=10.333 | N=60 (25B/35S Bal:0.71) | >=73%: WR=81.8% | Score=2.560 | N=33 (12B/21S Bal:0.57)
104
- [Epoch 46] Loss(MSE:0.1000/CE:0.8631) | LR=1.50e-05 | Val V3 Score [5.932] - Loss(MSE:0.0055/CE:0.5274) | >=53%: WR=63.0% | Score=16.400 | N=92 (45B/47S Bal:0.96) | >=59%: WR=68.0% | Score=11.787 | N=75 (34B/41S Bal:0.83) | >=66%: WR=87.9% | Score=11.822 | N=58 (28B/30S Bal:0.93) | >=72%: WR=86.7% | Score=2.987 | N=30 (14B/16S Bal:0.88)
105
- Luu y: Score/WR tang (Score: 5.9319) nhung Loss khong giam (0.5326). Bo qua viec save model.
106
- [Epoch 47] Loss(MSE:0.0982/CE:0.8634) | LR=1.50e-05 | Val V3 Score [4.228] - Loss(MSE:0.0054/CE:0.5194) | >=53%: WR=66.3% | Score=13.298 | N=89 (34B/55S Bal:0.62) | >=59%: WR=71.0% | Score=7.627 | N=69 (22B/47S Bal:0.47) | >=66%: WR=88.9% | Score=7.600 | N=54 (19B/35S Bal:0.54) | >=72%: WR=87.5% | Score=2.542 | N=32 (11B/21S Bal:0.52)
107
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5245 (WR: 88.9%). Luu model...
108
- [00:19:19] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
109
- [00:19:21] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
110
- [Epoch 48] Loss(MSE:0.0959/CE:0.8612) | LR=1.50e-05 | Val V3 Score [5.507] - Loss(MSE:0.0052/CE:0.5336) | >=53%: WR=58.5% | Score=13.253 | N=94 (42B/52S Bal:0.81) | >=60%: WR=68.2% | Score=15.427 | N=85 (39B/46S Bal:0.85) | >=67%: WR=85.2% | Score=11.400 | N=61 (27B/34S Bal:0.79) | >=74%: WR=86.7% | Score=2.560 | N=30 (12B/18S Bal:0.67)
111
- Luu y: Score/WR tang (Score: 5.5067) nhung Loss khong giam (0.5386). Bo qua viec save model.
112
- [Epoch 49] Loss(MSE:0.0943/CE:0.8609) | LR=1.49e-05 | Val V3 Score [5.656] - Loss(MSE:0.0052/CE:0.5213) | >=53%: WR=65.5% | Score=15.680 | N=87 (42B/45S Bal:0.93) | >=59%: WR=69.9% | Score=11.378 | N=73 (32B/41S Bal:0.78) | >=65%: WR=86.0% | Score=10.000 | N=57 (25B/32S Bal:0.78) | >=71%: WR=88.2% | Score=3.484 | N=34 (14B/20S Bal:0.70)
113
- Luu y: Score/WR tang (Score: 5.6563) nhung Loss khong giam (0.5262). Bo qua viec save model.
114
- [Epoch 50] Loss(MSE:0.0925/CE:0.8617) | LR=1.48e-05 | Val V3 Score [5.650] - Loss(MSE:0.0052/CE:0.5159) | >=53%: WR=64.4% | Score=14.760 | N=87 (41B/46S Bal:0.89) | >=59%: WR=67.1% | Score=10.196 | N=73 (31B/42S Bal:0.74) | >=66%: WR=87.9% | Score=10.133 | N=58 (24B/34S Bal:0.71) | >=72%: WR=91.2% | Score=3.409 | N=34 (13B/21S Bal:0.62)
115
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5208 (WR: 91.2%). Luu model...
116
- [00:23:23] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
117
- [00:23:25] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
118
- [Epoch 51] Loss(MSE:0.0907/CE:0.8602) | LR=1.48e-05 | Val V3 Score [7.935] - Loss(MSE:0.0051/CE:0.5347) | >=53%: WR=62.1% | Score=16.764 | N=95 (49B/46S Bal:0.94) | >=60%: WR=62.7% | Score=12.978 | N=83 (43B/40S Bal:0.93) | >=67%: WR=79.7% | Score=12.658 | N=64 (32B/32S Bal:1.00) | >=74%: WR=89.7% | Score=5.573 | N=39 (20B/19S Bal:0.95)
119
- Luu y: Score/WR tang (Score: 7.9348) nhung Loss khong giam (0.5395). Bo qua viec save model.
120
- [Epoch 52] Loss(MSE:0.0892/CE:0.8594) | LR=1.47e-05 | Val V3 Score [6.827] - Loss(MSE:0.0049/CE:0.5451) | >=53%: WR=58.2% | Score=13.951 | N=98 (43B/55S Bal:0.78) | >=60%: WR=62.5% | Score=14.031 | N=88 (41B/47S Bal:0.87) | >=68%: WR=73.1% | Score=11.378 | N=67 (32B/35S Bal:0.91) | >=75%: WR=89.5% | Score=4.551 | N=38 (16B/22S Bal:0.73)
121
- Luu y: Score/WR tang (Score: 6.8267) nhung Loss khong giam (0.5498). Bo qua viec save model.
122
- [Epoch 53] Loss(MSE:0.0873/CE:0.8585) | LR=1.45e-05 | Val V3 Score [7.467] - Loss(MSE:0.0049/CE:0.5255) | >=53%: WR=60.4% | Score=15.600 | N=96 (45B/51S Bal:0.88) | >=60%: WR=67.9% | Score=15.853 | N=84 (41B/43S Bal:0.95) | >=67%: WR=81.0% | Score=12.000 | N=63 (30B/33S Bal:0.91) | >=74%: WR=91.9% | Score=5.200 | N=37 (19B/18S Bal:0.95)
123
- Luu y: Score/WR tang (Score: 7.4667) nhung Loss khong giam (0.5302). Bo qua viec save model.
124
- [Epoch 54] Loss(MSE:0.0858/CE:0.8591) | LR=1.44e-05 | Val V3 Score [5.696] - Loss(MSE:0.0049/CE:0.5185) | >=53%: WR=65.6% | Score=15.467 | N=90 (40B/50S Bal:0.80) | >=60%: WR=70.3% | Score=10.569 | N=74 (29B/45S Bal:0.64) | >=66%: WR=87.3% | Score=9.889 | N=55 (25B/30S Bal:0.83) | >=73%: WR=87.9% | Score=3.600 | N=33 (15B/18S Bal:0.83)
125
- Luu y: Score/WR tang (Score: 5.6963) nhung Loss khong giam (0.5231). Bo qua viec save model.
126
- [Epoch 55] Loss(MSE:0.0842/CE:0.8565) | LR=1.42e-05 | Val V3 Score [4.884] - Loss(MSE:0.0048/CE:0.5176) | >=53%: WR=58.5% | Score=11.991 | N=94 (38B/56S Bal:0.68) | >=60%: WR=71.6% | Score=11.987 | N=81 (29B/52S Bal:0.56) | >=68%: WR=79.4% | Score=8.893 | N=63 (23B/40S Bal:0.57) | >=75%: WR=87.9% | Score=2.880 | N=33 (12B/21S Bal:0.57)
127
- [Epoch 56] Loss(MSE:0.0823/CE:0.8570) | LR=1.41e-05 | Val V3 Score [4.467] - Loss(MSE:0.0048/CE:0.5110) | >=53%: WR=63.7% | Score=15.493 | N=91 (42B/49S Bal:0.86) | >=60%: WR=71.4% | Score=9.600 | N=70 (27B/43S Bal:0.63) | >=68%: WR=84.2% | Score=9.667 | N=57 (25B/32S Bal:0.78) | >=75%: WR=80.0% | Score=1.867 | N=30 (10B/20S Bal:0.50)
128
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5156 (WR: 84.2%). Luu model...
129
- [00:31:32] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
130
- [00:31:34] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
131
- [Epoch 57] Loss(MSE:0.0808/CE:0.8572) | LR=1.39e-05 | Val V3 Score [6.139] - Loss(MSE:0.0046/CE:0.5338) | >=53%: WR=62.8% | Score=14.756 | N=94 (40B/54S Bal:0.74) | >=60%: WR=67.1% | Score=11.733 | N=79 (33B/46S Bal:0.72) | >=67%: WR=86.7% | Score=11.947 | N=60 (28B/32S Bal:0.88) | >=74%: WR=87.5% | Score=3.236 | N=32 (14B/18S Bal:0.78)
132
- Luu y: Score/WR tang (Score: 6.1393) nhung Loss khong giam (0.5382). Bo qua viec save model.
133
- [Epoch 58] Loss(MSE:0.0793/CE:0.8568) | LR=1.37e-05 | Val V3 Score [4.819] - Loss(MSE:0.0046/CE:0.5114) | >=53%: WR=64.4% | Score=14.933 | N=90 (40B/50S Bal:0.80) | >=60%: WR=72.0% | Score=11.600 | N=75 (30B/45S Bal:0.67) | >=68%: WR=84.2% | Score=9.667 | N=57 (25B/32S Bal:0.78) | >=75%: WR=84.4% | Score=2.396 | N=32 (11B/21S Bal:0.52)
134
- Luu y: Score/WR tang (Score: 4.8193) nhung Loss khong giam (0.5159). Bo qua viec save model.
135
- [Epoch 59] Loss(MSE:0.0778/CE:0.8568) | LR=1.34e-05 | Val V3 Score [5.923] - Loss(MSE:0.0046/CE:0.5128) | >=53%: WR=67.4% | Score=15.644 | N=86 (40B/46S Bal:0.87) | >=60%: WR=73.0% | Score=12.516 | N=74 (32B/42S Bal:0.76) | >=67%: WR=85.7% | Score=10.169 | N=56 (26B/30S Bal:0.87) | >=74%: WR=90.9% | Score=3.800 | N=33 (15B/18S Bal:0.83)
136
- Luu y: Score/WR tang (Score: 5.9230) nhung Loss khong giam (0.5172). Bo qua viec save model.
137
- [Epoch 60] Loss(MSE:0.0769/CE:0.8560) | LR=1.32e-05 | Val V3 Score [5.296] - Loss(MSE:0.0044/CE:0.5264) | >=53%: WR=58.5% | Score=11.991 | N=94 (38B/56S Bal:0.68) | >=60%: WR=73.2% | Score=13.067 | N=82 (30B/52S Bal:0.58) | >=68%: WR=82.3% | Score=9.302 | N=62 (23B/39S Bal:0.59) | >=75%: WR=86.1% | Score=3.293 | N=36 (13B/23S Bal:0.57)
138
- Luu y: Score/WR tang (Score: 5.2963) nhung Loss khong giam (0.5306). Bo qua viec save model.
139
- [Epoch 61] Loss(MSE:0.0753/CE:0.8552) | LR=1.29e-05 | Val V3 Score [3.920] - Loss(MSE:0.0044/CE:0.5169) | >=53%: WR=62.0% | Score=11.587 | N=92 (33B/59S Bal:0.56) | >=60%: WR=70.3% | Score=8.747 | N=74 (24B/50S Bal:0.48) | >=68%: WR=86.4% | Score=8.773 | N=59 (21B/38S Bal:0.55) | >=75%: WR=81.8% | Score=1.493 | N=33 (7B/26S Bal:0.27)
140
- [Epoch 62] Loss(MSE:0.0739/CE:0.8553) | LR=1.27e-05 | Val V3 Score [4.188] - Loss(MSE:0.0043/CE:0.5233) | >=53%: WR=62.0% | Score=12.289 | N=92 (35B/57S Bal:0.61) | >=60%: WR=72.7% | Score=11.324 | N=77 (28B/49S Bal:0.57) | >=68%: WR=81.0% | Score=8.484 | N=58 (23B/35S Bal:0.66) | >=75%: WR=84.8% | Score=2.040 | N=33 (9B/24S Bal:0.38)
141
- [Epoch 63] Loss(MSE:0.0729/CE:0.8555) | LR=1.24e-05 | Val V3 Score [3.043] - Loss(MSE:0.0044/CE:0.5091) | >=53%: WR=62.5% | Score=9.240 | N=88 (27B/61S Bal:0.44) | >=60%: WR=72.6% | Score=8.409 | N=73 (22B/51S Bal:0.43) | >=68%: WR=88.7% | Score=7.040 | N=53 (18B/35S Bal:0.51) | >=75%: WR=83.9% | Score=1.044 | N=31 (5B/26S Bal:0.19)
142
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5133 (WR: 88.7%). Luu model...
143
- [00:41:09] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
144
- [00:41:11] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
145
- [Epoch 64] Loss(MSE:0.0716/CE:0.8536) | LR=1.21e-05 | Val V3 Score [5.591] - Loss(MSE:0.0041/CE:0.5335) | >=53%: WR=56.6% | Score=12.573 | N=99 (41B/58S Bal:0.71) | >=61%: WR=71.8% | Score=13.938 | N=85 (32B/53S Bal:0.60) | >=68%: WR=85.7% | Score=11.440 | N=63 (26B/37S Bal:0.70) | >=76%: WR=87.1% | Score=2.667 | N=31 (12B/19S Bal:0.63)
146
- Luu y: Score/WR tang (Score: 5.5911) nhung Loss khong giam (0.5374). Bo qua viec save model.
147
- [Epoch 65] Loss(MSE:0.0702/CE:0.8545) | LR=1.18e-05 | Val V3 Score [4.397] - Loss(MSE:0.0043/CE:0.5167) | >=53%: WR=60.2% | Score=12.333 | N=93 (37B/56S Bal:0.66) | >=61%: WR=72.2% | Score=11.449 | N=79 (28B/51S Bal:0.55) | >=68%: WR=83.1% | Score=9.778 | N=59 (25B/34S Bal:0.74) | >=76%: WR=86.7% | Score=1.707 | N=30 (8B/22S Bal:0.36)
148
- Luu y: Score/WR tang (Score: 4.3970) nhung Loss khong giam (0.5207). Bo qua viec save model.
149
- [Epoch 66] Loss(MSE:0.0695/CE:0.8535) | LR=1.15e-05 | Val V3 Score [5.547] - Loss(MSE:0.0041/CE:0.5286) | >=53%: WR=57.1% | Score=12.756 | N=98 (41B/57S Bal:0.72) | >=60%: WR=69.9% | Score=13.751 | N=83 (34B/49S Bal:0.69) | >=68%: WR=80.0% | Score=9.707 | N=65 (24B/41S Bal:0.59) | >=75%: WR=88.9% | Score=3.467 | N=36 (13B/23S Bal:0.57)
150
- Luu y: Score/WR tang (Score: 5.5467) nhung Loss khong giam (0.5325). Bo qua viec save model.
151
- [Epoch 67] Loss(MSE:0.0686/CE:0.8534) | LR=1.12e-05 | Val V3 Score [5.022] - Loss(MSE:0.0042/CE:0.5082) | >=53%: WR=69.9% | Score=13.751 | N=83 (34B/49S Bal:0.69) | >=60%: WR=72.5% | Score=9.000 | N=69 (25B/44S Bal:0.57) | >=68%: WR=84.2% | Score=10.053 | N=57 (26B/31S Bal:0.84) | >=75%: WR=83.9% | Score=2.507 | N=31 (12B/19S Bal:0.63)
152
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5121 (WR: 84.2%). Luu model...
153
- [00:46:33] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
154
- [00:46:35] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
155
- [Epoch 68] Loss(MSE:0.0677/CE:0.8520) | LR=1.08e-05 | Val V3 Score [4.221] - Loss(MSE:0.0042/CE:0.5116) | >=53%: WR=62.0% | Score=12.289 | N=92 (35B/57S Bal:0.61) | >=61%: WR=73.7% | Score=11.449 | N=76 (28B/48S Bal:0.58) | >=68%: WR=84.5% | Score=9.889 | N=58 (25B/33S Bal:0.76) | >=76%: WR=87.5% | Score=1.387 | N=32 (6B/26S Bal:0.23)
156
- [Epoch 69] Loss(MSE:0.0668/CE:0.8535) | LR=1.05e-05 | Val V3 Score [5.953] - Loss(MSE:0.0041/CE:0.5135) | >=53%: WR=65.9% | Score=16.818 | N=88 (44B/44S Bal:1.00) | >=60%: WR=74.3% | Score=12.942 | N=74 (32B/42S Bal:0.76) | >=68%: WR=84.7% | Score=10.516 | N=59 (26B/33S Bal:0.79) | >=75%: WR=91.2% | Score=3.671 | N=34 (14B/20S Bal:0.70)
157
- Luu y: Score/WR tang (Score: 5.9526) nhung Loss khong giam (0.5174). Bo qua viec save model.
158
- [Epoch 70] Loss(MSE:0.0659/CE:0.8527) | LR=1.02e-05 | Val V3 Score [5.310] - Loss(MSE:0.0041/CE:0.5132) | >=53%: WR=69.3% | Score=16.889 | N=88 (40B/48S Bal:0.83) | >=60%: WR=74.3% | Score=12.133 | N=74 (30B/44S Bal:0.68) | >=68%: WR=83.1% | Score=10.169 | N=59 (26B/33S Bal:0.79) | >=75%: WR=87.9% | Score=2.880 | N=33 (12B/21S Bal:0.57)
159
- Luu y: Score/WR tang (Score: 5.3096) nhung Loss khong giam (0.5171). Bo qua viec save model.
160
- [Epoch 71] Loss(MSE:0.0651/CE:0.8523) | LR=9.81e-06 | Val V3 Score [6.036] - Loss(MSE:0.0041/CE:0.5078) | >=53%: WR=68.2% | Score=15.822 | N=85 (40B/45S Bal:0.89) | >=60%: WR=72.6% | Score=12.996 | N=73 (34B/39S Bal:0.87) | >=68%: WR=86.2% | Score=11.040 | N=58 (27B/31S Bal:0.87) | >=75%: WR=90.3% | Score=3.533 | N=31 (16B/15S Bal:0.94)
161
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5118 (WR: 90.3%). Luu model...
162
- [00:51:58] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
163
- [00:51:59] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
164
- [Epoch 72] Loss(MSE:0.0645/CE:0.8519) | LR=9.46e-06 | Val V3 Score [5.209] - Loss(MSE:0.0040/CE:0.5156) | >=53%: WR=60.4% | Score=10.196 | N=91 (31B/60S Bal:0.52) | >=61%: WR=73.1% | Score=10.747 | N=78 (26B/52S Bal:0.50) | >=68%: WR=83.9% | Score=10.444 | N=62 (25B/37S Bal:0.68) | >=76%: WR=85.3% | Score=2.591 | N=34 (11B/23S Bal:0.48)
165
- [Epoch 73] Loss(MSE:0.0636/CE:0.8511) | LR=9.10e-06 | Val V3 Score [4.729] - Loss(MSE:0.0039/CE:0.5195) | >=53%: WR=61.7% | Score=14.222 | N=94 (40B/54S Bal:0.74) | >=61%: WR=74.4% | Score=12.373 | N=78 (29B/49S Bal:0.59) | >=68%: WR=83.6% | Score=10.631 | N=61 (26B/35S Bal:0.74) | >=76%: WR=87.1% | Score=1.778 | N=31 (8B/23S Bal:0.35)
166
- [Epoch 74] Loss(MSE:0.0626/CE:0.8513) | LR=8.73e-06 | Val V3 Score [6.436] - Loss(MSE:0.0038/CE:0.5256) | >=53%: WR=57.9% | Score=11.822 | N=95 (38B/57S Bal:0.67) | >=61%: WR=70.7% | Score=13.084 | N=82 (32B/50S Bal:0.64) | >=68%: WR=81.2% | Score=11.040 | N=64 (27B/37S Bal:0.73) | >=76%: WR=89.2% | Score=4.133 | N=37 (15B/22S Bal:0.68)
167
- Luu y: Score/WR tang (Score: 6.4356) nhung Loss khong giam (0.5293). Bo qua viec save model.
168
- [Epoch 75] Loss(MSE:0.0624/CE:0.8512) | LR=8.37e-06 | Val V3 Score [5.689] - Loss(MSE:0.0039/CE:0.5217) | >=53%: WR=58.9% | Score=12.653 | N=95 (39B/56S Bal:0.70) | >=61%: WR=73.4% | Score=13.511 | N=79 (32B/47S Bal:0.68) | >=68%: WR=85.2% | Score=10.133 | N=61 (24B/37S Bal:0.65) | >=76%: WR=88.9% | Score=3.467 | N=36 (13B/23S Bal:0.57)
169
- [Epoch 76] Loss(MSE:0.0616/CE:0.8506) | LR=8.00e-06 | Val V3 Score [4.836] - Loss(MSE:0.0038/CE:0.5113) | >=53%: WR=61.3% | Score=12.133 | N=93 (35B/58S Bal:0.60) | >=61%: WR=74.4% | Score=11.520 | N=78 (27B/51S Bal:0.53) | >=68%: WR=80.3% | Score=9.173 | N=61 (24B/37S Bal:0.65) | >=76%: WR=88.9% | Score=2.667 | N=36 (10B/26S Bal:0.38)
170
- [Epoch 77] Loss(MSE:0.0609/CE:0.8511) | LR=7.63e-06 | Val V3 Score [6.526] - Loss(MSE:0.0038/CE:0.5088) | >=53%: WR=67.4% | Score=16.036 | N=86 (41B/45S Bal:0.91) | >=60%: WR=78.4% | Score=16.000 | N=74 (38B/36S Bal:0.95) | >=68%: WR=87.9% | Score=12.244 | N=58 (29B/29S Bal:1.00) | >=75%: WR=90.6% | Score=3.667 | N=32 (17B/15S Bal:0.88)
171
- Luu y: Score/WR tang (Score: 6.5259) nhung Loss khong giam (0.5124). Bo qua viec save model.
172
- [Epoch 78] Loss(MSE:0.0606/CE:0.8509) | LR=7.27e-06 | Val V3 Score [6.342] - Loss(MSE:0.0038/CE:0.5129) | >=53%: WR=66.3% | Score=15.773 | N=92 (39B/53S Bal:0.74) | >=60%: WR=73.7% | Score=12.267 | N=76 (30B/46S Bal:0.65) | >=68%: WR=85.0% | Score=11.160 | N=60 (27B/33S Bal:0.82) | >=75%: WR=86.5% | Score=3.933 | N=37 (15B/22S Bal:0.68)
173
- Luu y: Score/WR tang (Score: 6.3422) nhung Loss khong giam (0.5165). Bo qua viec save model.
174
- [Epoch 79] Loss(MSE:0.0599/CE:0.8504) | LR=6.90e-06 | Val V3 Score [7.320] - Loss(MSE:0.0037/CE:0.5182) | >=53%: WR=62.1% | Score=15.307 | N=95 (42B/53S Bal:0.79) | >=61%: WR=73.4% | Score=14.356 | N=79 (34B/45S Bal:0.76) | >=68%: WR=82.8% | Score=11.400 | N=64 (27B/37S Bal:0.73) | >=76%: WR=89.7% | Score=5.280 | N=39 (18B/21S Bal:0.86)
175
- Luu y: Score/WR tang (Score: 7.3200) nhung Loss khong giam (0.5217). Bo qua viec save model.
176
- [Epoch 80] Loss(MSE:0.0597/CE:0.8502) | LR=6.54e-06 | Val V3 Score [5.000] - Loss(MSE:0.0037/CE:0.5103) | >=53%: WR=64.5% | Score=16.240 | N=93 (42B/51S Bal:0.82) | >=61%: WR=74.0% | Score=12.951 | N=77 (31B/46S Bal:0.67) | >=68%: WR=85.0% | Score=11.160 | N=60 (27B/33S Bal:0.82) | >=76%: WR=86.7% | Score=1.920 | N=30 (9B/21S Bal:0.43)
177
- [Epoch 81] Loss(MSE:0.0593/CE:0.8512) | LR=6.19e-06 | Val V3 Score [6.173] - Loss(MSE:0.0037/CE:0.5173) | >=53%: WR=62.8% | Score=14.756 | N=94 (40B/54S Bal:0.74) | >=60%: WR=73.7% | Score=11.858 | N=76 (29B/47S Bal:0.62) | >=68%: WR=85.2% | Score=10.556 | N=61 (25B/36S Bal:0.69) | >=75%: WR=89.5% | Score=3.982 | N=38 (14B/24S Bal:0.58)
178
- Luu y: Score/WR tang (Score: 6.1733) nhung Loss khong giam (0.5208). Bo qua viec save model.
179
- [Epoch 82] Loss(MSE:0.0589/CE:0.8497) | LR=5.84e-06 | Val V3 Score [6.391] - Loss(MSE:0.0037/CE:0.5142) | >=53%: WR=63.0% | Score=14.578 | N=92 (40B/52S Bal:0.77) | >=60%: WR=74.0% | Score=12.951 | N=77 (31B/46S Bal:0.67) | >=68%: WR=85.5% | Score=11.209 | N=62 (26B/36S Bal:0.72) | >=75%: WR=89.5% | Score=3.982 | N=38 (14B/24S Bal:0.58)
180
- Luu y: Score/WR tang (Score: 6.3911) nhung Loss khong giam (0.5178). Bo qua viec save model.
181
- [Epoch 83] Loss(MSE:0.0584/CE:0.8493) | LR=5.49e-06 | Val V3 Score [6.474] - Loss(MSE:0.0037/CE:0.5120) | >=53%: WR=64.1% | Score=15.489 | N=92 (41B/51S Bal:0.80) | >=60%: WR=75.3% | Score=13.796 | N=77 (32B/45S Bal:0.71) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=75%: WR=86.8% | Score=4.338 | N=38 (16B/22S Bal:0.73)
182
- Luu y: Score/WR tang (Score: 6.4741) nhung Loss khong giam (0.5155). Bo qua viec save model.
183
- [Epoch 84] Loss(MSE:0.0580/CE:0.8492) | LR=5.15e-06 | Val V3 Score [5.690] - Loss(MSE:0.0036/CE:0.5199) | >=53%: WR=60.0% | Score=12.836 | N=95 (38B/57S Bal:0.67) | >=61%: WR=76.5% | Score=14.467 | N=81 (31B/50S Bal:0.62) | >=68%: WR=85.5% | Score=10.778 | N=62 (25B/37S Bal:0.68) | >=76%: WR=91.2% | Score=3.147 | N=34 (12B/22S Bal:0.55)
184
- [Epoch 85] Loss(MSE:0.0577/CE:0.8496) | LR=4.82e-06 | Val V3 Score [5.778] - Loss(MSE:0.0036/CE:0.5149) | >=53%: WR=61.7% | Score=14.578 | N=94 (41B/53S Bal:0.77) | >=61%: WR=74.0% | Score=12.533 | N=77 (30B/47S Bal:0.64) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=76%: WR=86.1% | Score=3.293 | N=36 (13B/23S Bal:0.57)
185
- [Epoch 86] Loss(MSE:0.0576/CE:0.8497) | LR=4.50e-06 | Val V3 Score [6.281] - Loss(MSE:0.0035/CE:0.5163) | >=53%: WR=62.4% | Score=14.760 | N=93 (41B/52S Bal:0.79) | >=60%: WR=73.1% | Score=12.813 | N=78 (31B/47S Bal:0.66) | >=68%: WR=85.2% | Score=10.978 | N=61 (26B/35S Bal:0.74) | >=75%: WR=86.5% | Score=3.933 | N=37 (15B/22S Bal:0.68)
186
- Luu y: Score/WR tang (Score: 6.2815) nhung Loss khong giam (0.5197). Bo qua viec save model.
187
- [Epoch 87] Loss(MSE:0.0572/CE:0.8492) | LR=4.19e-06 | Val V3 Score [6.123] - Loss(MSE:0.0035/CE:0.5148) | >=53%: WR=62.4% | Score=14.760 | N=93 (41B/52S Bal:0.79) | >=61%: WR=75.6% | Score=14.520 | N=78 (33B/45S Bal:0.73) | >=68%: WR=85.2% | Score=11.400 | N=61 (27B/34S Bal:0.79) | >=76%: WR=88.2% | Score=3.484 | N=34 (14B/20S Bal:0.70)
188
- Luu y: Score/WR tang (Score: 6.1230) nhung Loss khong giam (0.5182). Bo qua viec save model.
189
- [Epoch 88] Loss(MSE:0.0568/CE:0.8483) | LR=3.89e-06 | Val V3 Score [5.153] - Loss(MSE:0.0036/CE:0.5163) | >=53%: WR=61.3% | Score=13.520 | N=93 (39B/54S Bal:0.72) | >=61%: WR=73.7% | Score=11.858 | N=76 (29B/47S Bal:0.62) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=76%: WR=90.3% | Score=2.356 | N=31 (10B/21S Bal:0.48)
190
- [Epoch 89] Loss(MSE:0.0566/CE:0.8496) | LR=3.59e-06 | Val V3 Score [5.244] - Loss(MSE:0.0036/CE:0.5123) | >=53%: WR=62.0% | Score=14.044 | N=92 (40B/52S Bal:0.77) | >=61%: WR=75.0% | Score=12.667 | N=76 (30B/46S Bal:0.65) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=76%: WR=84.8% | Score=2.493 | N=33 (11B/22S Bal:0.50)
191
- [Epoch 90] Loss(MSE:0.0563/CE:0.8491) | LR=3.32e-06 | Val V3 Score [6.141] - Loss(MSE:0.0036/CE:0.5122) | >=53%: WR=65.6% | Score=16.400 | N=93 (41B/52S Bal:0.79) | >=60%: WR=75.0% | Score=12.667 | N=76 (30B/46S Bal:0.65) | >=68%: WR=85.2% | Score=10.556 | N=61 (25B/36S Bal:0.69) | >=75%: WR=86.5% | Score=3.933 | N=37 (15B/22S Bal:0.68)
192
- Luu y: Score/WR tang (Score: 6.1407) nhung Loss khong giam (0.5156). Bo qua viec save model.
193
- [Epoch 91] Loss(MSE:0.0561/CE:0.8487) | LR=3.05e-06 | Val V3 Score [5.354] - Loss(MSE:0.0035/CE:0.5173) | >=53%: WR=61.7% | Score=13.511 | N=94 (38B/56S Bal:0.68) | >=61%: WR=74.7% | Score=13.067 | N=79 (30B/49S Bal:0.61) | >=68%: WR=85.2% | Score=10.978 | N=61 (26B/35S Bal:0.74) | >=76%: WR=87.5% | Score=2.542 | N=32 (11B/21S Bal:0.52)
194
-
195
- EARLY STOPPING kich hoat tai Epoch 91!
196
- CE Loss val khong cai thien lien tiep 20 epoch (Tot nhat: 0.5118)
197
-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/results/training_metrics_v3.json DELETED
@@ -1,86 +0,0 @@
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- {
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- "target": "ltcusdt",
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- "version": "Transformer_V3",
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- "dimensions": {
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- "num_features_target": 0,
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- "num_features_macro": 38
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- },
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- "sessions": {
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- "asian": {
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- "BEST_VLOSS": {
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- "epoch": 71,
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- "max_threshold": 0.75,
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- "composite_score": 6.035555555555554,
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- "val_loss": 0.5119744683013243,
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- "threshold_metrics": [
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- "threshold": 0.53,
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- "total_signals": 85,
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- "win_rate": 0.6823529411764706,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 15.822222222222223,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9411764705882353,
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- "total_buy": 40,
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- "total_sell": 45
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- {
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- "threshold": 0.6033,
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- "total_signals": 73,
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- "ev_score": 12.995555555555555,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9315068493150684,
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- "total_buy": 34,
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- "total_sell": 39
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- {
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- "threshold": 0.6767,
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- "total_signals": 58,
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- "win_rate": 0.8620689655172413,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 11.039999999999997,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9310344827586207,
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- "total_buy": 27,
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- "total_sell": 31
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- },
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- {
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- "threshold": 0.75,
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- "total_signals": 31,
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- "win_rate": 0.9032258064516129,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 3.5333333333333328,
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- "sharpe_score": 0.0,
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- "tus_score": 0.967741935483871,
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- "total_buy": 16,
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- "total_sell": 15
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- }
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- ],
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- "win_rates": [
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- 0.6823529411764706,
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- 0.726027397260274,
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- 0.8620689655172413,
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- 0.9032258064516129
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- "thresholds": [
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- 0.53,
73
- 0.6033,
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- 0.6767,
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- 0.75
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- ],
77
- "totals": [
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- 85,
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- 73,
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- 58,
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- 31
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- ]
83
- }
84
- }
85
- }
86
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260524_230028_v6_asian/train_v6.log DELETED
@@ -1,234 +0,0 @@
1
- Loading config from: workspaces/CFG_LTC_ASIAN_V6\runs\run_20260524_230028_v6_asian\config.json
2
- Loaded run-specific overrides from: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260524_230028_v6_asian\config.json
3
- ☁️ Đang tải Dataset Tensor từ HuggingFace HUB...
4
- ✅ Tensor đã sẵn sàng!
5
- ✅ Tải thành công! Y: (52374,)
6
- X_tf0: (52374, 96, 6)
7
- X_tf1: (52374, 96, 1)
8
- X_tf2: (52374, 96, 1)
9
- [DATA CHECK] X abs_max=15.0000 | abs_mean=0.7564
10
- ✅ Dữ liệu đã được scale chuẩn (abs_max < 100).
11
- [DATA CHECK] Phân bố nhãn Y (Tổng): {0: 10483, 1: 9633, 2: 32258}
12
- [DATA SPLIT] Dùng S_tensor (Chronological Split trước khi Downsample) để chia Train/Val.
13
- [DATA CHECK] Train: 30738 mẫu | Val: 21636 mẫu (Giữ nguyên thực tế, không downsample)
14
- [CLASS WEIGHTS] Trọng số cân bằng lớp (tự động): [np.float64(1.0369395810140674), np.float64(1.119903814624549), np.float64(0.8751281175264776)]
15
- 💻 Đang Train trên nền tảng: cuda
16
- [MODEL] Init with: d_model=128, nhead=8, num_layers=3, dropout=0.25, d_ff=512
17
- [MODEL V2] Kiến trúc nâng cao: pooling=attention, cls_head=simple, layer_drop=0.0
18
-
19
- [INHERIT] Bỏ qua kế thừa theo cờ --scratch. Đào tạo mới hoàn toàn!
20
- ✅ [TELEGRAM] Đã gửi thông báo khởi động!
21
- [LOSS] Khởi tạo AAMT_JointLoss với focal_gamma = 0.0 | mse_gate = 0.0 | lambda_recon = 1.0 | label_smoothing = 0.15
22
- [SCHEDULER] CosineAnnealingWarmRestarts (T_0=15, T_mult=2)
23
- --- 🚀 BẮT ĐẦU WARM-UP AUTOENCODER (10 Epochs) ---
24
- [Warm-up] Epoch 1/10 | Recon_MSE_Loss: 0.925309
25
- [Warm-up] Epoch 2/10 | Recon_MSE_Loss: 0.489399
26
- [Warm-up] Epoch 3/10 | Recon_MSE_Loss: 0.355719
27
- [Warm-up] Epoch 4/10 | Recon_MSE_Loss: 0.282227
28
- [Warm-up] Epoch 5/10 | Recon_MSE_Loss: 0.229867
29
- [Warm-up] Epoch 6/10 | Recon_MSE_Loss: 0.189777
30
- [Warm-up] Epoch 7/10 | Recon_MSE_Loss: 0.159497
31
- [Warm-up] Epoch 8/10 | Recon_MSE_Loss: 0.136099
32
- [Warm-up] Epoch 9/10 | Recon_MSE_Loss: 0.116984
33
- [Warm-up] Epoch 10/10 | Recon_MSE_Loss: 0.101415
34
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260524_230028_v6_asian\brains
35
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
36
- [Epoch 1] Loss(MSE:0.1076/CE:1.0334) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0095/CE:0.6462) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
37
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6551 (WR: 0.0%). Luu model...
38
- [23:13:28] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
39
- [23:13:30] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
40
- [Epoch 2] Loss(MSE:0.1086/CE:1.0052) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0106/CE:0.6169) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
41
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6270 (WR: 0.0%). Luu model...
