{ "best_global_step": 30000, "best_metric": 7.098018169403076, "best_model_checkpoint": "bert_base_km_100_v1/checkpoint-30000", "epoch": 25.0, "eval_steps": 10000, "global_step": 59550, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.20990764063811923, "grad_norm": 3.002894639968872, "learning_rate": 5e-06, "loss": 13.7908, "step": 500 }, { "epoch": 0.41981528127623846, "grad_norm": 5.135726451873779, "learning_rate": 1e-05, "loss": 11.9879, "step": 1000 }, { "epoch": 0.6297229219143576, "grad_norm": 10.664654731750488, "learning_rate": 1.5e-05, "loss": 10.5022, "step": 1500 }, { "epoch": 0.8396305625524769, "grad_norm": 11.352895736694336, "learning_rate": 2e-05, "loss": 9.5351, "step": 2000 }, { "epoch": 1.0495382031905962, "grad_norm": 12.367330551147461, "learning_rate": 2.5e-05, "loss": 8.893, "step": 2500 }, { "epoch": 1.2594458438287153, "grad_norm": 13.371609687805176, "learning_rate": 3e-05, "loss": 8.4803, "step": 3000 }, { "epoch": 1.4693534844668346, "grad_norm": 22.131290435791016, "learning_rate": 3.5e-05, "loss": 8.2377, "step": 3500 }, { "epoch": 1.6792611251049538, "grad_norm": 17.044904708862305, "learning_rate": 4e-05, "loss": 8.0652, "step": 4000 }, { "epoch": 1.8891687657430731, "grad_norm": 14.133843421936035, "learning_rate": 4.5e-05, "loss": 7.9757, "step": 4500 }, { "epoch": 2.0990764063811924, "grad_norm": 14.358963012695312, "learning_rate": 5e-05, "loss": 7.8199, "step": 5000 }, { "epoch": 2.3089840470193117, "grad_norm": 5.904665470123291, "learning_rate": 5.500000000000001e-05, "loss": 7.7312, "step": 5500 }, { "epoch": 2.5188916876574305, "grad_norm": 5.751183986663818, "learning_rate": 6e-05, "loss": 7.7029, "step": 6000 }, { "epoch": 2.72879932829555, "grad_norm": 6.4560112953186035, "learning_rate": 6.500000000000001e-05, "loss": 7.6498, "step": 6500 }, { "epoch": 2.938706968933669, "grad_norm": 10.558186531066895, "learning_rate": 7e-05, "loss": 7.6096, "step": 7000 }, { "epoch": 3.1486146095717884, "grad_norm": 11.515192985534668, "learning_rate": 7.500000000000001e-05, "loss": 7.5029, "step": 7500 }, { "epoch": 3.3585222502099077, "grad_norm": 10.303491592407227, "learning_rate": 8e-05, "loss": 7.4629, "step": 8000 }, { "epoch": 3.568429890848027, "grad_norm": 8.893576622009277, "learning_rate": 8.5e-05, "loss": 7.4792, "step": 8500 }, { "epoch": 3.7783375314861463, "grad_norm": 7.801995277404785, "learning_rate": 9e-05, "loss": 7.439, "step": 9000 }, { "epoch": 3.988245172124265, "grad_norm": 5.668314456939697, "learning_rate": 9.5e-05, "loss": 7.4032, "step": 9500 }, { "epoch": 4.198152812762385, "grad_norm": 6.2519941329956055, "learning_rate": 0.0001, "loss": 7.2948, "step": 10000 }, { "epoch": 4.198152812762385, "eval_accuracy": 0.14900247641837558, "eval_loss": 7.526218414306641, "eval_runtime": 1.0775, "eval_samples_per_second": 444.553, "eval_steps_per_second": 4.64, "step": 10000 }, { "epoch": 4.408060453400504, "grad_norm": 4.911835193634033, "learning_rate": 9.899091826437942e-05, "loss": 7.2972, "step": 10500 }, { "epoch": 4.617968094038623, "grad_norm": 5.0826497077941895, "learning_rate": 9.798183652875883e-05, "loss": 7.2856, "step": 11000 }, { "epoch": 4.827875734676742, "grad_norm": 7.869071006774902, "learning_rate": 9.697275479313825e-05, "loss": 7.2638, "step": 11500 }, { "epoch": 5.037783375314861, "grad_norm": 5.1057000160217285, "learning_rate": 9.596367305751767e-05, "loss": 7.2001, "step": 12000 }, { "epoch": 5.247691015952981, "grad_norm": 4.079736709594727, "learning_rate": 9.495459132189707e-05, "loss": 