|
{ |
|
"best_metric": 0.782258064516129, |
|
"best_model_checkpoint": "distilbert-base-multilingual-cased-hyper-matt/run-uiccwvov/checkpoint-300", |
|
"epoch": 3.0, |
|
"eval_steps": 500, |
|
"global_step": 300, |
|
"is_hyper_param_search": true, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.1, |
|
"grad_norm": 1.3594228029251099, |
|
"learning_rate": 8.203619307998052e-06, |
|
"loss": 0.6733, |
|
"step": 10 |
|
}, |
|
{ |
|
"epoch": 0.2, |
|
"grad_norm": 2.288736343383789, |
|
"learning_rate": 8.064574912947238e-06, |
|
"loss": 0.5727, |
|
"step": 20 |
|
}, |
|
{ |
|
"epoch": 0.3, |
|
"grad_norm": 1.9693996906280518, |
|
"learning_rate": 7.925530517896423e-06, |
|
"loss": 0.5586, |
|
"step": 30 |
|
}, |
|
{ |
|
"epoch": 0.4, |
|
"grad_norm": 3.1887316703796387, |
|
"learning_rate": 7.78648612284561e-06, |
|
"loss": 0.5175, |
|
"step": 40 |
|
}, |
|
{ |
|
"epoch": 0.5, |
|
"grad_norm": 2.667508602142334, |
|
"learning_rate": 7.647441727794794e-06, |
|
"loss": 0.4807, |
|
"step": 50 |
|
}, |
|
{ |
|
"epoch": 0.6, |
|
"grad_norm": 7.1765947341918945, |
|
"learning_rate": 7.50839733274398e-06, |
|
"loss": 0.5072, |
|
"step": 60 |
|
}, |
|
{ |
|
"epoch": 0.7, |
|
"grad_norm": 3.7157256603240967, |
|
"learning_rate": 7.369352937693165e-06, |
|
"loss": 0.48, |
|
"step": 70 |
|
}, |
|
{ |
|
"epoch": 0.8, |
|
"grad_norm": 3.5790538787841797, |
|
"learning_rate": 7.2303085426423516e-06, |
|
"loss": 0.4395, |
|
"step": 80 |
|
}, |
|
{ |
|
"epoch": 0.9, |
|
"grad_norm": 4.587155342102051, |
|
"learning_rate": 7.091264147591536e-06, |
|
"loss": 0.5404, |
|
"step": 90 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"grad_norm": 4.335803508758545, |
|
"learning_rate": 6.952219752540723e-06, |
|
"loss": 0.4595, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_accuracy": 0.7775, |
|
"eval_f1": 0.6666666666666666, |
|
"eval_loss": 0.4462689161300659, |
|
"eval_precision": 0.6180555555555556, |
|
"eval_recall": 0.7235772357723578, |
|
"eval_runtime": 1.5218, |
|
"eval_samples_per_second": 262.839, |
|
"eval_steps_per_second": 16.427, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 1.1, |
|
"grad_norm": 2.8303627967834473, |
|
"learning_rate": 6.8131753574899075e-06, |
|
"loss": 0.4362, |
|
"step": 110 |
|
}, |
|
{ |
|
"epoch": 1.2, |
|
"grad_norm": 2.731326103210449, |
|
"learning_rate": 6.674130962439094e-06, |
|
"loss": 0.3568, |
|
"step": 120 |
|
}, |
|
{ |
|
"epoch": 1.3, |
|
"grad_norm": 3.0789365768432617, |
|
"learning_rate": 6.535086567388279e-06, |
|
"loss": 0.3805, |
|
"step": 130 |
|
}, |
|
{ |
|
"epoch": 1.4, |
|
"grad_norm": 6.227985382080078, |
|
"learning_rate": 6.396042172337465e-06, |
|
"loss": 0.3814, |
|
"step": 140 |
|
}, |
|
{ |
|
"epoch": 1.5, |
|
"grad_norm": 19.28496551513672, |
|
"learning_rate": 6.25699777728665e-06, |
|
"loss": 0.3048, |
|
"step": 150 |
|
}, |
|
{ |
|
"epoch": 1.6, |
|
"grad_norm": 7.075613975524902, |
|
"learning_rate": 6.117953382235835e-06, |
|
"loss": 0.3661, |
|
"step": 160 |
|
}, |
|
{ |
|
"epoch": 1.7, |
|
"grad_norm": 14.289627075195312, |
|
"learning_rate": 5.978908987185022e-06, |
|
"loss": 0.3559, |
|
"step": 170 |
|
}, |
|
{ |
|
"epoch": 1.8, |
|
"grad_norm": 3.69010066986084, |
|
"learning_rate": 5.8398645921342065e-06, |
