{ "best_metric": 0.03739364445209503, "best_model_checkpoint": "doc-topic-model_eval-01_train-02/checkpoint-11000", "epoch": 7.889546351084813, "eval_steps": 1000, "global_step": 16000, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.2465483234714004, "grad_norm": 0.3822348415851593, "learning_rate": 1.9950690335305722e-05, "loss": 0.1664, "step": 500 }, { "epoch": 0.4930966469428008, "grad_norm": 0.40402480959892273, "learning_rate": 1.9901380670611442e-05, "loss": 0.0944, "step": 1000 }, { "epoch": 0.4930966469428008, "eval_accuracy": 0.981383845685049, "eval_f1": 0.0, "eval_loss": 0.089978888630867, "eval_precision": 0.0, "eval_recall": 0.0, "eval_runtime": 11.9647, "eval_samples_per_second": 677.827, "eval_steps_per_second": 2.675, "step": 1000 }, { "epoch": 0.7396449704142012, "grad_norm": 0.385586678981781, "learning_rate": 1.9852071005917162e-05, "loss": 0.0863, "step": 1500 }, { "epoch": 0.9861932938856016, "grad_norm": 0.3922920525074005, "learning_rate": 1.980276134122288e-05, "loss": 0.0769, "step": 2000 }, { "epoch": 0.9861932938856016, "eval_accuracy": 0.9813966013294216, "eval_f1": 0.0015213753232922562, "eval_loss": 0.06878085434436798, "eval_precision": 0.9090909090909091, "eval_recall": 0.0007613247049866769, "eval_runtime": 14.1244, "eval_samples_per_second": 574.184, "eval_steps_per_second": 2.266, "step": 2000 }, { "epoch": 1.232741617357002, "grad_norm": 0.40515828132629395, "learning_rate": 1.9753451676528602e-05, "loss": 0.0677, "step": 2500 }, { "epoch": 1.4792899408284024, "grad_norm": 0.3946343958377838, "learning_rate": 1.9704142011834322e-05, "loss": 0.0607, "step": 3000 }, { "epoch": 1.4792899408284024, "eval_accuracy": 0.982203041512536, "eval_f1": 0.10543563439481371, "eval_loss": 0.05613817274570465, "eval_precision": 0.8203991130820399, "eval_recall": 0.056338028169014086, "eval_runtime": 14.2341, "eval_samples_per_second": 569.76, "eval_steps_per_second": 2.248, "step": 3000 }, { "epoch": 1.725838264299803, "grad_norm": 0.35836198925971985, "learning_rate": 1.965483234714004e-05, "loss": 0.0564, "step": 3500 }, { "epoch": 1.972386587771203, "grad_norm": 0.385370135307312, "learning_rate": 1.9605522682445763e-05, "loss": 0.0535, "step": 4000 }, { "epoch": 1.972386587771203, "eval_accuracy": 0.9844537040973964, "eval_f1": 0.36825433392846857, "eval_loss": 0.05005401372909546, "eval_precision": 0.7561494796594135, "eval_recall": 0.24339550818424058, "eval_runtime": 14.2688, "eval_samples_per_second": 568.374, "eval_steps_per_second": 2.243, "step": 4000 }, { "epoch": 2.2189349112426036, "grad_norm": 0.3222791850566864, "learning_rate": 1.9556213017751483e-05, "loss": 0.0476, "step": 4500 }, { "epoch": 2.465483234714004, "grad_norm": 0.3560543656349182, "learning_rate": 1.95069033530572e-05, "loss": 0.0466, "step": 5000 }, { "epoch": 2.465483234714004, "eval_accuracy": 0.9856697421942543, "eval_f1": 0.48531432934588953, "eval_loss": 0.04508376494050026, "eval_precision": 0.7322580645161291, "eval_recall": 0.3629234868671488, "eval_runtime": 14.2501, "eval_samples_per_second": 569.119, "eval_steps_per_second": 2.246, "step": 5000 }, { "epoch": 2.712031558185404, "grad_norm": 0.48908740282058716, "learning_rate": 1.9457593688362923e-05, "loss": 0.0453, "step": 5500 }, { "epoch": 2.9585798816568047, "grad_norm": 0.3385593891143799, "learning_rate": 