amlc-work / ft /train_log.json
Arushhh's picture
e5 fine-tune train log
0446355 verified
Raw History Blame Contribute Delete
9.38 kB
{
"config": {
"base_model": "intfloat/multilingual-e5-large",
"bs": 128,
"lr": 2e-05,
"epochs": 1.0,
"max_seq_length": 80,
"warmup_ratio": 0.05,
"grad_ckpt": false,
"loss": "MultipleNegativesRankingLoss",
"scale": 20.0,
"batch_sampler": "NO_DUPLICATES",
"bf16": true,
"n_train": 1499999,
"n_val": 20000,
"total_steps": 11718,
"torch": "2.5.1+cu124",
"st": "4.1.0",
"transformers": "4.51.3",
"gpu": "NVIDIA A100-SXM4-80GB"
},
"train": [
{
"step": 1,
"loss": 3.1375,
"lr": 0.0,
"grad_norm": 40.881900787353516,
"elapsed_s": 1.4
},
{
"step": 200,
"loss": 0.839,
"lr": 6.7918088737201375e-06,
"grad_norm": 6.62127161026001,
"elapsed_s": 83.2
},
{
"step": 400,
"loss": 0.0777,
"lr": 1.3617747440273039e-05,
"grad_norm": 2.656208038330078,
"elapsed_s": 165.1
},
{
"step": 600,
"loss": 0.0488,
"lr": 1.9976643909450235e-05,
"grad_norm": 3.281355619430542,
"elapsed_s": 247.8
},
{
"step": 800,
"loss": 0.0349,
"lr": 1.9617319439453827e-05,
"grad_norm": 4.559865951538086,
"elapsed_s": 330.2
},
{
"step": 1000,
"loss": 0.0292,
"lr": 1.9257994969457422e-05,
"grad_norm": 2.861943006515503,
"elapsed_s": 412.3
},
{
"step": 1200,
"loss": 0.0219,
"lr": 1.8898670499461014e-05,
"grad_norm": 0.6113892793655396,
"elapsed_s": 495.0
},
{
"step": 1400,
"loss": 0.0201,
"lr": 1.853934602946461e-05,
"grad_norm": 3.136964797973633,
"elapsed_s": 578.1
},
{
"step": 1600,
"loss": 0.0194,
"lr": 1.8180021559468202e-05,
"grad_norm": 1.7823386192321777,
"elapsed_s": 661.5
},
{
"step": 1800,
"loss": 0.0164,
"lr": 1.7820697089471794e-05,
"grad_norm": 0.30287766456604004,
"elapsed_s": 744.1
},
{
"step": 2000,
"loss": 0.0164,
"lr": 1.7461372619475386e-05,
"grad_norm": 3.000667095184326,
"elapsed_s": 827.0
},
{
"step": 2200,
"loss": 0.0148,
"lr": 1.7102048149478982e-05,
"grad_norm": 4.05886173248291,
"elapsed_s": 910.0
},
{
"step": 2400,
"loss": 0.0149,
"lr": 1.6742723679482574e-05,
"grad_norm": 1.184674859046936,
"elapsed_s": 992.7
},
{
"step": 2600,
"loss": 0.0133,
"lr": 1.638339920948617e-05,
"grad_norm": 1.79441237449646,
"elapsed_s": 1075.7
},
{
"step": 2800,
"loss": 0.0122,
"lr": 1.602407473948976e-05,
"grad_norm": 1.4374457597732544,
"elapsed_s": 1158.4
},
{
"step": 3000,
"loss": 0.012,
"lr": 1.5664750269493354e-05,
"grad_norm": 0.4914229214191437,
"elapsed_s": 1261.3
},
{
"step": 3200,
"loss": 0.0122,
"lr": 1.5305425799496946e-05,
"grad_norm": 0.487333208322525,
"elapsed_s": 1344.5
},
{
"step": 3400,
"loss": 0.0115,
"lr": 1.494610132950054e-05,
"grad_norm": 1.24886155128479,
"elapsed_s": 1426.6
},
{
"step": 3600,
"loss": 0.0105,
"lr": 1.4586776859504132e-05,
"grad_norm": 1.2494139671325684,
"elapsed_s": 1509.5