42
- [23:14:52] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
43
- [23:14:54] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
44
- [Epoch 3] Loss(MSE:0.1082/CE:0.9923) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0112/CE:0.5922) | >=53%: WR=50.0% | Score=0.000 | N=2 (2B/0S Bal:0.00) | >=54%: WR=50.0% | Score=0.000 | N=2 (2B/0S Bal:0.00) | >=55%: WR=50.0% | Score=0.000 | N=2 (2B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
45
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6028 (WR: 50.0%). Luu model...
46
- [23:16:21] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
47
- [23:16:23] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
48
- [Epoch 4] Loss(MSE:0.1087/CE:0.9797) | LR=1.37e-05 | Val V3 Score [0.008] - Loss(MSE:0.0119/CE:0.5680) | >=53%: WR=71.4% | Score=0.012 | N=7 (7B/0S Bal:0.00) | >=54%: WR=83.3% | Score=0.012 | N=6 (6B/0S Bal:0.00) | >=55%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00) | >=56%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00)
49
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5793 (WR: 83.3%). Luu model...
50
- [23:17:54] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
51
- [23:17:56] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
52
- [Epoch 5] Loss(MSE:0.1094/CE:0.9677) | LR=1.27e-05 | Val V3 Score [0.110] - Loss(MSE:0.0116/CE:0.5883) | >=53%: WR=56.0% | Score=0.076 | N=25 (24B/1S Bal:0.04) | >=54%: WR=56.0% | Score=0.076 | N=25 (24B/1S Bal:0.04) | >=55%: WR=75.0% | Score=0.111 | N=20 (20B/0S Bal:0.00) | >=56%: WR=78.9% | Score=0.110 | N=19 (19B/0S Bal:0.00)
53
- Luu y: Score/WR tang (Score: 0.1102) nhung Loss khong giam (0.5994). Bo qua viec save model.
54
- [Epoch 6] Loss(MSE:0.1108/CE:0.9479) | LR=1.15e-05 | Val V3 Score [1.087] - Loss(MSE:0.0121/CE:0.5753) | >=53%: WR=63.2% | Score=1.511 | N=38 (28B/10S Bal:0.36) | >=54%: WR=60.0% | Score=1.244 | N=35 (25B/10S Bal:0.40) | >=55%: WR=63.6% | Score=1.200 | N=33 (24B/9S Bal:0.38) | >=56%: WR=64.5% | Score=1.031 | N=31 (23B/8S Bal:0.35)
55
- Luu y: Score/WR tang (Score: 1.0874) nhung Loss khong giam (0.5868). Bo qua viec save model.
56
- [Epoch 7] Loss(MSE:0.1125/CE:0.9304) | LR=1.02e-05 | Val V3 Score [1.413] - Loss(MSE:0.0132/CE:0.5531) | >=53%: WR=63.0% | Score=2.187 | N=46 (34B/12S Bal:0.35) | >=55%: WR=68.3% | Score=1.911 | N=41 (31B/10S Bal:0.32) | >=57%: WR=66.7% | Score=1.600 | N=36 (26B/10S Bal:0.38) | >=59%: WR=70.0% | Score=1.320 | N=30 (21B/9S Bal:0.43)
57
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5656 (WR: 70.0%). Luu model...
58
- [23:22:18] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
59
- [23:22:20] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
60
- [Epoch 8] Loss(MSE:0.1138/CE:0.9173) | LR=8.73e-06 | Val V3 Score [2.465] - Loss(MSE:0.0129/CE:0.5648) | >=53%: WR=67.3% | Score=5.476 | N=55 (33B/22S Bal:0.67) | >=56%: WR=73.1% | Score=6.062 | N=52 (30B/22S Bal:0.73) | >=59%: WR=78.9% | Score=3.698 | N=38 (22B/16S Bal:0.73) | >=62%: WR=67.7% | Score=1.849 | N=31 (18B/13S Bal:0.72)
61
- Luu y: Score/WR tang (Score: 2.4652) nhung Loss khong giam (0.5770). Bo qua viec save model.
62
- [Epoch 9] Loss(MSE:0.1150/CE:0.9095) | LR=7.27e-06 | Val V3 Score [3.227] - Loss(MSE:0.0122/CE:0.5629) | >=53%: WR=66.2% | Score=8.636 | N=68 (39B/29S Bal:0.74) | >=56%: WR=75.0% | Score=6.356 | N=52 (30B/22S Bal:0.73) | >=60%: WR=82.9% | Score=4.880 | N=41 (23B/18S Bal:0.78) | >=63%: WR=69.7% | Score=2.400 | N=33 (18B/15S Bal:0.83)
63
- Luu y: Score/WR tang (Score: 3.2267) nhung Loss khong giam (0.5745). Bo qua viec save model.
64
- [Epoch 10] Loss(MSE:0.1154/CE:0.9051) | LR=5.84e-06 | Val V3 Score [4.024] - Loss(MSE:0.0122/CE:0.5512) | >=53%: WR=70.3% | Score=9.782 | N=64 (33B/31S Bal:0.94) | >=56%: WR=68.5% | Score=5.827 | N=54 (31B/23S Bal:0.74) | >=60%: WR=82.5% | Score=5.244 | N=40 (20B/20S Bal:1.00) | >=63%: WR=81.8% | Score=3.413 | N=33 (17B/16S Bal:0.94)
65
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5628 (WR: 82.5%). Luu model...
66
- [23:26:34] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
67
- [23:26:36] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
68
- [Epoch 11] Loss(MSE:0.1152/CE:0.9000) | LR=4.50e-06 | Val V3 Score [3.116] - Loss(MSE:0.0123/CE:0.5534) | >=53%: WR=65.2% | Score=8.800 | N=69 (39B/30S Bal:0.77) | >=57%: WR=69.1% | Score=6.293 | N=55 (31B/24S Bal:0.77) | >=60%: WR=78.6% | Score=4.813 | N=42 (23B/19S Bal:0.83) | >=64%: WR=68.8% | Score=2.267 | N=32 (17B/15S Bal:0.88)
69
- [Epoch 12] Loss(MSE:0.1154/CE:0.8995) | LR=3.32e-06 | Val V3 Score [3.200] - Loss(MSE:0.0122/CE:0.5476) | >=53%: WR=67.1% | Score=9.782 | N=70 (39B/31S Bal:0.79) | >=57%: WR=69.0% | Score=6.613 | N=58 (34B/24S Bal:0.71) | >=61%: WR=81.0% | Score=5.333 | N=42 (22B/20S Bal:0.91) | >=65%: WR=67.7% | Score=2.133 | N=31 (15B/16S Bal:0.94)
70
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5592 (WR: 81.0%). Luu model...
71
- [23:29:26] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
72
- [23:29:28] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
73
- [Epoch 13] Loss(MSE:0.1156/CE:0.8959) | LR=2.34e-06 | Val V3 Score [3.338] - Loss(MSE:0.0120/CE:0.5507) | >=53%: WR=60.3% | Score=9.440 | N=73 (37B/36S Bal:0.97) | >=57%: WR=70.0% | Score=7.920 | N=60 (33B/27S Bal:0.82) | >=61%: WR=75.6% | Score=5.320 | N=45 (24B/21S Bal:0.88) | >=65%: WR=66.7% | Score=2.347 | N=33 (16B/17S Bal:0.94)
74
- Luu y: Score/WR tang (Score: 3.3378) nhung Loss khong giam (0.5621). Bo qua viec save model.
75
- [Epoch 14] Loss(MSE:0.1158/CE:0.8957) | LR=1.61e-06 | Val V3 Score [3.533] - Loss(MSE:0.0117/CE:0.5536) | >=53%: WR=61.1% | Score=9.600 | N=72 (36B/36S Bal:1.00) | >=57%: WR=72.1% | Score=8.836 | N=61 (28B/33S Bal:0.85) | >=62%: WR=84.4% | Score=6.440 | N=45 (21B/24S Bal:0.88) | >=66%: WR=73.3% | Score=2.080 | N=30 (13B/17S Bal:0.76)
76
- Luu y: Score/WR tang (Score: 3.5333) nhung Loss khong giam (0.5647). Bo qua viec save model.
77
- [Epoch 15] Loss(MSE:0.1156/CE:0.8949) | LR=1.15e-06 | Val V3 Score [3.911] - Loss(MSE:0.0118/CE:0.5538) | >=53%: WR=60.3% | Score=9.440 | N=73 (37B/36S Bal:0.97) | >=57%: WR=70.5% | Score=8.462 | N=61 (28B/33S Bal:0.85) | >=62%: WR=81.6% | Score=7.573 | N=49 (25B/24S Bal:0.96) | >=66%: WR=73.3% | Score=2.080 | N=30 (13B/17S Bal:0.76)
78
- Luu y: Score/WR tang (Score: 3.9111) nhung Loss khong giam (0.5651). Bo qua viec save model.
79
- [Epoch 16] Loss(MSE:0.1166/CE:0.8951) | LR=1.50e-05 | Val V3 Score [4.896] - Loss(MSE:0.0115/CE:0.5528) | >=53%: WR=58.0% | Score=10.400 | N=81 (42B/39S Bal:0.93) | >=58%: WR=66.2% | Score=8.338 | N=68 (28B/40S Bal:0.70) | >=62%: WR=80.0% | Score=8.556 | N=55 (25B/30S Bal:0.83) | >=67%: WR=81.2% | Score=3.067 | N=32 (15B/17S Bal:0.88)
80
- Luu y: Score/WR tang (Score: 4.8963) nhung Loss khong giam (0.5638). Bo qua viec save model.
81
- [Epoch 17] Loss(MSE:0.1173/CE:0.8905) | LR=1.50e-05 | Val V3 Score [4.717] - Loss(MSE:0.0114/CE:0.5526) | >=53%: WR=59.0% | Score=10.809 | N=83 (45B/38S Bal:0.84) | >=58%: WR=61.1% | Score=9.600 | N=72 (36B/36S Bal:1.00) | >=63%: WR=80.8% | Score=8.551 | N=52 (26B/26S Bal:1.00) | >=68%: WR=80.0% | Score=2.800 | N=30 (15B/15S Bal:1.00)
82
- Luu y: Score/WR tang (Score: 4.7170) nhung Loss khong giam (0.5635). Bo qua viec save model.
83
- [Epoch 18] Loss(MSE:0.1165/CE:0.8879) | LR=1.48e-05 | Val V3 Score [5.194] - Loss(MSE:0.0104/CE:0.5585) | >=53%: WR=58.7% | Score=13.689 | N=92 (44B/48S Bal:0.92) | >=58%: WR=64.9% | Score=10.267 | N=74 (33B/41S Bal:0.80) | >=64%: WR=74.2% | Score=9.458 | N=62 (28B/34S Bal:0.82) | >=69%: WR=85.3% | Score=3.062 | N=34 (13B/21S Bal:0.62)
84
- Luu y: Score/WR tang (Score: 5.1941) nhung Loss khong giam (0.5683). Bo qua viec save model.
85
- [Epoch 19] Loss(MSE:0.1160/CE:0.8845) | LR=1.47e-05 | Val V3 Score [3.763] - Loss(MSE:0.0102/CE:0.5379) | >=53%: WR=59.8% | Score=13.187 | N=87 (43B/44S Bal:0.98) | >=59%: WR=69.1% | Score=8.760 | N=68 (27B/41S Bal:0.66) | >=64%: WR=81.8% | Score=7.822 | N=55 (22B/33S Bal:0.67) | >=70%: WR=76.7% | Score=1.733 | N=30 (10B/20S Bal:0.50)
86
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5475 (WR: 81.8%). Luu model...
87
- [23:39:53] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
88
- [23:39:55] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
89
- [Epoch 20] Loss(MSE:0.1157/CE:0.8830) | LR=1.44e-05 | Val V3 Score [6.009] - Loss(MSE:0.0094/CE:0.5465) | >=53%: WR=60.4% | Score=14.471 | N=91 (44B/47S Bal:0.94) | >=58%: WR=65.3% | Score=10.427 | N=72 (34B/38S Bal:0.89) | >=64%: WR=79.7% | Score=10.204 | N=59 (28B/31S Bal:0.90) | >=69%: WR=90.6% | Score=3.911 | N=32 (16B/16S Bal:1.00)
90
- Luu y: Score/WR tang (Score: 6.0089) nhung Loss khong giam (0.5555). Bo qua viec save model.
91
- [Epoch 21] Loss(MSE:0.1149/CE:0.8809) | LR=1.41e-05 | Val V3 Score [6.055] - Loss(MSE:0.0089/CE:0.5378) | >=53%: WR=60.7% | Score=14.276 | N=89 (44B/45S Bal:0.98) | >=58%: WR=65.7% | Score=9.671 | N=70 (32B/38S Bal:0.84) | >=64%: WR=81.4% | Score=10.200 | N=59 (27B/32S Bal:0.84) | >=69%: WR=88.2% | Score=3.982 | N=34 (18B/16S Bal:0.89)
92
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5463 (WR: 88.2%). Luu model...
93
- [23:42:55] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
94
- [23:42:57] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
95
- [Epoch 22] Loss(MSE:0.1139/CE:0.8784) | LR=1.37e-05 | Val V3 Score [4.480] - Loss(MSE:0.0083/CE:0.5543) | >=53%: WR=60.9% | Score=13.849 | N=92 (41B/51S Bal:0.80) | >=59%: WR=63.6% | Score=11.511 | N=77 (37B/40S Bal:0.93) | >=64%: WR=75.0% | Score=8.000 | N=60 (24B/36S Bal:0.67) | >=70%: WR=90.0% | Score=2.720 | N=30 (12B/18S Bal:0.67)
96
- [Epoch 23] Loss(MSE:0.1123/CE:0.8772) | LR=1.32e-05 | Val V3 Score [4.521] - Loss(MSE:0.0081/CE:0.5396) | >=53%: WR=63.6% | Score=14.578 | N=88 (41B/47S Bal:0.87) | >=59%: WR=64.9% | Score=9.956 | N=74 (32B/42S Bal:0.76) | >=64%: WR=82.8% | Score=9.556 | N=58 (25B/33S Bal:0.76) | >=70%: WR=77.4% | Score=2.004 | N=31 (11B/20S Bal:0.55)
97
- [Epoch 24] Loss(MSE:0.1120/CE:0.8739) | LR=1.27e-05 | Val V3 Score [3.852] - Loss(MSE:0.0076/CE:0.5584) | >=53%: WR=58.8% | Score=12.827 | N=102 (37B/65S Bal:0.57) | >=59%: WR=62.4% | Score=10.196 | N=85 (31B/54S Bal:0.57) | >=65%: WR=74.2% | Score=6.756 | N=62 (20B/42S Bal:0.48) | >=71%: WR=83.3% | Score=2.400 | N=36 (10B/26S Bal:0.38)
98
- [Epoch 25] Loss(MSE:0.1115/CE:0.8738) | LR=1.21e-05 | Val V3 Score [3.748] - Loss(MSE:0.0075/CE:0.5406) | >=53%: WR=66.7% | Score=15.080 | N=87 (39B/48S Bal:0.81) | >=59%: WR=66.7% | Score=10.667 | N=75 (32B/43S Bal:0.74) | >=65%: WR=77.2% | Score=7.333 | N=57 (22B/35S Bal:0.63) | >=71%: WR=80.6% | Score=1.956 | N=31 (10B/21S Bal:0.48)
99
- [Epoch 26] Loss(MSE:0.1103/CE:0.8720) | LR=1.15e-05 | Val V3 Score [4.006] - Loss(MSE:0.0072/CE:0.5373) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=59%: WR=65.8% | Score=10.524 | N=76 (32B/44S Bal:0.73) | >=65%: WR=85.2% | Score=7.840 | N=54 (21B/33S Bal:0.64) | >=71%: WR=83.9% | Score=2.089 | N=31 (10B/21S Bal:0.48)
100
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5441 (WR: 85.2%). Luu model...
101
- [23:50:29] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
102
- [23:50:32] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
103
- [Epoch 27] Loss(MSE:0.1102/CE:0.8691) | LR=1.08e-05 | Val V3 Score [3.751] - Loss(MSE:0.0070/CE:0.5347) | >=53%: WR=62.1% | Score=13.333 | N=87 (40B/47S Bal:0.85) | >=59%: WR=65.3% | Score=10.560 | N=75 (33B/42S Bal:0.79) | >=65%: WR=72.4% | Score=7.253 | N=58 (24B/34S Bal:0.71) | >=71%: WR=78.8% | Score=2.000 | N=33 (10B/23S Bal:0.43)
104
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5414 (WR: 78.8%). Luu model...
105
- [23:51:58] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
106
- [23:52:00] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
107
- [Epoch 28] Loss(MSE:0.1091/CE:0.8684) | LR=1.02e-05 | Val V3 Score [3.345] - Loss(MSE:0.0068/CE:0.5417) | >=53%: WR=59.6% | Score=14.213 | N=99 (41B/58S Bal:0.71) | >=60%: WR=67.5% | Score=15.111 | N=83 (40B/43S Bal:0.93) | >=66%: WR=75.9% | Score=6.907 | N=58 (21B/37S Bal:0.57) | >=73%: WR=80.6% | Score=1.564 | N=31 (8B/23S Bal:0.35)
108
- [Epoch 29] Loss(MSE:0.1083/CE:0.8696) | LR=9.46e-06 | Val V3 Score [3.745] - Loss(MSE:0.0066/CE:0.5348) | >=53%: WR=58.7% | Score=10.578 | N=92 (34B/58S Bal:0.59) | >=59%: WR=68.4% | Score=11.378 | N=76 (32B/44S Bal:0.73) | >=66%: WR=72.4% | Score=6.347 | N=58 (21B/37S Bal:0.57) | >=72%: WR=82.4% | Score=2.444 | N=34 (11B/23S Bal:0.48)
109
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5411 (WR: 82.4%). Luu model...
110
- [23:54:51] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
111
- [23:54:54] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
112
- [Epoch 30] Loss(MSE:0.1076/CE:0.8667) | LR=8.73e-06 | Val V3 Score [3.164] - Loss(MSE:0.0065/CE:0.5302) | >=53%: WR=57.4% | Score=11.787 | N=94 (39B/55S Bal:0.71) | >=60%: WR=66.2% | Score=10.133 | N=77 (30B/47S Bal:0.64) | >=66%: WR=81.5% | Score=5.893 | N=54 (17B/37S Bal:0.46) | >=73%: WR=83.3% | Score=1.800 | N=30 (9B/21S Bal:0.43)
113
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5364 (WR: 83.3%). Luu model...
114
- [23:56:13] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
115
- [23:56:15] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
116
- [Epoch 31] Loss(MSE:0.1073/CE:0.8669) | LR=8.00e-06 | Val V3 Score [3.969] - Loss(MSE:0.0063/CE:0.5397) | >=53%: WR=58.1% | Score=10.733 | N=93 (35B/58S Bal:0.60) | >=59%: WR=65.8% | Score=9.209 | N=76 (28B/48S Bal:0.58) | >=66%: WR=87.3% | Score=8.307 | N=55 (21B/34S Bal:0.62) | >=72%: WR=83.3% | Score=1.800 | N=30 (9B/21S Bal:0.43)
117
- Luu y: Score/WR tang (Score: 3.9689) nhung Loss khong giam (0.5457). Bo qua viec save model.
118
- [Epoch 32] Loss(MSE:0.1061/CE:0.8646) | LR=7.27e-06 | Val V3 Score [5.212] - Loss(MSE:0.0064/CE:0.5216) | >=53%: WR=67.0% | Score=16.613 | N=88 (42B/46S Bal:0.91) | >=59%: WR=65.8% | Score=9.782 | N=73 (31B/42S Bal:0.74) | >=65%: WR=85.5% | Score=8.791 | N=55 (23B/32S Bal:0.72) | >=71%: WR=85.7% | Score=3.422 | N=35 (14B/21S Bal:0.67)
119
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5276 (WR: 85.7%). Luu model...
120
- [23:58:58] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
121
- [23:59:00] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
122
- [Epoch 33] Loss(MSE:0.1054/CE:0.8647) | LR=6.54e-06 | Val V3 Score [4.273] - Loss(MSE:0.0061/CE:0.5225) | >=53%: WR=62.6% | Score=13.867 | N=91 (39B/52S Bal:0.75) | >=59%: WR=67.6% | Score=10.133 | N=74 (30B/44S Bal:0.68) | >=66%: WR=87.3% | Score=7.911 | N=55 (20B/35S Bal:0.57) | >=72%: WR=81.2% | Score=2.453 | N=32 (12B/20S Bal:0.60)
123
- [Epoch 34] Loss(MSE:0.1049/CE:0.8650) | LR=5.84e-06 | Val V3 Score [4.015] - Loss(MSE:0.0060/CE:0.5326) | >=53%: WR=60.2% | Score=12.667 | N=93 (38B/55S Bal:0.69) | >=60%: WR=69.2% | Score=12.320 | N=78 (33B/45S Bal:0.73) | >=66%: WR=83.9% | Score=8.311 | N=56 (22B/34S Bal:0.65) | >=73%: WR=80.0% | Score=1.867 | N=30 (10B/20S Bal:0.50)
124
- [Epoch 35] Loss(MSE:0.1038/CE:0.8635) | LR=5.15e-06 | Val V3 Score [4.726] - Loss(MSE:0.0059/CE:0.5357) | >=53%: WR=56.8% | Score=12.209 | N=95 (41B/54S Bal:0.76) | >=60%: WR=66.3% | Score=14.213 | N=83 (39B/44S Bal:0.89) | >=66%: WR=75.4% | Score=8.898 | N=61 (26B/35S Bal:0.74) | >=73%: WR=87.9% | Score=2.640 | N=33 (11B/22S Bal:0.50)
125
- [Epoch 36] Loss(MSE:0.1033/CE:0.8642) | LR=4.50e-06 | Val V3 Score [4.782] - Loss(MSE:0.0059/CE:0.5302) | >=53%: WR=64.1% | Score=14.733 | N=92 (39B/53S Bal:0.74) | >=59%: WR=69.2% | Score=13.067 | N=78 (35B/43S Bal:0.81) | >=66%: WR=86.0% | Score=8.800 | N=57 (22B/35S Bal:0.63) | >=72%: WR=82.9% | Score=2.773 | N=35 (12B/23S Bal:0.52)
126
- [Epoch 37] Loss(MSE:0.1032/CE:0.8633) | LR=3.89e-06 | Val V3 Score [4.761] - Loss(MSE:0.0058/CE:0.5265) | >=53%: WR=63.0% | Score=13.849 | N=92 (38B/54S Bal:0.70) | >=59%: WR=69.9% | Score=10.311 | N=73 (29B/44S Bal:0.66) | >=66%: WR=83.9% | Score=8.311 | N=56 (22B/34S Bal:0.65) | >=72%: WR=83.8% | Score=2.987 | N=37 (12B/25S Bal:0.48)
127
- [Epoch 38] Loss(MSE:0.1026/CE:0.8625) | LR=3.32e-06 | Val V3 Score [5.844] - Loss(MSE:0.0057/CE:0.5278) | >=53%: WR=64.1% | Score=17.000 | N=92 (45B/47S Bal:0.96) | >=59%: WR=67.1% | Score=14.018 | N=82 (38B/44S Bal:0.86) | >=66%: WR=81.7% | Score=10.440 | N=60 (27B/33S Bal:0.82) | >=72%: WR=86.1% | Score=3.547 | N=36 (14B/22S Bal:0.64)
128
- Luu y: Score/WR tang (Score: 5.8444) nhung Loss khong giam (0.5333). Bo qua viec save model.
129
- [Epoch 39] Loss(MSE:0.1025/CE:0.8627) | LR=2.80e-06 | Val V3 Score [4.530] - Loss(MSE:0.0056/CE:0.5313) | >=53%: WR=59.1% | Score=11.840 | N=93 (37B/56S Bal:0.66) | >=60%: WR=68.4% | Score=12.173 | N=79 (33B/46S Bal:0.72) | >=66%: WR=86.2% | Score=8.996 | N=58 (22B/36S Bal:0.61) | >=73%: WR=83.9% | Score=2.298 | N=31 (11B/20S Bal:0.55)
130
- [Epoch 40] Loss(MSE:0.1018/CE:0.8610) | LR=2.34e-06 | Val V3 Score [4.736] - Loss(MSE:0.0056/CE:0.5328) | >=53%: WR=57.9% | Score=12.444 | N=95 (40B/55S Bal:0.73) | >=60%: WR=65.9% | Score=13.156 | N=82 (37B/45S Bal:0.82) | >=66%: WR=84.7% | Score=9.302 | N=59 (23B/36S Bal:0.64) | >=73%: WR=81.2% | Score=2.453 | N=32 (12B/20S Bal:0.60)
131
- [Epoch 41] Loss(MSE:0.1017/CE:0.8615) | LR=1.94e-06 | Val V3 Score [5.342] - Loss(MSE:0.0055/CE:0.5361) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=60%: WR=64.3% | Score=13.173 | N=84 (38B/46S Bal:0.83) | >=66%: WR=83.3% | Score=10.800 | N=60 (27B/33S Bal:0.82) | >=73%: WR=84.4% | Score=2.613 | N=32 (12B/20S Bal:0.60)
132
- Luu y: Score/WR tang (Score: 5.3422) nhung Loss khong giam (0.5413). Bo qua viec save model.
133
- [Epoch 42] Loss(MSE:0.1014/CE:0.8606) | LR=1.61e-06 | Val V3 Score [4.636] - Loss(MSE:0.0056/CE:0.5300) | >=53%: WR=59.1% | Score=12.800 | N=93 (40B/53S Bal:0.75) | >=60%: WR=67.9% | Score=12.600 | N=78 (35B/43S Bal:0.81) | >=66%: WR=87.7% | Score=9.507 | N=57 (23B/34S Bal:0.68) | >=73%: WR=83.3% | Score=2.200 | N=30 (11B/19S Bal:0.58)
134
- [Epoch 43] Loss(MSE:0.1011/CE:0.8614) | LR=1.34e-06 | Val V3 Score [4.733] - Loss(MSE:0.0055/CE:0.5318) | >=53%: WR=59.1% | Score=13.440 | N=93 (42B/51S Bal:0.82) | >=60%: WR=67.1% | Score=14.387 | N=82 (39B/43S Bal:0.91) | >=66%: WR=87.7% | Score=9.507 | N=57 (23B/34S Bal:0.68) | >=73%: WR=80.6% | Score=2.347 | N=31 (12B/19S Bal:0.63)
135
- [Epoch 44] Loss(MSE:0.1009/CE:0.8619) | LR=1.15e-06 | Val V3 Score [4.841] - Loss(MSE:0.0055/CE:0.5315) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=60%: WR=67.1% | Score=13.649 | N=82 (37B/45S Bal:0.82) | >=66%: WR=86.2% | Score=9.404 | N=58 (23B/35S Bal:0.66) | >=73%: WR=81.8% | Score=2.560 | N=33 (12B/21S Bal:0.57)
136
- [Epoch 45] Loss(MSE:0.1009/CE:0.8615) | LR=1.04e-06 | Val V3 Score [5.151] - Loss(MSE:0.0055/CE:0.5327) | >=53%: WR=57.0% | Score=11.440 | N=93 (39B/54S Bal:0.72) | >=60%: WR=68.3% | Score=14.524 | N=82 (38B/44S Bal:0.86) | >=66%: WR=85.0% | Score=10.333 | N=60 (25B/35S Bal:0.71) | >=73%: WR=81.8% | Score=2.560 | N=33 (12B/21S Bal:0.57)
137
- [Epoch 46] Loss(MSE:0.1000/CE:0.8631) | LR=1.50e-05 | Val V3 Score [5.932] - Loss(MSE:0.0055/CE:0.5274) | >=53%: WR=63.0% | Score=16.400 | N=92 (45B/47S Bal:0.96) | >=59%: WR=68.0% | Score=11.787 | N=75 (34B/41S Bal:0.83) | >=66%: WR=87.9% | Score=11.822 | N=58 (28B/30S Bal:0.93) | >=72%: WR=86.7% | Score=2.987 | N=30 (14B/16S Bal:0.88)
138
- Luu y: Score/WR tang (Score: 5.9319) nhung Loss khong giam (0.5326). Bo qua viec save model.
139
- [Epoch 47] Loss(MSE:0.0982/CE:0.8634) | LR=1.50e-05 | Val V3 Score [4.228] - Loss(MSE:0.0054/CE:0.5194) | >=53%: WR=66.3% | Score=13.298 | N=89 (34B/55S Bal:0.62) | >=59%: WR=71.0% | Score=7.627 | N=69 (22B/47S Bal:0.47) | >=66%: WR=88.9% | Score=7.600 | N=54 (19B/35S Bal:0.54) | >=72%: WR=87.5% | Score=2.542 | N=32 (11B/21S Bal:0.52)
140
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5245 (WR: 88.9%). Luu model...
141
- [00:19:19] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
142
- [00:19:21] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
143
- [Epoch 48] Loss(MSE:0.0959/CE:0.8612) | LR=1.50e-05 | Val V3 Score [5.507] - Loss(MSE:0.0052/CE:0.5336) | >=53%: WR=58.5% | Score=13.253 | N=94 (42B/52S Bal:0.81) | >=60%: WR=68.2% | Score=15.427 | N=85 (39B/46S Bal:0.85) | >=67%: WR=85.2% | Score=11.400 | N=61 (27B/34S Bal:0.79) | >=74%: WR=86.7% | Score=2.560 | N=30 (12B/18S Bal:0.67)
144
- Luu y: Score/WR tang (Score: 5.5067) nhung Loss khong giam (0.5386). Bo qua viec save model.
145
- [Epoch 49] Loss(MSE:0.0943/CE:0.8609) | LR=1.49e-05 | Val V3 Score [5.656] - Loss(MSE:0.0052/CE:0.5213) | >=53%: WR=65.5% | Score=15.680 | N=87 (42B/45S Bal:0.93) | >=59%: WR=69.9% | Score=11.378 | N=73 (32B/41S Bal:0.78) | >=65%: WR=86.0% | Score=10.000 | N=57 (25B/32S Bal:0.78) | >=71%: WR=88.2% | Score=3.484 | N=34 (14B/20S Bal:0.70)
146
- Luu y: Score/WR tang (Score: 5.6563) nhung Loss khong giam (0.5262). Bo qua viec save model.
147
- [Epoch 50] Loss(MSE:0.0925/CE:0.8617) | LR=1.48e-05 | Val V3 Score [5.650] - Loss(MSE:0.0052/CE:0.5159) | >=53%: WR=64.4% | Score=14.760 | N=87 (41B/46S Bal:0.89) | >=59%: WR=67.1% | Score=10.196 | N=73 (31B/42S Bal:0.74) | >=66%: WR=87.9% | Score=10.133 | N=58 (24B/34S Bal:0.71) | >=72%: WR=91.2% | Score=3.409 | N=34 (13B/21S Bal:0.62)
148
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5208 (WR: 91.2%). Luu model...
149
- [00:23:23] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
150
- [00:23:25] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
151
- [Epoch 51] Loss(MSE:0.0907/CE:0.8602) | LR=1.48e-05 | Val V3 Score [7.935] - Loss(MSE:0.0051/CE:0.5347) | >=53%: WR=62.1% | Score=16.764 | N=95 (49B/46S Bal:0.94) | >=60%: WR=62.7% | Score=12.978 | N=83 (43B/40S Bal:0.93) | >=67%: WR=79.7% | Score=12.658 | N=64 (32B/32S Bal:1.00) | >=74%: WR=89.7% | Score=5.573 | N=39 (20B/19S Bal:0.95)
152
- Luu y: Score/WR tang (Score: 7.9348) nhung Loss khong giam (0.5395). Bo qua viec save model.
153
- [Epoch 52] Loss(MSE:0.0892/CE:0.8594) | LR=1.47e-05 | Val V3 Score [6.827] - Loss(MSE:0.0049/CE:0.5451) | >=53%: WR=58.2% | Score=13.951 | N=98 (43B/55S Bal:0.78) | >=60%: WR=62.5% | Score=14.031 | N=88 (41B/47S Bal:0.87) | >=68%: WR=73.1% | Score=11.378 | N=67 (32B/35S Bal:0.91) | >=75%: WR=89.5% | Score=4.551 | N=38 (16B/22S Bal:0.73)
154
- Luu y: Score/WR tang (Score: 6.8267) nhung Loss khong giam (0.5498). Bo qua viec save model.
155
- [Epoch 53] Loss(MSE:0.0873/CE:0.8585) | LR=1.45e-05 | Val V3 Score [7.467] - Loss(MSE:0.0049/CE:0.5255) | >=53%: WR=60.4% | Score=15.600 | N=96 (45B/51S Bal:0.88) | >=60%: WR=67.9% | Score=15.853 | N=84 (41B/43S Bal:0.95) | >=67%: WR=81.0% | Score=12.000 | N=63 (30B/33S Bal:0.91) | >=74%: WR=91.9% | Score=5.200 | N=37 (19B/18S Bal:0.95)
156
- Luu y: Score/WR tang (Score: 7.4667) nhung Loss khong giam (0.5302). Bo qua viec save model.
157
- [Epoch 54] Loss(MSE:0.0858/CE:0.8591) | LR=1.44e-05 | Val V3 Score [5.696] - Loss(MSE:0.0049/CE:0.5185) | >=53%: WR=65.6% | Score=15.467 | N=90 (40B/50S Bal:0.80) | >=60%: WR=70.3% | Score=10.569 | N=74 (29B/45S Bal:0.64) | >=66%: WR=87.3% | Score=9.889 | N=55 (25B/30S Bal:0.83) | >=73%: WR=87.9% | Score=3.600 | N=33 (15B/18S Bal:0.83)
158
- Luu y: Score/WR tang (Score: 5.6963) nhung Loss khong giam (0.5231). Bo qua viec save model.
159
- [Epoch 55] Loss(MSE:0.0842/CE:0.8565) | LR=1.42e-05 | Val V3 Score [4.884] - Loss(MSE:0.0048/CE:0.5176) | >=53%: WR=58.5% | Score=11.991 | N=94 (38B/56S Bal:0.68) | >=60%: WR=71.6% | Score=11.987 | N=81 (29B/52S Bal:0.56) | >=68%: WR=79.4% | Score=8.893 | N=63 (23B/40S Bal:0.57) | >=75%: WR=87.9% | Score=2.880 | N=33 (12B/21S Bal:0.57)
160
- [Epoch 56] Loss(MSE:0.0823/CE:0.8570) | LR=1.41e-05 | Val V3 Score [4.467] - Loss(MSE:0.0048/CE:0.5110) | >=53%: WR=63.7% | Score=15.493 | N=91 (42B/49S Bal:0.86) | >=60%: WR=71.4% | Score=9.600 | N=70 (27B/43S Bal:0.63) | >=68%: WR=84.2% | Score=9.667 | N=57 (25B/32S Bal:0.78) | >=75%: WR=80.0% | Score=1.867 | N=30 (10B/20S Bal:0.50)
161
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5156 (WR: 84.2%). Luu model...
162
- [00:31:32] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
163
- [00:31:34] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
164
- [Epoch 57] Loss(MSE:0.0808/CE:0.8572) | LR=1.39e-05 | Val V3 Score [6.139] - Loss(MSE:0.0046/CE:0.5338) | >=53%: WR=62.8% | Score=14.756 | N=94 (40B/54S Bal:0.74) | >=60%: WR=67.1% | Score=11.733 | N=79 (33B/46S Bal:0.72) | >=67%: WR=86.7% | Score=11.947 | N=60 (28B/32S Bal:0.88) | >=74%: WR=87.5% | Score=3.236 | N=32 (14B/18S Bal:0.78)
165
- Luu y: Score/WR tang (Score: 6.1393) nhung Loss khong giam (0.5382). Bo qua viec save model.
