|
{ |
|
"best_metric": 0.8503582395087002, |
|
"best_model_checkpoint": "./outputs/finetuning/mnli_CollSgE/checkpoint-48000", |
|
"epoch": 5.0, |
|
"global_step": 59960, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.17, |
|
"learning_rate": 1.933288859239493e-05, |
|
"loss": 0.4123, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 0.17, |
|
"eval_acc": 0.8331627430910952, |
|
"eval_loss": 0.46929866075515747, |
|
"eval_runtime": 16.6562, |
|
"eval_samples_per_second": 586.569, |
|
"eval_steps_per_second": 18.372, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 0.33, |
|
"learning_rate": 1.866577718478986e-05, |
|
"loss": 0.4028, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 0.33, |
|
"eval_acc": 0.8337768679631525, |
|
"eval_loss": 0.46244016289711, |
|
"eval_runtime": 16.6313, |
|
"eval_samples_per_second": 587.445, |
|
"eval_steps_per_second": 18.399, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 0.5, |
|
"learning_rate": 1.7998665777184793e-05, |
|
"loss": 0.3888, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 0.5, |
|
"eval_acc": 0.8374616171954964, |
|
"eval_loss": 0.45001623034477234, |
|
"eval_runtime": 16.6286, |
|
"eval_samples_per_second": 587.542, |
|
"eval_steps_per_second": 18.402, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 0.67, |
|
"learning_rate": 1.7331554369579722e-05, |
|
"loss": 0.3841, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 0.67, |
|
"eval_acc": 0.8415557830092119, |
|
"eval_loss": 0.4280681312084198, |
|
"eval_runtime": 16.6312, |
|
"eval_samples_per_second": 587.451, |
|
"eval_steps_per_second": 18.399, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 0.83, |
|
"learning_rate": 1.666444296197465e-05, |
|
"loss": 0.3783, |
|
"step": 10000 |
|
}, |
|
{ |
|
"epoch": 0.83, |
|
"eval_acc": 0.8365404298874104, |
|
"eval_loss": 0.4433709681034088, |
|
"eval_runtime": 16.6487, |
|
"eval_samples_per_second": 586.832, |
|
"eval_steps_per_second": 18.38, |
|
"step": 10000 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"learning_rate": 1.599733155436958e-05, |
|
"loss": 0.3759, |
|
"step": 12000 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_acc": 0.8417604912998976, |
|
"eval_loss": 0.4399653375148773, |
|
"eval_runtime": 16.6479, |
|
"eval_samples_per_second": 586.862, |
|
"eval_steps_per_second": 18.381, |
|
"step": 12000 |
|
}, |
|
{ |
|
"epoch": 1.17, |
|
"learning_rate": 1.533022014676451e-05, |
|
"loss": 0.2721, |
|
"step": 14000 |
|
}, |
|
{ |
|
"epoch": 1.17, |
|
"eval_acc": 0.8426816786079836, |
|
"eval_loss": 0.5021729469299316, |
|
"eval_runtime": 16.6186, |
|
"eval_samples_per_second": 587.897, |
|
"eval_steps_per_second": 18.413, |
|
"step": 14000 |
|
}, |
|
{ |
|
"epoch": 1.33, |
|
"learning_rate": 1.4663108739159441e-05, |
|
"loss": 0.2736, |
|
"step": 16000 |
|
}, |
|
{ |
|
"epoch": 1.33, |
|
"eval_acc": 0.8430910951893552, |
|
"eval_loss": 0.5251772403717041, |
|
"eval_runtime": 16.6517, |
|
"eval_samples_per_second": 586.728, |
|
"eval_steps_per_second": 18.377, |
|
"step": 16000 |
|
}, |
|
{ |
|
"epoch": 1.5, |
|