},
{
"step": 3800,
"loss": 0.0108,
"lr": 1.4227452389507727e-05,
"grad_norm": 0.9738396406173706,
"elapsed_s": 1592.5
},
{
"step": 4000,
"loss": 0.0117,
"lr": 1.3868127919511321e-05,
"grad_norm": 0.3148341178894043,
"elapsed_s": 1674.3
},
{
"step": 4200,
"loss": 0.011,
"lr": 1.3508803449514913e-05,
"grad_norm": 0.5425782203674316,
"elapsed_s": 1757.3
},
{
"step": 4400,
"loss": 0.0106,
"lr": 1.3149478979518505e-05,
"grad_norm": 2.0980968475341797,
"elapsed_s": 1840.5
},
{
"step": 4600,
"loss": 0.0101,
"lr": 1.27901545095221e-05,
"grad_norm": 0.8817103505134583,
"elapsed_s": 1923.1
},
{
"step": 4800,
"loss": 0.0105,
"lr": 1.2430830039525691e-05,
"grad_norm": 0.75263911485672,
"elapsed_s": 2005.8
},
{
"step": 5000,
"loss": 0.0102,
"lr": 1.2071505569529285e-05,
"grad_norm": 0.6926814317703247,
"elapsed_s": 2088.5
},
{
"step": 5200,
"loss": 0.0105,
"lr": 1.171218109953288e-05,
"grad_norm": 0.9311161041259766,
"elapsed_s": 2170.5
},
{
"step": 5400,
"loss": 0.01,
"lr": 1.1352856629536473e-05,
"grad_norm": 0.40857556462287903,
"elapsed_s": 2253.9
},
{
"step": 5600,
"loss": 0.0098,
"lr": 1.0993532159540065e-05,
"grad_norm": 0.6276158094406128,
"elapsed_s": 2336.1
},
{
"step": 5800,
"loss": 0.011,
"lr": 1.0634207689543659e-05,
"grad_norm": 1.6858395338058472,
"elapsed_s": 2418.8
},
{
"step": 6000,
"loss": 0.0103,
"lr": 1.0274883219547251e-05,
"grad_norm": 1.3993488550186157,
"elapsed_s": 2524.9
},
{
"step": 6200,
"loss": 0.01,
"lr": 9.915558749550845e-06,
"grad_norm": 0.42448046803474426,
"elapsed_s": 2608.6
},
{
"step": 6400,
"loss": 0.0092,
"lr": 9.556234279554439e-06,
"grad_norm": 0.5583590865135193,
"elapsed_s": 2690.7
},
{
"step": 6600,
"loss": 0.0091,
"lr": 9.19690980955803e-06,
"grad_norm": 0.2841835021972656,
"elapsed_s": 2773.8
},
{
"step": 6800,
"loss": 0.0101,
"lr": 8.837585339561625e-06,
"grad_norm": 0.4764454662799835,
"elapsed_s": 2856.6
},
{
"step": 7000,
"loss": 0.011,
"lr": 8.478260869565218e-06,
"grad_norm": 0.779098629951477,
"elapsed_s": 2939.3
},
{
"step": 7200,
"loss": 0.0106,
"lr": 8.11893639956881e-06,
"grad_norm": 0.4935269355773926,
"elapsed_s": 3022.2
},
{
"step": 7400,
"loss": 0.0097,
"lr": 7.759611929572404e-06,
"grad_norm": 1.2570692300796509,
"elapsed_s": 3104.4
},
{
"step": 7600,
"loss": 0.0097,
"lr": 7.400287459575998e-06,
"grad_norm": 0.6356358528137207,
"elapsed_s": 3187.1
},
{
"step": 7800,
"loss": 0.0096,
"lr": 7.04096298957959e-06,
"grad_norm": 1.1184272766113281,
"elapsed_s": 3269.9
},
{
"step": 8000,
"loss": 0.01,
"lr": 6.681638519583185e-06,
"grad_norm": 1.5785517692565918,
"elapsed_s": 3352.9
},
{
"step": 8200,
"loss": 0.0091,
"lr": 6.322314049586777e-06,
"grad_norm": 0.8687431216239929,
"elapsed_s": 3436.1
},
{
"step": 8400,
"loss": 0.0094,
"lr": 5.96298957959037e-06,