7.0994, "step": 12500 }, { "epoch": 5.4575986565911, "grad_norm": 4.135382175445557, "learning_rate": 9.394550958627649e-05, "loss": 7.1083, "step": 13000 }, { "epoch": 5.667506297229219, "grad_norm": 5.316285610198975, "learning_rate": 9.293642785065591e-05, "loss": 7.1029, "step": 13500 }, { "epoch": 5.877413937867338, "grad_norm": 4.814183712005615, "learning_rate": 9.192734611503532e-05, "loss": 7.0834, "step": 14000 }, { "epoch": 6.087321578505458, "grad_norm": 6.13992977142334, "learning_rate": 9.091826437941474e-05, "loss": 7.0153, "step": 14500 }, { "epoch": 6.297229219143577, "grad_norm": 4.1388630867004395, "learning_rate": 8.990918264379415e-05, "loss": 6.9587, "step": 15000 }, { "epoch": 6.507136859781696, "grad_norm": 4.303731441497803, "learning_rate": 8.890010090817356e-05, "loss": 6.959, "step": 15500 }, { "epoch": 6.717044500419815, "grad_norm": 6.334359645843506, "learning_rate": 8.789101917255298e-05, "loss": 6.9552, "step": 16000 }, { "epoch": 6.926952141057934, "grad_norm": 4.114571571350098, "learning_rate": 8.68819374369324e-05, "loss": 6.9595, "step": 16500 }, { "epoch": 7.136859781696054, "grad_norm": 5.140443325042725, "learning_rate": 8.58728557013118e-05, "loss": 6.8579, "step": 17000 }, { "epoch": 7.346767422334173, "grad_norm": 4.210533142089844, "learning_rate": 8.486377396569122e-05, "loss": 6.8121, "step": 17500 }, { "epoch": 7.5566750629722925, "grad_norm": 4.975950717926025, "learning_rate": 8.385469223007064e-05, "loss": 6.8359, "step": 18000 }, { "epoch": 7.766582703610411, "grad_norm": 5.5863037109375, "learning_rate": 8.284561049445006e-05, "loss": 6.8422, "step": 18500 }, { "epoch": 7.97649034424853, "grad_norm": 4.225070953369141, "learning_rate": 8.183652875882947e-05, "loss": 6.8373, "step": 19000 }, { "epoch": 8.18639798488665, "grad_norm": 4.138884544372559, "learning_rate": 8.082744702320889e-05, "loss": 6.7071, "step": 19500 }, { "epoch": 8.39630562552477, "grad_norm": 4.142307281494141, "learning_rate": 7.98183652875883e-05, "loss": 6.7127, "step": 20000 }, { "epoch": 8.39630562552477, "eval_accuracy": 0.15199640842896828, "eval_loss": 7.131800174713135, "eval_runtime": 1.0413, "eval_samples_per_second": 460.005, "eval_steps_per_second": 4.802, "step": 20000 }, { "epoch": 8.606213266162888, "grad_norm": 3.5271034240722656, "learning_rate": 7.880928355196771e-05, "loss": 6.7255, "step": 20500 }, { "epoch": 8.816120906801007, "grad_norm": 4.482149124145508, "learning_rate": 7.780020181634713e-05, "loss": 6.7317, "step": 21000 }, { "epoch": 9.026028547439127, "grad_norm": 4.684220314025879, "learning_rate": 7.679112008072655e-05, "loss": 6.7172, "step": 21500 }, { "epoch": 9.235936188077247, "grad_norm": 3.8146228790283203, "learning_rate": 7.578203834510595e-05, "loss": 6.5957, "step": 22000 }, { "epoch": 9.445843828715365, "grad_norm": 4.040112018585205, "learning_rate": 7.477295660948537e-05, "loss": 6.6093, "step": 22500 }, { "epoch": 9.655751469353484, "grad_norm": 5.058006286621094, "learning_rate": 7.376387487386479e-05, "loss": 6.6295, "step": 23000 }, { "epoch": 9.865659109991604, "grad_norm": 5.521398544311523, "learning_rate": 7.27547931382442e-05, "loss": 6.6277, "step": 23500 }, { "epoch": 10.075566750629722, "grad_norm": 5.516049861907959, "learning_rate": 7.174571140262362e-05, "loss": 6.5878, "step": 24000 }, { "epoch": 10.285474391267842, "grad_norm": 6.593186855316162, "learning_rate": 7.073662966700304e-05, "loss": 6.4999, "step": 24500 }, { "epoch": 10.495382031905962, "grad_norm": 