| { |
| "best_global_step": 800, |
| "best_metric": 0.9773547751887102, |
| "best_model_checkpoint": "/kaggle/working/outputs/codebert_rd_keystrokes/checkpoint-800", |
| "epoch": 0.970873786407767, |
| "eval_steps": 400, |
| "global_step": 1200, |
| "is_hyper_param_search": false, |
| "is_local_process_zero": true, |
| "is_world_process_zero": true, |
| "log_history": [ |
| { |
| "epoch": 0.0008090614886731392, |
| "grad_norm": 4.001261234283447, |
| "learning_rate": 0.0, |
| "loss": 0.748644232749939, |
| "step": 1 |
| }, |
| { |
| "epoch": 0.020226537216828478, |
| "grad_norm": 2.0581886768341064, |
| "learning_rate": 9.716599190283402e-07, |
| "loss": 0.7263915538787842, |
| "step": 25 |
| }, |
| { |
| "epoch": 0.040453074433656956, |
| "grad_norm": 3.1348977088928223, |
| "learning_rate": 1.9838056680161946e-06, |
| "loss": 0.7004936218261719, |
| "step": 50 |
| }, |
| { |
| "epoch": 0.06067961165048544, |
| "grad_norm": 7.536289215087891, |
| "learning_rate": 2.995951417004049e-06, |
| "loss": 0.6983621978759765, |
| "step": 75 |
| }, |
| { |
| "epoch": 0.08090614886731391, |
| "grad_norm": 5.387710094451904, |
| "learning_rate": 4.008097165991903e-06, |
| "loss": 0.6408506774902344, |
| "step": 100 |
| }, |
| { |
| "epoch": 0.1011326860841424, |
| "grad_norm": 4.4866790771484375, |
| "learning_rate": 5.020242914979757e-06, |
| "loss": 0.5292000961303711, |
| "step": 125 |
| }, |
| { |
| "epoch": 0.12135922330097088, |
| "grad_norm": 5.9393534660339355, |
| "learning_rate": 6.0323886639676124e-06, |
| "loss": 0.4315451049804688, |
| "step": 150 |
| }, |
| { |
| "epoch": 0.14158576051779936, |
| "grad_norm": 4.814444065093994, |
| "learning_rate": 7.044534412955466e-06, |
| "loss": 0.3674881362915039, |
| "step": 175 |
| }, |
| { |
| "epoch": 0.16181229773462782, |
| "grad_norm": 2.463817834854126, |
| "learning_rate": 8.056680161943322e-06, |
| "loss": 0.29549776077270506, |
| "step": 200 |
| }, |
| { |
| "epoch": 0.1820388349514563, |
| "grad_norm": 1.6270427703857422, |
| "learning_rate": 9.068825910931175e-06, |
| "loss": 0.19513965606689454, |
| "step": 225 |
| }, |
| { |
| "epoch": 0.2022653721682848, |
| "grad_norm": 15.206025123596191, |
| "learning_rate": 1.008097165991903e-05, |
| "loss": 0.258267822265625, |
| "step": 250 |
| }, |
| { |
| "epoch": 0.22249190938511326, |
| "grad_norm": 5.6893134117126465, |
| "learning_rate": 1.1093117408906884e-05, |
| "loss": 0.3252030563354492, |
| "step": 275 |
| }, |
| { |
| "epoch": 0.24271844660194175, |
| "grad_norm": 15.90676498413086, |
| "learning_rate": 1.2105263157894737e-05, |
| "loss": 0.2558871841430664, |
| "step": 300 |
| }, |
| { |
| "epoch": 0.26294498381877024, |
| "grad_norm": 1.5257281064987183, |
| "learning_rate": 1.3117408906882592e-05, |
| "loss": 0.20428178787231446, |
| "step": 325 |
| }, |
| { |
| "epoch": 0.28317152103559873, |
| "grad_norm": 20.172571182250977, |
| "learning_rate": 1.4129554655870446e-05, |
| "loss": 0.2579817008972168, |
| "step": 350 |
| }, |
| { |
| "epoch": 0.30339805825242716, |
| "grad_norm": 0.42674902081489563, |
| "learning_rate": 1.5141700404858302e-05, |
| "loss": 0.3013817977905273, |
| "step": 375 |
| }, |
| { |
| "epoch": 0.32362459546925565, |
| "grad_norm": 0.6443495750427246, |
| "learning_rate": 1.6153846153846154e-05, |
| "loss": 0.22500619888305665, |
| "step": 400 |
| }, |
| { |
| "epoch": 0.32362459546925565, |
| "eval_accuracy": 0.9560384032339565, |
| "eval_f1": 0.9716889033517735, |
| "eval_loss": 0.16199301183223724, |
| "eval_precision": 0.9539936102236422, |
| "eval_recall": 0.9900530503978779, |