"learning_rate": 1.3995997331554372e-05, |
|
"loss": 0.2821, |
|
"step": 18000 |
|
}, |
|
{ |
|
"epoch": 1.5, |
|
"eval_acc": 0.8409416581371546, |
|
"eval_loss": 0.48868492245674133, |
|
"eval_runtime": 16.6338, |
|
"eval_samples_per_second": 587.358, |
|
"eval_steps_per_second": 18.396, |
|
"step": 18000 |
|
}, |
|
{ |
|
"epoch": 1.67, |
|
"learning_rate": 1.33288859239493e-05, |
|
"loss": 0.2802, |
|
"step": 20000 |
|
}, |
|
{ |
|
"epoch": 1.67, |
|
"eval_acc": 0.8457523029682702, |
|
"eval_loss": 0.4757882356643677, |
|
"eval_runtime": 16.6205, |
|
"eval_samples_per_second": 587.829, |
|
"eval_steps_per_second": 18.411, |
|
"step": 20000 |
|
}, |
|
{ |
|
"epoch": 1.83, |
|
"learning_rate": 1.2661774516344229e-05, |
|
"loss": 0.2794, |
|
"step": 22000 |
|
}, |
|
{ |
|
"epoch": 1.83, |
|
"eval_acc": 0.8457523029682702, |
|
"eval_loss": 0.4611198604106903, |
|
"eval_runtime": 16.6377, |
|
"eval_samples_per_second": 587.22, |
|
"eval_steps_per_second": 18.392, |
|
"step": 22000 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"learning_rate": 1.199466310873916e-05, |
|
"loss": 0.2797, |
|
"step": 24000 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_acc": 0.8456499488229273, |
|
"eval_loss": 0.49363580346107483, |
|
"eval_runtime": 16.6189, |
|
"eval_samples_per_second": 587.883, |
|
"eval_steps_per_second": 18.413, |
|
"step": 24000 |
|
}, |
|
{ |
|
"epoch": 2.17, |
|
"learning_rate": 1.132755170113409e-05, |
|
"loss": 0.1915, |
|
"step": 26000 |
|
}, |
|
{ |
|
"epoch": 2.17, |
|
"eval_acc": 0.8461617195496418, |
|
"eval_loss": 0.5545384883880615, |
|
"eval_runtime": 16.6314, |
|
"eval_samples_per_second": 587.443, |
|
"eval_steps_per_second": 18.399, |
|
"step": 26000 |
|
}, |
|
{ |
|
"epoch": 2.33, |
|
"learning_rate": 1.066044029352902e-05, |
|
"loss": 0.1946, |
|
"step": 28000 |
|
}, |
|
{ |
|
"epoch": 2.33, |
|
"eval_acc": 0.8443193449334698, |
|
"eval_loss": 0.5731399059295654, |
|
"eval_runtime": 16.6331, |
|
"eval_samples_per_second": 587.383, |
|
"eval_steps_per_second": 18.397, |
|
"step": 28000 |
|
}, |
|
{ |
|
"epoch": 2.5, |
|
"learning_rate": 9.99332888592395e-06, |
|
"loss": 0.2007, |
|
"step": 30000 |
|
}, |
|
{ |
|
"epoch": 2.5, |
|
"eval_acc": 0.8427840327533265, |
|
"eval_loss": 0.5507048964500427, |
|
"eval_runtime": 16.6762, |
|
"eval_samples_per_second": 585.864, |
|
"eval_steps_per_second": 18.349, |
|
"step": 30000 |
|
}, |
|
{ |
|
"epoch": 2.67, |
|
"learning_rate": 9.326217478318879e-06, |
|
"loss": 0.2008, |
|
"step": 32000 |
|
}, |
|
{ |
|
"epoch": 2.67, |
|
"eval_acc": 0.8454452405322416, |
|
"eval_loss": 0.5498657822608948, |
|
"eval_runtime": 16.6352, |
|
"eval_samples_per_second": 587.307, |
|
"eval_steps_per_second": 18.395, |
|
"step": 32000 |
|
}, |
|
{ |
|
"epoch": 2.84, |
|
"learning_rate": 8.65910607071381e-06, |
|
"loss": 0.1971, |
|
"step": 34000 |
|
}, |
|
{ |
|
"epoch": 2.84, |
|
"eval_acc": 0.8483111566018424, |
|
"eval_loss": 0.5273796916007996, |
|
"eval_runtime": 16.6214, |
|
"eval_samples_per_second": 587.797, |
|
"eval_steps_per_second": 18.41, |
|