|
"loss": 0.3944, |
|
"step": 180 |
|
}, |
|
{ |
|
"epoch": 1.9, |
|
"grad_norm": 4.366544723510742, |
|
"learning_rate": 5.700820197083393e-06, |
|
"loss": 0.2829, |
|
"step": 190 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"grad_norm": 6.2513275146484375, |
|
"learning_rate": 5.561775802032578e-06, |
|
"loss": 0.3514, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.8275, |
|
"eval_f1": 0.7526881720430108, |
|
"eval_loss": 0.36655348539352417, |
|
"eval_precision": 0.6730769230769231, |
|
"eval_recall": 0.8536585365853658, |
|
"eval_runtime": 1.5163, |
|
"eval_samples_per_second": 263.798, |
|
"eval_steps_per_second": 16.487, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 2.1, |
|
"grad_norm": 9.200742721557617, |
|
"learning_rate": 5.422731406981764e-06, |
|
"loss": 0.3214, |
|
"step": 210 |
|
}, |
|
{ |
|
"epoch": 2.2, |
|
"grad_norm": 5.735116004943848, |
|
"learning_rate": 5.283687011930949e-06, |
|
"loss": 0.2704, |
|
"step": 220 |
|
}, |
|
{ |
|
"epoch": 2.3, |
|
"grad_norm": 1.3424041271209717, |
|
"learning_rate": 5.144642616880135e-06, |
|
"loss": 0.2391, |
|
"step": 230 |
|
}, |
|
{ |
|
"epoch": 2.4, |
|
"grad_norm": 8.352746963500977, |
|
"learning_rate": 5.00559822182932e-06, |
|
"loss": 0.2979, |
|
"step": 240 |
|
}, |
|
{ |
|
"epoch": 2.5, |
|
"grad_norm": 2.4383323192596436, |
|
"learning_rate": 4.866553826778506e-06, |
|
"loss": 0.307, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 2.6, |
|
"grad_norm": 11.764205932617188, |
|
"learning_rate": 4.727509431727691e-06, |
|
"loss": 0.2697, |
|
"step": 260 |
|
}, |
|
{ |
|
"epoch": 2.7, |
|
"grad_norm": 6.212594985961914, |
|
"learning_rate": 4.588465036676878e-06, |
|
"loss": 0.2888, |
|
"step": 270 |
|
}, |
|
{ |
|
"epoch": 2.8, |
|
"grad_norm": 1.2262153625488281, |
|
"learning_rate": 4.449420641626062e-06, |
|
"loss": 0.3025, |
|
"step": 280 |
|
}, |
|
{ |
|
"epoch": 2.9, |
|
"grad_norm": 4.729959964752197, |
|
"learning_rate": 4.310376246575249e-06, |
|
"loss": 0.2624, |
|
"step": 290 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"grad_norm": 1.7858563661575317, |
|
"learning_rate": 4.1713318515244335e-06, |
|
"loss": 0.3098, |
|
"step": 300 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_accuracy": 0.865, |
|
"eval_f1": 0.782258064516129, |
|
"eval_loss": 0.335612952709198, |
|
"eval_precision": 0.776, |
|
"eval_recall": 0.7886178861788617, |
|
"eval_runtime": 1.5218, |
|
"eval_samples_per_second": 262.855, |
|
"eval_steps_per_second": 16.428, |
|
"step": 300 |
|
} |
|
], |
|
"logging_steps": 10, |
|
"max_steps": 600, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 6, |
|
"save_steps": 500, |
|
"stateful_callbacks": { |
|
"TrainerControl": { |
|
"args": { |
|
"should_epoch_stop": false, |
|
"should_evaluate": false, |
|
"should_log": false, |
|
"should_save": true, |
|
"should_training_stop": false |
|
}, |
|
"attributes": {} |
|
} |
|
}, |
|
"total_flos": 635446111352832.0, |
|
"train_batch_size": 16, |
|
"trial_name": null, |
|
"trial_params": { |
|
"_wandb": {}, |
|
"assignments": {}, |
|
"learning_rate": 8.342663703048867e-06, |
|
"metric": "eval/loss", |
|
"num_train_epochs": 6, |
|
"per_device_train_batch_size": 16, |
|
"seed": 18 |
|
} |
|
} |
|
|