| "eval_runtime": 34.745, |
| "eval_samples_per_second": 56.958, |
| "eval_steps_per_second": 3.569, |
| "step": 400 |
| }, |
| { |
| "epoch": 0.34385113268608414, |
| "grad_norm": 12.952281951904297, |
| "learning_rate": 1.716599190283401e-05, |
| "loss": 0.23191883087158202, |
| "step": 425 |
| }, |
| { |
| "epoch": 0.3640776699029126, |
| "grad_norm": 19.496694564819336, |
| "learning_rate": 1.8178137651821864e-05, |
| "loss": 0.26200836181640624, |
| "step": 450 |
| }, |
| { |
| "epoch": 0.3843042071197411, |
| "grad_norm": 2.9963057041168213, |
| "learning_rate": 1.9190283400809718e-05, |
| "loss": 0.164515438079834, |
| "step": 475 |
| }, |
| { |
| "epoch": 0.4045307443365696, |
| "grad_norm": 0.2180398553609848, |
| "learning_rate": 1.999993769982229e-05, |
| "loss": 0.2513391304016113, |
| "step": 500 |
| }, |
| { |
| "epoch": 0.42475728155339804, |
| "grad_norm": 15.512799263000488, |
| "learning_rate": 1.9997757275108847e-05, |
| "loss": 0.30474105834960935, |
| "step": 525 |
| }, |
| { |
| "epoch": 0.4449838187702265, |
| "grad_norm": 23.762832641601562, |
| "learning_rate": 1.9992462617728763e-05, |
| "loss": 0.214493408203125, |
| "step": 550 |
| }, |
| { |
| "epoch": 0.465210355987055, |
| "grad_norm": 0.5767886638641357, |
| "learning_rate": 1.9984055376931414e-05, |
| "loss": 0.23740652084350586, |
| "step": 575 |
| }, |
| { |
| "epoch": 0.4854368932038835, |
| "grad_norm": 3.6927132606506348, |
| "learning_rate": 1.9972538171514525e-05, |
| "loss": 0.2517130470275879, |
| "step": 600 |
| }, |
| { |
| "epoch": 0.5056634304207119, |
| "grad_norm": 2.146721363067627, |
| "learning_rate": 1.9957914589008405e-05, |
| "loss": 0.21869991302490235, |
| "step": 625 |
| }, |
| { |
| "epoch": 0.5258899676375405, |
| "grad_norm": 9.424388885498047, |
| "learning_rate": 1.9940189184558487e-05, |
| "loss": 0.2582887077331543, |
| "step": 650 |
| }, |
| { |
| "epoch": 0.5461165048543689, |
| "grad_norm": 4.679764747619629, |
| "learning_rate": 1.9919367479506413e-05, |
| "loss": 0.2324064254760742, |
| "step": 675 |
| }, |
| { |
| "epoch": 0.5663430420711975, |
| "grad_norm": 3.0119147300720215, |
| "learning_rate": 1.989545595967018e-05, |
| "loss": 0.23698102951049804, |
| "step": 700 |
| }, |
| { |
| "epoch": 0.5865695792880259, |
| "grad_norm": 10.184627532958984, |
| "learning_rate": 1.986846207332384e-05, |
| "loss": 0.23535886764526368, |
| "step": 725 |
| }, |
| { |
| "epoch": 0.6067961165048543, |
| "grad_norm": 51.39314651489258, |
| "learning_rate": 1.9838394228877443e-05, |
| "loss": 0.13176690101623534, |
| "step": 750 |
| }, |
| { |
| "epoch": 0.6270226537216829, |
| "grad_norm": 18.441652297973633, |
| "learning_rate": 1.980526179225785e-05, |
| "loss": 0.2888069725036621, |
| "step": 775 |
| }, |
| { |
| "epoch": 0.6472491909385113, |
| "grad_norm": 0.9691627621650696, |
| "learning_rate": 1.97690750839913e-05, |
| "loss": 0.29139081954956053, |
| "step": 800 |
| }, |
| { |
| "epoch": 0.6472491909385113, |
| "eval_accuracy": 0.965133906013138, |
| "eval_f1": 0.9773547751887102, |
| "eval_loss": 0.14249353110790253, |
| "eval_precision": 0.967511371020143, |
| "eval_recall": 0.9874005305039788, |
| "eval_runtime": 34.6417, |
| "eval_samples_per_second": 57.128, |
| "eval_steps_per_second": 3.58, |
| "step": 800 |
| }, |
| { |
| "epoch": 0.6674757281553398, |
| "grad_norm": 7.6904096603393555, |
| "learning_rate": 1.9729845375988694e-05, |
| "loss": 0.1711592674255371, |
| "step": 825 |
| }, |
| { |
| "epoch": 0.6877022653721683, |
| "grad_norm": 6.999588489532471, |
| "learning_rate": 1.968758488803439e-05, |