166
- [Epoch 58] Loss(MSE:0.0793/CE:0.8568) | LR=1.37e-05 | Val V3 Score [4.819] - Loss(MSE:0.0046/CE:0.5114) | >=53%: WR=64.4% | Score=14.933 | N=90 (40B/50S Bal:0.80) | >=60%: WR=72.0% | Score=11.600 | N=75 (30B/45S Bal:0.67) | >=68%: WR=84.2% | Score=9.667 | N=57 (25B/32S Bal:0.78) | >=75%: WR=84.4% | Score=2.396 | N=32 (11B/21S Bal:0.52)
167
- Luu y: Score/WR tang (Score: 4.8193) nhung Loss khong giam (0.5159). Bo qua viec save model.
168
- [Epoch 59] Loss(MSE:0.0778/CE:0.8568) | LR=1.34e-05 | Val V3 Score [5.923] - Loss(MSE:0.0046/CE:0.5128) | >=53%: WR=67.4% | Score=15.644 | N=86 (40B/46S Bal:0.87) | >=60%: WR=73.0% | Score=12.516 | N=74 (32B/42S Bal:0.76) | >=67%: WR=85.7% | Score=10.169 | N=56 (26B/30S Bal:0.87) | >=74%: WR=90.9% | Score=3.800 | N=33 (15B/18S Bal:0.83)
169
- Luu y: Score/WR tang (Score: 5.9230) nhung Loss khong giam (0.5172). Bo qua viec save model.
170
- [Epoch 60] Loss(MSE:0.0769/CE:0.8560) | LR=1.32e-05 | Val V3 Score [5.296] - Loss(MSE:0.0044/CE:0.5264) | >=53%: WR=58.5% | Score=11.991 | N=94 (38B/56S Bal:0.68) | >=60%: WR=73.2% | Score=13.067 | N=82 (30B/52S Bal:0.58) | >=68%: WR=82.3% | Score=9.302 | N=62 (23B/39S Bal:0.59) | >=75%: WR=86.1% | Score=3.293 | N=36 (13B/23S Bal:0.57)
171
- Luu y: Score/WR tang (Score: 5.2963) nhung Loss khong giam (0.5306). Bo qua viec save model.
172
- [Epoch 61] Loss(MSE:0.0753/CE:0.8552) | LR=1.29e-05 | Val V3 Score [3.920] - Loss(MSE:0.0044/CE:0.5169) | >=53%: WR=62.0% | Score=11.587 | N=92 (33B/59S Bal:0.56) | >=60%: WR=70.3% | Score=8.747 | N=74 (24B/50S Bal:0.48) | >=68%: WR=86.4% | Score=8.773 | N=59 (21B/38S Bal:0.55) | >=75%: WR=81.8% | Score=1.493 | N=33 (7B/26S Bal:0.27)
173
- [Epoch 62] Loss(MSE:0.0739/CE:0.8553) | LR=1.27e-05 | Val V3 Score [4.188] - Loss(MSE:0.0043/CE:0.5233) | >=53%: WR=62.0% | Score=12.289 | N=92 (35B/57S Bal:0.61) | >=60%: WR=72.7% | Score=11.324 | N=77 (28B/49S Bal:0.57) | >=68%: WR=81.0% | Score=8.484 | N=58 (23B/35S Bal:0.66) | >=75%: WR=84.8% | Score=2.040 | N=33 (9B/24S Bal:0.38)
174
- [Epoch 63] Loss(MSE:0.0729/CE:0.8555) | LR=1.24e-05 | Val V3 Score [3.043] - Loss(MSE:0.0044/CE:0.5091) | >=53%: WR=62.5% | Score=9.240 | N=88 (27B/61S Bal:0.44) | >=60%: WR=72.6% | Score=8.409 | N=73 (22B/51S Bal:0.43) | >=68%: WR=88.7% | Score=7.040 | N=53 (18B/35S Bal:0.51) | >=75%: WR=83.9% | Score=1.044 | N=31 (5B/26S Bal:0.19)
175
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5133 (WR: 88.7%). Luu model...
176
- [00:41:09] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
177
- [00:41:11] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
178
- [Epoch 64] Loss(MSE:0.0716/CE:0.8536) | LR=1.21e-05 | Val V3 Score [5.591] - Loss(MSE:0.0041/CE:0.5335) | >=53%: WR=56.6% | Score=12.573 | N=99 (41B/58S Bal:0.71) | >=61%: WR=71.8% | Score=13.938 | N=85 (32B/53S Bal:0.60) | >=68%: WR=85.7% | Score=11.440 | N=63 (26B/37S Bal:0.70) | >=76%: WR=87.1% | Score=2.667 | N=31 (12B/19S Bal:0.63)
179
- Luu y: Score/WR tang (Score: 5.5911) nhung Loss khong giam (0.5374). Bo qua viec save model.
180
- [Epoch 65] Loss(MSE:0.0702/CE:0.8545) | LR=1.18e-05 | Val V3 Score [4.397] - Loss(MSE:0.0043/CE:0.5167) | >=53%: WR=60.2% | Score=12.333 | N=93 (37B/56S Bal:0.66) | >=61%: WR=72.2% | Score=11.449 | N=79 (28B/51S Bal:0.55) | >=68%: WR=83.1% | Score=9.778 | N=59 (25B/34S Bal:0.74) | >=76%: WR=86.7% | Score=1.707 | N=30 (8B/22S Bal:0.36)
181
- Luu y: Score/WR tang (Score: 4.3970) nhung Loss khong giam (0.5207). Bo qua viec save model.
182
- [Epoch 66] Loss(MSE:0.0695/CE:0.8535) | LR=1.15e-05 | Val V3 Score [5.547] - Loss(MSE:0.0041/CE:0.5286) | >=53%: WR=57.1% | Score=12.756 | N=98 (41B/57S Bal:0.72) | >=60%: WR=69.9% | Score=13.751 | N=83 (34B/49S Bal:0.69) | >=68%: WR=80.0% | Score=9.707 | N=65 (24B/41S Bal:0.59) | >=75%: WR=88.9% | Score=3.467 | N=36 (13B/23S Bal:0.57)
183
- Luu y: Score/WR tang (Score: 5.5467) nhung Loss khong giam (0.5325). Bo qua viec save model.
184
- [Epoch 67] Loss(MSE:0.0686/CE:0.8534) | LR=1.12e-05 | Val V3 Score [5.022] - Loss(MSE:0.0042/CE:0.5082) | >=53%: WR=69.9% | Score=13.751 | N=83 (34B/49S Bal:0.69) | >=60%: WR=72.5% | Score=9.000 | N=69 (25B/44S Bal:0.57) | >=68%: WR=84.2% | Score=10.053 | N=57 (26B/31S Bal:0.84) | >=75%: WR=83.9% | Score=2.507 | N=31 (12B/19S Bal:0.63)
185
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5121 (WR: 84.2%). Luu model...
186
- [00:46:33] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
187
- [00:46:35] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
188
- [Epoch 68] Loss(MSE:0.0677/CE:0.8520) | LR=1.08e-05 | Val V3 Score [4.221] - Loss(MSE:0.0042/CE:0.5116) | >=53%: WR=62.0% | Score=12.289 | N=92 (35B/57S Bal:0.61) | >=61%: WR=73.7% | Score=11.449 | N=76 (28B/48S Bal:0.58) | >=68%: WR=84.5% | Score=9.889 | N=58 (25B/33S Bal:0.76) | >=76%: WR=87.5% | Score=1.387 | N=32 (6B/26S Bal:0.23)
189
- [Epoch 69] Loss(MSE:0.0668/CE:0.8535) | LR=1.05e-05 | Val V3 Score [5.953] - Loss(MSE:0.0041/CE:0.5135) | >=53%: WR=65.9% | Score=16.818 | N=88 (44B/44S Bal:1.00) | >=60%: WR=74.3% | Score=12.942 | N=74 (32B/42S Bal:0.76) | >=68%: WR=84.7% | Score=10.516 | N=59 (26B/33S Bal:0.79) | >=75%: WR=91.2% | Score=3.671 | N=34 (14B/20S Bal:0.70)
190
- Luu y: Score/WR tang (Score: 5.9526) nhung Loss khong giam (0.5174). Bo qua viec save model.
191
- [Epoch 70] Loss(MSE:0.0659/CE:0.8527) | LR=1.02e-05 | Val V3 Score [5.310] - Loss(MSE:0.0041/CE:0.5132) | >=53%: WR=69.3% | Score=16.889 | N=88 (40B/48S Bal:0.83) | >=60%: WR=74.3% | Score=12.133 | N=74 (30B/44S Bal:0.68) | >=68%: WR=83.1% | Score=10.169 | N=59 (26B/33S Bal:0.79) | >=75%: WR=87.9% | Score=2.880 | N=33 (12B/21S Bal:0.57)
192
- Luu y: Score/WR tang (Score: 5.3096) nhung Loss khong giam (0.5171). Bo qua viec save model.
193
- [Epoch 71] Loss(MSE:0.0651/CE:0.8523) | LR=9.81e-06 | Val V3 Score [6.036] - Loss(MSE:0.0041/CE:0.5078) | >=53%: WR=68.2% | Score=15.822 | N=85 (40B/45S Bal:0.89) | >=60%: WR=72.6% | Score=12.996 | N=73 (34B/39S Bal:0.87) | >=68%: WR=86.2% | Score=11.040 | N=58 (27B/31S Bal:0.87) | >=75%: WR=90.3% | Score=3.533 | N=31 (16B/15S Bal:0.94)
194
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5118 (WR: 90.3%). Luu model...
195
- [00:51:58] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
196
- [00:51:59] ✔️ Push run run_20260524_230028_v6_asian hoàn tất!
197
- [Epoch 72] Loss(MSE:0.0645/CE:0.8519) | LR=9.46e-06 | Val V3 Score [5.209] - Loss(MSE:0.0040/CE:0.5156) | >=53%: WR=60.4% | Score=10.196 | N=91 (31B/60S Bal:0.52) | >=61%: WR=73.1% | Score=10.747 | N=78 (26B/52S Bal:0.50) | >=68%: WR=83.9% | Score=10.444 | N=62 (25B/37S Bal:0.68) | >=76%: WR=85.3% | Score=2.591 | N=34 (11B/23S Bal:0.48)
198
- [Epoch 73] Loss(MSE:0.0636/CE:0.8511) | LR=9.10e-06 | Val V3 Score [4.729] - Loss(MSE:0.0039/CE:0.5195) | >=53%: WR=61.7% | Score=14.222 | N=94 (40B/54S Bal:0.74) | >=61%: WR=74.4% | Score=12.373 | N=78 (29B/49S Bal:0.59) | >=68%: WR=83.6% | Score=10.631 | N=61 (26B/35S Bal:0.74) | >=76%: WR=87.1% | Score=1.778 | N=31 (8B/23S Bal:0.35)
199
- [Epoch 74] Loss(MSE:0.0626/CE:0.8513) | LR=8.73e-06 | Val V3 Score [6.436] - Loss(MSE:0.0038/CE:0.5256) | >=53%: WR=57.9% | Score=11.822 | N=95 (38B/57S Bal:0.67) | >=61%: WR=70.7% | Score=13.084 | N=82 (32B/50S Bal:0.64) | >=68%: WR=81.2% | Score=11.040 | N=64 (27B/37S Bal:0.73) | >=76%: WR=89.2% | Score=4.133 | N=37 (15B/22S Bal:0.68)
200
- Luu y: Score/WR tang (Score: 6.4356) nhung Loss khong giam (0.5293). Bo qua viec save model.
201
- [Epoch 75] Loss(MSE:0.0624/CE:0.8512) | LR=8.37e-06 | Val V3 Score [5.689] - Loss(MSE:0.0039/CE:0.5217) | >=53%: WR=58.9% | Score=12.653 | N=95 (39B/56S Bal:0.70) | >=61%: WR=73.4% | Score=13.511 | N=79 (32B/47S Bal:0.68) | >=68%: WR=85.2% | Score=10.133 | N=61 (24B/37S Bal:0.65) | >=76%: WR=88.9% | Score=3.467 | N=36 (13B/23S Bal:0.57)
202
- [Epoch 76] Loss(MSE:0.0616/CE:0.8506) | LR=8.00e-06 | Val V3 Score [4.836] - Loss(MSE:0.0038/CE:0.5113) | >=53%: WR=61.3% | Score=12.133 | N=93 (35B/58S Bal:0.60) | >=61%: WR=74.4% | Score=11.520 | N=78 (27B/51S Bal:0.53) | >=68%: WR=80.3% | Score=9.173 | N=61 (24B/37S Bal:0.65) | >=76%: WR=88.9% | Score=2.667 | N=36 (10B/26S Bal:0.38)
203
- [Epoch 77] Loss(MSE:0.0609/CE:0.8511) | LR=7.63e-06 | Val V3 Score [6.526] - Loss(MSE:0.0038/CE:0.5088) | >=53%: WR=67.4% | Score=16.036 | N=86 (41B/45S Bal:0.91) | >=60%: WR=78.4% | Score=16.000 | N=74 (38B/36S Bal:0.95) | >=68%: WR=87.9% | Score=12.244 | N=58 (29B/29S Bal:1.00) | >=75%: WR=90.6% | Score=3.667 | N=32 (17B/15S Bal:0.88)
204
- Luu y: Score/WR tang (Score: 6.5259) nhung Loss khong giam (0.5124). Bo qua viec save model.
205
- [Epoch 78] Loss(MSE:0.0606/CE:0.8509) | LR=7.27e-06 | Val V3 Score [6.342] - Loss(MSE:0.0038/CE:0.5129) | >=53%: WR=66.3% | Score=15.773 | N=92 (39B/53S Bal:0.74) | >=60%: WR=73.7% | Score=12.267 | N=76 (30B/46S Bal:0.65) | >=68%: WR=85.0% | Score=11.160 | N=60 (27B/33S Bal:0.82) | >=75%: WR=86.5% | Score=3.933 | N=37 (15B/22S Bal:0.68)
206
- Luu y: Score/WR tang (Score: 6.3422) nhung Loss khong giam (0.5165). Bo qua viec save model.
207
- [Epoch 79] Loss(MSE:0.0599/CE:0.8504) | LR=6.90e-06 | Val V3 Score [7.320] - Loss(MSE:0.0037/CE:0.5182) | >=53%: WR=62.1% | Score=15.307 | N=95 (42B/53S Bal:0.79) | >=61%: WR=73.4% | Score=14.356 | N=79 (34B/45S Bal:0.76) | >=68%: WR=82.8% | Score=11.400 | N=64 (27B/37S Bal:0.73) | >=76%: WR=89.7% | Score=5.280 | N=39 (18B/21S Bal:0.86)
208
- Luu y: Score/WR tang (Score: 7.3200) nhung Loss khong giam (0.5217). Bo qua viec save model.
209
- [Epoch 80] Loss(MSE:0.0597/CE:0.8502) | LR=6.54e-06 | Val V3 Score [5.000] - Loss(MSE:0.0037/CE:0.5103) | >=53%: WR=64.5% | Score=16.240 | N=93 (42B/51S Bal:0.82) | >=61%: WR=74.0% | Score=12.951 | N=77 (31B/46S Bal:0.67) | >=68%: WR=85.0% | Score=11.160 | N=60 (27B/33S Bal:0.82) | >=76%: WR=86.7% | Score=1.920 | N=30 (9B/21S Bal:0.43)
210
- [Epoch 81] Loss(MSE:0.0593/CE:0.8512) | LR=6.19e-06 | Val V3 Score [6.173] - Loss(MSE:0.0037/CE:0.5173) | >=53%: WR=62.8% | Score=14.756 | N=94 (40B/54S Bal:0.74) | >=60%: WR=73.7% | Score=11.858 | N=76 (29B/47S Bal:0.62) | >=68%: WR=85.2% | Score=10.556 | N=61 (25B/36S Bal:0.69) | >=75%: WR=89.5% | Score=3.982 | N=38 (14B/24S Bal:0.58)
211
- Luu y: Score/WR tang (Score: 6.1733) nhung Loss khong giam (0.5208). Bo qua viec save model.
212
- [Epoch 82] Loss(MSE:0.0589/CE:0.8497) | LR=5.84e-06 | Val V3 Score [6.391] - Loss(MSE:0.0037/CE:0.5142) | >=53%: WR=63.0% | Score=14.578 | N=92 (40B/52S Bal:0.77) | >=60%: WR=74.0% | Score=12.951 | N=77 (31B/46S Bal:0.67) | >=68%: WR=85.5% | Score=11.209 | N=62 (26B/36S Bal:0.72) | >=75%: WR=89.5% | Score=3.982 | N=38 (14B/24S Bal:0.58)
213
- Luu y: Score/WR tang (Score: 6.3911) nhung Loss khong giam (0.5178). Bo qua viec save model.
214
- [Epoch 83] Loss(MSE:0.0584/CE:0.8493) | LR=5.49e-06 | Val V3 Score [6.474] - Loss(MSE:0.0037/CE:0.5120) | >=53%: WR=64.1% | Score=15.489 | N=92 (41B/51S Bal:0.80) | >=60%: WR=75.3% | Score=13.796 | N=77 (32B/45S Bal:0.71) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=75%: WR=86.8% | Score=4.338 | N=38 (16B/22S Bal:0.73)
215
- Luu y: Score/WR tang (Score: 6.4741) nhung Loss khong giam (0.5155). Bo qua viec save model.
216
- [Epoch 84] Loss(MSE:0.0580/CE:0.8492) | LR=5.15e-06 | Val V3 Score [5.690] - Loss(MSE:0.0036/CE:0.5199) | >=53%: WR=60.0% | Score=12.836 | N=95 (38B/57S Bal:0.67) | >=61%: WR=76.5% | Score=14.467 | N=81 (31B/50S Bal:0.62) | >=68%: WR=85.5% | Score=10.778 | N=62 (25B/37S Bal:0.68) | >=76%: WR=91.2% | Score=3.147 | N=34 (12B/22S Bal:0.55)
217
- [Epoch 85] Loss(MSE:0.0577/CE:0.8496) | LR=4.82e-06 | Val V3 Score [5.778] - Loss(MSE:0.0036/CE:0.5149) | >=53%: WR=61.7% | Score=14.578 | N=94 (41B/53S Bal:0.77) | >=61%: WR=74.0% | Score=12.533 | N=77 (30B/47S Bal:0.64) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=76%: WR=86.1% | Score=3.293 | N=36 (13B/23S Bal:0.57)
218
- [Epoch 86] Loss(MSE:0.0576/CE:0.8497) | LR=4.50e-06 | Val V3 Score [6.281] - Loss(MSE:0.0035/CE:0.5163) | >=53%: WR=62.4% | Score=14.760 | N=93 (41B/52S Bal:0.79) | >=60%: WR=73.1% | Score=12.813 | N=78 (31B/47S Bal:0.66) | >=68%: WR=85.2% | Score=10.978 | N=61 (26B/35S Bal:0.74) | >=75%: WR=86.5% | Score=3.933 | N=37 (15B/22S Bal:0.68)
219
- Luu y: Score/WR tang (Score: 6.2815) nhung Loss khong giam (0.5197). Bo qua viec save model.
220
- [Epoch 87] Loss(MSE:0.0572/CE:0.8492) | LR=4.19e-06 | Val V3 Score [6.123] - Loss(MSE:0.0035/CE:0.5148) | >=53%: WR=62.4% | Score=14.760 | N=93 (41B/52S Bal:0.79) | >=61%: WR=75.6% | Score=14.520 | N=78 (33B/45S Bal:0.73) | >=68%: WR=85.2% | Score=11.400 | N=61 (27B/34S Bal:0.79) | >=76%: WR=88.2% | Score=3.484 | N=34 (14B/20S Bal:0.70)
221
- Luu y: Score/WR tang (Score: 6.1230) nhung Loss khong giam (0.5182). Bo qua viec save model.
222
- [Epoch 88] Loss(MSE:0.0568/CE:0.8483) | LR=3.89e-06 | Val V3 Score [5.153] - Loss(MSE:0.0036/CE:0.5163) | >=53%: WR=61.3% | Score=13.520 | N=93 (39B/54S Bal:0.72) | >=61%: WR=73.7% | Score=11.858 | N=76 (29B/47S Bal:0.62) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=76%: WR=90.3% | Score=2.356 | N=31 (10B/21S Bal:0.48)
223
- [Epoch 89] Loss(MSE:0.0566/CE:0.8496) | LR=3.59e-06 | Val V3 Score [5.244] - Loss(MSE:0.0036/CE:0.5123) | >=53%: WR=62.0% | Score=14.044 | N=92 (40B/52S Bal:0.77) | >=61%: WR=75.0% | Score=12.667 | N=76 (30B/46S Bal:0.65) | >=68%: WR=85.0% | Score=10.747 | N=60 (26B/34S Bal:0.76) | >=76%: WR=84.8% | Score=2.493 | N=33 (11B/22S Bal:0.50)
224
- [Epoch 90] Loss(MSE:0.0563/CE:0.8491) | LR=3.32e-06 | Val V3 Score [6.141] - Loss(MSE:0.0036/CE:0.5122) | >=53%: WR=65.6% | Score=16.400 | N=93 (41B/52S Bal:0.79) | >=60%: WR=75.0% | Score=12.667 | N=76 (30B/46S Bal:0.65) | >=68%: WR=85.2% | Score=10.556 | N=61 (25B/36S Bal:0.69) | >=75%: WR=86.5% | Score=3.933 | N=37 (15B/22S Bal:0.68)
225
- Luu y: Score/WR tang (Score: 6.1407) nhung Loss khong giam (0.5156). Bo qua viec save model.
226
- [Epoch 91] Loss(MSE:0.0561/CE:0.8487) | LR=3.05e-06 | Val V3 Score [5.354] - Loss(MSE:0.0035/CE:0.5173) | >=53%: WR=61.7% | Score=13.511 | N=94 (38B/56S Bal:0.68) | >=61%: WR=74.7% | Score=13.067 | N=79 (30B/49S Bal:0.61) | >=68%: WR=85.2% | Score=10.978 | N=61 (26B/35S Bal:0.74) | >=76%: WR=87.5% | Score=2.542 | N=32 (11B/21S Bal:0.52)
227
-
228
- EARLY STOPPING kich hoat tai Epoch 91!
229
- CE Loss val khong cai thien lien tiep 20 epoch (Tot nhat: 0.5118)
230
-
231
-
232
- [CLEANUP] Đã kết thúc Training. Kỷ lục Score: 6.0356 | Kỷ lục Win Rate: 90.32%
233
- 🏆 Win Rate 90.32% >= 60%. Đang PUSH lên HuggingFace...
234
- [01:19:08] PUSH RUN: run_20260524_230028_v6_asian -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/config.json DELETED
@@ -1,108 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260525_054346_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos"
36
- ]
37
- },
38
- {
39
- "SYMBOL": "BTCUSDT",
40
- "TIMEFRAME": "5min",
41
- "WINDOW_SIZE": 96,
42
- "FEATURES": [
43
- "log_return_close"
44
- ]
45
- },
46
- {
47
- "SYMBOL": "ETHUSDT",
48
- "TIMEFRAME": "5min",
49
- "WINDOW_SIZE": 96,
50
- "FEATURES": [
51
- "log_return_close"
52
- ]
53
- }
54
- ],
55
- "VOL_REGIME": true,
56
- "ORDER_FLOW": true,
57
- "STEP_SIZE": 1
58
- },
59
- "TRAINING": {
60
- "D_MODEL": 128,
61
- "N_HEAD": 8,
62
- "NUM_LAYERS": 3,
63
- "BATCH_SIZE": 256,
64
- "WARMUP_EPOCHS": 15,
65
- "FINETUNE_EPOCHS": 80,
66
- "LEARNING_RATE": 1.5e-05,
67
- "DROPOUT_RATE": 0.25,
68
- "LR_SCHEDULER": "cosine_warm",
69
- "POOLING": "attention",
70
- "TRAIN_START": "2025-04-01",
71
- "VAL_END": "2026-04-30"
72
- },
73
- "MT5_PATHS": {
74
- "BINANCE": "LOCAL"
75
- },
76
- "DATA_SOURCE": {
77
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
78
- "DATASET_SUFFIX": "2026",
79
- "TIMEFRAME": "M5",
80
- "BROKERS": {
81
- "BINANCE": "LOCAL"
82
- },
83
- "ROUTING": {
84
- "LTCUSDT": "BINANCE",
85
- "BTCUSDT": "BINANCE",
86
- "ETHUSDT": "BINANCE"
87
- }
88
- },
89
- "LIVE_BOT": {
90
- "PAPER_TRADE": true,
91
- "TRADE_PLATFORM": "BINANCE",
92
- "MAX_ABSOLUTE_MSE": 0.8,
93
- "MIN_PROBABILITY_THRESH": 0.59
94
- },
95
- "SESSION": "asian",
96
- "SESSION_UTC": {
97
- "START": "23:00",
98
- "END": "07:00"
99
- },
100
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
101
- "STATE": "IDLE_READY",
102
- "SIMULATOR": {
103
- "START_DATE": "2026-05-01",
104
- "END_DATE": "2026-05-23",
105
- "WINDOW_SIZE": 15000,
106
- "MIN_PROBABILITY_THRESH": 0.59
107
- }
108
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/prepare_dataset.log DELETED
@@ -1,54 +0,0 @@
1
-
2
- ======================================================================
3
- 🔥 CHUẨN BỊ DỮ LIỆU V6 MTF HETEROGENEOUS: CFG_LTC_ASIAN_V6
4
- ======================================================================
5
-
6
- [LOAD] Quét thư mục: workspaces\CFG_LTC_ASIAN_V6\data\raw
7
- + LTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
8
- + BTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
9
- + ETHUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
10
- ✅ df_raw tổng hợp: 723,800 dòng × 27 cột
11
-
12
- [1] Gắn nhãn Triple-Barrier trên khung Base (1m) cho LTCUSDT...
13
- Phân bố TRAIN sau Downsample: {2: 34624, 0: 34624, 1: 31295}
14
- Phân bố TEST (Giữ nguyên thực tế): {2: 60108, 0: 2437, 1: 2329}
15
-
16
- [2] Feature Engineering Độc Lập Cho Từng MTF_INPUTS...
17
- -> Nhánh 0: LTCUSDT | 5min | Window 96
18
- [DEBUG FE] target_prefix=LTCUSDT, cols=['ltcusdt_real_volume', 'ltcusdt_low', 'ltcusdt_volume', 'ltcusdt_fundingrate', 'ltcusdt_open', 'ltcusdt_high', 'ltcusdt_taker_buy_volume', 'ltcusdt_spread', 'ltcusdt_close']
19
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
20
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
21
- Đã lọc 6 features: ['log_return_close', 'body_pct', 'bb_width']...
22
- [DEBUG SHAPE] len(df_f) = 144760
23
- -> Nhánh 1: BTCUSDT | 5min | Window 96
24
- [DEBUG FE] target_prefix=BTCUSDT, cols=['btcusdt_spread', 'btcusdt_taker_buy_volume', 'btcusdt_high', 'btcusdt_volume', 'btcusdt_real_volume', 'ltcusdt_open', 'btcusdt_low', 'ltcusdt_close', 'btcusdt_fundingrate', 'btcusdt_open', 'btcusdt_close']
25
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
26
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
27
- DEBUG: sym=LTCUSDT, sym_lower=ltcusdt, cols keys matching: ['ltcusdt_open', 'ltcusdt_close']
28
- sym=LTCUSDT, m_close=LTCUSDT_close, m_open=LTCUSDT_open
29
- Đã lọc 1 features: ['log_return_close']...
30
- [DEBUG SHAPE] len(df_f) = 144760
31
- -> Nhánh 2: ETHUSDT | 5min | Window 96
32
- [DEBUG FE] target_prefix=ETHUSDT, cols=['ethusdt_volume', 'ethusdt_spread', 'ethusdt_real_volume', 'ethusdt_fundingrate', 'ethusdt_high', 'ethusdt_low', 'ethusdt_taker_buy_volume', 'ltcusdt_open', 'ethusdt_close', 'ethusdt_open', 'ltcusdt_close']
33
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
34
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
35
- DEBUG: sym=LTCUSDT, sym_lower=ltcusdt, cols keys matching: ['ltcusdt_open', 'ltcusdt_close']
36
- sym=LTCUSDT, m_close=LTCUSDT_close, m_open=LTCUSDT_open
37
- Đã lọc 1 features: ['log_return_close']...
38
- [DEBUG SHAPE] len(df_f) = 144760
39
-
40
- [DEBUG] Bắt đầu ráp Tensor MTF với window_sizes=[96, 96, 96], step_size=1, weekly_split=False
41
- [DEBUG] max_idx (số lượng nến Base có thể dùng): 723704
42
-
43
- Bỏ qua (ngoài session): 481,916
44
- Bỏ qua (clean mask): 188,898
45
- Bỏ qua (NaN): 27
46
- Bỏ qua (Embargo): 528
47
- Giữ lại (Valid Samples):52,335
48
-
49
- 👉 KẾT QUẢ: Y=(52335,)
50
- X_tf0 (LTCUSDT-5min): (52335, 96, 6)
51
- X_tf1 (BTCUSDT-5min): (52335, 96, 1)
52
- X_tf2 (ETHUSDT-5min): (52335, 96, 1)
53
-
54
- ✅ Đã lưu tensor MTF Heterogeneous cục bộ tại: workspaces\CFG_LTC_ASIAN_V6\data\tensors/
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/results/config.json DELETED
@@ -1,108 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260525_054346_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos"
36
- ]
37
- },
38
- {
39
- "SYMBOL": "BTCUSDT",
40
- "TIMEFRAME": "5min",
41
- "WINDOW_SIZE": 96,
42
- "FEATURES": [
43
- "log_return_close"
44
- ]
45
- },
46
- {
47
- "SYMBOL": "ETHUSDT",
48
- "TIMEFRAME": "5min",
49
- "WINDOW_SIZE": 96,
50
- "FEATURES": [
51
- "log_return_close"
52
- ]
53
- }
54
- ],
55
- "VOL_REGIME": true,
56
- "ORDER_FLOW": true,
57
- "STEP_SIZE": 1
58
- },
59
- "TRAINING": {
60
- "D_MODEL": 128,
61
- "N_HEAD": 8,
62
- "NUM_LAYERS": 3,
63
- "BATCH_SIZE": 256,
64
- "WARMUP_EPOCHS": 15,
65
- "FINETUNE_EPOCHS": 80,
66
- "LEARNING_RATE": 1.5e-05,
67
- "DROPOUT_RATE": 0.25,
68
- "LR_SCHEDULER": "cosine_warm",
69
- "POOLING": "attention",
70
- "TRAIN_START": "2025-04-01",
71
- "VAL_END": "2026-04-30"
72
- },
73
- "MT5_PATHS": {
74
- "BINANCE": "LOCAL"
75
- },
76
- "DATA_SOURCE": {
77
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
78
- "DATASET_SUFFIX": "2026",
79
- "TIMEFRAME": "M5",
80
- "BROKERS": {
81
- "BINANCE": "LOCAL"
82
- },
83
- "ROUTING": {
84
- "LTCUSDT": "BINANCE",
85
- "BTCUSDT": "BINANCE",
86
- "ETHUSDT": "BINANCE"
87
- }
88
- },
89
- "LIVE_BOT": {
90
- "PAPER_TRADE": true,
91
- "TRADE_PLATFORM": "BINANCE",
92
- "MAX_ABSOLUTE_MSE": 0.8,
93
- "MIN_PROBABILITY_THRESH": 0.59
94
- },
95
- "SESSION": "asian",
96
- "SESSION_UTC": {
97
- "START": "23:00",
98
- "END": "07:00"
99
- },
100
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
101
- "STATE": "IDLE_READY",
102
- "SIMULATOR": {
103
- "START_DATE": "2026-05-01",
104
- "END_DATE": "2026-05-23",
105
- "WINDOW_SIZE": 15000,
106
- "MIN_PROBABILITY_THRESH": 0.59
107
- }
108
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/results/train_v3.log DELETED
@@ -1,50 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260525_054346_v6_asian\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.1116/CE:1.0389) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0191/CE:0.6295) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6477 (WR: 0.0%). Luu model...
5
- [06:23:18] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
6
- [06:23:23] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
7
- [Epoch 2] Loss(MSE:0.1097/CE:1.0062) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0191/CE:0.5758) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
8
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5940 (WR: 0.0%). Luu model...
9
- [06:24:48] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
10
- [06:24:50] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
11
- [Epoch 3] Loss(MSE:0.1076/CE:0.9899) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0215/CE:0.5505) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
12
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5709 (WR: 0.0%). Luu model...
13
- [06:27:35] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
14
- [06:27:44] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
15
- [Epoch 4] Loss(MSE:0.1096/CE:0.9763) | LR=1.37e-05 | Val V3 Score [0.002] - Loss(MSE:0.0191/CE:0.5738) | >=53%: WR=80.0% | Score=0.031 | N=5 (4B/1S Bal:0.25) | >=54%: WR=100.0% | Score=0.004 | N=3 (3B/0S Bal:0.00) | >=55%: WR=100.0% | Score=0.002 | N=2 (2B/0S Bal:0.00) | >=56%: WR=100.0% | Score=0.002 | N=2 (2B/0S Bal:0.00)
16
- Luu y: Score/WR tang (Score: 0.0018) nhung Loss khong giam (0.5919). Bo qua viec save model.
17
- [Epoch 5] Loss(MSE:0.1106/CE:0.9614) | LR=1.27e-05 | Val V3 Score [0.347] - Loss(MSE:0.0176/CE:0.5917) | >=53%: WR=73.3% | Score=0.480 | N=30 (27B/3S Bal:0.11) | >=54%: WR=76.9% | Score=0.453 | N=26 (23B/3S Bal:0.13) | >=55%: WR=70.8% | Score=0.240 | N=24 (22B/2S Bal:0.09) | >=56%: WR=81.0% | Score=0.400 | N=21 (18B/3S Bal:0.17)
18
- Luu y: Score/WR tang (Score: 0.3467) nhung Loss khong giam (0.6084). Bo qua viec save model.
19
- [Epoch 6] Loss(MSE:0.1117/CE:0.9507) | LR=1.15e-05 | Val V3 Score [0.298] - Loss(MSE:0.0188/CE:0.5464) | >=53%: WR=73.5% | Score=1.458 | N=34 (26B/8S Bal:0.31) | >=54%: WR=71.4% | Score=0.569 | N=28 (24B/4S Bal:0.17) | >=55%: WR=65.4% | Score=0.333 | N=26 (23B/3S Bal:0.13) | >=56%: WR=66.7% | Score=0.280 | N=21 (18B/3S Bal:0.17)
20
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5643 (WR: 73.5%). Luu model...
21
- [06:52:47] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
22
- [06:52:59] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
23
- [Epoch 7] Loss(MSE:0.1127/CE:0.9389) | LR=1.02e-05 | Val V3 Score [1.289] - Loss(MSE:0.0184/CE:0.5716) | >=53%: WR=67.4% | Score=3.133 | N=46 (31B/15S Bal:0.48) | >=55%: WR=68.3% | Score=1.911 | N=41 (31B/10S Bal:0.32) | >=57%: WR=77.1% | Score=1.840 | N=35 (26B/9S Bal:0.35) | >=59%: WR=74.2% | Score=1.013 | N=31 (25B/6S Bal:0.24)
24
- Luu y: Score/WR tang (Score: 1.2889) nhung Loss khong giam (0.5891). Bo qua viec save model.
25
- [Epoch 8] Loss(MSE:0.1134/CE:0.9295) | LR=8.73e-06 | Val V3 Score [1.707] - Loss(MSE:0.0170/CE:0.5568) | >=53%: WR=69.4% | Score=4.711 | N=49 (29B/20S Bal:0.69) | >=55%: WR=72.7% | Score=3.929 | N=44 (27B/17S Bal:0.63) | >=58%: WR=76.9% | Score=2.720 | N=39 (27B/12S Bal:0.44) | >=60%: WR=66.7% | Score=1.200 | N=30 (21B/9S Bal:0.43)
26
- Luu y: Score/WR tang (Score: 1.7067) nhung Loss khong giam (0.5729). Bo qua viec save model.