1.940828402366864e-05, "loss": 0.0441, "step": 6000 }, { "epoch": 2.9585798816568047, "eval_accuracy": 0.9862465807786612, "eval_f1": 0.5088571717785201, "eval_loss": 0.04229620099067688, "eval_precision": 0.7590215914238261, "eval_recall": 0.3827179291968024, "eval_runtime": 14.2621, "eval_samples_per_second": 568.641, "eval_steps_per_second": 2.244, "step": 6000 }, { "epoch": 3.2051282051282053, "grad_norm": 0.30710557103157043, "learning_rate": 1.935897435897436e-05, "loss": 0.039, "step": 6500 }, { "epoch": 3.4516765285996054, "grad_norm": 0.38062548637390137, "learning_rate": 1.930966469428008e-05, "loss": 0.0391, "step": 7000 }, { "epoch": 3.4516765285996054, "eval_accuracy": 0.9865994869396375, "eval_f1": 0.5537779036292416, "eval_loss": 0.0406394861638546, "eval_precision": 0.728457909113484, "eval_recall": 0.4466692044156833, "eval_runtime": 14.3173, "eval_samples_per_second": 566.446, "eval_steps_per_second": 2.235, "step": 7000 }, { "epoch": 3.698224852071006, "grad_norm": 0.5038283467292786, "learning_rate": 1.92603550295858e-05, "loss": 0.0386, "step": 7500 }, { "epoch": 3.9447731755424065, "grad_norm": 0.3748466968536377, "learning_rate": 1.921104536489152e-05, "loss": 0.0372, "step": 8000 }, { "epoch": 3.9447731755424065, "eval_accuracy": 0.9869070396983999, "eval_f1": 0.5536766837375592, "eval_loss": 0.03953782096505165, "eval_precision": 0.757635858786196, "eval_recall": 0.43623905595736584, "eval_runtime": 14.3803, "eval_samples_per_second": 563.966, "eval_steps_per_second": 2.225, "step": 8000 }, { "epoch": 4.191321499013807, "grad_norm": 0.4667779505252838, "learning_rate": 1.916173570019724e-05, "loss": 0.0357, "step": 8500 }, { "epoch": 4.437869822485207, "grad_norm": 0.341769278049469, "learning_rate": 1.911242603550296e-05, "loss": 0.0336, "step": 9000 }, { "epoch": 4.437869822485207, "eval_accuracy": 0.9870884533072551, "eval_f1": 0.5703640822486323, "eval_loss": 0.03866717591881752, "eval_precision": 0.7494113273020201, "eval_recall": 0.46037304910544347, "eval_runtime": 14.1469, "eval_samples_per_second": 573.27, "eval_steps_per_second": 2.262, "step": 9000 }, { "epoch": 4.684418145956608, "grad_norm": 0.4473079442977905, "learning_rate": 1.906311637080868e-05, "loss": 0.0336, "step": 9500 }, { "epoch": 4.930966469428008, "grad_norm": 0.4554208219051361, "learning_rate": 1.90138067061144e-05, "loss": 0.0337, "step": 10000 }, { "epoch": 4.930966469428008, "eval_accuracy": 0.9872131751633431, "eval_f1": 0.5864882207351728, "eval_loss": 0.03805249184370041, "eval_precision": 0.7368421052631579, "eval_recall": 0.48709554625047585, "eval_runtime": 14.2923, "eval_samples_per_second": 567.44, "eval_steps_per_second": 2.239, "step": 10000 }, { "epoch": 5.177514792899408, "grad_norm": 0.4344967007637024, "learning_rate": 1.896459566074951e-05, "loss": 0.0306, "step": 10500 }, { "epoch": 5.424063116370808, "grad_norm": 0.38051480054855347, "learning_rate": 1.891528599605523e-05, "loss": 0.0297, "step": 11000 }, { "epoch": 5.424063116370808, "eval_accuracy": 0.987422934648582, "eval_f1": 0.6050734312416556, "eval_loss": 0.03739364445209503, "eval_precision": 0.7282271023031601, "eval_recall": 0.5175485344499429, "eval_runtime": 14.3651, "eval_samples_per_second": 564.563, "eval_steps_per_second": 2.228, "step": 11000 }, { "epoch": 