"grad_norm": 3.264678716659546,
"elapsed_s": 3519.6
},
{
"step": 8600,
"loss": 0.0093,
"lr": 5.603665109593964e-06,
"grad_norm": 0.6543717980384827,
"elapsed_s": 3602.6
},
{
"step": 8800,
"loss": 0.0087,
"lr": 5.244340639597557e-06,
"grad_norm": 0.3582071363925934,
"elapsed_s": 3705.8
},
{
"step": 9000,
"loss": 0.0094,
"lr": 4.88501616960115e-06,
"grad_norm": 0.29387983679771423,
"elapsed_s": 3788.7
},
{
"step": 9200,
"loss": 0.0103,
"lr": 4.525691699604744e-06,
"grad_norm": 0.1686450093984604,
"elapsed_s": 3871.6
},
{
"step": 9400,
"loss": 0.0095,
"lr": 4.166367229608337e-06,
"grad_norm": 0.6381200551986694,
"elapsed_s": 3954.4
},
{
"step": 9600,
"loss": 0.0095,
"lr": 3.8070427596119296e-06,
"grad_norm": 1.8615226745605469,
"elapsed_s": 4036.7
},
{
"step": 9800,
"loss": 0.0096,
"lr": 3.447718289615523e-06,
"grad_norm": 0.5881019830703735,
"elapsed_s": 4119.6
},
{
"step": 10000,
"loss": 0.0092,
"lr": 3.0883938196191164e-06,
"grad_norm": 0.40570828318595886,
"elapsed_s": 4202.2
},
{
"step": 10200,
"loss": 0.009,
"lr": 2.7290693496227093e-06,
"grad_norm": 0.273014634847641,
"elapsed_s": 4285.1
},
{
"step": 10400,
"loss": 0.0089,
"lr": 2.3697448796263027e-06,
"grad_norm": 0.6383115649223328,
"elapsed_s": 4368.6
},
{
"step": 10600,
"loss": 0.0089,
"lr": 2.010420409629896e-06,
"grad_norm": 0.38362136483192444,
"elapsed_s": 4451.6
},
{
"step": 10800,
"loss": 0.0086,
"lr": 1.6510959396334891e-06,
"grad_norm": 1.5966933965682983,
"elapsed_s": 4534.7
},
{
"step": 11000,
"loss": 0.0087,
"lr": 1.2917714696370823e-06,
"grad_norm": 0.36638343334198,
"elapsed_s": 4617.3
},
{
"step": 11200,
"loss": 0.0095,
"lr": 9.324469996406756e-07,
"grad_norm": 0.3999045491218567,
"elapsed_s": 4700.3
},
{
"step": 11400,
"loss": 0.009,
"lr": 5.731225296442689e-07,
"grad_norm": 0.23199310898780823,
"elapsed_s": 4783.3
},
{
"step": 11600,
"loss": 0.0089,
"lr": 2.13798059647862e-07,
"grad_norm": 0.6804351210594177,
"elapsed_s": 4866.4
}
],
"val": [
{
"step": 0,
"pct": 0,
"eval_loss": 2.4726741313934326,
"runtime_s": 20.9344
},
{
"step": 2930,
"pct": 25,
"eval_loss": 0.007673878688365221,
"runtime_s": 20.5281
},
{
"step": 5859,
"pct": 50,
"eval_loss": 0.005574235692620277,
"runtime_s": 20.533
},
{
"step": 8788,
"pct": 75,
"eval_loss": 0.004453354049474001,
"runtime_s": 20.5538
},
{
"step": 11718,
"pct": 100,
"eval_loss": 0.003923051990568638,
"runtime_s": 20.5797
}
],
"pushes": [
{
"branch": "halfway",
"commit": "cb5af92b8689a16ed86d3b8016b311c880f5d72f",
"msg": "halfway checkpoint: step 5859/11718, val loss 0.00557",
"seconds": 22.9
},
{
"branch": "final",
"commit": "af8ae184cce6e6cad37d8ad5ef53d158c9c84b96",
"msg": "final: 11718 steps, val loss 0.00392",
"seconds": 22.5
}
],
"train_seconds": 4935.7,
"peak_mem_gib": 38.18
}