27
- [Epoch 9] Loss(MSE:0.1134/CE:0.9231) | LR=7.27e-06 | Val V3 Score [1.867] - Loss(MSE:0.0165/CE:0.5651) | >=53%: WR=66.7% | Score=5.867 | N=60 (38B/22S Bal:0.58) | >=56%: WR=71.4% | Score=4.231 | N=49 (32B/17S Bal:0.53) | >=59%: WR=76.7% | Score=2.738 | N=43 (32B/11S Bal:0.34) | >=62%: WR=77.1% | Score=1.431 | N=35 (28B/7S Bal:0.25)
28
- Luu y: Score/WR tang (Score: 1.8667) nhung Loss khong giam (0.5808). Bo qua viec save model.
29
- [Epoch 10] Loss(MSE:0.1131/CE:0.9178) | LR=5.84e-06 | Val V3 Score [2.484] - Loss(MSE:0.0157/CE:0.5518) | >=53%: WR=67.3% | Score=5.724 | N=55 (32B/23S Bal:0.72) | >=56%: WR=72.0% | Score=4.898 | N=50 (31B/19S Bal:0.61) | >=58%: WR=82.5% | Score=3.933 | N=40 (25B/15S Bal:0.60) | >=61%: WR=69.7% | Score=1.760 | N=33 (22B/11S Bal:0.50)
30
- Luu y: Score/WR tang (Score: 2.4844) nhung Loss khong giam (0.5667). Bo qua viec save model.
31
- [Epoch 11] Loss(MSE:0.1131/CE:0.9161) | LR=4.50e-06 | Val V3 Score [1.887] - Loss(MSE:0.0155/CE:0.5519) | >=53%: WR=72.4% | Score=7.858 | N=58 (32B/26S Bal:0.81) | >=56%: WR=69.2% | Score=4.978 | N=52 (32B/20S Bal:0.62) | >=60%: WR=76.9% | Score=3.173 | N=39 (25B/14S Bal:0.56) | >=63%: WR=71.0% | Score=1.244 | N=31 (23B/8S Bal:0.35)
32
- Luu y: Score/WR tang (Score: 1.8874) nhung Loss khong giam (0.5665). Bo qua viec save model.
33
- [Epoch 12] Loss(MSE:0.1130/CE:0.9123) | LR=3.32e-06 | Val V3 Score [2.578] - Loss(MSE:0.0153/CE:0.5501) | >=53%: WR=70.0% | Score=8.507 | N=60 (31B/29S Bal:0.94) | >=56%: WR=69.8% | Score=5.413 | N=53 (32B/21S Bal:0.66) | >=60%: WR=81.0% | Score=4.533 | N=42 (25B/17S Bal:0.68) | >=63%: WR=69.7% | Score=1.600 | N=33 (23B/10S Bal:0.43)
34
- Luu y: Score/WR tang (Score: 2.5778) nhung Loss khong giam (0.5646). Bo qua viec save model.
35
- [Epoch 13] Loss(MSE:0.1126/CE:0.9110) | LR=2.34e-06 | Val V3 Score [2.231] - Loss(MSE:0.0153/CE:0.5486) | >=53%: WR=70.5% | Score=8.764 | N=61 (32B/29S Bal:0.91) | >=56%: WR=69.8% | Score=5.413 | N=53 (32B/21S Bal:0.66) | >=60%: WR=75.6% | Score=3.467 | N=41 (26B/15S Bal:0.58) | >=63%: WR=66.7% | Score=1.613 | N=33 (22B/11S Bal:0.50)
36
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5631 (WR: 75.6%). Luu model...
37
- [08:31:56] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
38
- [08:32:09] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
39
- [Epoch 14] Loss(MSE:0.1133/CE:0.9094) | LR=1.61e-06 | Val V3 Score [2.193] - Loss(MSE:0.0152/CE:0.5462) | >=53%: WR=66.1% | Score=7.591 | N=62 (34B/28S Bal:0.82) | >=56%: WR=75.0% | Score=6.067 | N=52 (31B/21S Bal:0.68) | >=60%: WR=76.7% | Score=3.484 | N=43 (29B/14S Bal:0.48) | >=63%: WR=61.8% | Score=1.547 | N=34 (22B/12S Bal:0.55)
40
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5606 (WR: 76.7%). Luu model...
41
- [08:43:05] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
42
- [08:43:11] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
43
- [Epoch 15] Loss(MSE:0.1127/CE:0.9082) | LR=1.15e-06 | Val V3 Score [2.067] - Loss(MSE:0.0150/CE:0.5494) | >=53%: WR=69.8% | Score=8.587 | N=63 (35B/28S Bal:0.80) | >=57%: WR=71.7% | Score=5.693 | N=53 (32B/21S Bal:0.66) | >=60%: WR=69.0% | Score=3.400 | N=42 (25B/17S Bal:0.68) | >=64%: WR=71.0% | Score=1.400 | N=31 (22B/9S Bal:0.41)
44
- [Epoch 16] Loss(MSE:0.1140/CE:0.9099) | LR=1.50e-05 | Val V3 Score [2.471] - Loss(MSE:0.0147/CE:0.5457) | >=53%: WR=69.7% | Score=9.280 | N=66 (37B/29S Bal:0.78) | >=57%: WR=68.5% | Score=5.827 | N=54 (31B/23S Bal:0.74) | >=61%: WR=72.7% | Score=3.929 | N=44 (27B/17S Bal:0.63) | >=65%: WR=84.4% | Score=1.742 | N=32 (24B/8S Bal:0.33)
45
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5597 (WR: 84.4%). Luu model...
46
- [08:46:27] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
47
- [08:46:29] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
48
- [Epoch 17] Loss(MSE:0.1145/CE:0.9009) | LR=1.50e-05 | Val V3 Score [2.723] - Loss(MSE:0.0141/CE:0.5242) | >=53%: WR=67.8% | Score=7.320 | N=59 (32B/27S Bal:0.84) | >=57%: WR=75.5% | Score=6.849 | N=53 (30B/23S Bal:0.77) | >=60%: WR=80.5% | Score=3.867 | N=41 (26B/15S Bal:0.58) | >=64%: WR=80.6% | Score=2.151 | N=31 (20B/11S Bal:0.55)
49
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5376 (WR: 80.6%). Luu model...
50
- [08:47:50] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/results/training_metrics_v3.json DELETED
@@ -1,86 +0,0 @@
1
- {
2
- "target": "ltcusdt",
3
- "version": "Transformer_V3",
4
- "dimensions": {
5
- "num_features_target": 0,
6
- "num_features_macro": 38
7
- },
8
- "sessions": {
9
- "asian": {
10
- "BEST_VLOSS": {
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- "epoch": 17,
12
- "max_threshold": 0.64,
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- "composite_score": 2.722962962962963,
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- "val_loss": 0.5382887472124661,
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- "threshold_metrics": [
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- {
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- "threshold": 0.53,
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- "total_signals": 59,
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- "win_rate": 0.6779661016949152,
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- "avg_win_return": 0.001,
21
- "avg_loss_return": 0.001,
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- "ev_score": 7.319999999999999,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9152542372881356,
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- "total_buy": 32,
26
- "total_sell": 27
27
- },
28
- {
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- "threshold": 0.5667,
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- "total_signals": 53,
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- "win_rate": 0.7547169811320755,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 6.84888888888889,
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- "sharpe_score": 0.0,
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- "tus_score": 0.8679245283018868,
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- "total_buy": 30,
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- "total_sell": 23
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- },
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- {
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- "threshold": 0.6033,
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- "total_signals": 41,
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- "win_rate": 0.8048780487804879,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 3.866666666666667,
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- "sharpe_score": 0.0,
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- "tus_score": 0.7317073170731707,
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- "total_buy": 26,
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- "total_sell": 15
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- },
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- {
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- "threshold": 0.64,
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- "total_signals": 31,
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- "win_rate": 0.8064516129032258,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 2.1511111111111108,
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- "sharpe_score": 0.0,
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- "tus_score": 0.7096774193548387,
61
- "total_buy": 20,
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- "total_sell": 11
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- }
64
- ],
65
- "win_rates": [
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- 0.6779661016949152,
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- 0.7547169811320755,
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- 0.8048780487804879,
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- 0.8064516129032258
70
- ],
71
- "thresholds": [
72
- 0.53,
73
- 0.5667,
74
- 0.6033,
75
- 0.64
76
- ],
77
- "totals": [
78
- 59,
79
- 53,
80
- 41,
81
- 31
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- ]
83
- }
84
- }
85
- }
86
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_054346_v6_asian/train_v6.log DELETED
@@ -1,83 +0,0 @@
1
- Loading config from: workspaces/CFG_LTC_ASIAN_V6\runs\run_20260525_054346_v6_asian\config.json
2
- Loaded run-specific overrides from: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260525_054346_v6_asian\config.json
3
- ☁️ Đang tải Dataset Tensor từ HuggingFace HUB...
4
- ✅ Tensor đã sẵn sàng!
5
- ✅ Tải thành công! Y: (52335,)
6
- X_tf0: (52335, 96, 6)
7
- X_tf1: (52335, 96, 1)
8
- X_tf2: (52335, 96, 1)
9
- [DATA CHECK] X abs_max=15.0000 | abs_mean=0.7568
10
- ✅ Dữ liệu đã được scale chuẩn (abs_max < 100).
11
- [DATA CHECK] Phân bố nhãn Y (Tổng): {0: 10483, 1: 9633, 2: 32219}
12
- [DATA SPLIT] Dùng S_tensor (Chronological Split trước khi Downsample) để chia Train/Val.
13
- [DATA CHECK] Train: 30699 mẫu | Val: 21636 mẫu (Giữ nguyên thực tế, không downsample)
14
- [CLASS WEIGHTS] Trọng số cân bằng lớp (tự động): [np.float64(1.0356239247039773), np.float64(1.1184828943053886), np.float64(0.8769388979346988)]
15
- 💻 Đang Train trên nền tảng: cuda
16
- [MODEL] Init with: d_model=128, nhead=8, num_layers=3, dropout=0.25, d_ff=512
17
- [MODEL V2] Kiến trúc nâng cao: pooling=attention, cls_head=simple, layer_drop=0.0
18
-
19
- [INHERIT] Bỏ qua kế thừa theo cờ --scratch. Đào tạo mới hoàn toàn!
20
- ✅ [TELEGRAM] Đã gửi thông báo khởi động!
21
- [LOSS] Khởi tạo AAMT_JointLoss với focal_gamma = 0.0 | mse_gate = 0.0 | lambda_recon = 1.0 | label_smoothing = 0.15
22
- [SCHEDULER] CosineAnnealingWarmRestarts (T_0=15, T_mult=2)
23
- --- 🚀 BẮT ĐẦU WARM-UP AUTOENCODER (10 Epochs) ---
24
- [Warm-up] Epoch 1/10 | Recon_MSE_Loss: 0.841794
25
- [Warm-up] Epoch 2/10 | Recon_MSE_Loss: 0.462411
26
- [Warm-up] Epoch 3/10 | Recon_MSE_Loss: 0.335421
27
- [Warm-up] Epoch 4/10 | Recon_MSE_Loss: 0.265467
28
- [Warm-up] Epoch 5/10 | Recon_MSE_Loss: 0.215101
29
- [Warm-up] Epoch 6/10 | Recon_MSE_Loss: 0.179163
30
- [Warm-up] Epoch 7/10 | Recon_MSE_Loss: 0.151186
31
- [Warm-up] Epoch 8/10 | Recon_MSE_Loss: 0.128875
32
- [Warm-up] Epoch 9/10 | Recon_MSE_Loss: 0.110940
33
- [Warm-up] Epoch 10/10 | Recon_MSE_Loss: 0.096396
34
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260525_054346_v6_asian\brains
35
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
36
- [Epoch 1] Loss(MSE:0.1116/CE:1.0389) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0191/CE:0.6295) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
37
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6477 (WR: 0.0%). Luu model...
38
- [06:23:18] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
39
- [06:23:23] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
40
- [Epoch 2] Loss(MSE:0.1097/CE:1.0062) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0191/CE:0.5758) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
41
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5940 (WR: 0.0%). Luu model...
42
- [06:24:48] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
43
- [06:24:50] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
44
- [Epoch 3] Loss(MSE:0.1076/CE:0.9899) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0215/CE:0.5505) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
45
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5709 (WR: 0.0%). Luu model...
46
- [06:27:35] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
47
- [06:27:44] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
48
- [Epoch 4] Loss(MSE:0.1096/CE:0.9763) | LR=1.37e-05 | Val V3 Score [0.002] - Loss(MSE:0.0191/CE:0.5738) | >=53%: WR=80.0% | Score=0.031 | N=5 (4B/1S Bal:0.25) | >=54%: WR=100.0% | Score=0.004 | N=3 (3B/0S Bal:0.00) | >=55%: WR=100.0% | Score=0.002 | N=2 (2B/0S Bal:0.00) | >=56%: WR=100.0% | Score=0.002 | N=2 (2B/0S Bal:0.00)
49
- Luu y: Score/WR tang (Score: 0.0018) nhung Loss khong giam (0.5919). Bo qua viec save model.
50
- [Epoch 5] Loss(MSE:0.1106/CE:0.9614) | LR=1.27e-05 | Val V3 Score [0.347] - Loss(MSE:0.0176/CE:0.5917) | >=53%: WR=73.3% | Score=0.480 | N=30 (27B/3S Bal:0.11) | >=54%: WR=76.9% | Score=0.453 | N=26 (23B/3S Bal:0.13) | >=55%: WR=70.8% | Score=0.240 | N=24 (22B/2S Bal:0.09) | >=56%: WR=81.0% | Score=0.400 | N=21 (18B/3S Bal:0.17)
51
- Luu y: Score/WR tang (Score: 0.3467) nhung Loss khong giam (0.6084). Bo qua viec save model.
52
- [Epoch 6] Loss(MSE:0.1117/CE:0.9507) | LR=1.15e-05 | Val V3 Score [0.298] - Loss(MSE:0.0188/CE:0.5464) | >=53%: WR=73.5% | Score=1.458 | N=34 (26B/8S Bal:0.31) | >=54%: WR=71.4% | Score=0.569 | N=28 (24B/4S Bal:0.17) | >=55%: WR=65.4% | Score=0.333 | N=26 (23B/3S Bal:0.13) | >=56%: WR=66.7% | Score=0.280 | N=21 (18B/3S Bal:0.17)
53
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5643 (WR: 73.5%). Luu model...
54
- [06:52:47] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
55
- [06:52:59] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
56
- [Epoch 7] Loss(MSE:0.1127/CE:0.9389) | LR=1.02e-05 | Val V3 Score [1.289] - Loss(MSE:0.0184/CE:0.5716) | >=53%: WR=67.4% | Score=3.133 | N=46 (31B/15S Bal:0.48) | >=55%: WR=68.3% | Score=1.911 | N=41 (31B/10S Bal:0.32) | >=57%: WR=77.1% | Score=1.840 | N=35 (26B/9S Bal:0.35) | >=59%: WR=74.2% | Score=1.013 | N=31 (25B/6S Bal:0.24)
57
- Luu y: Score/WR tang (Score: 1.2889) nhung Loss khong giam (0.5891). Bo qua viec save model.
58
- [Epoch 8] Loss(MSE:0.1134/CE:0.9295) | LR=8.73e-06 | Val V3 Score [1.707] - Loss(MSE:0.0170/CE:0.5568) | >=53%: WR=69.4% | Score=4.711 | N=49 (29B/20S Bal:0.69) | >=55%: WR=72.7% | Score=3.929 | N=44 (27B/17S Bal:0.63) | >=58%: WR=76.9% | Score=2.720 | N=39 (27B/12S Bal:0.44) | >=60%: WR=66.7% | Score=1.200 | N=30 (21B/9S Bal:0.43)
59
- Luu y: Score/WR tang (Score: 1.7067) nhung Loss khong giam (0.5729). Bo qua viec save model.
60
- [Epoch 9] Loss(MSE:0.1134/CE:0.9231) | LR=7.27e-06 | Val V3 Score [1.867] - Loss(MSE:0.0165/CE:0.5651) | >=53%: WR=66.7% | Score=5.867 | N=60 (38B/22S Bal:0.58) | >=56%: WR=71.4% | Score=4.231 | N=49 (32B/17S Bal:0.53) | >=59%: WR=76.7% | Score=2.738 | N=43 (32B/11S Bal:0.34) | >=62%: WR=77.1% | Score=1.431 | N=35 (28B/7S Bal:0.25)
61
- Luu y: Score/WR tang (Score: 1.8667) nhung Loss khong giam (0.5808). Bo qua viec save model.
62
- [Epoch 10] Loss(MSE:0.1131/CE:0.9178) | LR=5.84e-06 | Val V3 Score [2.484] - Loss(MSE:0.0157/CE:0.5518) | >=53%: WR=67.3% | Score=5.724 | N=55 (32B/23S Bal:0.72) | >=56%: WR=72.0% | Score=4.898 | N=50 (31B/19S Bal:0.61) | >=58%: WR=82.5% | Score=3.933 | N=40 (25B/15S Bal:0.60) | >=61%: WR=69.7% | Score=1.760 | N=33 (22B/11S Bal:0.50)
63
- Luu y: Score/WR tang (Score: 2.4844) nhung Loss khong giam (0.5667). Bo qua viec save model.
64
- [Epoch 11] Loss(MSE:0.1131/CE:0.9161) | LR=4.50e-06 | Val V3 Score [1.887] - Loss(MSE:0.0155/CE:0.5519) | >=53%: WR=72.4% | Score=7.858 | N=58 (32B/26S Bal:0.81) | >=56%: WR=69.2% | Score=4.978 | N=52 (32B/20S Bal:0.62) | >=60%: WR=76.9% | Score=3.173 | N=39 (25B/14S Bal:0.56) | >=63%: WR=71.0% | Score=1.244 | N=31 (23B/8S Bal:0.35)
65
- Luu y: Score/WR tang (Score: 1.8874) nhung Loss khong giam (0.5665). Bo qua viec save model.
66
- [Epoch 12] Loss(MSE:0.1130/CE:0.9123) | LR=3.32e-06 | Val V3 Score [2.578] - Loss(MSE:0.0153/CE:0.5501) | >=53%: WR=70.0% | Score=8.507 | N=60 (31B/29S Bal:0.94) | >=56%: WR=69.8% | Score=5.413 | N=53 (32B/21S Bal:0.66) | >=60%: WR=81.0% | Score=4.533 | N=42 (25B/17S Bal:0.68) | >=63%: WR=69.7% | Score=1.600 | N=33 (23B/10S Bal:0.43)
67
- Luu y: Score/WR tang (Score: 2.5778) nhung Loss khong giam (0.5646). Bo qua viec save model.
68
- [Epoch 13] Loss(MSE:0.1126/CE:0.9110) | LR=2.34e-06 | Val V3 Score [2.231] - Loss(MSE:0.0153/CE:0.5486) | >=53%: WR=70.5% | Score=8.764 | N=61 (32B/29S Bal:0.91) | >=56%: WR=69.8% | Score=5.413 | N=53 (32B/21S Bal:0.66) | >=60%: WR=75.6% | Score=3.467 | N=41 (26B/15S Bal:0.58) | >=63%: WR=66.7% | Score=1.613 | N=33 (22B/11S Bal:0.50)
69
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5631 (WR: 75.6%). Luu model...
70
- [08:31:56] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
71
- [08:32:09] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
72
- [Epoch 14] Loss(MSE:0.1133/CE:0.9094) | LR=1.61e-06 | Val V3 Score [2.193] - Loss(MSE:0.0152/CE:0.5462) | >=53%: WR=66.1% | Score=7.591 | N=62 (34B/28S Bal:0.82) | >=56%: WR=75.0% | Score=6.067 | N=52 (31B/21S Bal:0.68) | >=60%: WR=76.7% | Score=3.484 | N=43 (29B/14S Bal:0.48) | >=63%: WR=61.8% | Score=1.547 | N=34 (22B/12S Bal:0.55)
73
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5606 (WR: 76.7%). Luu model...
74
- [08:43:05] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
75
- [08:43:11] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
76
- [Epoch 15] Loss(MSE:0.1127/CE:0.9082) | LR=1.15e-06 | Val V3 Score [2.067] - Loss(MSE:0.0150/CE:0.5494) | >=53%: WR=69.8% | Score=8.587 | N=63 (35B/28S Bal:0.80) | >=57%: WR=71.7% | Score=5.693 | N=53 (32B/21S Bal:0.66) | >=60%: WR=69.0% | Score=3.400 | N=42 (25B/17S Bal:0.68) | >=64%: WR=71.0% | Score=1.400 | N=31 (22B/9S Bal:0.41)
77
- [Epoch 16] Loss(MSE:0.1140/CE:0.9099) | LR=1.50e-05 | Val V3 Score [2.471] - Loss(MSE:0.0147/CE:0.5457) | >=53%: WR=69.7% | Score=9.280 | N=66 (37B/29S Bal:0.78) | >=57%: WR=68.5% | Score=5.827 | N=54 (31B/23S Bal:0.74) | >=61%: WR=72.7% | Score=3.929 | N=44 (27B/17S Bal:0.63) | >=65%: WR=84.4% | Score=1.742 | N=32 (24B/8S Bal:0.33)
78
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5597 (WR: 84.4%). Luu model...
79
- [08:46:27] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
80
- [08:46:29] ✔️ Push run run_20260525_054346_v6_asian hoàn tất!
81
- [Epoch 17] Loss(MSE:0.1145/CE:0.9009) | LR=1.50e-05 | Val V3 Score [2.723] - Loss(MSE:0.0141/CE:0.5242) | >=53%: WR=67.8% | Score=7.320 | N=59 (32B/27S Bal:0.84) | >=57%: WR=75.5% | Score=6.849 | N=53 (30B/23S Bal:0.77) | >=60%: WR=80.5% | Score=3.867 | N=41 (26B/15S Bal:0.58) | >=64%: WR=80.6% | Score=2.151 | N=31 (20B/11S Bal:0.55)
82
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5376 (WR: 80.6%). Luu model...
83
- [08:47:50] PUSH RUN: run_20260525_054346_v6_asian -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/config.json DELETED
@@ -1,98 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260525_144527_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
40
- },
41
- {
42
- "SYMBOL": "BTCUSDT",
43
- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
50
- }
51
- ],
52
- "VOL_REGIME": true,
53
- "ORDER_FLOW": true,
54
- "STEP_SIZE": 1
55
- },
56
- "TRAINING": {
57
- "D_MODEL": 128,
58
- "N_HEAD": 8,
59
- "NUM_LAYERS": 3,
60
- "BATCH_SIZE": 256,
61
- "WARMUP_EPOCHS": 15,
62
- "FINETUNE_EPOCHS": 80,
63
- "LEARNING_RATE": 1.5e-05,
64
- "DROPOUT_RATE": 0.25,
65
- "LR_SCHEDULER": "cosine_warm",
66
- "POOLING": "attention",
67
- "TRAIN_START": "2025-04-01",
68
- "VAL_END": "2026-04-30"
69
- },
70
- "MT5_PATHS": {
71
- "BINANCE": "LOCAL"
72
- },
73
- "DATA_SOURCE": {
74
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
75
- "DATASET_SUFFIX": "2026",
76
- "TIMEFRAME": "M5",
77
- "BROKERS": {
78
- "BINANCE": "LOCAL"
79
- },
80
- "ROUTING": {
81
- "LTCUSDT": "BINANCE",
82
- "BTCUSDT": "BINANCE"
83
- }
84
- },
85
- "LIVE_BOT": {
86
- "PAPER_TRADE": true,
87
- "TRADE_PLATFORM": "BINANCE",
88
- "MAX_ABSOLUTE_MSE": 0.8,
89
- "MIN_PROBABILITY_THRESH": 0.59
90
- },
91
- "SESSION": "asian",
92
- "SESSION_UTC": {
93
- "START": "23:00",
94
- "END": "07:00"
95
- },
96
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
97
- "STATE": "IDLE_READY"
98
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/prepare_dataset.log DELETED
@@ -1,49 +0,0 @@
1
-
2
- ======================================================================
3
- 🔥 CHUẨN BỊ DỮ LIỆU V6 MTF HETEROGENEOUS: CFG_LTC_ASIAN_V6
4
- ======================================================================
5
-
6
- [LOAD] Quét thư mục: workspaces\CFG_LTC_ASIAN_V6\data\raw
7
- + LTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
8
- + BTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
9
- ✅ df_raw tổng hợp: 723,800 dòng × 18 cột
10
-
11
- [1] Gắn nhãn Triple-Barrier trên khung Base (1m) cho LTCUSDT...
12
- Phân bố TRAIN sau Downsample: {0: 34624, 2: 34624, 1: 31295}
13
- Phân bố TEST (Giữ nguyên thực tế): {2: 60108, 0: 2437, 1: 2329}
14
-
15
- [2] Feature Engineering Độc Lập Cho Từng MTF_INPUTS...
16
- -> Nhánh 0: LTCUSDT | 5min | Window 96
17
- [DEBUG FE] target_prefix=LTCUSDT, cols=['ltcusdt_real_volume', 'ltcusdt_volume', 'ltcusdt_spread', 'ltcusdt_close', 'ltcusdt_high', 'ltcusdt_open', 'ltcusdt_fundingrate', 'ltcusdt_low', 'ltcusdt_taker_buy_volume']
18
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
19
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
20
- [Cảnh báo] Feature 'volatility_index' không tồn tại. Bỏ qua.
21
- [Cảnh báo] Feature 'order_flow_imbalance' không tồn tại. Bỏ qua.
22
- [Cảnh báo] Feature 'atr_14_scaled' không tồn tại. Bỏ qua.
23
- Đã lọc 6 features: ['log_return_close', 'body_pct', 'bb_width']...
24
- [DEBUG SHAPE] len(df_f) = 144760
25
- -> Nhánh 1: BTCUSDT | 5min | Window 96
26
- [DEBUG FE] target_prefix=BTCUSDT, cols=['btcusdt_volume', 'btcusdt_taker_buy_volume', 'btcusdt_low', 'btcusdt_spread', 'ltcusdt_close', 'btcusdt_real_volume', 'btcusdt_fundingrate', 'btcusdt_close', 'ltcusdt_open', 'btcusdt_open', 'btcusdt_high']
27
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
28
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
29
- DEBUG: sym=LTCUSDT, sym_lower=ltcusdt, cols keys matching: ['ltcusdt_close', 'ltcusdt_open']
30
- sym=LTCUSDT, m_close=LTCUSDT_close, m_open=LTCUSDT_open
31
- [Cảnh báo] Feature 'volatility_index' không tồn tại. Bỏ qua.
32
- [Cảnh báo] Feature 'order_flow_imbalance' không tồn tại. Bỏ qua.
33
- Đã lọc 1 features: ['log_return_close']...
34
- [DEBUG SHAPE] len(df_f) = 144760
35
-
36
- [DEBUG] Bắt đầu ráp Tensor MTF với window_sizes=[96, 96], step_size=1, weekly_split=False
37
- [DEBUG] max_idx (số lượng nến Base có thể dùng): 723704
38
-
39
- Bỏ qua (ngoài session): 481,916
40
- Bỏ qua (clean mask): 188,907
41
- Bỏ qua (NaN): 27
42
- Bỏ qua (Embargo): 528
43
- Giữ lại (Valid Samples):52,326
44
-
45
- 👉 KẾT QUẢ: Y=(52326,)
46
- X_tf0 (LTCUSDT-5min): (52326, 96, 6)
47
- X_tf1 (BTCUSDT-5min): (52326, 96, 1)
48
-
49
- ✅ Đã lưu tensor MTF Heterogeneous cục bộ tại: workspaces\CFG_LTC_ASIAN_V6\data\tensors/
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/results/config.json DELETED
@@ -1,98 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260525_144527_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
40
- },
41
- {
42
- "SYMBOL": "BTCUSDT",
43
- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
50
- }
51
- ],
52
- "VOL_REGIME": true,
53
- "ORDER_FLOW": true,
54
- "STEP_SIZE": 1
55
- },
56
- "TRAINING": {
57
- "D_MODEL": 128,
58
- "N_HEAD": 8,
59
- "NUM_LAYERS": 3,
60
- "BATCH_SIZE": 256,
61
- "WARMUP_EPOCHS": 15,
62
- "FINETUNE_EPOCHS": 80,
63
- "LEARNING_RATE": 1.5e-05,
64
- "DROPOUT_RATE": 0.25,
65
- "LR_SCHEDULER": "cosine_warm",
66
- "POOLING": "attention",
67
- "TRAIN_START": "2025-04-01",
68
- "VAL_END": "2026-04-30"
69
- },
70
- "MT5_PATHS": {
71
- "BINANCE": "LOCAL"
72
- },
73
- "DATA_SOURCE": {
74
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
75
- "DATASET_SUFFIX": "2026",
76
- "TIMEFRAME": "M5",
77
- "BROKERS": {
78
- "BINANCE": "LOCAL"
79
- },
80
- "ROUTING": {
81
- "LTCUSDT": "BINANCE",
82
- "BTCUSDT": "BINANCE"
83
- }
84
- },
85
- "LIVE_BOT": {
86
- "PAPER_TRADE": true,
87
- "TRADE_PLATFORM": "BINANCE",
88
- "MAX_ABSOLUTE_MSE": 0.8,
89
- "MIN_PROBABILITY_THRESH": 0.59
90
- },
91
- "SESSION": "asian",
92
- "SESSION_UTC": {
93
- "START": "23:00",
94
- "END": "07:00"
95
- },
96
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
97
- "STATE": "IDLE_READY"
98
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/results/train_v3.log DELETED
@@ -1,95 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: d:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260525_144527_v6_asian\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.1404/CE:1.0477) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0108/CE:0.6434) | >=59%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=60%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=61%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=62%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6536 (WR: 0.0%). Luu model...
5
- [15:09:39] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
6
- [15:09:41] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
7
- [Epoch 2] Loss(MSE:0.1318/CE:1.0079) | LR=1.48e-05 | Val V3 Score [0.000] - Loss(MSE:0.0105/CE:0.5942) | >=59%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=60%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=61%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=62%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
8
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6041 (WR: 0.0%). Luu model...
9
- [15:12:45] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
10
- [15:12:47] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
11
- [Epoch 3] Loss(MSE:0.1253/CE:0.9932) | LR=1.44e-05 | Val V3 Score [0.000] - Loss(MSE:0.0099/CE:0.6054) | >=59%: WR=100.0% | Score=0.004 | N=3 (0B/3S Bal:0.00) | >=60%: WR=100.0% | Score=0.004 | N=3 (0B/3S Bal:0.00) | >=61%: WR=100.0% | Score=0.000 | N=1 (0B/1S Bal:0.00) | >=62%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
12
- Luu y: Score/WR tang (Score: 0.0001) nhung Loss khong giam (0.6149). Bo qua viec save model.
13
- [Epoch 4] Loss(MSE:0.1243/CE:0.9786) | LR=1.37e-05 | Val V3 Score [0.049] - Loss(MSE:0.0090/CE:0.5978) | >=59%: WR=72.7% | Score=0.058 | N=11 (1B/10S Bal:0.10) | >=60%: WR=88.9% | Score=0.067 | N=9 (1B/8S Bal:0.12) | >=61%: WR=85.7% | Score=0.049 | N=7 (1B/6S Bal:0.17) | >=62%: WR=85.7% | Score=0.049 | N=7 (1B/6S Bal:0.17)
14
- Luu y: Score/WR tang (Score: 0.0489) nhung Loss khong giam (0.6063). Bo qua viec save model.
15
- [Epoch 5] Loss(MSE:0.1239/CE:0.9620) | LR=1.27e-05 | Val V3 Score [0.320] - Loss(MSE:0.0093/CE:0.5769) | >=59%: WR=84.2% | Score=0.773 | N=19 (6B/13S Bal:0.46) | >=60%: WR=77.8% | Score=0.640 | N=18 (6B/12S Bal:0.50) | >=61%: WR=86.7% | Score=0.427 | N=15 (4B/11S Bal:0.36) | >=62%: WR=84.6% | Score=0.267 | N=13 (3B/10S Bal:0.30)
16
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5857 (WR: 86.7%). Luu model...
17
- [15:22:00] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
18
- [15:22:02] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
19
- [Epoch 6] Loss(MSE:0.1231/CE:0.9487) | LR=1.15e-05 | Val V3 Score [2.246] - Loss(MSE:0.0085/CE:0.5916) | >=59%: WR=90.6% | Score=3.667 | N=32 (15B/17S Bal:0.88) | >=60%: WR=90.0% | Score=2.947 | N=30 (13B/17S Bal:0.76) | >=61%: WR=93.1% | Score=3.004 | N=29 (13B/16S Bal:0.81) | >=62%: WR=91.7% | Score=1.867 | N=24 (10B/14S Bal:0.71)
20
- Luu y: Score/WR tang (Score: 2.2459) nhung Loss khong giam (0.5997). Bo qua viec save model.
21
- [Epoch 7] Loss(MSE:0.1227/CE:0.9364) | LR=1.02e-05 | Val V3 Score [1.704] - Loss(MSE:0.0080/CE:0.5724) | >=59%: WR=85.0% | Score=4.133 | N=40 (15B/25S Bal:0.60) | >=61%: WR=86.5% | Score=3.147 | N=37 (12B/25S Bal:0.48) | >=62%: WR=82.9% | Score=2.311 | N=35 (10B/25S Bal:0.40) | >=64%: WR=83.3% | Score=1.400 | N=30 (7B/23S Bal:0.30)
22
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5800 (WR: 86.5%). Luu model...
23
- [15:28:09] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
24
- [15:28:10] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
25
- [Epoch 8] Loss(MSE:0.1228/CE:0.9286) | LR=8.73e-06 | Val V3 Score [2.204] - Loss(MSE:0.0082/CE:0.5748) | >=59%: WR=87.8% | Score=8.533 | N=49 (24B/25S Bal:0.96) | >=61%: WR=83.7% | Score=5.489 | N=43 (19B/24S Bal:0.79) | >=64%: WR=85.7% | Score=2.933 | N=35 (12B/23S Bal:0.52) | >=66%: WR=81.2% | Score=1.840 | N=32 (9B/23S Bal:0.39)
26
- Luu y: Score/WR tang (Score: 2.2044) nhung Loss khong giam (0.5826). Bo qua viec save model.
27
- [Epoch 9] Loss(MSE:0.1222/CE:0.9228) | LR=7.27e-06 | Val V3 Score [2.493] - Loss(MSE:0.0078/CE:0.5601) | >=59%: WR=81.6% | Score=6.627 | N=49 (21B/28S Bal:0.75) | >=61%: WR=84.4% | Score=4.907 | N=45 (16B/29S Bal:0.55) | >=63%: WR=87.2% | Score=3.640 | N=39 (13B/26S Bal:0.50) | >=65%: WR=81.8% | Score=1.920 | N=33 (9B/24S Bal:0.38)
28
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5676 (WR: 87.2%). Luu model...
29
- [15:34:17] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
30
- [15:34:19] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
31
- [Epoch 10] Loss(MSE:0.1221/CE:0.9186) | LR=5.84e-06 | Val V3 Score [2.581] - Loss(MSE:0.0077/CE:0.5626) | >=59%: WR=82.4% | Score=7.000 | N=51 (21B/30S Bal:0.70) | >=62%: WR=83.3% | Score=6.400 | N=48 (20B/28S Bal:0.71) | >=64%: WR=89.7% | Score=4.400 | N=39 (15B/24S Bal:0.62) | >=67%: WR=83.9% | Score=1.671 | N=31 (8B/23S Bal:0.35)
32
- Luu y: Score/WR tang (Score: 2.5807) nhung Loss khong giam (0.5699). Bo qua viec save model.
33
- [Epoch 11] Loss(MSE:0.1221/CE:0.9132) | LR=4.50e-06 | Val V3 Score [2.791] - Loss(MSE:0.0076/CE:0.5548) | >=59%: WR=86.3% | Score=8.280 | N=51 (23B/28S Bal:0.82) | >=62%: WR=85.7% | Score=7.529 | N=49 (22B/27S Bal:0.81) | >=64%: WR=89.7% | Score=4.693 | N=39 (16B/23S Bal:0.70) | >=67%: WR=81.2% | Score=1.840 | N=32 (9B/23S Bal:0.39)
34
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5620 (WR: 89.7%). Luu model...