| "loss": 0.2283180809020996, |
| "step": 850 |
| }, |
| { |
| "epoch": 0.7079288025889967, |
| "grad_norm": 6.149271488189697, |
| "learning_rate": 1.9642306783979902e-05, |
| "loss": 0.26335405349731444, |
| "step": 875 |
| }, |
| { |
| "epoch": 0.7281553398058253, |
| "grad_norm": 9.907973289489746, |
| "learning_rate": 1.959402516764339e-05, |
| "loss": 0.1903523635864258, |
| "step": 900 |
| }, |
| { |
| "epoch": 0.7483818770226537, |
| "grad_norm": 12.104832649230957, |
| "learning_rate": 1.954275507841646e-05, |
| "loss": 0.1740720748901367, |
| "step": 925 |
| }, |
| { |
| "epoch": 0.7686084142394822, |
| "grad_norm": 2.8893074989318848, |
| "learning_rate": 1.948851248657947e-05, |
| "loss": 0.3097032928466797, |
| "step": 950 |
| }, |
| { |
| "epoch": 0.7888349514563107, |
| "grad_norm": 0.07049937546253204, |
| "learning_rate": 1.9431314288326925e-05, |
| "loss": 0.14465970993041993, |
| "step": 975 |
| }, |
| { |
| "epoch": 0.8090614886731392, |
| "grad_norm": 18.34374237060547, |
| "learning_rate": 1.9371178300504394e-05, |
| "loss": 0.22320323944091797, |
| "step": 1000 |
| }, |
| { |
| "epoch": 0.8292880258899676, |
| "grad_norm": 5.898121356964111, |
| "learning_rate": 1.930812325505871e-05, |
| "loss": 0.09155179023742675, |
| "step": 1025 |
| }, |
| { |
| "epoch": 0.8495145631067961, |
| "grad_norm": 9.933682441711426, |
| "learning_rate": 1.9242168793203088e-05, |
| "loss": 0.28490724563598635, |
| "step": 1050 |
| }, |
| { |
| "epoch": 0.8697411003236246, |
| "grad_norm": 0.8073019981384277, |
| "learning_rate": 1.9173335459299025e-05, |
| "loss": 0.14135926246643066, |
| "step": 1075 |
| }, |
| { |
| "epoch": 0.889967637540453, |
| "grad_norm": 23.247236251831055, |
| "learning_rate": 1.9101644694456873e-05, |
| "loss": 0.2752204895019531, |
| "step": 1100 |
| }, |
| { |
| "epoch": 0.9101941747572816, |
| "grad_norm": 10.088881492614746, |
| "learning_rate": 1.902711882985708e-05, |
| "loss": 0.14879122734069825, |
| "step": 1125 |
| }, |
| { |
| "epoch": 0.93042071197411, |
| "grad_norm": 0.5620437860488892, |
| "learning_rate": 1.894978107979417e-05, |
| "loss": 0.23470134735107423, |
| "step": 1150 |
| }, |
| { |
| "epoch": 0.9506472491909385, |
| "grad_norm": 3.2695255279541016, |
| "learning_rate": 1.886965553444568e-05, |
| "loss": 0.19982004165649414, |
| "step": 1175 |
| }, |
| { |
| "epoch": 0.970873786407767, |
| "grad_norm": 19.842267990112305, |
| "learning_rate": 1.8786767152368197e-05, |
| "loss": 0.22285139083862304, |
| "step": 1200 |
| }, |
| { |
| "epoch": 0.970873786407767, |
| "eval_accuracy": 0.9641232945932289, |
| "eval_f1": 0.9767441860465116, |
| "eval_loss": 0.14106644690036774, |
| "eval_precision": 0.9650485436893204, |
| "eval_recall": 0.9887267904509284, |
| "eval_runtime": 34.6101, |
| "eval_samples_per_second": 57.18, |
| "eval_steps_per_second": 3.583, |
| "step": 1200 |
| } |
| ], |
| "logging_steps": 25, |
| "max_steps": 4944, |
| "num_input_tokens_seen": 0, |
| "num_train_epochs": 4, |
| "save_steps": 400, |
| "stateful_callbacks": { |
| "EarlyStoppingCallback": { |
| "args": { |
| "early_stopping_patience": 2, |
| "early_stopping_threshold": 0.0 |
| }, |
| "attributes": { |
| "early_stopping_patience_counter": 1 |
| } |
| }, |
| "TrainerControl": { |
| "args": { |
| "should_epoch_stop": false, |
| "should_evaluate": false, |
| "should_log": false, |
| "should_save": true, |
| "should_training_stop": false |
| }, |
| "attributes": {} |
| } |
| }, |
| "total_flos": 5051732262912000.0, |
| "train_batch_size": 16, |
| "trial_name": null, |
| "trial_params": null |
| } |
|
|