5.670611439842209, "grad_norm": 0.4212055504322052, "learning_rate": 1.886597633136095e-05, "loss": 0.0301, "step": 11500 }, { "epoch": 5.9171597633136095, "grad_norm": 0.5279490351676941, "learning_rate": 1.881666666666667e-05, "loss": 0.0296, "step": 12000 }, { "epoch": 5.9171597633136095, "eval_accuracy": 0.9872174270448006, "eval_f1": 0.5795534007738566, "eval_loss": 0.03829270973801613, "eval_precision": 0.7474747474747475, "eval_recall": 0.4732394366197183, "eval_runtime": 14.2161, "eval_samples_per_second": 570.478, "eval_steps_per_second": 2.251, "step": 12000 }, { "epoch": 6.16370808678501, "grad_norm": 0.3991893231868744, "learning_rate": 1.8767455621301777e-05, "loss": 0.0273, "step": 12500 }, { "epoch": 6.410256410256411, "grad_norm": 0.18142229318618774, "learning_rate": 1.8718145956607497e-05, "loss": 0.0263, "step": 13000 }, { "epoch": 6.410256410256411, "eval_accuracy": 0.9872797879728447, "eval_f1": 0.6096298551607151, "eval_loss": 0.03814740851521492, "eval_precision": 0.711038961038961, "eval_recall": 0.5335363532546631, "eval_runtime": 14.2926, "eval_samples_per_second": 567.426, "eval_steps_per_second": 2.239, "step": 13000 }, { "epoch": 6.65680473372781, "grad_norm": 0.3087170124053955, "learning_rate": 1.8668836291913217e-05, "loss": 0.0266, "step": 13500 }, { "epoch": 6.903353057199211, "grad_norm": 0.2865307033061981, "learning_rate": 1.8619526627218937e-05, "loss": 0.0272, "step": 14000 }, { "epoch": 6.903353057199211, "eval_accuracy": 0.9874016752412943, "eval_f1": 0.6193310778981628, "eval_loss": 0.03800670802593231, "eval_precision": 0.7078112764291308, "eval_recall": 0.550513894175866, "eval_runtime": 14.1986, "eval_samples_per_second": 571.184, "eval_steps_per_second": 2.254, "step": 14000 }, { "epoch": 7.149901380670611, "grad_norm": 0.21536009013652802, "learning_rate": 1.8570315581854045e-05, "loss": 0.0253, "step": 14500 }, { "epoch": 7.396449704142012, "grad_norm": 0.20045433938503265, "learning_rate": 1.8521005917159765e-05, "loss": 0.0234, "step": 15000 }, { "epoch": 7.396449704142012, "eval_accuracy": 0.9876213557832674, "eval_f1": 0.6177680525164114, "eval_loss": 0.03792005032300949, "eval_precision": 0.7265054040144107, "eval_recall": 0.5373429767795965, "eval_runtime": 14.2941, "eval_samples_per_second": 567.368, "eval_steps_per_second": 2.239, "step": 15000 }, { "epoch": 7.642998027613412, "grad_norm": 0.23305435478687286, "learning_rate": 1.8471696252465485e-05, "loss": 0.0226, "step": 15500 }, { "epoch": 7.889546351084813, "grad_norm": 0.5422170758247375, "learning_rate": 1.8422386587771205e-05, "loss": 0.0243, "step": 16000 }, { "epoch": 7.889546351084813, "eval_accuracy": 0.9876667091854813, "eval_f1": 0.6212569637883009, "eval_loss": 0.03793339431285858, "eval_precision": 0.7252311756935271, "eval_recall": 0.5433574419489913, "eval_runtime": 14.2633, "eval_samples_per_second": 568.591, "eval_steps_per_second": 2.244, "step": 16000 } ], "logging_steps": 500, "max_steps": 202800, "num_input_tokens_seen": 0, "num_train_epochs": 100, "save_steps": 1000, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 5, "early_stopping_threshold": 0.0 }, "attributes": { "early_stopping_patience_counter": 0 } }, "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 361390664998512.0, "train_batch_size": 4, "trial_name": null, "trial_params": null }