35
- [15:40:24] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
36
- [15:40:27] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
37
- [Epoch 12] Loss(MSE:0.1221/CE:0.9117) | LR=3.32e-06 | Val V3 Score [2.607] - Loss(MSE:0.0074/CE:0.5623) | >=59%: WR=79.2% | Score=6.489 | N=53 (20B/33S Bal:0.61) | >=62%: WR=86.3% | Score=8.640 | N=51 (24B/27S Bal:0.89) | >=65%: WR=92.3% | Score=4.907 | N=39 (16B/23S Bal:0.70) | >=68%: WR=77.4% | Score=1.458 | N=31 (8B/23S Bal:0.35)
38
- [Epoch 13] Loss(MSE:0.1215/CE:0.9095) | LR=2.34e-06 | Val V3 Score [2.988] - Loss(MSE:0.0074/CE:0.5614) | >=59%: WR=76.9% | Score=5.742 | N=52 (19B/33S Bal:0.58) | >=62%: WR=84.3% | Score=7.973 | N=51 (23B/28S Bal:0.82) | >=65%: WR=88.4% | Score=5.364 | N=43 (17B/26S Bal:0.65) | >=68%: WR=78.8% | Score=1.800 | N=33 (9B/24S Bal:0.38)
39
- Luu y: Score/WR tang (Score: 2.9881) nhung Loss khong giam (0.5684). Bo qua viec save model.
40
- [Epoch 14] Loss(MSE:0.1220/CE:0.9082) | LR=1.61e-06 | Val V3 Score [2.655] - Loss(MSE:0.0075/CE:0.5548) | >=59%: WR=76.9% | Score=5.742 | N=52 (19B/33S Bal:0.58) | >=62%: WR=82.4% | Score=7.667 | N=51 (23B/28S Bal:0.82) | >=65%: WR=88.1% | Score=4.907 | N=42 (16B/26S Bal:0.62) | >=68%: WR=78.1% | Score=1.529 | N=32 (8B/24S Bal:0.33)
41
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5619 (WR: 88.1%). Luu model...
42
- [15:49:35] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
43
- [15:49:37] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
44
- [Epoch 15] Loss(MSE:0.1218/CE:0.9089) | LR=1.15e-06 | Val V3 Score [3.535] - Loss(MSE:0.0073/CE:0.5604) | >=59%: WR=77.4% | Score=6.222 | N=53 (20B/33S Bal:0.61) | >=62%: WR=84.3% | Score=7.973 | N=51 (23B/28S Bal:0.82) | >=65%: WR=87.0% | Score=6.249 | N=46 (19B/27S Bal:0.70) | >=68%: WR=80.0% | Score=2.178 | N=35 (10B/25S Bal:0.40)
45
- Luu y: Score/WR tang (Score: 3.5348) nhung Loss khong giam (0.5674). Bo qua viec save model.
46
- [Epoch 16] Loss(MSE:0.1221/CE:0.9070) | LR=1.50e-05 | Val V3 Score [3.052] - Loss(MSE:0.0071/CE:0.5578) | >=59%: WR=68.8% | Score=7.556 | N=64 (25B/39S Bal:0.64) | >=63%: WR=74.1% | Score=5.867 | N=54 (20B/34S Bal:0.59) | >=66%: WR=90.9% | Score=5.742 | N=44 (17B/27S Bal:0.63) | >=70%: WR=86.7% | Score=1.707 | N=30 (8B/22S Bal:0.36)
47
- Luu y: Score/WR tang (Score: 3.0519) nhung Loss khong giam (0.5645). Bo qua viec save model.
48
- [Epoch 17] Loss(MSE:0.1216/CE:0.9007) | LR=1.50e-05 | Val V3 Score [5.290] - Loss(MSE:0.0067/CE:0.5718) | >=59%: WR=63.6% | Score=11.200 | N=77 (36B/41S Bal:0.88) | >=63%: WR=72.1% | Score=8.204 | N=61 (26B/35S Bal:0.74) | >=67%: WR=85.7% | Score=7.871 | N=49 (23B/26S Bal:0.88) | >=71%: WR=88.9% | Score=4.000 | N=36 (15B/21S Bal:0.71)
49
- Luu y: Score/WR tang (Score: 5.2904) nhung Loss khong giam (0.5782). Bo qua viec save model.
50
- [Epoch 18] Loss(MSE:0.1222/CE:0.8961) | LR=1.48e-05 | Val V3 Score [3.050] - Loss(MSE:0.0069/CE:0.5425) | >=59%: WR=73.0% | Score=8.667 | N=63 (26B/37S Bal:0.70) | >=63%: WR=77.8% | Score=6.720 | N=54 (21B/33S Bal:0.64) | >=66%: WR=84.1% | Score=5.062 | N=44 (17B/27S Bal:0.63) | >=70%: WR=81.2% | Score=2.044 | N=32 (10B/22S Bal:0.45)
51
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5490 (WR: 84.1%). Luu model...
52
- [16:01:59] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
53
- [16:02:01] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
54
- [Epoch 19] Loss(MSE:0.1218/CE:0.8929) | LR=1.47e-05 | Val V3 Score [4.973] - Loss(MSE:0.0069/CE:0.5587) | >=59%: WR=68.0% | Score=11.787 | N=75 (34B/41S Bal:0.83) | >=63%: WR=72.9% | Score=7.778 | N=59 (25B/34S Bal:0.74) | >=68%: WR=82.7% | Score=7.187 | N=52 (21B/31S Bal:0.68) | >=72%: WR=88.6% | Score=3.867 | N=35 (15B/20S Bal:0.75)
55
- Luu y: Score/WR tang (Score: 4.9733) nhung Loss khong giam (0.5653). Bo qua viec save model.
56
- [Epoch 20] Loss(MSE:0.1222/CE:0.8898) | LR=1.44e-05 | Val V3 Score [4.252] - Loss(MSE:0.0067/CE:0.5423) | >=59%: WR=71.8% | Score=12.756 | N=71 (35B/36S Bal:0.97) | >=63%: WR=80.7% | Score=9.000 | N=57 (25B/32S Bal:0.78) | >=68%: WR=84.1% | Score=5.956 | N=44 (24B/20S Bal:0.83) | >=72%: WR=90.0% | Score=3.400 | N=30 (15B/15S Bal:1.00)
57
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5487 (WR: 90.0%). Luu model...
58
- [16:08:05] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
59
- [16:08:08] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
60
- [Epoch 21] Loss(MSE:0.1210/CE:0.8883) | LR=1.41e-05 | Val V3 Score [3.656] - Loss(MSE:0.0065/CE:0.5558) | >=59%: WR=64.1% | Score=7.680 | N=78 (24B/54S Bal:0.44) | >=63%: WR=78.5% | Score=8.996 | N=65 (23B/42S Bal:0.55) | >=68%: WR=81.1% | Score=6.080 | N=53 (18B/35S Bal:0.51) | >=72%: WR=90.6% | Score=2.444 | N=32 (10B/22S Bal:0.45)
61
- [Epoch 22] Loss(MSE:0.1209/CE:0.8838) | LR=1.37e-05 | Val V3 Score [5.191] - Loss(MSE:0.0062/CE:0.5476) | >=59%: WR=73.1% | Score=15.293 | N=78 (37B/41S Bal:0.90) | >=63%: WR=78.0% | Score=8.778 | N=59 (25B/34S Bal:0.74) | >=68%: WR=76.5% | Score=7.040 | N=51 (24B/27S Bal:0.89) | >=72%: WR=93.9% | Score=4.267 | N=33 (16B/17S Bal:0.94)
62
- Luu y: Score/WR tang (Score: 5.1911) nhung Loss khong giam (0.5535). Bo qua viec save model.
63
- [Epoch 23] Loss(MSE:0.1203/CE:0.8806) | LR=1.32e-05 | Val V3 Score [4.919] - Loss(MSE:0.0060/CE:0.5541) | >=59%: WR=73.4% | Score=15.622 | N=79 (37B/42S Bal:0.88) | >=63%: WR=81.2% | Score=11.449 | N=64 (28B/36S Bal:0.78) | >=68%: WR=79.2% | Score=7.787 | N=53 (24B/29S Bal:0.83) | >=72%: WR=93.5% | Score=3.484 | N=31 (14B/17S Bal:0.82)
64
- Luu y: Score/WR tang (Score: 4.9185) nhung Loss khong giam (0.5598). Bo qua viec save model.
65
- [Epoch 24] Loss(MSE:0.1198/CE:0.8790) | LR=1.27e-05 | Val V3 Score [5.443] - Loss(MSE:0.0061/CE:0.5384) | >=59%: WR=71.2% | Score=16.178 | N=80 (40B/40S Bal:1.00) | >=63%: WR=82.3% | Score=12.133 | N=62 (30B/32S Bal:0.94) | >=68%: WR=80.8% | Score=8.222 | N=52 (27B/25S Bal:0.93) | >=72%: WR=90.9% | Score=4.053 | N=33 (17B/16S Bal:0.94)
66
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5442 (WR: 90.9%). Luu model...
67
- [16:19:48] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
68
- [16:19:51] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
69
- [Epoch 25] Loss(MSE:0.1188/CE:0.8765) | LR=1.21e-05 | Val V3 Score [5.321] - Loss(MSE:0.0060/CE:0.5620) | >=59%: WR=68.6% | Score=13.347 | N=86 (33B/53S Bal:0.62) | >=64%: WR=77.1% | Score=11.858 | N=70 (29B/41S Bal:0.71) | >=68%: WR=75.4% | Score=8.000 | N=57 (25B/32S Bal:0.78) | >=73%: WR=94.3% | Score=3.982 | N=35 (14B/21S Bal:0.67)
70
- [Epoch 26] Loss(MSE:0.1177/CE:0.8757) | LR=1.15e-05 | Val V3 Score [5.227] - Loss(MSE:0.0058/CE:0.5396) | >=59%: WR=72.3% | Score=17.676 | N=83 (41B/42S Bal:0.98) | >=64%: WR=76.9% | Score=11.711 | N=65 (31B/34S Bal:0.91) | >=68%: WR=81.5% | Score=9.013 | N=54 (28B/26S Bal:0.93) | >=73%: WR=87.1% | Score=3.333 | N=31 (16B/15S Bal:0.94)
71
- [Epoch 27] Loss(MSE:0.1178/CE:0.8759) | LR=1.08e-05 | Val V3 Score [5.319] - Loss(MSE:0.0058/CE:0.5365) | >=59%: WR=73.4% | Score=13.511 | N=79 (32B/47S Bal:0.68) | >=64%: WR=77.3% | Score=11.213 | N=66 (29B/37S Bal:0.78) | >=68%: WR=84.6% | Score=8.889 | N=52 (25B/27S Bal:0.93) | >=73%: WR=90.3% | Score=3.533 | N=31 (15B/16S Bal:0.94)
72
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5420 (WR: 90.3%). Luu model...
73
- [16:31:02] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
74
- [16:31:05] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
75
- [Epoch 28] Loss(MSE:0.1165/CE:0.8748) | LR=1.02e-05 | Val V3 Score [5.301] - Loss(MSE:0.0057/CE:0.5324) | >=59%: WR=76.9% | Score=16.773 | N=78 (37B/41S Bal:0.90) | >=63%: WR=81.7% | Score=10.827 | N=60 (28B/32S Bal:0.88) | >=68%: WR=80.8% | Score=8.222 | N=52 (27B/25S Bal:0.93) | >=72%: WR=87.9% | Score=3.840 | N=33 (17B/16S Bal:0.94)
76
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5378 (WR: 87.9%). Luu model...
77
- [16:34:49] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
78
- [16:34:51] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
79
- [Epoch 29] Loss(MSE:0.1160/CE:0.8723) | LR=9.46e-06 | Val V3 Score [4.299] - Loss(MSE:0.0057/CE:0.5321) | >=59%: WR=74.4% | Score=12.800 | N=78 (30B/48S Bal:0.62) | >=64%: WR=80.0% | Score=10.920 | N=65 (27B/38S Bal:0.71) | >=69%: WR=87.8% | Score=7.467 | N=49 (21B/28S Bal:0.75) | >=74%: WR=83.9% | Score=2.716 | N=31 (13B/18S Bal:0.72)
80
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5375 (WR: 87.8%). Luu model...
81
- [16:38:47] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
82
- [16:38:50] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
83
- [Epoch 30] Loss(MSE:0.1156/CE:0.8721) | LR=8.73e-06 | Val V3 Score [4.513] - Loss(MSE:0.0054/CE:0.5323) | >=59%: WR=74.7% | Score=13.938 | N=79 (32B/47S Bal:0.68) | >=64%: WR=81.2% | Score=10.222 | N=64 (25B/39S Bal:0.64) | >=68%: WR=85.7% | Score=7.529 | N=49 (22B/27S Bal:0.81) | >=73%: WR=87.5% | Score=3.004 | N=32 (13B/19S Bal:0.68)
84
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5375 (WR: 87.5%). Luu model...
85
- [16:44:00] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
86
- [16:44:03] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
87
- [Epoch 31] Loss(MSE:0.1146/CE:0.8706) | LR=8.00e-06 | Val V3 Score [5.338] - Loss(MSE:0.0055/CE:0.5284) | >=59%: WR=75.6% | Score=14.520 | N=78 (33B/45S Bal:0.73) | >=63%: WR=79.7% | Score=9.476 | N=59 (26B/33S Bal:0.79) | >=68%: WR=82.4% | Score=8.333 | N=51 (26B/25S Bal:0.96) | >=72%: WR=87.9% | Score=3.840 | N=33 (16B/17S Bal:0.94)
88
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5336 (WR: 87.9%). Luu model...
89
- [16:47:52] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
90
- [16:47:55] ✔️ Push run run_20260525_144527_v6_asian hoàn tất!
91
- [Epoch 32] Loss(MSE:0.1140/CE:0.8702) | LR=7.27e-06 | Val V3 Score [5.933] - Loss(MSE:0.0053/CE:0.5455) | >=59%: WR=69.4% | Score=16.764 | N=85 (41B/44S Bal:0.93) | >=64%: WR=74.7% | Score=13.227 | N=75 (32B/43S Bal:0.74) | >=69%: WR=83.9% | Score=10.200 | N=56 (29B/27S Bal:0.93) | >=74%: WR=90.9% | Score=3.800 | N=33 (15B/18S Bal:0.83)
92
- Luu y: Score/WR tang (Score: 5.9333) nhung Loss khong giam (0.5506). Bo qua viec save model.
93
- [Epoch 33] Loss(MSE:0.1138/CE:0.8688) | LR=6.54e-06 | Val V3 Score [4.723] - Loss(MSE:0.0054/CE:0.5250) | >=59%: WR=77.3% | Score=16.280 | N=75 (37B/38S Bal:0.97) | >=64%: WR=80.3% | Score=10.320 | N=61 (27B/34S Bal:0.79) | >=68%: WR=87.8% | Score=7.822 | N=49 (22B/27S Bal:0.81) | >=73%: WR=90.0% | Score=3.173 | N=30 (14B/16S Bal:0.88)
94
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5301 (WR: 90.0%). Luu model...
95
- [16:55:17] PUSH RUN: run_20260525_144527_v6_asian -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260525_144527_v6_asian/results/training_metrics_v3.json DELETED
@@ -1,86 +0,0 @@
1
- {
2
- "target": "ltcusdt",
3
- "version": "Transformer_V3",
4
- "dimensions": {
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- "num_features_target": 0,
6
- "num_features_macro": 38
7
- },
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- "sessions": {
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- "asian": {
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- "BEST_VLOSS": {
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- "epoch": 33,
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- "max_threshold": 0.73,
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- "composite_score": 4.722962962962963,
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- "val_loss": 0.5304028724922853,
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- "threshold_metrics": [
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- {
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- "threshold": 0.59,
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- "total_signals": 75,
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- "win_rate": 0.7733333333333333,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 16.279999999999998,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9866666666666667,
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- "total_buy": 37,
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- "total_sell": 38
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- },
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- {
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- "threshold": 0.6367,
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- "total_signals": 61,
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- "win_rate": 0.8032786885245902,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 10.32,
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- "sharpe_score": 0.0,
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- "tus_score": 0.8852459016393442,
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- "total_buy": 27,
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- "total_sell": 34
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- },
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- {
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- "threshold": 0.6833,
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- "total_signals": 49,
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- "win_rate": 0.8775510204081632,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 7.822222222222221,
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- "sharpe_score": 0.0,
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- "tus_score": 0.8979591836734694,
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- "total_buy": 22,
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- "total_sell": 27
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- },
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- {
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- "threshold": 0.73,
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- "total_signals": 30,
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- "win_rate": 0.9,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 3.173333333333334,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9333333333333333,
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- "total_buy": 14,
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- "total_sell": 16
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- }
64
- ],
65
- "win_rates": [
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- 0.7733333333333333,
67
- 0.8032786885245902,
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- 0.8775510204081632,
69
- 0.9
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- ],
71
- "thresholds": [
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- 0.59,
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- 0.6367,
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- 0.6833,
75
- 0.73
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- ],
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- "totals": [
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- 75,
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- 61,
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- 49,
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- 30
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- ]
83
- }
84
- }
85
- }
86
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/config.json DELETED
@@ -1,98 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260526_091616_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
40
- },
41
- {
42
- "SYMBOL": "BTCUSDT",
43
- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
50
- }
51
- ],
52
- "VOL_REGIME": true,
53
- "ORDER_FLOW": true,
54
- "STEP_SIZE": 1
55
- },
56
- "TRAINING": {
57
- "D_MODEL": 128,
58
- "N_HEAD": 8,
59
- "NUM_LAYERS": 3,
60
- "BATCH_SIZE": 256,
61
- "WARMUP_EPOCHS": 15,
62
- "FINETUNE_EPOCHS": 80,
63
- "LEARNING_RATE": 1.5e-05,
64
- "DROPOUT_RATE": 0.25,
65
- "LR_SCHEDULER": "cosine_warm",
66
- "POOLING": "attention",
67
- "TRAIN_START": "2025-04-01",
68
- "VAL_END": "2026-04-30"
69
- },
70
- "MT5_PATHS": {
71
- "BINANCE": "LOCAL"
72
- },
73
- "DATA_SOURCE": {
74
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
75
- "DATASET_SUFFIX": "2026",
76
- "TIMEFRAME": "M5",
77
- "BROKERS": {
78
- "BINANCE": "LOCAL"
79
- },
80
- "ROUTING": {
81
- "LTCUSDT": "BINANCE",
82
- "BTCUSDT": "BINANCE"
83
- }
84
- },
85
- "LIVE_BOT": {
86
- "PAPER_TRADE": true,
87
- "TRADE_PLATFORM": "BINANCE",
88
- "MAX_ABSOLUTE_MSE": 0.8,
89
- "MIN_PROBABILITY_THRESH": 0.59
90
- },
91
- "SESSION": "asian",
92
- "SESSION_UTC": {
93
- "START": "23:00",
94
- "END": "07:00"
95
- },
96
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
97
- "STATE": "IDLE_READY"
98
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/prepare_dataset.log DELETED
@@ -1,49 +0,0 @@
1
-
2
- ======================================================================
3
- 🔥 CHUẨN BỊ DỮ LIỆU V6 MTF HETEROGENEOUS: CFG_LTC_ASIAN_V6
4
- ======================================================================
5
-
6
- [LOAD] Quét thư mục: workspaces\CFG_LTC_ASIAN_V6\data\raw
7
- + LTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
8
- + BTCUSDT: Đã gộp 1 file → 723,800 nến (từ 2024)
9
- ✅ df_raw tổng hợp: 723,800 dòng × 18 cột
10
-
11
- [1] Gắn nhãn Triple-Barrier trên khung Base (1m) cho LTCUSDT...
12
- Phân bố TRAIN sau Downsample: {2: 34624, 0: 34624, 1: 31295}
13
- Phân bố TEST (Giữ nguyên thực tế): {2: 60108, 0: 2437, 1: 2329}
14
-
15
- [2] Feature Engineering Độc Lập Cho Từng MTF_INPUTS...
16
- -> Nhánh 0: LTCUSDT | 5min | Window 96
17
- [DEBUG FE] target_prefix=LTCUSDT, cols=['ltcusdt_taker_buy_volume', 'ltcusdt_close', 'ltcusdt_low', 'ltcusdt_real_volume', 'ltcusdt_spread', 'ltcusdt_fundingrate', 'ltcusdt_high', 'ltcusdt_volume', 'ltcusdt_open']
18
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
19
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
20
- [Cảnh báo] Feature 'volatility_index' không tồn tại. Bỏ qua.
21
- [Cảnh báo] Feature 'order_flow_imbalance' không tồn tại. Bỏ qua.
22
- [Cảnh báo] Feature 'atr_14_scaled' không tồn tại. Bỏ qua.
23
- Đã lọc 6 features: ['log_return_close', 'body_pct', 'bb_width']...
24
- [DEBUG SHAPE] len(df_f) = 144760
25
- -> Nhánh 1: BTCUSDT | 5min | Window 96
26
- [DEBUG FE] target_prefix=BTCUSDT, cols=['btcusdt_spread', 'btcusdt_close', 'btcusdt_volume', 'btcusdt_real_volume', 'btcusdt_open', 'btcusdt_fundingrate', 'ltcusdt_close', 'btcusdt_high', 'btcusdt_taker_buy_volume', 'btcusdt_low', 'ltcusdt_open']
27
- [FE] Order Flow features added: ['delta_volume', 'cum_delta_session']
28
- [FE] Volatility Regime features added: ['vol_regime_low', 'vol_regime_high']
29
- DEBUG: sym=LTCUSDT, sym_lower=ltcusdt, cols keys matching: ['ltcusdt_close', 'ltcusdt_open']
30
- sym=LTCUSDT, m_close=LTCUSDT_close, m_open=LTCUSDT_open
31
- [Cảnh báo] Feature 'volatility_index' không tồn tại. Bỏ qua.
32
- [Cảnh báo] Feature 'order_flow_imbalance' không tồn tại. Bỏ qua.
33
- Đã lọc 1 features: ['log_return_close']...
34
- [DEBUG SHAPE] len(df_f) = 144760
35
-
36
- [DEBUG] Bắt đầu ráp Tensor MTF với window_sizes=[96, 96], step_size=1, weekly_split=False
37
- [DEBUG] max_idx (số lượng nến Base có thể dùng): 723704
38
-
39
- Bỏ qua (ngoài session): 481,916
40
- Bỏ qua (clean mask): 188,946
41
- Bỏ qua (NaN): 29
42
- Bỏ qua (Embargo): 528
43
- Giữ lại (Valid Samples):52,285
44
-
45
- 👉 KẾT QUẢ: Y=(52285,)
46
- X_tf0 (LTCUSDT-5min): (52285, 96, 6)
47
- X_tf1 (BTCUSDT-5min): (52285, 96, 1)
48
-
49
- ✅ Đã lưu tensor MTF Heterogeneous cục bộ tại: workspaces\CFG_LTC_ASIAN_V6\data\tensors/
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/results/config.json DELETED
@@ -1,98 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260526_091616_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos",
36
- "volatility_index",
37
- "order_flow_imbalance",
38
- "atr_14_scaled"
39
- ]
40
- },
41
- {
42
- "SYMBOL": "BTCUSDT",
43
- "TIMEFRAME": "5min",
44
- "WINDOW_SIZE": 96,
45
- "FEATURES": [
46
- "log_return_close",
47
- "volatility_index",
48
- "order_flow_imbalance"
49
- ]
50
- }
51
- ],
52
- "VOL_REGIME": true,
53
- "ORDER_FLOW": true,
54
- "STEP_SIZE": 1
55
- },
56
- "TRAINING": {
57
- "D_MODEL": 128,
58
- "N_HEAD": 8,
59
- "NUM_LAYERS": 3,
60
- "BATCH_SIZE": 256,
61
- "WARMUP_EPOCHS": 15,
62
- "FINETUNE_EPOCHS": 80,
63
- "LEARNING_RATE": 1.5e-05,
64
- "DROPOUT_RATE": 0.25,
65
- "LR_SCHEDULER": "cosine_warm",
66
- "POOLING": "attention",
67
- "TRAIN_START": "2025-04-01",
68
- "VAL_END": "2026-04-30"
69
- },
70
- "MT5_PATHS": {
71
- "BINANCE": "LOCAL"
72
- },
73
- "DATA_SOURCE": {
74
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
75
- "DATASET_SUFFIX": "2026",
76
- "TIMEFRAME": "M5",
77
- "BROKERS": {
78
- "BINANCE": "LOCAL"
79
- },
80
- "ROUTING": {
81
- "LTCUSDT": "BINANCE",
82
- "BTCUSDT": "BINANCE"
83
- }
84
- },
85
- "LIVE_BOT": {
86
- "PAPER_TRADE": true,
87
- "TRADE_PLATFORM": "BINANCE",
88
- "MAX_ABSOLUTE_MSE": 0.8,
89
- "MIN_PROBABILITY_THRESH": 0.59
90
- },
91
- "SESSION": "asian",
92
- "SESSION_UTC": {
93
- "START": "23:00",
94
- "END": "07:00"
95
- },
96
- "RUN_ID": "run_20260524_051022_v6_ASIAN_improve_score",
97
- "STATE": "IDLE_READY"
98
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/results/train_v3.log DELETED
@@ -1,56 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: d:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260526_091616_v6_asian\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.1295/CE:1.0420) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0253/CE:0.6164) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6405 (WR: 0.0%). Luu model...
5
- [09:34:14] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
6
- [09:34:17] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
7
- [Epoch 2] Loss(MSE:0.1220/CE:1.0007) | LR=1.48e-05 | Val V3 Score [0.001] - Loss(MSE:0.0209/CE:0.5859) | >=53%: WR=100.0% | Score=0.002 | N=2 (0B/2S Bal:0.00) | >=54%: WR=100.0% | Score=0.002 | N=2 (0B/2S Bal:0.00) | >=55%: WR=100.0% | Score=0.002 | N=2 (0B/2S Bal:0.00) | >=56%: WR=100.0% | Score=0.000 | N=1 (0B/1S Bal:0.00)
8
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6057 (WR: 100.0%). Luu model...
9
- [09:35:58] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
10
- [09:36:00] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
11
- [Epoch 3] Loss(MSE:0.1162/CE:0.9831) | LR=1.44e-05 | Val V3 Score [0.175] - Loss(MSE:0.0171/CE:0.5891) | >=53%: WR=76.9% | Score=0.227 | N=13 (3B/10S Bal:0.30) | >=54%: WR=83.3% | Score=0.240 | N=12 (3B/9S Bal:0.33) | >=55%: WR=83.3% | Score=0.240 | N=12 (3B/9S Bal:0.33) | >=56%: WR=81.8% | Score=0.142 | N=11 (2B/9S Bal:0.22)
12
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6054 (WR: 83.3%). Luu model...
13
- [09:37:38] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
14
- [09:37:40] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
15
- [Epoch 4] Loss(MSE:0.1150/CE:0.9642) | LR=1.37e-05 | Val V3 Score [1.545] - Loss(MSE:0.0139/CE:0.5810) | >=53%: WR=85.7% | Score=1.956 | N=28 (10B/18S Bal:0.56) | >=54%: WR=88.5% | Score=1.720 | N=26 (9B/17S Bal:0.53) | >=55%: WR=88.5% | Score=1.720 | N=26 (9B/17S Bal:0.53) | >=56%: WR=88.0% | Score=1.458 | N=25 (8B/17S Bal:0.47)
16
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5941 (WR: 88.5%). Luu model...
17
- [09:39:20] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
18
- [09:39:23] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
19
- [Epoch 5] Loss(MSE:0.1148/CE:0.9505) | LR=1.27e-05 | Val V3 Score [1.693] - Loss(MSE:0.0138/CE:0.5618) | >=53%: WR=83.8% | Score=2.987 | N=37 (12B/25S Bal:0.48) | >=54%: WR=84.8% | Score=1.813 | N=33 (8B/25S Bal:0.32) | >=56%: WR=83.9% | Score=1.880 | N=31 (9B/22S Bal:0.41) | >=57%: WR=83.3% | Score=1.600 | N=30 (8B/22S Bal:0.36)
20
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5749 (WR: 84.8%). Luu model...
21
- [09:41:07] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
22
- [09:41:10] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
23
- [Epoch 6] Loss(MSE:0.1149/CE:0.9404) | LR=1.15e-05 | Val V3 Score [1.493] - Loss(MSE:0.0125/CE:0.5697) | >=53%: WR=71.7% | Score=3.524 | N=53 (13B/40S Bal:0.33) | >=56%: WR=77.8% | Score=2.400 | N=45 (9B/36S Bal:0.25) | >=59%: WR=81.8% | Score=1.493 | N=33 (7B/26S Bal:0.27) | >=62%: WR=86.7% | Score=1.493 | N=30 (7B/23S Bal:0.30)
24
- [Epoch 7] Loss(MSE:0.1147/CE:0.9310) | LR=1.02e-05 | Val V3 Score [2.092] - Loss(MSE:0.0121/CE:0.5612) | >=53%: WR=80.0% | Score=6.160 | N=55 (18B/37S Bal:0.49) | >=56%: WR=87.5% | Score=6.240 | N=48 (18B/30S Bal:0.60) | >=60%: WR=81.6% | Score=2.933 | N=38 (12B/26S Bal:0.46) | >=63%: WR=83.9% | Score=1.671 | N=31 (8B/23S Bal:0.35)
25
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5727 (WR: 87.5%). Luu model...
26
- [09:44:20] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
27
- [09:44:24] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
28
- [Epoch 8] Loss(MSE:0.1140/CE:0.9260) | LR=8.73e-06 | Val V3 Score [2.044] - Loss(MSE:0.0121/CE:0.5507) | >=53%: WR=71.9% | Score=4.987 | N=57 (17B/40S Bal:0.42) | >=57%: WR=80.0% | Score=4.978 | N=50 (16B/34S Bal:0.47) | >=60%: WR=84.6% | Score=2.933 | N=39 (11B/28S Bal:0.39) | >=64%: WR=83.3% | Score=1.600 | N=30 (8B/22S Bal:0.36)
29
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5622 (WR: 84.6%). Luu model...
30
- [09:45:54] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
31
- [09:45:56] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
32
- [Epoch 9] Loss(MSE:0.1148/CE:0.9206) | LR=7.27e-06 | Val V3 Score [2.004] - Loss(MSE:0.0121/CE:0.5411) | >=53%: WR=74.1% | Score=5.680 | N=58 (18B/40S Bal:0.45) | >=57%: WR=82.0% | Score=4.867 | N=50 (15B/35S Bal:0.43) | >=60%: WR=82.5% | Score=2.884 | N=40 (11B/29S Bal:0.38) | >=64%: WR=80.6% | Score=1.564 | N=31 (8B/23S Bal:0.35)
33
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5526 (WR: 82.5%). Luu model...
34
- [09:47:52] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
35
- [09:47:54] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
36
- [Epoch 10] Loss(MSE:0.1144/CE:0.9175) | LR=5.84e-06 | Val V3 Score [2.756] - Loss(MSE:0.0118/CE:0.5503) | >=53%: WR=74.6% | Score=8.320 | N=63 (24B/39S Bal:0.62) | >=57%: WR=78.8% | Score=5.680 | N=52 (18B/34S Bal:0.53) | >=62%: WR=86.4% | Score=4.667 | N=44 (15B/29S Bal:0.52) | >=66%: WR=83.3% | Score=1.800 | N=30 (9B/21S Bal:0.43)
37
- Luu y: Score/WR tang (Score: 2.7556) nhung Loss khong giam (0.5615). Bo qua viec save model.
38
- [Epoch 11] Loss(MSE:0.1144/CE:0.9140) | LR=4.50e-06 | Val V3 Score [2.304] - Loss(MSE:0.0116/CE:0.5447) | >=53%: WR=70.8% | Score=6.813 | N=65 (21B/44S Bal:0.48) | >=57%: WR=79.2% | Score=5.516 | N=53 (17B/36S Bal:0.47) | >=62%: WR=83.3% | Score=3.640 | N=42 (13B/29S Bal:0.45) | >=66%: WR=81.2% | Score=1.636 | N=32 (8B/24S Bal:0.33)
39
- Luu y: Score/WR tang (Score: 2.3037) nhung Loss khong giam (0.5557). Bo qua viec save model.
40
- [Epoch 12] Loss(MSE:0.1144/CE:0.9120) | LR=3.32e-06 | Val V3 Score [2.439] - Loss(MSE:0.0116/CE:0.5452) | >=53%: WR=70.8% | Score=6.813 | N=65 (21B/44S Bal:0.48) | >=57%: WR=78.6% | Score=6.080 | N=56 (18B/38S Bal:0.47) | >=62%: WR=80.4% | Score=4.044 | N=46 (14B/32S Bal:0.44) | >=66%: WR=81.2% | Score=1.636 | N=32 (8B/24S Bal:0.33)
41
- Luu y: Score/WR tang (Score: 2.4385) nhung Loss khong giam (0.5562). Bo qua viec save model.
42
- [Epoch 13] Loss(MSE:0.1139/CE:0.9105) | LR=2.34e-06 | Val V3 Score [2.833] - Loss(MSE:0.0115/CE:0.5476) | >=53%: WR=71.0% | Score=9.360 | N=69 (27B/42S Bal:0.64) | >=58%: WR=78.9% | Score=7.280 | N=57 (21B/36S Bal:0.58) | >=62%: WR=82.6% | Score=4.231 | N=46 (14B/32S Bal:0.44) | >=67%: WR=86.7% | Score=2.133 | N=30 (10B/20S Bal:0.50)
43
- Luu y: Score/WR tang (Score: 2.8326) nhung Loss khong giam (0.5585). Bo qua viec save model.
44
- [Epoch 14] Loss(MSE:0.1141/CE:0.9089) | LR=1.61e-06 | Val V3 Score [3.493] - Loss(MSE:0.0115/CE:0.5469) | >=53%: WR=70.6% | Score=9.120 | N=68 (27B/41S Bal:0.66) | >=58%: WR=75.4% | Score=7.360 | N=57 (23B/34S Bal:0.68) | >=62%: WR=87.0% | Score=5.591 | N=46 (17B/29S Bal:0.59) | >=67%: WR=87.1% | Score=2.444 | N=31 (11B/20S Bal:0.55)
45
- Luu y: Score/WR tang (Score: 3.4933) nhung Loss khong giam (0.5578). Bo qua viec save model.
46
- [Epoch 15] Loss(MSE:0.1139/CE:0.9085) | LR=1.15e-06 | Val V3 Score [2.770] - Loss(MSE:0.0114/CE:0.5455) | >=53%: WR=72.1% | Score=9.129 | N=68 (26B/42S Bal:0.62) | >=58%: WR=78.9% | Score=7.280 | N=57 (21B/36S Bal:0.58) | >=62%: WR=78.7% | Score=4.551 | N=47 (16B/31S Bal:0.52) | >=67%: WR=83.9% | Score=1.880 | N=31 (9B/22S Bal:0.41)
47
- Luu y: Score/WR tang (Score: 2.7704) nhung Loss khong giam (0.5562). Bo qua viec save model.
48
- [Epoch 16] Loss(MSE:0.1148/CE:0.9079) | LR=1.50e-05 | Val V3 Score [3.836] - Loss(MSE:0.0117/CE:0.5461) | >=53%: WR=70.0% | Score=10.609 | N=70 (31B/39S Bal:0.79) | >=58%: WR=76.3% | Score=8.444 | N=59 (25B/34S Bal:0.74) | >=64%: WR=80.4% | Score=4.911 | N=46 (17B/29S Bal:0.59) | >=69%: WR=90.3% | Score=3.298 | N=31 (14B/17S Bal:0.82)
49
- Luu y: Score/WR tang (Score: 3.8356) nhung Loss khong giam (0.5573). Bo qua viec save model.