5.228586196899414, "learning_rate": 6.972754793138244e-05, "loss": 6.5132, "step": 25000 }, { "epoch": 10.705289672544081, "grad_norm": 6.407562732696533, "learning_rate": 6.871846619576186e-05, "loss": 6.525, "step": 25500 }, { "epoch": 10.9151973131822, "grad_norm": 4.208524703979492, "learning_rate": 6.770938446014128e-05, "loss": 6.5374, "step": 26000 }, { "epoch": 11.125104953820319, "grad_norm": 4.562515735626221, "learning_rate": 6.670030272452068e-05, "loss": 6.4583, "step": 26500 }, { "epoch": 11.335012594458439, "grad_norm": 4.330069541931152, "learning_rate": 6.56912209889001e-05, "loss": 6.4155, "step": 27000 }, { "epoch": 11.544920235096557, "grad_norm": 5.040678977966309, "learning_rate": 6.468213925327952e-05, "loss": 6.4306, "step": 27500 }, { "epoch": 11.754827875734676, "grad_norm": 5.712588787078857, "learning_rate": 6.367305751765893e-05, "loss": 6.434, "step": 28000 }, { "epoch": 11.964735516372796, "grad_norm": 4.494241714477539, "learning_rate": 6.266397578203835e-05, "loss": 6.4491, "step": 28500 }, { "epoch": 12.174643157010916, "grad_norm": 4.308427810668945, "learning_rate": 6.165489404641777e-05, "loss": 6.3521, "step": 29000 }, { "epoch": 12.384550797649034, "grad_norm": 5.474401950836182, "learning_rate": 6.064581231079718e-05, "loss": 6.3362, "step": 29500 }, { "epoch": 12.594458438287154, "grad_norm": 5.09849739074707, "learning_rate": 5.963673057517659e-05, "loss": 6.3555, "step": 30000 }, { "epoch": 12.594458438287154, "eval_accuracy": 0.15393010045610991, "eval_loss": 7.098018169403076, "eval_runtime": 1.0277, "eval_samples_per_second": 466.067, "eval_steps_per_second": 4.865, "step": 30000 }, { "epoch": 12.804366078925273, "grad_norm": 5.969018936157227, "learning_rate": 5.8627648839556e-05, "loss": 6.3577, "step": 30500 }, { "epoch": 13.014273719563391, "grad_norm": 5.244491100311279, "learning_rate": 5.7618567103935416e-05, "loss": 6.3575, "step": 31000 }, { "epoch": 13.224181360201511, "grad_norm": 6.345074653625488, "learning_rate": 5.660948536831484e-05, "loss": 6.2705, "step": 31500 }, { "epoch": 13.43408900083963, "grad_norm": 4.351828575134277, "learning_rate": 5.5600403632694254e-05, "loss": 6.2855, "step": 32000 }, { "epoch": 13.64399664147775, "grad_norm": 4.810791969299316, "learning_rate": 5.4591321897073666e-05, "loss": 6.2899, "step": 32500 }, { "epoch": 13.853904282115868, "grad_norm": 4.124624252319336, "learning_rate": 5.358224016145308e-05, "loss": 6.2921, "step": 33000 }, { "epoch": 14.063811922753988, "grad_norm": 3.5357728004455566, "learning_rate": 5.257315842583249e-05, "loss": 6.2632, "step": 33500 }, { "epoch": 14.273719563392108, "grad_norm": 5.915287494659424, "learning_rate": 5.15640766902119e-05, "loss": 6.2242, "step": 34000 }, { "epoch": 14.483627204030226, "grad_norm": 4.83486270904541, "learning_rate": 5.055499495459133e-05, "loss": 6.2293, "step": 34500 }, { "epoch": 14.693534844668346, "grad_norm": 7.130947113037109, "learning_rate": 4.954591321897074e-05, "loss": 6.2364, "step": 35000 }, { "epoch": 14.903442485306465, "grad_norm": 5.0645751953125, "learning_rate": 4.853683148335015e-05, "loss": 6.2397, "step": 35500 }, { "epoch": 15.113350125944585, "grad_norm": 5.081307888031006, "learning_rate": 4.7527749747729566e-05, "loss": 6.2012, "step": 36000 }, { "epoch": 15.323257766582703, "grad_norm": 6.204087257385254, "learning_rate": 4.6518668012108985e-05, "loss": 6.1852, "step": 36500 }, { "epoch": 15.533165407220823, "grad_norm": 3.782597064971924, "learning_rate": 4.55095862764884e-05, "loss": 