50
- [Epoch 17] Loss(MSE:0.1147/CE:0.9030) | LR=1.50e-05 | Val V3 Score [4.040] - Loss(MSE:0.0111/CE:0.5379) | >=53%: WR=74.0% | Score=13.844 | N=73 (35B/38S Bal:0.92) | >=58%: WR=75.4% | Score=9.582 | N=61 (28B/33S Bal:0.85) | >=64%: WR=77.6% | Score=6.644 | N=49 (26B/23S Bal:0.88) | >=69%: WR=80.6% | Score=2.738 | N=31 (17B/14S Bal:0.82)
51
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5484 (WR: 80.6%). Luu model...
52
- [10:08:51] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
53
- [10:08:53] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
54
- [Epoch 18] Loss(MSE:0.1148/CE:0.8990) | LR=1.48e-05 | Val V3 Score [4.473] - Loss(MSE:0.0108/CE:0.5333) | >=53%: WR=69.6% | Score=13.760 | N=79 (36B/43S Bal:0.84) | >=59%: WR=77.3% | Score=11.600 | N=66 (30B/36S Bal:0.83) | >=64%: WR=75.5% | Score=7.444 | N=53 (25B/28S Bal:0.89) | >=70%: WR=81.8% | Score=2.987 | N=33 (19B/14S Bal:0.74)
55
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5436 (WR: 81.8%). Luu model...
56
- [10:11:23] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/results/training_metrics_v3.json DELETED
@@ -1,86 +0,0 @@
1
- {
2
- "target": "ltcusdt",
3
- "version": "Transformer_V3",
4
- "dimensions": {
5
- "num_features_target": 0,
6
- "num_features_macro": 38
7
- },
8
- "sessions": {
9
- "asian": {
10
- "BEST_VLOSS": {
11
- "epoch": 18,
12
- "max_threshold": 0.7,
13
- "composite_score": 4.472592592592593,
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- "val_loss": 0.5441806067438687,
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- "threshold_metrics": [
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- {
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- "threshold": 0.53,
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- "total_signals": 79,
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- "win_rate": 0.6962025316455697,
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- "avg_win_return": 0.001,
21
- "avg_loss_return": 0.001,
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- "ev_score": 13.759999999999998,
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- "sharpe_score": 0.0,
24
- "tus_score": 0.9113924050632911,
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- "total_buy": 36,
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- "total_sell": 43
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- },
28
- {
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- "threshold": 0.5867,
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- "total_signals": 66,
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- "win_rate": 0.7727272727272727,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 11.6,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9090909090909091,
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- "total_buy": 30,
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- "total_sell": 36
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- },
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- {
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- "threshold": 0.6433,
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- "total_signals": 53,
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- "win_rate": 0.7547169811320755,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 7.4444444444444455,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9433962264150944,
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- "total_buy": 25,
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- "total_sell": 28
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- },
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- {
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- "threshold": 0.7,
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- "total_signals": 33,
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- "win_rate": 0.8181818181818182,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 2.986666666666667,
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- "sharpe_score": 0.0,
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- "tus_score": 0.8484848484848485,
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- "total_buy": 19,
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- "total_sell": 14
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- }
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- ],
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- "win_rates": [
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- 0.6962025316455697,
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- 0.7727272727272727,
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- 0.7547169811320755,
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- 0.8181818181818182
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- ],
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- "thresholds": [
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- 0.53,
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- 0.5867,
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- 0.6433,
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- 0.7
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- ],
77
- "totals": [
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- 79,
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- 66,
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- 53,
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- 33
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- ]
83
- }
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- }
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- }
86
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260526_091616_v6_asian/train_v6.log DELETED
@@ -1,88 +0,0 @@
1
- Loading config from: workspaces/CFG_LTC_ASIAN_V6\runs\run_20260526_091616_v6_asian\config.json
2
- Loaded run-specific overrides from: d:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260526_091616_v6_asian\config.json
3
- ☁️ Đang tải Dataset Tensor từ HuggingFace HUB...
4
- ✅ Tensor đã sẵn sàng!
5
- ✅ Tải thành công! Y: (52285,)
6
- X_tf0: (52285, 96, 6)
7
- X_tf1: (52285, 96, 1)
8
- [DATA CHECK] X abs_max=15.0000 | abs_mean=0.7408
9
- ✅ Dữ liệu đã được scale chuẩn (abs_max < 100).
10
- [DATA CHECK] Phân bố nhãn Y (Tổng): {0: 10483, 1: 9633, 2: 32169}
11
- [DATA SPLIT] Dùng S_tensor (Chronological Split trước khi Downsample) để chia Train/Val.
12
- [DATA CHECK] Train: 30649 mẫu | Val: 21636 mẫu (Giữ nguyên thực tế, không downsample)
13
- [CLASS WEIGHTS] Trọng số cân bằng lớp (tự động): [1.0339371858448876, 1.116661201588516, 0.8792781937630892]
14
- 💻 Đang Train trên nền tảng: cuda
15
- [MODEL] Init with: d_model=128, nhead=8, num_layers=3, dropout=0.25, d_ff=512
16
- [MODEL V2] Kiến trúc nâng cao: pooling=attention, cls_head=simple, layer_drop=0.0
17
-
18
- [INHERIT] Bỏ qua kế thừa theo cờ --scratch. Đào tạo mới hoàn toàn!
19
- ✅ [TELEGRAM] Đã gửi thông báo khởi động!
20
- [LOSS] Khởi tạo AAMT_JointLoss với focal_gamma = 0.0 | mse_gate = 0.0 | lambda_recon = 1.0 | label_smoothing = 0.15
21
- [SCHEDULER] CosineAnnealingWarmRestarts (T_0=15, T_mult=2)
22
- --- 🚀 BẮT ĐẦU WARM-UP AUTOENCODER (10 Epochs) ---
23
- [Warm-up] Epoch 1/10 | Recon_MSE_Loss: 0.912783
24
- [Warm-up] Epoch 2/10 | Recon_MSE_Loss: 0.456861
25
- [Warm-up] Epoch 3/10 | Recon_MSE_Loss: 0.333030
26
- [Warm-up] Epoch 4/10 | Recon_MSE_Loss: 0.265393
27
- [Warm-up] Epoch 5/10 | Recon_MSE_Loss: 0.217555
28
- [Warm-up] Epoch 6/10 | Recon_MSE_Loss: 0.180329
29
- [Warm-up] Epoch 7/10 | Recon_MSE_Loss: 0.153212
30
- [Warm-up] Epoch 8/10 | Recon_MSE_Loss: 0.129856
31
- [Warm-up] Epoch 9/10 | Recon_MSE_Loss: 0.112081
32
- [Warm-up] Epoch 10/10 | Recon_MSE_Loss: 0.097209
33
- [PACK] Kèm theo scaler file vào: d:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260526_091616_v6_asian\brains
34
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
35
- [Epoch 1] Loss(MSE:0.1295/CE:1.0420) | LR=1.50e-05 | Val V3 Score [0.000] - Loss(MSE:0.0253/CE:0.6164) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
36
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6405 (WR: 0.0%). Luu model...
37
- [09:34:14] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
38
- [09:34:17] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
39
- [Epoch 2] Loss(MSE:0.1220/CE:1.0007) | LR=1.48e-05 | Val V3 Score [0.001] - Loss(MSE:0.0209/CE:0.5859) | >=53%: WR=100.0% | Score=0.002 | N=2 (0B/2S Bal:0.00) | >=54%: WR=100.0% | Score=0.002 | N=2 (0B/2S Bal:0.00) | >=55%: WR=100.0% | Score=0.002 | N=2 (0B/2S Bal:0.00) | >=56%: WR=100.0% | Score=0.000 | N=1 (0B/1S Bal:0.00)
40
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6057 (WR: 100.0%). Luu model...
41
- [09:35:58] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
42
- [09:36:00] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
43
- [Epoch 3] Loss(MSE:0.1162/CE:0.9831) | LR=1.44e-05 | Val V3 Score [0.175] - Loss(MSE:0.0171/CE:0.5891) | >=53%: WR=76.9% | Score=0.227 | N=13 (3B/10S Bal:0.30) | >=54%: WR=83.3% | Score=0.240 | N=12 (3B/9S Bal:0.33) | >=55%: WR=83.3% | Score=0.240 | N=12 (3B/9S Bal:0.33) | >=56%: WR=81.8% | Score=0.142 | N=11 (2B/9S Bal:0.22)
44
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6054 (WR: 83.3%). Luu model...
45
- [09:37:38] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
46
- [09:37:40] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
47
- [Epoch 4] Loss(MSE:0.1150/CE:0.9642) | LR=1.37e-05 | Val V3 Score [1.545] - Loss(MSE:0.0139/CE:0.5810) | >=53%: WR=85.7% | Score=1.956 | N=28 (10B/18S Bal:0.56) | >=54%: WR=88.5% | Score=1.720 | N=26 (9B/17S Bal:0.53) | >=55%: WR=88.5% | Score=1.720 | N=26 (9B/17S Bal:0.53) | >=56%: WR=88.0% | Score=1.458 | N=25 (8B/17S Bal:0.47)
48
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5941 (WR: 88.5%). Luu model...
49
- [09:39:20] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
50
- [09:39:23] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
51
- [Epoch 5] Loss(MSE:0.1148/CE:0.9505) | LR=1.27e-05 | Val V3 Score [1.693] - Loss(MSE:0.0138/CE:0.5618) | >=53%: WR=83.8% | Score=2.987 | N=37 (12B/25S Bal:0.48) | >=54%: WR=84.8% | Score=1.813 | N=33 (8B/25S Bal:0.32) | >=56%: WR=83.9% | Score=1.880 | N=31 (9B/22S Bal:0.41) | >=57%: WR=83.3% | Score=1.600 | N=30 (8B/22S Bal:0.36)
52
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5749 (WR: 84.8%). Luu model...
53
- [09:41:07] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
54
- [09:41:10] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
55
- [Epoch 6] Loss(MSE:0.1149/CE:0.9404) | LR=1.15e-05 | Val V3 Score [1.493] - Loss(MSE:0.0125/CE:0.5697) | >=53%: WR=71.7% | Score=3.524 | N=53 (13B/40S Bal:0.33) | >=56%: WR=77.8% | Score=2.400 | N=45 (9B/36S Bal:0.25) | >=59%: WR=81.8% | Score=1.493 | N=33 (7B/26S Bal:0.27) | >=62%: WR=86.7% | Score=1.493 | N=30 (7B/23S Bal:0.30)
56
- [Epoch 7] Loss(MSE:0.1147/CE:0.9310) | LR=1.02e-05 | Val V3 Score [2.092] - Loss(MSE:0.0121/CE:0.5612) | >=53%: WR=80.0% | Score=6.160 | N=55 (18B/37S Bal:0.49) | >=56%: WR=87.5% | Score=6.240 | N=48 (18B/30S Bal:0.60) | >=60%: WR=81.6% | Score=2.933 | N=38 (12B/26S Bal:0.46) | >=63%: WR=83.9% | Score=1.671 | N=31 (8B/23S Bal:0.35)
57
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5727 (WR: 87.5%). Luu model...
58
- [09:44:20] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
59
- [09:44:24] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
60
- [Epoch 8] Loss(MSE:0.1140/CE:0.9260) | LR=8.73e-06 | Val V3 Score [2.044] - Loss(MSE:0.0121/CE:0.5507) | >=53%: WR=71.9% | Score=4.987 | N=57 (17B/40S Bal:0.42) | >=57%: WR=80.0% | Score=4.978 | N=50 (16B/34S Bal:0.47) | >=60%: WR=84.6% | Score=2.933 | N=39 (11B/28S Bal:0.39) | >=64%: WR=83.3% | Score=1.600 | N=30 (8B/22S Bal:0.36)
61
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5622 (WR: 84.6%). Luu model...
62
- [09:45:54] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
63
- [09:45:56] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
64
- [Epoch 9] Loss(MSE:0.1148/CE:0.9206) | LR=7.27e-06 | Val V3 Score [2.004] - Loss(MSE:0.0121/CE:0.5411) | >=53%: WR=74.1% | Score=5.680 | N=58 (18B/40S Bal:0.45) | >=57%: WR=82.0% | Score=4.867 | N=50 (15B/35S Bal:0.43) | >=60%: WR=82.5% | Score=2.884 | N=40 (11B/29S Bal:0.38) | >=64%: WR=80.6% | Score=1.564 | N=31 (8B/23S Bal:0.35)
65
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5526 (WR: 82.5%). Luu model...
66
- [09:47:52] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
67
- [09:47:54] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
68
- [Epoch 10] Loss(MSE:0.1144/CE:0.9175) | LR=5.84e-06 | Val V3 Score [2.756] - Loss(MSE:0.0118/CE:0.5503) | >=53%: WR=74.6% | Score=8.320 | N=63 (24B/39S Bal:0.62) | >=57%: WR=78.8% | Score=5.680 | N=52 (18B/34S Bal:0.53) | >=62%: WR=86.4% | Score=4.667 | N=44 (15B/29S Bal:0.52) | >=66%: WR=83.3% | Score=1.800 | N=30 (9B/21S Bal:0.43)
69
- Luu y: Score/WR tang (Score: 2.7556) nhung Loss khong giam (0.5615). Bo qua viec save model.
70
- [Epoch 11] Loss(MSE:0.1144/CE:0.9140) | LR=4.50e-06 | Val V3 Score [2.304] - Loss(MSE:0.0116/CE:0.5447) | >=53%: WR=70.8% | Score=6.813 | N=65 (21B/44S Bal:0.48) | >=57%: WR=79.2% | Score=5.516 | N=53 (17B/36S Bal:0.47) | >=62%: WR=83.3% | Score=3.640 | N=42 (13B/29S Bal:0.45) | >=66%: WR=81.2% | Score=1.636 | N=32 (8B/24S Bal:0.33)
71
- Luu y: Score/WR tang (Score: 2.3037) nhung Loss khong giam (0.5557). Bo qua viec save model.
72
- [Epoch 12] Loss(MSE:0.1144/CE:0.9120) | LR=3.32e-06 | Val V3 Score [2.439] - Loss(MSE:0.0116/CE:0.5452) | >=53%: WR=70.8% | Score=6.813 | N=65 (21B/44S Bal:0.48) | >=57%: WR=78.6% | Score=6.080 | N=56 (18B/38S Bal:0.47) | >=62%: WR=80.4% | Score=4.044 | N=46 (14B/32S Bal:0.44) | >=66%: WR=81.2% | Score=1.636 | N=32 (8B/24S Bal:0.33)
73
- Luu y: Score/WR tang (Score: 2.4385) nhung Loss khong giam (0.5562). Bo qua viec save model.
74
- [Epoch 13] Loss(MSE:0.1139/CE:0.9105) | LR=2.34e-06 | Val V3 Score [2.833] - Loss(MSE:0.0115/CE:0.5476) | >=53%: WR=71.0% | Score=9.360 | N=69 (27B/42S Bal:0.64) | >=58%: WR=78.9% | Score=7.280 | N=57 (21B/36S Bal:0.58) | >=62%: WR=82.6% | Score=4.231 | N=46 (14B/32S Bal:0.44) | >=67%: WR=86.7% | Score=2.133 | N=30 (10B/20S Bal:0.50)
75
- Luu y: Score/WR tang (Score: 2.8326) nhung Loss khong giam (0.5585). Bo qua viec save model.
76
- [Epoch 14] Loss(MSE:0.1141/CE:0.9089) | LR=1.61e-06 | Val V3 Score [3.493] - Loss(MSE:0.0115/CE:0.5469) | >=53%: WR=70.6% | Score=9.120 | N=68 (27B/41S Bal:0.66) | >=58%: WR=75.4% | Score=7.360 | N=57 (23B/34S Bal:0.68) | >=62%: WR=87.0% | Score=5.591 | N=46 (17B/29S Bal:0.59) | >=67%: WR=87.1% | Score=2.444 | N=31 (11B/20S Bal:0.55)
77
- Luu y: Score/WR tang (Score: 3.4933) nhung Loss khong giam (0.5578). Bo qua viec save model.
78
- [Epoch 15] Loss(MSE:0.1139/CE:0.9085) | LR=1.15e-06 | Val V3 Score [2.770] - Loss(MSE:0.0114/CE:0.5455) | >=53%: WR=72.1% | Score=9.129 | N=68 (26B/42S Bal:0.62) | >=58%: WR=78.9% | Score=7.280 | N=57 (21B/36S Bal:0.58) | >=62%: WR=78.7% | Score=4.551 | N=47 (16B/31S Bal:0.52) | >=67%: WR=83.9% | Score=1.880 | N=31 (9B/22S Bal:0.41)
79
- Luu y: Score/WR tang (Score: 2.7704) nhung Loss khong giam (0.5562). Bo qua viec save model.
80
- [Epoch 16] Loss(MSE:0.1148/CE:0.9079) | LR=1.50e-05 | Val V3 Score [3.836] - Loss(MSE:0.0117/CE:0.5461) | >=53%: WR=70.0% | Score=10.609 | N=70 (31B/39S Bal:0.79) | >=58%: WR=76.3% | Score=8.444 | N=59 (25B/34S Bal:0.74) | >=64%: WR=80.4% | Score=4.911 | N=46 (17B/29S Bal:0.59) | >=69%: WR=90.3% | Score=3.298 | N=31 (14B/17S Bal:0.82)
81
- Luu y: Score/WR tang (Score: 3.8356) nhung Loss khong giam (0.5573). Bo qua viec save model.
82
- [Epoch 17] Loss(MSE:0.1147/CE:0.9030) | LR=1.50e-05 | Val V3 Score [4.040] - Loss(MSE:0.0111/CE:0.5379) | >=53%: WR=74.0% | Score=13.844 | N=73 (35B/38S Bal:0.92) | >=58%: WR=75.4% | Score=9.582 | N=61 (28B/33S Bal:0.85) | >=64%: WR=77.6% | Score=6.644 | N=49 (26B/23S Bal:0.88) | >=69%: WR=80.6% | Score=2.738 | N=31 (17B/14S Bal:0.82)
83
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5484 (WR: 80.6%). Luu model...
84
- [10:08:51] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
85
- [10:08:53] ✔️ Push run run_20260526_091616_v6_asian hoàn tất!
86
- [Epoch 18] Loss(MSE:0.1148/CE:0.8990) | LR=1.48e-05 | Val V3 Score [4.473] - Loss(MSE:0.0108/CE:0.5333) | >=53%: WR=69.6% | Score=13.760 | N=79 (36B/43S Bal:0.84) | >=59%: WR=77.3% | Score=11.600 | N=66 (30B/36S Bal:0.83) | >=64%: WR=75.5% | Score=7.444 | N=53 (25B/28S Bal:0.89) | >=70%: WR=81.8% | Score=2.987 | N=33 (19B/14S Bal:0.74)
87
- [ARGO2] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5436 (WR: 81.8%). Luu model...
88
- [10:11:23] PUSH RUN: run_20260526_091616_v6_asian -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/config.json DELETED
@@ -1,105 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260529_173506_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos"
36
- ]
37
- },
38
- {
39
- "SYMBOL": "BTCUSDT",
40
- "TIMEFRAME": "5min",
41
- "WINDOW_SIZE": 96,
42
- "FEATURES": [
43
- "log_return_close"
44
- ]
45
- },
46
- {
47
- "SYMBOL": "ETHUSDT",
48
- "TIMEFRAME": "5min",
49
- "WINDOW_SIZE": 96,
50
- "FEATURES": [
51
- "log_return_close"
52
- ]
53
- }
54
- ],
55
- "VOL_REGIME": true,
56
- "ORDER_FLOW": true,
57
- "STEP_SIZE": 1
58
- },
59
- "TRAINING": {
60
- "D_MODEL": 128,
61
- "N_HEAD": 8,
62
- "NUM_LAYERS": 3,
63
- "BATCH_SIZE": 256,
64
- "WARMUP_EPOCHS": 15,
65
- "FINETUNE_EPOCHS": 80,
66
- "LEARNING_RATE": 1e-05,
67
- "DROPOUT_RATE": 0.25,
68
- "LR_SCHEDULER": "cosine_warm",
69
- "POOLING": "attention",
70
- "TRAIN_START": "2025-04-01",
71
- "VAL_END": "2026-04-30"
72
- },
73
- "MT5_PATHS": {
74
- "BINANCE": "LOCAL"
75
- },
76
- "DATA_SOURCE": {
77
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
78
- "DATASET_SUFFIX": "2026",
79
- "TIMEFRAME": "M5",
80
- "BROKERS": {
81
- "BINANCE": "LOCAL"
82
- },
83
- "ROUTING": {
84
- "LTCUSDT": "BINANCE",
85
- "BTCUSDT": "BINANCE",
86
- "ETHUSDT": "BINANCE"
87
- }
88
- },
89
- "LIVE_BOT": {
90
- "PAPER_TRADE": true,
91
- "TRADE_PLATFORM": "BINANCE",
92
- "MAX_ABSOLUTE_MSE": 0.8,
93
- "MIN_PROBABILITY_THRESH": 0.73
94
- },
95
- "SESSION": "asian",
96
- "SESSION_UTC": {
97
- "START": "23:00",
98
- "END": "07:00"
99
- },
100
- "RUN_ID": "run_20260525_144527_v6_asian",
101
- "STATE": "IDLE_READY",
102
- "TRAIN": {
103
- "LR_INIT": 0.0001
104
- }
105
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/prepare_dataset.log DELETED
@@ -1,4 +0,0 @@
1
- Traceback (most recent call last):
2
- File "D:\DungLA\client1\scripts\prepare_v6_dataset.py", line 21, in <module>
3
- from src.core_v3.feature_engineering_v3 import FeatureEngineeringV3, LabelingV3
4
- ModuleNotFoundError: No module named 'src.core_v3'
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/results/config.json DELETED
@@ -1,105 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260529_173506_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos"
36
- ]
37
- },
38
- {
39
- "SYMBOL": "BTCUSDT",
40
- "TIMEFRAME": "5min",
41
- "WINDOW_SIZE": 96,
42
- "FEATURES": [
43
- "log_return_close"
44
- ]
45
- },
46
- {
47
- "SYMBOL": "ETHUSDT",
48
- "TIMEFRAME": "5min",
49
- "WINDOW_SIZE": 96,
50
- "FEATURES": [
51
- "log_return_close"
52
- ]
53
- }
54
- ],
55
- "VOL_REGIME": true,
56
- "ORDER_FLOW": true,
57
- "STEP_SIZE": 1
58
- },
59
- "TRAINING": {
60
- "D_MODEL": 128,
61
- "N_HEAD": 8,
62
- "NUM_LAYERS": 3,
63
- "BATCH_SIZE": 256,
64
- "WARMUP_EPOCHS": 15,
65
- "FINETUNE_EPOCHS": 80,
66
- "LEARNING_RATE": 1e-05,
67
- "DROPOUT_RATE": 0.25,
68
- "LR_SCHEDULER": "cosine_warm",
69
- "POOLING": "attention",
70
- "TRAIN_START": "2025-04-01",
71
- "VAL_END": "2026-04-30"
72
- },
73
- "MT5_PATHS": {
74
- "BINANCE": "LOCAL"
75
- },
76
- "DATA_SOURCE": {
77
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
78
- "DATASET_SUFFIX": "2026",
79
- "TIMEFRAME": "M5",
80
- "BROKERS": {
81
- "BINANCE": "LOCAL"
82
- },
83
- "ROUTING": {
84
- "LTCUSDT": "BINANCE",
85
- "BTCUSDT": "BINANCE",
86
- "ETHUSDT": "BINANCE"
87
- }
88
- },
89
- "LIVE_BOT": {
90
- "PAPER_TRADE": true,
91
- "TRADE_PLATFORM": "BINANCE",
92
- "MAX_ABSOLUTE_MSE": 0.8,
93
- "MIN_PROBABILITY_THRESH": 0.73
94
- },
95
- "SESSION": "asian",
96
- "SESSION_UTC": {
97
- "START": "23:00",
98
- "END": "07:00"
99
- },
100
- "RUN_ID": "run_20260525_144527_v6_asian",
101
- "STATE": "IDLE_READY",
102
- "TRAIN": {
103
- "LR_INIT": 0.0001
104
- }
105
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/results/train_v3.log DELETED
@@ -1,174 +0,0 @@
1
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260529_173506_v6_asian\brains
2
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
3
- [Epoch 1] Loss(MSE:0.1699/CE:1.0537) | LR=1.00e-05 | Val V3 Score [0.000] - Loss(MSE:0.0146/CE:0.6770) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
4
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6909 (WR: 0.0%). Luu model...
5
- [17:44:06] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
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- [17:44:09] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
7
- [Epoch 2] Loss(MSE:0.1771/CE:1.0145) | LR=9.90e-06 | Val V3 Score [0.000] - Loss(MSE:0.0160/CE:0.6293) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
8
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6445 (WR: 0.0%). Luu model...
9
- [17:45:19] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
10
- [17:45:21] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
11
- [Epoch 3] Loss(MSE:0.1697/CE:1.0045) | LR=9.61e-06 | Val V3 Score [0.000] - Loss(MSE:0.0146/CE:0.6201) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
12
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6339 (WR: 0.0%). Luu model...
13
- [17:46:32] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
14
- [17:46:34] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
15
- [Epoch 4] Loss(MSE:0.1656/CE:0.9991) | LR=9.14e-06 | Val V3 Score [0.000] - Loss(MSE:0.0140/CE:0.6108) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
16
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6241 (WR: 0.0%). Luu model...
17
- [17:47:45] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
18
- [17:47:48] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
19
- [Epoch 5] Loss(MSE:0.1634/CE:0.9937) | LR=8.51e-06 | Val V3 Score [0.000] - Loss(MSE:0.0132/CE:0.6055) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
20
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6181 (WR: 0.0%). Luu model...
21
- [17:48:58] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
22
- [17:48:59] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
23
- [Epoch 6] Loss(MSE:0.1621/CE:0.9897) | LR=7.75e-06 | Val V3 Score [0.000] - Loss(MSE:0.0134/CE:0.5879) | >=53%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
24
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6005 (WR: 0.0%). Luu model...
25
- [17:50:11] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
26
- [17:50:13] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
27
- [Epoch 7] Loss(MSE:0.1612/CE:0.9837) | LR=6.89e-06 | Val V3 Score [0.000] - Loss(MSE:0.0134/CE:0.5987) | >=53%: WR=50.0% | Score=0.004 | N=2 (1B/1S Bal:1.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00)
28
- [Epoch 8] Loss(MSE:0.1609/CE:0.9800) | LR=5.97e-06 | Val V3 Score [0.000] - Loss(MSE:0.0130/CE:0.5989) | >=53%: WR=66.7% | Score=0.013 | N=3 (1B/2S Bal:0.50) | >=54%: WR=50.0% | Score=0.004 | N=2 (1B/1S Bal:1.00) | >=55%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00)
29
- [Epoch 9] Loss(MSE:0.1612/CE:0.9753) | LR=5.03e-06 | Val V3 Score [0.004] - Loss(MSE:0.0130/CE:0.5918) | >=53%: WR=75.0% | Score=0.044 | N=8 (7B/1S Bal:0.14) | >=54%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00) | >=55%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00) | >=56%: WR=66.7% | Score=0.002 | N=3 (3B/0S Bal:0.00)
30
- Luu y: Score/WR tang (Score: 0.0039) nhung Loss khong giam (0.6042). Bo qua viec save model.
31
- [Epoch 10] Loss(MSE:0.1611/CE:0.9716) | LR=4.11e-06 | Val V3 Score [0.021] - Loss(MSE:0.0129/CE:0.5996) | >=53%: WR=81.2% | Score=0.613 | N=16 (10B/6S Bal:0.60) | >=54%: WR=76.9% | Score=0.302 | N=13 (9B/4S Bal:0.44) | >=55%: WR=85.7% | Score=0.049 | N=7 (6B/1S Bal:0.17) | >=56%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00)
32
- Luu y: Score/WR tang (Score: 0.0215) nhung Loss khong giam (0.6119). Bo qua viec save model.
33
- [Epoch 11] Loss(MSE:0.1610/CE:0.9681) | LR=3.25e-06 | Val V3 Score [0.029] - Loss(MSE:0.0130/CE:0.5882) | >=53%: WR=75.0% | Score=0.533 | N=16 (10B/6S Bal:0.60) | >=54%: WR=92.9% | Score=0.667 | N=14 (8B/6S Bal:0.75) | >=55%: WR=71.4% | Score=0.071 | N=7 (5B/2S Bal:0.40) | >=56%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00)
34
- Luu y: Score/WR tang (Score: 0.0289) nhung Loss khong giam (0.6006). Bo qua viec save model.
35
- [Epoch 12] Loss(MSE:0.1605/CE:0.9655) | LR=2.49e-06 | Val V3 Score [0.193] - Loss(MSE:0.0130/CE:0.5862) | >=53%: WR=72.2% | Score=0.560 | N=18 (12B/6S Bal:0.50) | >=54%: WR=72.2% | Score=0.560 | N=18 (12B/6S Bal:0.50) | >=55%: WR=75.0% | Score=0.444 | N=16 (11B/5S Bal:0.45) | >=56%: WR=88.9% | Score=0.067 | N=9 (8B/1S Bal:0.12)
36
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5986 (WR: 88.9%). Luu model...
37
- [17:57:33] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
38
- [17:57:35] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
39
- [Epoch 13] Loss(MSE:0.1602/CE:0.9634) | LR=1.86e-06 | Val V3 Score [0.391] - Loss(MSE:0.0131/CE:0.5843) | >=53%: WR=68.4% | Score=0.622 | N=19 (12B/7S Bal:0.58) | >=54%: WR=77.8% | Score=0.640 | N=18 (12B/6S Bal:0.50) | >=55%: WR=75.0% | Score=0.533 | N=16 (10B/6S Bal:0.60) | >=56%: WR=83.3% | Score=0.320 | N=12 (8B/4S Bal:0.50)
40
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5968 (WR: 83.3%). Luu model...
41
- [17:58:50] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
42
- [17:58:52] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
43
- [Epoch 14] Loss(MSE:0.1602/CE:0.9634) | LR=1.39e-06 | Val V3 Score [0.587] - Loss(MSE:0.0130/CE:0.5830) | >=53%: WR=84.2% | Score=0.902 | N=19 (12B/7S Bal:0.58) | >=54%: WR=77.8% | Score=0.640 | N=18 (12B/6S Bal:0.50) | >=55%: WR=66.7% | Score=0.480 | N=18 (12B/6S Bal:0.50) | >=56%: WR=86.7% | Score=0.640 | N=15 (9B/6S Bal:0.67)
44
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5954 (WR: 86.7%). Luu model...
45
- [18:00:07] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
46
- [18:00:10] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
47
- [Epoch 15] Loss(MSE:0.1604/CE:0.9617) | LR=1.10e-06 | Val V3 Score [0.507] - Loss(MSE:0.0130/CE:0.5787) | >=53%: WR=75.0% | Score=0.889 | N=20 (12B/8S Bal:0.67) | >=54%: WR=77.8% | Score=0.640 | N=18 (12B/6S Bal:0.50) | >=55%: WR=70.6% | Score=0.507 | N=17 (11B/6S Bal:0.55) | >=56%: WR=78.6% | Score=0.507 | N=14 (8B/6S Bal:0.75)
48
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5911 (WR: 78.6%). Luu model...
49
- [18:01:35] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
50
- [18:01:37] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
51
- [Epoch 16] Loss(MSE:0.1610/CE:0.9584) | LR=1.00e-05 | Val V3 Score [1.221] - Loss(MSE:0.0130/CE:0.5726) | >=53%: WR=79.3% | Score=1.956 | N=29 (18B/11S Bal:0.61) | >=54%: WR=83.3% | Score=1.280 | N=24 (16B/8S Bal:0.50) | >=55%: WR=87.5% | Score=1.387 | N=24 (16B/8S Bal:0.50) | >=56%: WR=81.8% | Score=1.138 | N=22 (14B/8S Bal:0.57)
52
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5850 (WR: 87.5%). Luu model...
53
- [18:02:52] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
54
- [18:02:54] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
55
- [Epoch 17] Loss(MSE:0.1614/CE:0.9501) | LR=9.98e-06 | Val V3 Score [2.821] - Loss(MSE:0.0131/CE:0.5825) | >=53%: WR=69.4% | Score=2.773 | N=36 (16B/20S Bal:0.80) | >=54%: WR=68.6% | Score=2.631 | N=35 (16B/19S Bal:0.84) | >=54%: WR=72.7% | Score=2.773 | N=33 (17B/16S Bal:0.94) | >=55%: WR=75.0% | Score=2.844 | N=32 (16B/16S Bal:1.00)
56
- Luu y: Score/WR tang (Score: 2.8207) nhung Loss khong giam (0.5949). Bo qua viec save model.
57
- [Epoch 18] Loss(MSE:0.1621/CE:0.9425) | LR=9.90e-06 | Val V3 Score [2.444] - Loss(MSE:0.0132/CE:0.5815) | >=53%: WR=73.5% | Score=6.031 | N=49 (26B/23S Bal:0.88) | >=55%: WR=75.6% | Score=3.929 | N=41 (24B/17S Bal:0.71) | >=57%: WR=73.7% | Score=3.067 | N=38 (23B/15S Bal:0.65) | >=59%: WR=75.0% | Score=2.133 | N=32 (20B/12S Bal:0.60)
58
- Luu y: Score/WR tang (Score: 2.4444) nhung Loss khong giam (0.5940). Bo qua viec save model.
59
- [Epoch 19] Loss(MSE:0.1620/CE:0.9311) | LR=9.78e-06 | Val V3 Score [2.406] - Loss(MSE:0.0132/CE:0.5672) | >=53%: WR=75.0% | Score=6.356 | N=52 (30B/22S Bal:0.73) | >=55%: WR=75.0% | Score=3.911 | N=44 (28B/16S Bal:0.57) | >=58%: WR=74.4% | Score=2.773 | N=39 (26B/13S Bal:0.50) | >=60%: WR=82.4% | Score=2.222 | N=34 (24B/10S Bal:0.42)
60
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5797 (WR: 82.4%). Luu model...
61
- [18:06:41] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
62
- [18:06:45] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
63
- [Epoch 20] Loss(MSE:0.1633/CE:0.9223) | LR=9.61e-06 | Val V3 Score [2.756] - Loss(MSE:0.0131/CE:0.5615) | >=53%: WR=74.1% | Score=6.942 | N=58 (22B/36S Bal:0.61) | >=56%: WR=78.8% | Score=7.258 | N=52 (23B/29S Bal:0.79) | >=58%: WR=75.0% | Score=4.000 | N=40 (22B/18S Bal:0.82) | >=61%: WR=75.0% | Score=2.133 | N=32 (20B/12S Bal:0.60)
64
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5739 (WR: 78.8%). Luu model...
65
- [18:08:08] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
66
- [18:08:10] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
67
- [Epoch 21] Loss(MSE:0.1640/CE:0.9134) | LR=9.40e-06 | Val V3 Score [3.191] - Loss(MSE:0.0133/CE:0.5520) | >=53%: WR=72.9% | Score=6.222 | N=59 (20B/39S Bal:0.51) | >=56%: WR=74.5% | Score=5.320 | N=51 (19B/32S Bal:0.59) | >=59%: WR=79.1% | Score=4.720 | N=43 (18B/25S Bal:0.72) | >=62%: WR=76.7% | Score=2.427 | N=30 (16B/14S Bal:0.88)
68
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5647 (WR: 79.1%). Luu model...
69
- [18:09:25] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
70
- [18:09:27] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
71
- [Epoch 22] Loss(MSE:0.1648/CE:0.9071) | LR=9.14e-06 | Val V3 Score [2.999] - Loss(MSE:0.0129/CE:0.5617) | >=53%: WR=55.4% | Score=7.187 | N=74 (33B/41S Bal:0.80) | >=57%: WR=78.3% | Score=10.800 | N=60 (30B/30S Bal:1.00) | >=61%: WR=77.3% | Score=5.156 | N=44 (24B/20S Bal:0.83) | >=65%: WR=81.8% | Score=1.920 | N=33 (24B/9S Bal:0.38)
72
- [Epoch 23] Loss(MSE:0.1648/CE:0.9020) | LR=8.84e-06 | Val V3 Score [2.800] - Loss(MSE:0.0128/CE:0.5660) | >=53%: WR=56.0% | Score=7.027 | N=75 (31B/44S Bal:0.70) | >=57%: WR=69.8% | Score=8.893 | N=63 (29B/34S Bal:0.85) | >=62%: WR=79.5% | Score=4.880 | N=44 (26B/18S Bal:0.69) | >=66%: WR=80.6% | Score=1.760 | N=31 (22B/9S Bal:0.41)
73
- [Epoch 24] Loss(MSE:0.1640/CE:0.8966) | LR=8.51e-06 | Val V3 Score [3.354] - Loss(MSE:0.0127/CE:0.5518) | >=53%: WR=57.5% | Score=7.773 | N=73 (33B/40S Bal:0.82) | >=57%: WR=77.4% | Score=10.933 | N=62 (32B/30S Bal:0.94) | >=62%: WR=78.7% | Score=5.973 | N=47 (26B/21S Bal:0.81) | >=66%: WR=81.2% | Score=2.044 | N=32 (22B/10S Bal:0.45)
74
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5639 (WR: 81.2%). Luu model...
75
- [18:13:19] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
76
- [18:13:28] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
77
- [Epoch 25] Loss(MSE:0.1644/CE:0.8947) | LR=8.15e-06 | Val V3 Score [3.490] - Loss(MSE:0.0126/CE:0.5579) | >=53%: WR=49.4% | Score=6.196 | N=85 (34B/51S Bal:0.67) | >=58%: WR=73.1% | Score=11.378 | N=67 (32B/35S Bal:0.91) | >=62%: WR=74.5% | Score=7.556 | N=55 (30B/25S Bal:0.83) | >=67%: WR=77.4% | Score=1.458 | N=31 (23B/8S Bal:0.35)
78
- Luu y: Score/WR tang (Score: 3.4904) nhung Loss khong giam (0.5699). Bo qua viec save model.
79
- [Epoch 26] Loss(MSE:0.1639/CE:0.8923) | LR=7.75e-06 | Val V3 Score [4.010] - Loss(MSE:0.0127/CE:0.5495) | >=53%: WR=57.5% | Score=9.022 | N=80 (35B/45S Bal:0.78) | >=58%: WR=73.5% | Score=11.298 | N=68 (37B/31S Bal:0.84) | >=62%: WR=75.5% | Score=7.444 | N=53 (28B/25S Bal:0.89) | >=67%: WR=78.1% | Score=2.293 | N=32 (20B/12S Bal:0.60)
80
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5616 (WR: 78.1%). Luu model...
81
- [18:15:53] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
82
- [18:15:55] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
83
- [Epoch 27] Loss(MSE:0.1634/CE:0.8905) | LR=7.33e-06 | Val V3 Score [4.827] - Loss(MSE:0.0125/CE:0.5527) | >=53%: WR=48.8% | Score=6.222 | N=86 (35B/51S Bal:0.69) | >=58%: WR=63.9% | Score=9.973 | N=72 (34B/38S Bal:0.89) | >=62%: WR=79.7% | Score=10.569 | N=59 (30B/29S Bal:0.97) | >=67%: WR=75.0% | Score=1.956 | N=32 (21B/11S Bal:0.52)
84
- Luu y: Score/WR tang (Score: 4.8267) nhung Loss khong giam (0.5646). Bo qua viec save model.
85
- [Epoch 28] Loss(MSE:0.1634/CE:0.8874) | LR=6.89e-06 | Val V3 Score [4.459] - Loss(MSE:0.0124/CE:0.5484) | >=53%: WR=56.0% | Score=8.360 | N=84 (33B/51S Bal:0.65) | >=58%: WR=68.6% | Score=10.196 | N=70 (31B/39S Bal:0.79) | >=62%: WR=80.0% | Score=8.898 | N=55 (26B/29S Bal:0.90) | >=67%: WR=75.8% | Score=2.240 | N=33 (21B/12S Bal:0.57)
86
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5602 (WR: 80.0%). Luu model...
87
- [18:18:30] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
88
- [18:18:32] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
89
- [Epoch 29] Loss(MSE:0.1620/CE:0.8870) | LR=6.44e-06 | Val V3 Score [2.649] - Loss(MSE:0.0123/CE:0.5513) | >=53%: WR=55.3% | Score=10.453 | N=85 (43B/42S Bal:0.98) | >=58%: WR=65.3% | Score=10.120 | N=72 (39B/33S Bal:0.85) | >=63%: WR=83.3% | Score=7.200 | N=54 (34B/20S Bal:0.59) | >=68%: WR=80.0% | Score=0.373 | N=30 (28B/2S Bal:0.07)
90
- [Epoch 30] Loss(MSE:0.1616/CE:0.8841) | LR=5.97e-06 | Val V3 Score [3.262] - Loss(MSE:0.0123/CE:0.5439) | >=53%: WR=55.3% | Score=10.453 | N=85 (42B/43S Bal:0.98) | >=58%: WR=64.8% | Score=9.827 | N=71 (38B/33S Bal:0.87) | >=63%: WR=80.7% | Score=8.640 | N=57 (33B/24S Bal:0.73) | >=68%: WR=78.1% | Score=0.573 | N=32 (29B/3S Bal:0.10)
91
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5556 (WR: 80.7%). Luu model...
92
- [18:21:05] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
93
- [18:21:09] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
94
- [Epoch 31] Loss(MSE:0.1607/CE:0.8823) | LR=5.50e-06 | Val V3 Score [4.507] - Loss(MSE:0.0121/CE:0.5388) | >=53%: WR=60.2% | Score=12.209 | N=83 (41B/42S Bal:0.98) | >=58%: WR=65.3% | Score=11.040 | N=72 (36B/36S Bal:1.00) | >=62%: WR=76.8% | Score=8.436 | N=56 (30B/26S Bal:0.87) | >=67%: WR=82.9% | Score=2.542 | N=35 (24B/11S Bal:0.46)
95
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5503 (WR: 82.9%). Luu model...
96
- [18:22:24] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
97
- [18:22:26] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
98
- [Epoch 32] Loss(MSE:0.1595/CE:0.8827) | LR=5.03e-06 | Val V3 Score [4.296] - Loss(MSE:0.0119/CE:0.5441) | >=53%: WR=57.5% | Score=12.040 | N=87 (44B/43S Bal:0.98) | >=58%: WR=61.6% | Score=9.644 | N=73 (38B/35S Bal:0.92) | >=63%: WR=78.6% | Score=9.120 | N=56 (29B/27S Bal:0.93) | >=68%: WR=85.3% | Score=1.884 | N=34 (26B/8S Bal:0.31)
99
- [Epoch 33] Loss(MSE:0.1594/CE:0.8809) | LR=4.56e-06 | Val V3 Score [3.354] - Loss(MSE:0.0118/CE:0.5507) | >=53%: WR=56.7% | Score=12.320 | N=90 (44B/46S Bal:0.96) | >=58%: WR=63.2% | Score=11.484 | N=76 (38B/38S Bal:1.00) | >=64%: WR=78.6% | Score=8.782 | N=56 (30B/26S Bal:0.87) | >=69%: WR=86.7% | Score=0.640 | N=30 (27B/3S Bal:0.11)
100
- [Epoch 34] Loss(MSE:0.1586/CE:0.8810) | LR=4.11e-06 | Val V3 Score [3.674] - Loss(MSE:0.0119/CE:0.5372) | >=53%: WR=60.5% | Score=13.067 | N=86 (42B/44S Bal:0.95) | >=58%: WR=64.4% | Score=10.578 | N=73 (38B/35S Bal:0.92) | >=64%: WR=81.8% | Score=8.889 | N=55 (30B/25S Bal:0.83) | >=69%: WR=86.7% | Score=1.067 | N=30 (25B/5S Bal:0.20)
101
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5485 (WR: 86.7%). Luu model...
102
- [18:26:14] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
103
- [18:26:17] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
104
- [Epoch 35] Loss(MSE:0.1579/CE:0.8804) | LR=3.67e-06 | Val V3 Score [4.047] - Loss(MSE:0.0117/CE:0.5383) | >=53%: WR=59.8% | Score=12.880 | N=87 (42B/45S Bal:0.93) | >=58%: WR=64.4% | Score=10.276 | N=73 (34B/39S Bal:0.87) | >=64%: WR=84.2% | Score=10.053 | N=57 (31B/26S Bal:0.84) | >=69%: WR=83.9% | Score=1.044 | N=31 (26B/5S Bal:0.19)
105
- Luu y: Score/WR tang (Score: 4.0474) nhung Loss khong giam (0.5493). Bo qua viec save model.
106
- [Epoch 36] Loss(MSE:0.1565/CE:0.8792) | LR=3.25e-06 | Val V3 Score [4.236] - Loss(MSE:0.0115/CE:0.5465) | >=53%: WR=57.3% | Score=12.516 | N=89 (44B/45S Bal:0.98) | >=58%: WR=63.6% | Score=11.822 | N=77 (39B/38S Bal:0.97) | >=64%: WR=81.4% | Score=10.200 | N=59 (32B/27S Bal:0.84) | >=69%: WR=83.9% | Score=1.253 | N=31 (25B/6S Bal:0.24)
107
- Luu y: Score/WR tang (Score: 4.2356) nhung Loss khong giam (0.5574). Bo qua viec save model.
108
- [Epoch 37] Loss(MSE:0.1569/CE:0.8779) | LR=2.85e-06 | Val V3 Score [4.538] - Loss(MSE:0.0114/CE:0.5462) | >=53%: WR=57.8% | Score=12.320 | N=90 (42B/48S Bal:0.88) | >=58%: WR=64.9% | Score=10.267 | N=74 (33B/41S Bal:0.80) | >=64%: WR=83.9% | Score=10.200 | N=56 (29B/27S Bal:0.93) | >=69%: WR=81.8% | Score=1.707 | N=33 (25B/8S Bal:0.32)
109
- Luu y: Score/WR tang (Score: 4.5378) nhung Loss khong giam (0.5570). Bo qua viec save model.
110
- [Epoch 38] Loss(MSE:0.1559/CE:0.8782) | LR=2.49e-06 | Val V3 Score [3.704] - Loss(MSE:0.0113/CE:0.5379) | >=53%: WR=59.3% | Score=12.507 | N=86 (42B/44S Bal:0.95) | >=58%: WR=65.3% | Score=10.880 | N=75 (41B/34S Bal:0.83) | >=64%: WR=78.2% | Score=7.564 | N=55 (32B/23S Bal:0.72) | >=69%: WR=86.1% | Score=1.773 | N=36 (29B/7S Bal:0.24)
111
- Luu y: Score/WR tang (Score: 3.7037) nhung Loss khong giam (0.5487). Bo qua viec save model.
112
- [Epoch 39] Loss(MSE:0.1556/CE:0.8775) | LR=2.16e-06 | Val V3 Score [3.747] - Loss(MSE:0.0112/CE:0.5520) | >=53%: WR=56.5% | Score=12.800 | N=92 (45B/47S Bal:0.96) | >=59%: WR=63.6% | Score=11.822 | N=77 (38B/39S Bal:0.97) | >=64%: WR=78.7% | Score=9.960 | N=61 (34B/27S Bal:0.79) | >=70%: WR=86.7% | Score=0.640 | N=30 (27B/3S Bal:0.11)
113
- Luu y: Score/WR tang (Score: 3.7467) nhung Loss khong giam (0.5626). Bo qua viec save model.
114
- [Epoch 40] Loss(MSE:0.1550/CE:0.8768) | LR=1.86e-06 | Val V3 Score [5.262] - Loss(MSE:0.0113/CE:0.5400) | >=53%: WR=59.8% | Score=12.573 | N=87 (41B/46S Bal:0.89) | >=58%: WR=62.7% | Score=10.560 | N=75 (36B/39S Bal:0.92) | >=64%: WR=83.1% | Score=11.342 | N=59 (30B/29S Bal:0.97) | >=69%: WR=82.4% | Score=2.222 | N=34 (24B/10S Bal:0.42)
115
- Luu y: Score/WR tang (Score: 5.2622) nhung Loss khong giam (0.5507). Bo qua viec save model.
116
- [Epoch 41] Loss(MSE:0.1542/CE:0.8772) | LR=1.60e-06 | Val V3 Score [5.321] - Loss(MSE:0.0112/CE:0.5441) | >=53%: WR=58.9% | Score=13.187 | N=90 (43B/47S Bal:0.91) | >=58%: WR=65.8% | Score=12.169 | N=76 (39B/37S Bal:0.95) | >=64%: WR=83.1% | Score=11.342 | N=59 (30B/29S Bal:0.97) | >=69%: WR=82.9% | Score=2.311 | N=35 (25B/10S Bal:0.40)
117
- Luu y: Score/WR tang (Score: 5.3215) nhung Loss khong giam (0.5547). Bo qua viec save model.
118
- [Epoch 42] Loss(MSE:0.1540/CE:0.8775) | LR=1.39e-06 | Val V3 Score [5.582] - Loss(MSE:0.0111/CE:0.5449) | >=53%: WR=58.2% | Score=12.996 | N=91 (43B/48S Bal:0.90) | >=58%: WR=64.5% | Score=11.991 | N=76 (38B/38S Bal:1.00) | >=64%: WR=80.3% | Score=11.467 | N=61 (31B/30S Bal:0.97) | >=69%: WR=83.3% | Score=2.640 | N=36 (25B/11S Bal:0.44)
119
- Luu y: Score/WR tang (Score: 5.5822) nhung Loss khong giam (0.5555). Bo qua viec save model.
120
- [Epoch 43] Loss(MSE:0.1535/CE:0.8762) | LR=1.22e-06 | Val V3 Score [3.636] - Loss(MSE:0.0110/CE:0.5477) | >=53%: WR=56.5% | Score=12.800 | N=92 (45B/47S Bal:0.96) | >=59%: WR=65.4% | Score=12.667 | N=78 (40B/38S Bal:0.95) | >=64%: WR=78.0% | Score=9.129 | N=59 (33B/26S Bal:0.79) | >=70%: WR=87.1% | Score=0.889 | N=31 (27B/4S Bal:0.15)
121
- [Epoch 44] Loss(MSE:0.1532/CE:0.8758) | LR=1.10e-06 | Val V3 Score [4.385] - Loss(MSE:0.0110/CE:0.5479) | >=53%: WR=56.5% | Score=12.800 | N=92 (45B/47S Bal:0.96) | >=59%: WR=64.9% | Score=12.329 | N=77 (39B/38S Bal:0.97) | >=64%: WR=78.7% | Score=11.067 | N=61 (31B/30S Bal:0.97) | >=70%: WR=83.9% | Score=1.044 | N=31 (26B/5S Bal:0.19)
122
- Luu y: Score/WR tang (Score: 4.3852) nhung Loss khong giam (0.5583). Bo qua viec save model.
123
- [Epoch 45] Loss(MSE:0.1524/CE:0.8768) | LR=1.02e-06 | Val V3 Score [5.339] - Loss(MSE:0.0109/CE:0.5465) | >=53%: WR=57.6% | Score=13.400 | N=92 (45B/47S Bal:0.96) | >=58%: WR=63.6% | Score=11.200 | N=77 (36B/41S Bal:0.88) | >=64%: WR=77.4% | Score=10.933 | N=62 (32B/30S Bal:0.94) | >=69%: WR=78.9% | Score=2.542 | N=38 (27B/11S Bal:0.41)
124
- Luu y: Score/WR tang (Score: 5.3393) nhung Loss khong giam (0.5569). Bo qua viec save model.
125
- [Epoch 46] Loss(MSE:0.1518/CE:0.8784) | LR=1.00e-05 | Val V3 Score [5.259] - Loss(MSE:0.0108/CE:0.5295) | >=53%: WR=61.7% | Score=12.267 | N=81 (40B/41S Bal:0.98) | >=58%: WR=65.3% | Score=10.120 | N=72 (33B/39S Bal:0.85) | >=63%: WR=83.6% | Score=9.591 | N=55 (26B/29S Bal:0.90) | >=68%: WR=88.6% | Score=3.093 | N=35 (23B/12S Bal:0.52)
126
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5398 (WR: 88.6%). Luu model...
127
- [18:41:33] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
128
- [18:41:36] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
129
- [Epoch 47] Loss(MSE:0.1497/CE:0.8782) | LR=9.99e-06 | Val V3 Score [5.067] - Loss(MSE:0.0105/CE:0.5543) | >=53%: WR=56.2% | Score=12.320 | N=96 (42B/54S Bal:0.78) | >=59%: WR=59.3% | Score=10.920 | N=81 (39B/42S Bal:0.93) | >=65%: WR=77.8% | Score=11.573 | N=63 (31B/32S Bal:0.97) | >=71%: WR=84.8% | Score=1.813 | N=33 (25B/8S Bal:0.32)
130
- [Epoch 48] Loss(MSE:0.1468/CE:0.8757) | LR=9.98e-06 | Val V3 Score [4.557] - Loss(MSE:0.0101/CE:0.5547) | >=53%: WR=55.8% | Score=13.369 | N=95 (48B/47S Bal:0.98) | >=59%: WR=64.2% | Score=12.000 | N=81 (45B/36S Bal:0.80) | >=66%: WR=80.6% | Score=10.951 | N=62 (34B/28S Bal:0.82) | >=72%: WR=84.8% | Score=1.360 | N=33 (27B/6S Bal:0.22)
131
- [Epoch 49] Loss(MSE:0.1442/CE:0.8743) | LR=9.94e-06 | Val V3 Score [4.566] - Loss(MSE:0.0101/CE:0.5443) | >=53%: WR=60.7% | Score=13.951 | N=89 (43B/46S Bal:0.93) | >=59%: WR=65.4% | Score=13.000 | N=78 (39B/39S Bal:1.00) | >=65%: WR=82.8% | Score=11.084 | N=58 (29B/29S Bal:1.00) | >=71%: WR=84.4% | Score=1.307 | N=32 (26B/6S Bal:0.23)
132
- [Epoch 50] Loss(MSE:0.1419/CE:0.8758) | LR=9.90e-06 | Val V3 Score [4.350] - Loss(MSE:0.0100/CE:0.5320) | >=53%: WR=59.8% | Score=12.573 | N=87 (46B/41S Bal:0.89) | >=59%: WR=65.8% | Score=11.840 | N=76 (36B/40S Bal:0.90) | >=64%: WR=83.1% | Score=10.560 | N=59 (32B/27S Bal:0.84) | >=70%: WR=88.2% | Score=1.244 | N=34 (29B/5S Bal:0.17)
133
- [Epoch 51] Loss(MSE:0.1392/CE:0.8745) | LR=9.85e-06 | Val V3 Score [4.240] - Loss(MSE:0.0100/CE:0.5332) | >=53%: WR=61.4% | Score=14.471 | N=88 (44B/44S Bal:1.00) | >=59%: WR=67.9% | Score=13.320 | N=78 (37B/41S Bal:0.90) | >=65%: WR=82.8% | Score=10.320 | N=58 (31B/27S Bal:0.87) | >=71%: WR=87.9% | Score=1.200 | N=33 (28B/5S Bal:0.18)
134
- [Epoch 52] Loss(MSE:0.1364/CE:0.8743) | LR=9.78e-06 | Val V3 Score [4.382] - Loss(MSE:0.0094/CE:0.5543) | >=53%: WR=54.5% | Score=12.040 | N=99 (43B/56S Bal:0.77) | >=60%: WR=58.6% | Score=12.320 | N=87 (45B/42S Bal:0.93) | >=66%: WR=72.7% | Score=10.747 | N=66 (35B/31S Bal:0.89) | >=73%: WR=87.9% | Score=1.200 | N=33 (28B/5S Bal:0.18)
135
- [Epoch 53] Loss(MSE:0.1341/CE:0.8737) | LR=9.70e-06 | Val V3 Score [4.924] - Loss(MSE:0.0093/CE:0.5451) | >=53%: WR=64.5% | Score=17.013 | N=93 (44B/49S Bal:0.90) | >=59%: WR=65.4% | Score=12.333 | N=78 (37B/41S Bal:0.90) | >=66%: WR=83.3% | Score=11.600 | N=60 (31B/29S Bal:0.94) | >=72%: WR=84.8% | Score=1.587 | N=33 (26B/7S Bal:0.27)
136
- [Epoch 54] Loss(MSE:0.1320/CE:0.8719) | LR=9.61e-06 | Val V3 Score [4.234] - Loss(MSE:0.0093/CE:0.5389) | >=53%: WR=64.5% | Score=16.627 | N=93 (43B/50S Bal:0.86) | >=60%: WR=63.2% | Score=9.973 | N=76 (33B/43S Bal:0.77) | >=66%: WR=79.7% | Score=10.569 | N=59 (30B/29S Bal:0.97) | >=73%: WR=86.7% | Score=1.067 | N=30 (25B/5S Bal:0.20)
137
- [Epoch 55] Loss(MSE:0.1303/CE:0.8711) | LR=9.51e-06 | Val V3 Score [4.990] - Loss(MSE:0.0090/CE:0.5294) | >=53%: WR=62.9% | Score=15.449 | N=89 (44B/45S Bal:0.98) | >=59%: WR=65.3% | Score=10.560 | N=75 (33B/42S Bal:0.79) | >=66%: WR=86.0% | Score=11.200 | N=57 (28B/29S Bal:0.97) | >=72%: WR=90.3% | Score=1.884 | N=31 (23B/8S Bal:0.35)
138
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5379 (WR: 90.3%). Luu model...
139
- [18:53:01] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
140
- [18:53:04] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
141
- [Epoch 56] Loss(MSE:0.1273/CE:0.8704) | LR=9.40e-06 | Val V3 Score [3.508] - Loss(MSE:0.0085/CE:0.5512) | >=53%: WR=57.0% | Score=14.200 | N=100 (55B/45S Bal:0.82) | >=60%: WR=60.2% | Score=9.529 | N=83 (51B/32S Bal:0.63) | >=67%: WR=76.5% | Score=8.604 | N=68 (46B/22S Bal:0.48) | >=74%: WR=83.3% | Score=0.960 | N=36 (32B/4S Bal:0.12)
142
- [Epoch 57] Loss(MSE:0.1244/CE:0.8698) | LR=9.27e-06 | Val V3 Score [3.893] - Loss(MSE:0.0084/CE:0.5438) | >=53%: WR=61.2% | Score=16.764 | N=98 (46B/52S Bal:0.88) | >=60%: WR=63.4% | Score=13.484 | N=82 (41B/41S Bal:1.00) | >=67%: WR=77.8% | Score=10.080 | N=63 (36B/27S Bal:0.75) | >=74%: WR=83.3% | Score=0.800 | N=30 (26B/4S Bal:0.15)
143
- [Epoch 58] Loss(MSE:0.1222/CE:0.8688) | LR=9.14e-06 | Val V3 Score [4.419] - Loss(MSE:0.0083/CE:0.5453) | >=53%: WR=62.8% | Score=15.493 | N=94 (42B/52S Bal:0.81) | >=59%: WR=63.9% | Score=13.173 | N=83 (39B/44S Bal:0.89) | >=66%: WR=78.7% | Score=9.960 | N=61 (34B/27S Bal:0.79) | >=72%: WR=81.1% | Score=1.649 | N=37 (30B/7S Bal:0.23)
144
- [Epoch 59] Loss(MSE:0.1197/CE:0.8697) | LR=9.00e-06 | Val V3 Score [3.871] - Loss(MSE:0.0082/CE:0.5503) | >=53%: WR=60.0% | Score=14.933 | N=100 (42B/58S Bal:0.72) | >=60%: WR=63.5% | Score=14.373 | N=85 (43B/42S Bal:0.98) | >=67%: WR=73.8% | Score=9.480 | N=65 (38B/27S Bal:0.71) | >=74%: WR=81.8% | Score=1.067 | N=33 (28B/5S Bal:0.18)
145
- [Epoch 60] Loss(MSE:0.1175/CE:0.8689) | LR=8.84e-06 | Val V3 Score [4.760] - Loss(MSE:0.0080/CE:0.5369) | >=53%: WR=63.8% | Score=16.053 | N=94 (42B/52S Bal:0.81) | >=60%: WR=64.6% | Score=13.004 | N=82 (38B/44S Bal:0.86) | >=66%: WR=78.7% | Score=9.960 | N=61 (34B/27S Bal:0.79) | >=73%: WR=83.3% | Score=2.160 | N=36 (27B/9S Bal:0.33)
146
- [Epoch 61] Loss(MSE:0.1151/CE:0.8683) | LR=8.68e-06 | Val V3 Score [4.191] - Loss(MSE:0.0080/CE:0.5300) | >=53%: WR=63.7% | Score=15.862 | N=91 (43B/48S Bal:0.90) | >=60%: WR=66.7% | Score=13.680 | N=81 (38B/43S Bal:0.88) | >=67%: WR=81.7% | Score=10.440 | N=60 (33B/27S Bal:0.82) | >=74%: WR=86.7% | Score=1.067 | N=30 (25B/5S Bal:0.20)
147
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5376 (WR: 86.7%). Luu model...
148
- [19:00:40] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
149
- [19:00:42] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
150
- [Epoch 62] Loss(MSE:0.1126/CE:0.8668) | LR=8.51e-06 | Val V3 Score [4.899] - Loss(MSE:0.0077/CE:0.5516) | >=53%: WR=57.8% | Score=15.667 | N=102 (47B/55S Bal:0.85) | >=60%: WR=66.7% | Score=16.240 | N=87 (42B/45S Bal:0.93) | >=67%: WR=76.6% | Score=10.698 | N=64 (35B/29S Bal:0.83) | >=74%: WR=78.4% | Score=2.000 | N=37 (28B/9S Bal:0.32)
151
- Luu y: Score/WR tang (Score: 4.8993) nhung Loss khong giam (0.5589). Bo qua viec save model.
152
- [Epoch 63] Loss(MSE:0.1102/CE:0.8670) | LR=8.33e-06 | Val V3 Score [4.296] - Loss(MSE:0.0077/CE:0.5384) | >=53%: WR=63.4% | Score=14.933 | N=93 (40B/53S Bal:0.75) | >=60%: WR=65.0% | Score=11.822 | N=80 (35B/45S Bal:0.78) | >=67%: WR=78.7% | Score=10.329 | N=61 (33B/28S Bal:0.85) | >=74%: WR=86.7% | Score=1.280 | N=30 (24B/6S Bal:0.25)
153
- Luu y: Score/WR tang (Score: 4.2963) nhung Loss khong giam (0.5457). Bo qua viec save model.
154
- [Epoch 64] Loss(MSE:0.1075/CE:0.8655) | LR=8.15e-06 | Val V3 Score [4.545] - Loss(MSE:0.0074/CE:0.5379) | >=53%: WR=62.5% | Score=15.307 | N=96 (41B/55S Bal:0.75) | >=60%: WR=67.8% | Score=16.400 | N=87 (41B/46S Bal:0.89) | >=68%: WR=82.0% | Score=11.076 | N=61 (33B/28S Bal:0.85) | >=75%: WR=86.7% | Score=1.280 | N=30 (24B/6S Bal:0.25)
155
- Luu y: Score/WR tang (Score: 4.5452) nhung Loss khong giam (0.5450). Bo qua viec save model.
156
- [Epoch 65] Loss(MSE:0.1055/CE:0.8661) | LR=7.95e-06 | Val V3 Score [4.858] - Loss(MSE:0.0073/CE:0.5404) | >=53%: WR=61.9% | Score=16.969 | N=97 (46B/51S Bal:0.90) | >=60%: WR=66.3% | Score=14.213 | N=83 (39B/44S Bal:0.89) | >=67%: WR=82.8% | Score=11.400 | N=64 (37B/27S Bal:0.73) | >=74%: WR=80.6% | Score=1.587 | N=36 (29B/7S Bal:0.24)
157
- Luu y: Score/WR tang (Score: 4.8578) nhung Loss khong giam (0.5473). Bo qua viec save model.
158
- [Epoch 66] Loss(MSE:0.1038/CE:0.8656) | LR=7.75e-06 | Val V3 Score [4.542] - Loss(MSE:0.0071/CE:0.5360) | >=53%: WR=61.2% | Score=16.400 | N=98 (45B/53S Bal:0.85) | >=60%: WR=65.9% | Score=15.124 | N=85 (41B/44S Bal:0.93) | >=68%: WR=75.8% | Score=10.453 | N=66 (38B/28S Bal:0.74) | >=75%: WR=84.8% | Score=1.587 | N=33 (26B/7S Bal:0.27)
159
- Luu y: Score/WR tang (Score: 4.5422) nhung Loss khong giam (0.5428). Bo qua viec save model.
160
- [Epoch 67] Loss(MSE:0.1020/CE:0.8659) | LR=7.54e-06 | Val V3 Score [4.281] - Loss(MSE:0.0069/CE:0.5408) | >=53%: WR=59.0% | Score=15.742 | N=100 (46B/54S Bal:0.85) | >=60%: WR=65.5% | Score=16.053 | N=87 (43B/44S Bal:0.98) | >=68%: WR=81.5% | Score=11.280 | N=65 (38B/27S Bal:0.71) | >=75%: WR=80.6% | Score=0.782 | N=31 (27B/4S Bal:0.15)
161
- Luu y: Score/WR tang (Score: 4.2815) nhung Loss khong giam (0.5474). Bo qua viec save model.
162
- [Epoch 68] Loss(MSE:0.1002/CE:0.8651) | LR=7.33e-06 | Val V3 Score [5.052] - Loss(MSE:0.0069/CE:0.5325) | >=53%: WR=64.2% | Score=16.036 | N=95 (41B/54S Bal:0.76) | >=60%: WR=67.1% | Score=13.378 | N=85 (35B/50S Bal:0.70) | >=67%: WR=83.3% | Score=11.600 | N=60 (31B/29S Bal:0.94) | >=74%: WR=82.4% | Score=1.778 | N=34 (26B/8S Bal:0.31)
163
- Luu y: Score/WR tang (Score: 5.0519) nhung Loss khong giam (0.5391). Bo qua viec save model.
164
- [Epoch 69] Loss(MSE:0.0986/CE:0.8639) | LR=7.11e-06 | Val V3 Score [5.591] - Loss(MSE:0.0068/CE:0.5443) | >=53%: WR=59.2% | Score=15.644 | N=103 (44B/59S Bal:0.75) | >=61%: WR=66.7% | Score=15.200 | N=90 (38B/52S Bal:0.73) | >=68%: WR=76.8% | Score=13.600 | N=69 (34B/35S Bal:0.97) | >=76%: WR=84.8% | Score=1.587 | N=33 (26B/7S Bal:0.27)
165
- Luu y: Score/WR tang (Score: 5.5911) nhung Loss khong giam (0.5507). Bo qua viec save model.
166
- [Epoch 70] Loss(MSE:0.0966/CE:0.8645) | LR=6.89e-06 | Val V3 Score [4.813] - Loss(MSE:0.0066/CE:0.5349) | >=53%: WR=64.2% | Score=16.427 | N=95 (42B/53S Bal:0.79) | >=60%: WR=65.5% | Score=14.187 | N=87 (38B/49S Bal:0.78) | >=68%: WR=85.5% | Score=11.640 | N=62 (35B/27S Bal:0.77) | >=75%: WR=83.3% | Score=1.400 | N=30 (23B/7S Bal:0.30)
167
- Luu y: Score/WR tang (Score: 4.8133) nhung Loss khong giam (0.5412). Bo qua viec save model.
168
- [Epoch 71] Loss(MSE:0.0954/CE:0.8633) | LR=6.66e-06 | Val V3 Score [4.495] - Loss(MSE:0.0066/CE:0.5329) | >=53%: WR=65.6% | Score=16.800 | N=93 (42B/51S Bal:0.82) | >=60%: WR=66.7% | Score=14.560 | N=84 (39B/45S Bal:0.87) | >=68%: WR=85.2% | Score=10.978 | N=61 (35B/26S Bal:0.74) | >=75%: WR=83.9% | Score=1.253 | N=31 (25B/6S Bal:0.24)
169
- Luu y: Score/WR tang (Score: 4.4948) nhung Loss khong giam (0.5392). Bo qua viec save model.
170
- [Epoch 72] Loss(MSE:0.0941/CE:0.8634) | LR=6.44e-06 | Val V3 Score [5.132] - Loss(MSE:0.0065/CE:0.5317) | >=53%: WR=65.6% | Score=16.000 | N=93 (40B/53S Bal:0.75) | >=60%: WR=69.5% | Score=14.636 | N=82 (37B/45S Bal:0.82) | >=67%: WR=86.9% | Score=12.196 | N=61 (33B/28S Bal:0.85) | >=74%: WR=83.3% | Score=1.600 | N=30 (22B/8S Bal:0.36)
171
- Luu y: Score/WR tang (Score: 5.1319) nhung Loss khong giam (0.5379). Bo qua viec save model.
172
- [Epoch 73] Loss(MSE:0.0927/CE:0.8621) | LR=6.20e-06 | Val V3 Score [4.781] - Loss(MSE:0.0063/CE:0.5256) | >=53%: WR=64.9% | Score=17.009 | N=94 (43B/51S Bal:0.84) | >=60%: WR=69.5% | Score=15.427 | N=82 (43B/39S Bal:0.91) | >=68%: WR=82.3% | Score=10.920 | N=62 (35B/27S Bal:0.77) | >=75%: WR=85.7% | Score=1.711 | N=35 (28B/7S Bal:0.25)
173
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5316 (WR: 85.7%). Luu model...
174
- [19:16:30] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/results/training_metrics_v3.json DELETED
@@ -1,86 +0,0 @@
1
- {
2
- "target": "ltcusdt",
3
- "version": "Transformer_V3",
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- "dimensions": {
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- "num_features_target": 0,
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- "num_features_macro": 38
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- },
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- "sessions": {
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- "asian": {
10
- "BEST_VLOSS": {
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- "epoch": 73,
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- "max_threshold": 0.75,
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- "composite_score": 4.780740740740741,
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- "val_loss": 0.5319548592847936,
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- "threshold_metrics": [
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- {
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- "threshold": 0.53,
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- "total_signals": 94,
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- "win_rate": 0.648936170212766,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 17.00888888888889,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9148936170212766,
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- "total_buy": 43,
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- "total_sell": 51
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- },
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- {
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- "threshold": 0.6033,
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- "total_signals": 82,
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- "win_rate": 0.6951219512195121,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 15.426666666666664,
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- "sharpe_score": 0.0,
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- "tus_score": 0.9512195121951219,
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- "total_buy": 43,
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- "total_sell": 39
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- {
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- "threshold": 0.6767,
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- "total_signals": 62,
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- "win_rate": 0.8225806451612904,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 10.920000000000002,
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- "sharpe_score": 0.0,
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- "tus_score": 0.8709677419354839,
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- "total_buy": 35,
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- "total_sell": 27
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- },
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- {
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- "threshold": 0.75,
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- "total_signals": 35,
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- "win_rate": 0.8571428571428571,
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- "avg_win_return": 0.001,
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- "avg_loss_return": 0.001,
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- "ev_score": 1.7111111111111112,
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- "sharpe_score": 0.0,
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- "tus_score": 0.4,
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- "total_buy": 28,
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- "total_sell": 7
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- }
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- ],
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- "win_rates": [
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- 0.648936170212766,
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- 0.6951219512195121,
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- 0.8225806451612904,
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- 0.8571428571428571
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- ],
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- "thresholds": [
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- 0.53,
73
- 0.6033,
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- 0.6767,
75
- 0.75
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- ],
77
- "totals": [
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- 94,
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- 82,
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- 62,
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- 35
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- ]
83
- }
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- }
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- }
86
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260529_173506_v6_asian/train_v6.log DELETED
@@ -1,161 +0,0 @@
1
- Loading config from: workspaces/CFG_LTC_ASIAN_V6\runs\run_20260529_173506_v6_asian\config.json
2
- Loaded run-specific overrides from: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260529_173506_v6_asian\config.json
3
- ☁️ Đang tải Dataset Tensor từ HuggingFace HUB...
4
- ✅ Tensor đã sẵn sàng!