6.1806, "step": 37000 }, { "epoch": 15.743073047858942, "grad_norm": 4.19584846496582, "learning_rate": 4.450050454086781e-05, "loss": 6.1801, "step": 37500 }, { "epoch": 15.95298068849706, "grad_norm": 6.997094631195068, "learning_rate": 4.349142280524723e-05, "loss": 6.1836, "step": 38000 }, { "epoch": 16.162888329135182, "grad_norm": 3.930828094482422, "learning_rate": 4.248234106962664e-05, "loss": 6.1527, "step": 38500 }, { "epoch": 16.3727959697733, "grad_norm": 6.202143669128418, "learning_rate": 4.147325933400605e-05, "loss": 6.1421, "step": 39000 }, { "epoch": 16.582703610411418, "grad_norm": 4.179339408874512, "learning_rate": 4.046417759838547e-05, "loss": 6.1481, "step": 39500 }, { "epoch": 16.79261125104954, "grad_norm": 4.812616348266602, "learning_rate": 3.9455095862764884e-05, "loss": 6.135, "step": 40000 }, { "epoch": 16.79261125104954, "eval_accuracy": 0.15204104519457218, "eval_loss": 7.231070518493652, "eval_runtime": 1.023, "eval_samples_per_second": 468.253, "eval_steps_per_second": 4.888, "step": 40000 }, { "epoch": 17.002518891687657, "grad_norm": 4.862933158874512, "learning_rate": 3.84460141271443e-05, "loss": 6.1445, "step": 40500 }, { "epoch": 17.212426532325775, "grad_norm": 6.304798126220703, "learning_rate": 3.7436932391523715e-05, "loss": 6.1078, "step": 41000 }, { "epoch": 17.422334172963897, "grad_norm": 5.20837926864624, "learning_rate": 3.642785065590313e-05, "loss": 6.107, "step": 41500 }, { "epoch": 17.632241813602015, "grad_norm": 4.82801628112793, "learning_rate": 3.541876892028255e-05, "loss": 6.1097, "step": 42000 }, { "epoch": 17.842149454240133, "grad_norm": 3.805234909057617, "learning_rate": 3.440968718466196e-05, "loss": 6.1104, "step": 42500 }, { "epoch": 18.052057094878254, "grad_norm": 6.158802509307861, "learning_rate": 3.340060544904137e-05, "loss": 6.098, "step": 43000 }, { "epoch": 18.261964735516372, "grad_norm": 3.9957692623138428, "learning_rate": 3.239152371342079e-05, "loss": 6.0724, "step": 43500 }, { "epoch": 18.471872376154494, "grad_norm": 4.466031074523926, "learning_rate": 3.13824419778002e-05, "loss": 6.0746, "step": 44000 }, { "epoch": 18.68178001679261, "grad_norm": 3.126889944076538, "learning_rate": 3.0373360242179615e-05, "loss": 6.0783, "step": 44500 }, { "epoch": 18.89168765743073, "grad_norm": 5.483389854431152, "learning_rate": 2.9364278506559034e-05, "loss": 6.0729, "step": 45000 }, { "epoch": 19.10159529806885, "grad_norm": 4.574634552001953, "learning_rate": 2.8355196770938446e-05, "loss": 6.0652, "step": 45500 }, { "epoch": 19.31150293870697, "grad_norm": 3.5171802043914795, "learning_rate": 2.734611503531786e-05, "loss": 6.0435, "step": 46000 }, { "epoch": 19.521410579345087, "grad_norm": 3.9887149333953857, "learning_rate": 2.6337033299697278e-05, "loss": 6.0481, "step": 46500 }, { "epoch": 19.73131821998321, "grad_norm": 2.9643571376800537, "learning_rate": 2.532795156407669e-05, "loss": 6.051, "step": 47000 }, { "epoch": 19.941225860621326, "grad_norm": 2.521474838256836, "learning_rate": 2.4318869828456106e-05, "loss": 6.0406, "step": 47500 }, { "epoch": 20.151133501259444, "grad_norm": 4.337699890136719, "learning_rate": 2.330978809283552e-05, "loss": 6.0307, "step": 48000 }, { "epoch": 20.361041141897566, "grad_norm": 3.6067092418670654, "learning_rate": 2.2300706357214934e-05, "loss": 6.0288, "step": 48500 }, { "epoch": 20.570948782535684, "grad_norm": 2.4788684844970703, "learning_rate": 2.129162462159435e-05, "loss": 6.0214, "step": 49000 }, { "epoch": 20.7808564231738, "grad_norm": 