5
- ✅ Tải thành công! Y: (52297,)
6
- X_tf0: (52297, 96, 6)
7
- X_tf1: (52297, 96, 1)
8
- X_tf2: (52297, 96, 1)
9
- [DATA CHECK] X abs_max=15.0000 | abs_mean=0.7575
10
- ✅ Dữ liệu đã được scale chuẩn (abs_max < 100).
11
- [DATA CHECK] Phân bố nhãn Y (Tổng): {0: 10483, 1: 9633, 2: 32181}
12
- [DATA SPLIT] Dùng S_tensor (Chronological Split trước khi Downsample) để chia Train/Val.
13
- [DATA CHECK] Train: 30661 mẫu | Val: 21636 mẫu (Giữ nguyên thực tế, không downsample)
14
- [CLASS WEIGHTS] Trọng số cân bằng lớp (tự động): [np.float64(1.034342003171069), np.float64(1.1170984078405655), np.float64(0.8787149284956868)]
15
- 💻 Đang Train trên nền tảng: cuda
16
- [MODEL] Init with: d_model=128, nhead=8, num_layers=3, dropout=0.25, d_ff=512
17
- [MODEL V2] Kiến trúc nâng cao: pooling=attention, cls_head=simple, layer_drop=0.0
18
-
19
- [INHERIT] Bỏ qua kế thừa theo cờ --scratch. Đào tạo mới hoàn toàn!
20
- ✅ [TELEGRAM] Đã gửi thông báo khởi động!
21
- [LOSS] Khởi tạo AAMT_JointLoss với focal_gamma = 0.0 | mse_gate = 0.0 | lambda_recon = 1.0 | label_smoothing = 0.15
22
- [SCHEDULER] CosineAnnealingWarmRestarts (T_0=15, T_mult=2)
23
- --- 🚀 BẮT ĐẦU WARM-UP AUTOENCODER (10 Epochs) ---
24
- [Warm-up] Epoch 1/10 | Recon_MSE_Loss: 1.003379
25
- [Warm-up] Epoch 2/10 | Recon_MSE_Loss: 0.620961
26
- [Warm-up] Epoch 3/10 | Recon_MSE_Loss: 0.457613
27
- [Warm-up] Epoch 4/10 | Recon_MSE_Loss: 0.372356
28
- [Warm-up] Epoch 5/10 | Recon_MSE_Loss: 0.314984
29
- [Warm-up] Epoch 6/10 | Recon_MSE_Loss: 0.271244
30
- [Warm-up] Epoch 7/10 | Recon_MSE_Loss: 0.235305
31
- [Warm-up] Epoch 8/10 | Recon_MSE_Loss: 0.205716
32
- [Warm-up] Epoch 9/10 | Recon_MSE_Loss: 0.180504
33
- [Warm-up] Epoch 10/10 | Recon_MSE_Loss: 0.160393
34
- [PACK] Kèm theo scaler file vào: D:\DungLA\client1\workspaces\CFG_LTC_ASIAN_V6\runs\run_20260529_173506_v6_asian\brains
35
- --- 🚀 BẮT ĐẦU VÒNG LẶP FINE-TUNING ĐA NHIỆM (Infinite Loop) ---
36
- [Epoch 1] Loss(MSE:0.1699/CE:1.0537) | LR=1.00e-05 | Val V3 Score [0.000] - Loss(MSE:0.0146/CE:0.6770) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
37
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6909 (WR: 0.0%). Luu model...
38
- [17:44:06] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
39
- [17:44:09] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
40
- [Epoch 2] Loss(MSE:0.1771/CE:1.0145) | LR=9.90e-06 | Val V3 Score [0.000] - Loss(MSE:0.0160/CE:0.6293) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
41
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6445 (WR: 0.0%). Luu model...
42
- [17:45:19] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
43
- [17:45:21] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
44
- [Epoch 3] Loss(MSE:0.1697/CE:1.0045) | LR=9.61e-06 | Val V3 Score [0.000] - Loss(MSE:0.0146/CE:0.6201) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
45
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6339 (WR: 0.0%). Luu model...
46
- [17:46:32] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
47
- [17:46:34] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
48
- [Epoch 4] Loss(MSE:0.1656/CE:0.9991) | LR=9.14e-06 | Val V3 Score [0.000] - Loss(MSE:0.0140/CE:0.6108) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
49
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6241 (WR: 0.0%). Luu model...
50
- [17:47:45] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
51
- [17:47:48] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
52
- [Epoch 5] Loss(MSE:0.1634/CE:0.9937) | LR=8.51e-06 | Val V3 Score [0.000] - Loss(MSE:0.0132/CE:0.6055) | >=53%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
53
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6181 (WR: 0.0%). Luu model...
54
- [17:48:58] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
55
- [17:48:59] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
56
- [Epoch 6] Loss(MSE:0.1621/CE:0.9897) | LR=7.75e-06 | Val V3 Score [0.000] - Loss(MSE:0.0134/CE:0.5879) | >=53%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=0 (0B/0S Bal:0.00)
57
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.6005 (WR: 0.0%). Luu model...
58
- [17:50:11] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
59
- [17:50:13] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
60
- [Epoch 7] Loss(MSE:0.1612/CE:0.9837) | LR=6.89e-06 | Val V3 Score [0.000] - Loss(MSE:0.0134/CE:0.5987) | >=53%: WR=50.0% | Score=0.004 | N=2 (1B/1S Bal:1.00) | >=54%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=55%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00)
61
- [Epoch 8] Loss(MSE:0.1609/CE:0.9800) | LR=5.97e-06 | Val V3 Score [0.000] - Loss(MSE:0.0130/CE:0.5989) | >=53%: WR=66.7% | Score=0.013 | N=3 (1B/2S Bal:0.50) | >=54%: WR=50.0% | Score=0.004 | N=2 (1B/1S Bal:1.00) | >=55%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00) | >=56%: WR=0.0% | Score=0.000 | N=1 (1B/0S Bal:0.00)
62
- [Epoch 9] Loss(MSE:0.1612/CE:0.9753) | LR=5.03e-06 | Val V3 Score [0.004] - Loss(MSE:0.0130/CE:0.5918) | >=53%: WR=75.0% | Score=0.044 | N=8 (7B/1S Bal:0.14) | >=54%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00) | >=55%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00) | >=56%: WR=66.7% | Score=0.002 | N=3 (3B/0S Bal:0.00)
63
- Luu y: Score/WR tang (Score: 0.0039) nhung Loss khong giam (0.6042). Bo qua viec save model.
64
- [Epoch 10] Loss(MSE:0.1611/CE:0.9716) | LR=4.11e-06 | Val V3 Score [0.021] - Loss(MSE:0.0129/CE:0.5996) | >=53%: WR=81.2% | Score=0.613 | N=16 (10B/6S Bal:0.60) | >=54%: WR=76.9% | Score=0.302 | N=13 (9B/4S Bal:0.44) | >=55%: WR=85.7% | Score=0.049 | N=7 (6B/1S Bal:0.17) | >=56%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00)
65
- Luu y: Score/WR tang (Score: 0.0215) nhung Loss khong giam (0.6119). Bo qua viec save model.
66
- [Epoch 11] Loss(MSE:0.1610/CE:0.9681) | LR=3.25e-06 | Val V3 Score [0.029] - Loss(MSE:0.0130/CE:0.5882) | >=53%: WR=75.0% | Score=0.533 | N=16 (10B/6S Bal:0.60) | >=54%: WR=92.9% | Score=0.667 | N=14 (8B/6S Bal:0.75) | >=55%: WR=71.4% | Score=0.071 | N=7 (5B/2S Bal:0.40) | >=56%: WR=80.0% | Score=0.008 | N=5 (5B/0S Bal:0.00)
67
- Luu y: Score/WR tang (Score: 0.0289) nhung Loss khong giam (0.6006). Bo qua viec save model.
68
- [Epoch 12] Loss(MSE:0.1605/CE:0.9655) | LR=2.49e-06 | Val V3 Score [0.193] - Loss(MSE:0.0130/CE:0.5862) | >=53%: WR=72.2% | Score=0.560 | N=18 (12B/6S Bal:0.50) | >=54%: WR=72.2% | Score=0.560 | N=18 (12B/6S Bal:0.50) | >=55%: WR=75.0% | Score=0.444 | N=16 (11B/5S Bal:0.45) | >=56%: WR=88.9% | Score=0.067 | N=9 (8B/1S Bal:0.12)
69
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5986 (WR: 88.9%). Luu model...
70
- [17:57:33] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
71
- [17:57:35] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
72
- [Epoch 13] Loss(MSE:0.1602/CE:0.9634) | LR=1.86e-06 | Val V3 Score [0.391] - Loss(MSE:0.0131/CE:0.5843) | >=53%: WR=68.4% | Score=0.622 | N=19 (12B/7S Bal:0.58) | >=54%: WR=77.8% | Score=0.640 | N=18 (12B/6S Bal:0.50) | >=55%: WR=75.0% | Score=0.533 | N=16 (10B/6S Bal:0.60) | >=56%: WR=83.3% | Score=0.320 | N=12 (8B/4S Bal:0.50)
73
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5968 (WR: 83.3%). Luu model...
74
- [17:58:50] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
75
- [17:58:52] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
76
- [Epoch 14] Loss(MSE:0.1602/CE:0.9634) | LR=1.39e-06 | Val V3 Score [0.587] - Loss(MSE:0.0130/CE:0.5830) | >=53%: WR=84.2% | Score=0.902 | N=19 (12B/7S Bal:0.58) | >=54%: WR=77.8% | Score=0.640 | N=18 (12B/6S Bal:0.50) | >=55%: WR=66.7% | Score=0.480 | N=18 (12B/6S Bal:0.50) | >=56%: WR=86.7% | Score=0.640 | N=15 (9B/6S Bal:0.67)
77
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5954 (WR: 86.7%). Luu model...
78
- [18:00:07] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
79
- [18:00:10] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
80
- [Epoch 15] Loss(MSE:0.1604/CE:0.9617) | LR=1.10e-06 | Val V3 Score [0.507] - Loss(MSE:0.0130/CE:0.5787) | >=53%: WR=75.0% | Score=0.889 | N=20 (12B/8S Bal:0.67) | >=54%: WR=77.8% | Score=0.640 | N=18 (12B/6S Bal:0.50) | >=55%: WR=70.6% | Score=0.507 | N=17 (11B/6S Bal:0.55) | >=56%: WR=78.6% | Score=0.507 | N=14 (8B/6S Bal:0.75)
81
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5911 (WR: 78.6%). Luu model...
82
- [18:01:35] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
83
- [18:01:37] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
84
- [Epoch 16] Loss(MSE:0.1610/CE:0.9584) | LR=1.00e-05 | Val V3 Score [1.221] - Loss(MSE:0.0130/CE:0.5726) | >=53%: WR=79.3% | Score=1.956 | N=29 (18B/11S Bal:0.61) | >=54%: WR=83.3% | Score=1.280 | N=24 (16B/8S Bal:0.50) | >=55%: WR=87.5% | Score=1.387 | N=24 (16B/8S Bal:0.50) | >=56%: WR=81.8% | Score=1.138 | N=22 (14B/8S Bal:0.57)
85
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5850 (WR: 87.5%). Luu model...
86
- [18:02:52] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
87
- [18:02:54] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
88
- [Epoch 17] Loss(MSE:0.1614/CE:0.9501) | LR=9.98e-06 | Val V3 Score [2.821] - Loss(MSE:0.0131/CE:0.5825) | >=53%: WR=69.4% | Score=2.773 | N=36 (16B/20S Bal:0.80) | >=54%: WR=68.6% | Score=2.631 | N=35 (16B/19S Bal:0.84) | >=54%: WR=72.7% | Score=2.773 | N=33 (17B/16S Bal:0.94) | >=55%: WR=75.0% | Score=2.844 | N=32 (16B/16S Bal:1.00)
89
- Luu y: Score/WR tang (Score: 2.8207) nhung Loss khong giam (0.5949). Bo qua viec save model.
90
- [Epoch 18] Loss(MSE:0.1621/CE:0.9425) | LR=9.90e-06 | Val V3 Score [2.444] - Loss(MSE:0.0132/CE:0.5815) | >=53%: WR=73.5% | Score=6.031 | N=49 (26B/23S Bal:0.88) | >=55%: WR=75.6% | Score=3.929 | N=41 (24B/17S Bal:0.71) | >=57%: WR=73.7% | Score=3.067 | N=38 (23B/15S Bal:0.65) | >=59%: WR=75.0% | Score=2.133 | N=32 (20B/12S Bal:0.60)
91
- Luu y: Score/WR tang (Score: 2.4444) nhung Loss khong giam (0.5940). Bo qua viec save model.
92
- [Epoch 19] Loss(MSE:0.1620/CE:0.9311) | LR=9.78e-06 | Val V3 Score [2.406] - Loss(MSE:0.0132/CE:0.5672) | >=53%: WR=75.0% | Score=6.356 | N=52 (30B/22S Bal:0.73) | >=55%: WR=75.0% | Score=3.911 | N=44 (28B/16S Bal:0.57) | >=58%: WR=74.4% | Score=2.773 | N=39 (26B/13S Bal:0.50) | >=60%: WR=82.4% | Score=2.222 | N=34 (24B/10S Bal:0.42)
93
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5797 (WR: 82.4%). Luu model...
94
- [18:06:41] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
95
- [18:06:45] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
96
- [Epoch 20] Loss(MSE:0.1633/CE:0.9223) | LR=9.61e-06 | Val V3 Score [2.756] - Loss(MSE:0.0131/CE:0.5615) | >=53%: WR=74.1% | Score=6.942 | N=58 (22B/36S Bal:0.61) | >=56%: WR=78.8% | Score=7.258 | N=52 (23B/29S Bal:0.79) | >=58%: WR=75.0% | Score=4.000 | N=40 (22B/18S Bal:0.82) | >=61%: WR=75.0% | Score=2.133 | N=32 (20B/12S Bal:0.60)
97
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5739 (WR: 78.8%). Luu model...
98
- [18:08:08] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
99
- [18:08:10] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
100
- [Epoch 21] Loss(MSE:0.1640/CE:0.9134) | LR=9.40e-06 | Val V3 Score [3.191] - Loss(MSE:0.0133/CE:0.5520) | >=53%: WR=72.9% | Score=6.222 | N=59 (20B/39S Bal:0.51) | >=56%: WR=74.5% | Score=5.320 | N=51 (19B/32S Bal:0.59) | >=59%: WR=79.1% | Score=4.720 | N=43 (18B/25S Bal:0.72) | >=62%: WR=76.7% | Score=2.427 | N=30 (16B/14S Bal:0.88)
101
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5647 (WR: 79.1%). Luu model...
102
- [18:09:25] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
103
- [18:09:27] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
104
- [Epoch 22] Loss(MSE:0.1648/CE:0.9071) | LR=9.14e-06 | Val V3 Score [2.999] - Loss(MSE:0.0129/CE:0.5617) | >=53%: WR=55.4% | Score=7.187 | N=74 (33B/41S Bal:0.80) | >=57%: WR=78.3% | Score=10.800 | N=60 (30B/30S Bal:1.00) | >=61%: WR=77.3% | Score=5.156 | N=44 (24B/20S Bal:0.83) | >=65%: WR=81.8% | Score=1.920 | N=33 (24B/9S Bal:0.38)
105
- [Epoch 23] Loss(MSE:0.1648/CE:0.9020) | LR=8.84e-06 | Val V3 Score [2.800] - Loss(MSE:0.0128/CE:0.5660) | >=53%: WR=56.0% | Score=7.027 | N=75 (31B/44S Bal:0.70) | >=57%: WR=69.8% | Score=8.893 | N=63 (29B/34S Bal:0.85) | >=62%: WR=79.5% | Score=4.880 | N=44 (26B/18S Bal:0.69) | >=66%: WR=80.6% | Score=1.760 | N=31 (22B/9S Bal:0.41)
106
- [Epoch 24] Loss(MSE:0.1640/CE:0.8966) | LR=8.51e-06 | Val V3 Score [3.354] - Loss(MSE:0.0127/CE:0.5518) | >=53%: WR=57.5% | Score=7.773 | N=73 (33B/40S Bal:0.82) | >=57%: WR=77.4% | Score=10.933 | N=62 (32B/30S Bal:0.94) | >=62%: WR=78.7% | Score=5.973 | N=47 (26B/21S Bal:0.81) | >=66%: WR=81.2% | Score=2.044 | N=32 (22B/10S Bal:0.45)
107
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5639 (WR: 81.2%). Luu model...
108
- [18:13:19] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
109
- [18:13:28] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
110
- [Epoch 25] Loss(MSE:0.1644/CE:0.8947) | LR=8.15e-06 | Val V3 Score [3.490] - Loss(MSE:0.0126/CE:0.5579) | >=53%: WR=49.4% | Score=6.196 | N=85 (34B/51S Bal:0.67) | >=58%: WR=73.1% | Score=11.378 | N=67 (32B/35S Bal:0.91) | >=62%: WR=74.5% | Score=7.556 | N=55 (30B/25S Bal:0.83) | >=67%: WR=77.4% | Score=1.458 | N=31 (23B/8S Bal:0.35)
111
- Luu y: Score/WR tang (Score: 3.4904) nhung Loss khong giam (0.5699). Bo qua viec save model.
112
- [Epoch 26] Loss(MSE:0.1639/CE:0.8923) | LR=7.75e-06 | Val V3 Score [4.010] - Loss(MSE:0.0127/CE:0.5495) | >=53%: WR=57.5% | Score=9.022 | N=80 (35B/45S Bal:0.78) | >=58%: WR=73.5% | Score=11.298 | N=68 (37B/31S Bal:0.84) | >=62%: WR=75.5% | Score=7.444 | N=53 (28B/25S Bal:0.89) | >=67%: WR=78.1% | Score=2.293 | N=32 (20B/12S Bal:0.60)
113
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5616 (WR: 78.1%). Luu model...
114
- [18:15:53] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
115
- [18:15:55] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
116
- [Epoch 27] Loss(MSE:0.1634/CE:0.8905) | LR=7.33e-06 | Val V3 Score [4.827] - Loss(MSE:0.0125/CE:0.5527) | >=53%: WR=48.8% | Score=6.222 | N=86 (35B/51S Bal:0.69) | >=58%: WR=63.9% | Score=9.973 | N=72 (34B/38S Bal:0.89) | >=62%: WR=79.7% | Score=10.569 | N=59 (30B/29S Bal:0.97) | >=67%: WR=75.0% | Score=1.956 | N=32 (21B/11S Bal:0.52)
117
- Luu y: Score/WR tang (Score: 4.8267) nhung Loss khong giam (0.5646). Bo qua viec save model.
118
- [Epoch 28] Loss(MSE:0.1634/CE:0.8874) | LR=6.89e-06 | Val V3 Score [4.459] - Loss(MSE:0.0124/CE:0.5484) | >=53%: WR=56.0% | Score=8.360 | N=84 (33B/51S Bal:0.65) | >=58%: WR=68.6% | Score=10.196 | N=70 (31B/39S Bal:0.79) | >=62%: WR=80.0% | Score=8.898 | N=55 (26B/29S Bal:0.90) | >=67%: WR=75.8% | Score=2.240 | N=33 (21B/12S Bal:0.57)
119
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5602 (WR: 80.0%). Luu model...
120
- [18:18:30] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
121
- [18:18:32] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
122
- [Epoch 29] Loss(MSE:0.1620/CE:0.8870) | LR=6.44e-06 | Val V3 Score [2.649] - Loss(MSE:0.0123/CE:0.5513) | >=53%: WR=55.3% | Score=10.453 | N=85 (43B/42S Bal:0.98) | >=58%: WR=65.3% | Score=10.120 | N=72 (39B/33S Bal:0.85) | >=63%: WR=83.3% | Score=7.200 | N=54 (34B/20S Bal:0.59) | >=68%: WR=80.0% | Score=0.373 | N=30 (28B/2S Bal:0.07)
123
- [Epoch 30] Loss(MSE:0.1616/CE:0.8841) | LR=5.97e-06 | Val V3 Score [3.262] - Loss(MSE:0.0123/CE:0.5439) | >=53%: WR=55.3% | Score=10.453 | N=85 (42B/43S Bal:0.98) | >=58%: WR=64.8% | Score=9.827 | N=71 (38B/33S Bal:0.87) | >=63%: WR=80.7% | Score=8.640 | N=57 (33B/24S Bal:0.73) | >=68%: WR=78.1% | Score=0.573 | N=32 (29B/3S Bal:0.10)
124
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5556 (WR: 80.7%). Luu model...
125
- [18:21:05] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
126
- [18:21:09] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
127
- [Epoch 31] Loss(MSE:0.1607/CE:0.8823) | LR=5.50e-06 | Val V3 Score [4.507] - Loss(MSE:0.0121/CE:0.5388) | >=53%: WR=60.2% | Score=12.209 | N=83 (41B/42S Bal:0.98) | >=58%: WR=65.3% | Score=11.040 | N=72 (36B/36S Bal:1.00) | >=62%: WR=76.8% | Score=8.436 | N=56 (30B/26S Bal:0.87) | >=67%: WR=82.9% | Score=2.542 | N=35 (24B/11S Bal:0.46)
128
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5503 (WR: 82.9%). Luu model...
129
- [18:22:24] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
130
- [18:22:26] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
131
- [Epoch 32] Loss(MSE:0.1595/CE:0.8827) | LR=5.03e-06 | Val V3 Score [4.296] - Loss(MSE:0.0119/CE:0.5441) | >=53%: WR=57.5% | Score=12.040 | N=87 (44B/43S Bal:0.98) | >=58%: WR=61.6% | Score=9.644 | N=73 (38B/35S Bal:0.92) | >=63%: WR=78.6% | Score=9.120 | N=56 (29B/27S Bal:0.93) | >=68%: WR=85.3% | Score=1.884 | N=34 (26B/8S Bal:0.31)
132
- [Epoch 33] Loss(MSE:0.1594/CE:0.8809) | LR=4.56e-06 | Val V3 Score [3.354] - Loss(MSE:0.0118/CE:0.5507) | >=53%: WR=56.7% | Score=12.320 | N=90 (44B/46S Bal:0.96) | >=58%: WR=63.2% | Score=11.484 | N=76 (38B/38S Bal:1.00) | >=64%: WR=78.6% | Score=8.782 | N=56 (30B/26S Bal:0.87) | >=69%: WR=86.7% | Score=0.640 | N=30 (27B/3S Bal:0.11)
133
- [Epoch 34] Loss(MSE:0.1586/CE:0.8810) | LR=4.11e-06 | Val V3 Score [3.674] - Loss(MSE:0.0119/CE:0.5372) | >=53%: WR=60.5% | Score=13.067 | N=86 (42B/44S Bal:0.95) | >=58%: WR=64.4% | Score=10.578 | N=73 (38B/35S Bal:0.92) | >=64%: WR=81.8% | Score=8.889 | N=55 (30B/25S Bal:0.83) | >=69%: WR=86.7% | Score=1.067 | N=30 (25B/5S Bal:0.20)
134
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5485 (WR: 86.7%). Luu model...
135
- [18:26:14] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
136
- [18:26:17] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
137
- [Epoch 35] Loss(MSE:0.1579/CE:0.8804) | LR=3.67e-06 | Val V3 Score [4.047] - Loss(MSE:0.0117/CE:0.5383) | >=53%: WR=59.8% | Score=12.880 | N=87 (42B/45S Bal:0.93) | >=58%: WR=64.4% | Score=10.276 | N=73 (34B/39S Bal:0.87) | >=64%: WR=84.2% | Score=10.053 | N=57 (31B/26S Bal:0.84) | >=69%: WR=83.9% | Score=1.044 | N=31 (26B/5S Bal:0.19)
138
- Luu y: Score/WR tang (Score: 4.0474) nhung Loss khong giam (0.5493). Bo qua viec save model.
139
- [Epoch 36] Loss(MSE:0.1565/CE:0.8792) | LR=3.25e-06 | Val V3 Score [4.236] - Loss(MSE:0.0115/CE:0.5465) | >=53%: WR=57.3% | Score=12.516 | N=89 (44B/45S Bal:0.98) | >=58%: WR=63.6% | Score=11.822 | N=77 (39B/38S Bal:0.97) | >=64%: WR=81.4% | Score=10.200 | N=59 (32B/27S Bal:0.84) | >=69%: WR=83.9% | Score=1.253 | N=31 (25B/6S Bal:0.24)
140
- Luu y: Score/WR tang (Score: 4.2356) nhung Loss khong giam (0.5574). Bo qua viec save model.
141
- [Epoch 37] Loss(MSE:0.1569/CE:0.8779) | LR=2.85e-06 | Val V3 Score [4.538] - Loss(MSE:0.0114/CE:0.5462) | >=53%: WR=57.8% | Score=12.320 | N=90 (42B/48S Bal:0.88) | >=58%: WR=64.9% | Score=10.267 | N=74 (33B/41S Bal:0.80) | >=64%: WR=83.9% | Score=10.200 | N=56 (29B/27S Bal:0.93) | >=69%: WR=81.8% | Score=1.707 | N=33 (25B/8S Bal:0.32)
142
- Luu y: Score/WR tang (Score: 4.5378) nhung Loss khong giam (0.5570). Bo qua viec save model.
143
- [Epoch 38] Loss(MSE:0.1559/CE:0.8782) | LR=2.49e-06 | Val V3 Score [3.704] - Loss(MSE:0.0113/CE:0.5379) | >=53%: WR=59.3% | Score=12.507 | N=86 (42B/44S Bal:0.95) | >=58%: WR=65.3% | Score=10.880 | N=75 (41B/34S Bal:0.83) | >=64%: WR=78.2% | Score=7.564 | N=55 (32B/23S Bal:0.72) | >=69%: WR=86.1% | Score=1.773 | N=36 (29B/7S Bal:0.24)
144
- Luu y: Score/WR tang (Score: 3.7037) nhung Loss khong giam (0.5487). Bo qua viec save model.
145
- [Epoch 39] Loss(MSE:0.1556/CE:0.8775) | LR=2.16e-06 | Val V3 Score [3.747] - Loss(MSE:0.0112/CE:0.5520) | >=53%: WR=56.5% | Score=12.800 | N=92 (45B/47S Bal:0.96) | >=59%: WR=63.6% | Score=11.822 | N=77 (38B/39S Bal:0.97) | >=64%: WR=78.7% | Score=9.960 | N=61 (34B/27S Bal:0.79) | >=70%: WR=86.7% | Score=0.640 | N=30 (27B/3S Bal:0.11)
146
- Luu y: Score/WR tang (Score: 3.7467) nhung Loss khong giam (0.5626). Bo qua viec save model.
147
- [Epoch 40] Loss(MSE:0.1550/CE:0.8768) | LR=1.86e-06 | Val V3 Score [5.262] - Loss(MSE:0.0113/CE:0.5400) | >=53%: WR=59.8% | Score=12.573 | N=87 (41B/46S Bal:0.89) | >=58%: WR=62.7% | Score=10.560 | N=75 (36B/39S Bal:0.92) | >=64%: WR=83.1% | Score=11.342 | N=59 (30B/29S Bal:0.97) | >=69%: WR=82.4% | Score=2.222 | N=34 (24B/10S Bal:0.42)
148
- Luu y: Score/WR tang (Score: 5.2622) nhung Loss khong giam (0.5507). Bo qua viec save model.
149
- [Epoch 41] Loss(MSE:0.1542/CE:0.8772) | LR=1.60e-06 | Val V3 Score [5.321] - Loss(MSE:0.0112/CE:0.5441) | >=53%: WR=58.9% | Score=13.187 | N=90 (43B/47S Bal:0.91) | >=58%: WR=65.8% | Score=12.169 | N=76 (39B/37S Bal:0.95) | >=64%: WR=83.1% | Score=11.342 | N=59 (30B/29S Bal:0.97) | >=69%: WR=82.9% | Score=2.311 | N=35 (25B/10S Bal:0.40)
150
- Luu y: Score/WR tang (Score: 5.3215) nhung Loss khong giam (0.5547). Bo qua viec save model.
151
- [Epoch 42] Loss(MSE:0.1540/CE:0.8775) | LR=1.39e-06 | Val V3 Score [5.582] - Loss(MSE:0.0111/CE:0.5449) | >=53%: WR=58.2% | Score=12.996 | N=91 (43B/48S Bal:0.90) | >=58%: WR=64.5% | Score=11.991 | N=76 (38B/38S Bal:1.00) | >=64%: WR=80.3% | Score=11.467 | N=61 (31B/30S Bal:0.97) | >=69%: WR=83.3% | Score=2.640 | N=36 (25B/11S Bal:0.44)
152
- Luu y: Score/WR tang (Score: 5.5822) nhung Loss khong giam (0.5555). Bo qua viec save model.
153
- [Epoch 43] Loss(MSE:0.1535/CE:0.8762) | LR=1.22e-06 | Val V3 Score [3.636] - Loss(MSE:0.0110/CE:0.5477) | >=53%: WR=56.5% | Score=12.800 | N=92 (45B/47S Bal:0.96) | >=59%: WR=65.4% | Score=12.667 | N=78 (40B/38S Bal:0.95) | >=64%: WR=78.0% | Score=9.129 | N=59 (33B/26S Bal:0.79) | >=70%: WR=87.1% | Score=0.889 | N=31 (27B/4S Bal:0.15)
154
- [Epoch 44] Loss(MSE:0.1532/CE:0.8758) | LR=1.10e-06 | Val V3 Score [4.385] - Loss(MSE:0.0110/CE:0.5479) | >=53%: WR=56.5% | Score=12.800 | N=92 (45B/47S Bal:0.96) | >=59%: WR=64.9% | Score=12.329 | N=77 (39B/38S Bal:0.97) | >=64%: WR=78.7% | Score=11.067 | N=61 (31B/30S Bal:0.97) | >=70%: WR=83.9% | Score=1.044 | N=31 (26B/5S Bal:0.19)
155
- Luu y: Score/WR tang (Score: 4.3852) nhung Loss khong giam (0.5583). Bo qua viec save model.
156
- [Epoch 45] Loss(MSE:0.1524/CE:0.8768) | LR=1.02e-06 | Val V3 Score [5.339] - Loss(MSE:0.0109/CE:0.5465) | >=53%: WR=57.6% | Score=13.400 | N=92 (45B/47S Bal:0.96) | >=58%: WR=63.6% | Score=11.200 | N=77 (36B/41S Bal:0.88) | >=64%: WR=77.4% | Score=10.933 | N=62 (32B/30S Bal:0.94) | >=69%: WR=78.9% | Score=2.542 | N=38 (27B/11S Bal:0.41)
157
- Luu y: Score/WR tang (Score: 5.3393) nhung Loss khong giam (0.5569). Bo qua viec save model.
158
- [Epoch 46] Loss(MSE:0.1518/CE:0.8784) | LR=1.00e-05 | Val V3 Score [5.259] - Loss(MSE:0.0108/CE:0.5295) | >=53%: WR=61.7% | Score=12.267 | N=81 (40B/41S Bal:0.98) | >=58%: WR=65.3% | Score=10.120 | N=72 (33B/39S Bal:0.85) | >=63%: WR=83.6% | Score=9.591 | N=55 (26B/29S Bal:0.90) | >=68%: WR=88.6% | Score=3.093 | N=35 (23B/12S Bal:0.52)
159
- [ARGO1] MO HINH HOI TU TOT NHAT! Val CE Loss = 0.5398 (WR: 88.6%). Luu model...
160
- [18:41:33] PUSH RUN: run_20260529_173506_v6_asian -> HF (new/changed files only)...
161
- [18:41:36] ✔️ Push run run_20260529_173506_v6_asian hoàn tất!
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
workspaces/CFG_LTC_ASIAN_V6/runs/run_20260530_060622_v6_asian/config.json DELETED
@@ -1,105 +0,0 @@
1
- {
2
- "HF_RUN_ID": "run_20260530_060622_v6_asian",
3
- "MT5_PATH": "C:\\Program Files\\MetaTrader 5 EXNESS\\terminal64.exe",
4
- "TARGET_SYMBOL": "LTCUSDT",
5
- "EXECUTION_SYMBOL": "LTCUSDm",
6
- "TARGET_PREFIX": "LTCUSDT",
7
- "CONFIG_ID": "CFG_LTC_ASIAN_V6",
8
- "VERSION": "6.0",
9
- "HF_CLOUD": {
10
- "DATASET_REPO": "dung5k/argo_workspaces",
11
- "MODEL_REPO": "dung5k/argo_workspaces",
12
- "SYNC_CHUNKS": true
13
- },
14
- "FEATURE_ENGINEERING": {
15
- "\u26a0\ufe0f_STRICT_WARNING_\u26a0\ufe0f": "T\u1ea4T C\u1ea2 MODULE MACRO_FEATURES L\u00c0 B\u1eaeT BU\u1ed8C.",
16
- "TP_PCT": 0.003,
17
- "SL_PCT": 0.002,
18
- "MAX_HOLD_BARS": 96,
19
- "FAST_HIT_BARS": 5,
20
- "LABEL_MODE": "pct",
21
- "PIP_SIZE": 0.01,
22
- "lot_size": 0.1,
23
- "CRYPTO_MODE": true,
24
- "MTF_INPUTS": [
25
- {
26
- "SYMBOL": "LTCUSDT",
27
- "TIMEFRAME": "5min",
28
- "WINDOW_SIZE": 96,
29
- "FEATURES": [
30
- "log_return_close",
31
- "body_pct",
32
- "bb_width",
33
- "rsi_14_scaled",
34
- "hour_sin",
35
- "hour_cos"
36
- ]
37
- },
38
- {
39
- "SYMBOL": "BTCUSDT",
40
- "TIMEFRAME": "5min",
41
- "WINDOW_SIZE": 96,
42
- "FEATURES": [
43
- "log_return_close"
44
- ]
45
- },
46
- {
47
- "SYMBOL": "ETHUSDT",
48
- "TIMEFRAME": "5min",
49
- "WINDOW_SIZE": 96,
50
- "FEATURES": [
51
- "log_return_close"
52
- ]
53
- }
54
- ],
55
- "VOL_REGIME": true,
56
- "ORDER_FLOW": true,
57
- "STEP_SIZE": 1
58
- },
59
- "TRAINING": {
60
- "D_MODEL": 128,
61
- "N_HEAD": 8,
62
- "NUM_LAYERS": 3,
63
- "BATCH_SIZE": 256,
64
- "WARMUP_EPOCHS": 15,
65
- "FINETUNE_EPOCHS": 80,
66
- "LEARNING_RATE": 1e-05,
67
- "DROPOUT_RATE": 0.25,
68
- "LR_SCHEDULER": "cosine_warm",
69
- "POOLING": "attention",
70
- "TRAIN_START": "2025-04-01",
71
- "VAL_END": "2026-04-30"
72
- },
73
- "MT5_PATHS": {
74
- "BINANCE": "LOCAL"
75
- },
76
- "DATA_SOURCE": {
77
- "RAW_LOCAL_DIR": "workspaces/CFG_LTC_ASIAN_V6/data/raw",
78
- "DATASET_SUFFIX": "2026",
79
- "TIMEFRAME": "M5",
80
- "BROKERS": {
81
- "BINANCE": "LOCAL"
82
- },
83
- "ROUTING": {
84
- "LTCUSDT": "BINANCE",
85
- "BTCUSDT": "BINANCE",
86
- "ETHUSDT": "BINANCE"
87
- }
88
- },
89
- "LIVE_BOT": {
90
- "PAPER_TRADE": true,
91
- "TRADE_PLATFORM": "BINANCE",
92
- "MAX_ABSOLUTE_MSE": 0.8,
93
- "MIN_PROBABILITY_THRESH": 0.73
94
- },
95
- "SESSION": "asian",
96
- "SESSION_UTC": {
97
- "START": "23:00",
98
- "END": "07:00"
99
- },
100
- "RUN_ID": "run_20260525_144527_v6_asian",
101
- "STATE": "IDLE_READY",
102
- "TRAIN": {
103
- "LR_INIT": 0.0001
104
- }
105
- }