4.681838035583496, "learning_rate": 2.0282542885973765e-05, "loss": 6.0191, "step": 49500 }, { "epoch": 20.990764063811923, "grad_norm": 2.167496919631958, "learning_rate": 1.927346115035318e-05, "loss": 6.02, "step": 50000 }, { "epoch": 20.990764063811923, "eval_accuracy": 0.1513163428379174, "eval_loss": 7.350063800811768, "eval_runtime": 1.0203, "eval_samples_per_second": 469.458, "eval_steps_per_second": 4.9, "step": 50000 }, { "epoch": 21.20067170445004, "grad_norm": 5.429543495178223, "learning_rate": 1.8264379414732593e-05, "loss": 6.0045, "step": 50500 }, { "epoch": 21.410579345088163, "grad_norm": 5.106986999511719, "learning_rate": 1.725529767911201e-05, "loss": 6.0066, "step": 51000 }, { "epoch": 21.62048698572628, "grad_norm": 2.921922206878662, "learning_rate": 1.6246215943491424e-05, "loss": 6.0007, "step": 51500 }, { "epoch": 21.8303946263644, "grad_norm": 5.90492582321167, "learning_rate": 1.5237134207870837e-05, "loss": 5.9977, "step": 52000 }, { "epoch": 22.04030226700252, "grad_norm": 1.8845158815383911, "learning_rate": 1.4228052472250252e-05, "loss": 5.9948, "step": 52500 }, { "epoch": 22.250209907640638, "grad_norm": 1.6476936340332031, "learning_rate": 1.3218970736629668e-05, "loss": 5.9793, "step": 53000 }, { "epoch": 22.460117548278756, "grad_norm": 3.108468770980835, "learning_rate": 1.2209889001009082e-05, "loss": 5.9821, "step": 53500 }, { "epoch": 22.670025188916878, "grad_norm": 3.931105136871338, "learning_rate": 1.1200807265388496e-05, "loss": 5.9845, "step": 54000 }, { "epoch": 22.879932829554996, "grad_norm": 2.8887312412261963, "learning_rate": 1.0191725529767912e-05, "loss": 5.9789, "step": 54500 }, { "epoch": 23.089840470193113, "grad_norm": 3.0071818828582764, "learning_rate": 9.182643794147326e-06, "loss": 5.9757, "step": 55000 }, { "epoch": 23.299748110831235, "grad_norm": 2.399688243865967, "learning_rate": 8.173562058526741e-06, "loss": 5.9704, "step": 55500 }, { "epoch": 23.509655751469353, "grad_norm": 4.868059158325195, "learning_rate": 7.164480322906156e-06, "loss": 5.9694, "step": 56000 }, { "epoch": 23.719563392107474, "grad_norm": 3.1572744846343994, "learning_rate": 6.155398587285571e-06, "loss": 5.9632, "step": 56500 }, { "epoch": 23.929471032745592, "grad_norm": 3.1717700958251953, "learning_rate": 5.146316851664986e-06, "loss": 5.9649, "step": 57000 }, { "epoch": 24.13937867338371, "grad_norm": 3.5136799812316895, "learning_rate": 4.1372351160444e-06, "loss": 5.9587, "step": 57500 }, { "epoch": 24.349286314021832, "grad_norm": 1.139844298362732, "learning_rate": 3.1281533804238145e-06, "loss": 5.9566, "step": 58000 }, { "epoch": 24.55919395465995, "grad_norm": 3.28973126411438, "learning_rate": 2.1190716448032293e-06, "loss": 5.953, "step": 58500 }, { "epoch": 24.769101595298068, "grad_norm": 0.9112282991409302, "learning_rate": 1.109989909182644e-06, "loss": 5.9528, "step": 59000 }, { "epoch": 24.97900923593619, "grad_norm": 0.9846378564834595, "learning_rate": 1.0090817356205853e-07, "loss": 5.9512, "step": 59500 }, { "epoch": 25.0, "step": 59550, "total_flos": 1.5161929390646784e+18, "train_loss": 6.7256628781822325, "train_runtime": 24874.6527, "train_samples_per_second": 229.791, "train_steps_per_second": 2.394 } ], "logging_steps": 500, "max_steps": 59550, "num_input_tokens_seen": 0, "num_train_epochs": 25, "save_steps": 10000, "stateful_callbacks": { "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 1.5161929390646784e+18, "train_batch_size": 96, "trial_name": null, "trial_params": null }