"step": 34000 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"learning_rate": 7.99199466310874e-06, |
|
"loss": 0.2054, |
|
"step": 36000 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_acc": 0.8475946775844422, |
|
"eval_loss": 0.5454184412956238, |
|
"eval_runtime": 16.6713, |
|
"eval_samples_per_second": 586.039, |
|
"eval_steps_per_second": 18.355, |
|
"step": 36000 |
|
}, |
|
{ |
|
"epoch": 3.17, |
|
"learning_rate": 7.324883255503669e-06, |
|
"loss": 0.1436, |
|
"step": 38000 |
|
}, |
|
{ |
|
"epoch": 3.17, |
|
"eval_acc": 0.844216990788127, |
|
"eval_loss": 0.6787278652191162, |
|
"eval_runtime": 16.636, |
|
"eval_samples_per_second": 587.281, |
|
"eval_steps_per_second": 18.394, |
|
"step": 38000 |
|
}, |
|
{ |
|
"epoch": 3.34, |
|
"learning_rate": 6.6577718478985995e-06, |
|
"loss": 0.1426, |
|
"step": 40000 |
|
}, |
|
{ |
|
"epoch": 3.34, |
|
"eval_acc": 0.8420675537359263, |
|
"eval_loss": 0.6932513117790222, |
|
"eval_runtime": 16.6446, |
|
"eval_samples_per_second": 586.978, |
|
"eval_steps_per_second": 18.384, |
|
"step": 40000 |
|
}, |
|
{ |
|
"epoch": 3.5, |
|
"learning_rate": 5.99066044029353e-06, |
|
"loss": 0.1463, |
|
"step": 42000 |
|
}, |
|
{ |
|
"epoch": 3.5, |
|
"eval_acc": 0.8455475946775844, |
|
"eval_loss": 0.65469890832901, |
|
"eval_runtime": 16.6534, |
|
"eval_samples_per_second": 586.666, |
|
"eval_steps_per_second": 18.375, |
|
"step": 42000 |
|
}, |
|
{ |
|
"epoch": 3.67, |
|
"learning_rate": 5.32354903268846e-06, |
|
"loss": 0.1447, |
|
"step": 44000 |
|
}, |
|
{ |
|
"epoch": 3.67, |
|
"eval_acc": 0.8438075742067553, |
|
"eval_loss": 0.646902859210968, |
|
"eval_runtime": 16.6236, |
|
"eval_samples_per_second": 587.717, |
|
"eval_steps_per_second": 18.408, |
|
"step": 44000 |
|
}, |
|
{ |
|
"epoch": 3.84, |
|
"learning_rate": 4.656437625083389e-06, |
|
"loss": 0.1445, |
|
"step": 46000 |
|
}, |
|
{ |
|
"epoch": 3.84, |
|
"eval_acc": 0.8471852610030707, |
|
"eval_loss": 0.6626366376876831, |
|
"eval_runtime": 16.6568, |
|
"eval_samples_per_second": 586.548, |
|
"eval_steps_per_second": 18.371, |
|
"step": 46000 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"learning_rate": 3.989326217478319e-06, |
|
"loss": 0.1457, |
|
"step": 48000 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_acc": 0.8503582395087002, |
|
"eval_loss": 0.6494254469871521, |
|
"eval_runtime": 16.658, |
|
"eval_samples_per_second": 586.503, |
|
"eval_steps_per_second": 18.37, |
|
"step": 48000 |
|
}, |
|
{ |
|
"epoch": 4.17, |
|
"learning_rate": 3.3222148098732494e-06, |
|
"loss": 0.1133, |
|
"step": 50000 |
|
}, |
|
{ |
|
"epoch": 4.17, |
|
"eval_acc": 0.8458546571136131, |
|
"eval_loss": 0.7663929462432861, |
|
"eval_runtime": 16.6347, |
|
"eval_samples_per_second": 587.326, |
|
"eval_steps_per_second": 18.395, |
|
"step": 50000 |
|
}, |
|
{ |
|
"epoch": 4.34, |
|
"learning_rate": 2.6551034022681787e-06, |
|
"loss": 0.1138, |
|
"step": 52000 |
|
}, |
|
{ |
|
"epoch": 4.34, |
|
"eval_acc": 0.8452405322415558, |
|
"eval_loss": 0.7856881022453308, |
|
"eval_runtime": 16.65, |
|
"eval_samples_per_second": 586.787, |
|
"eval_steps_per_second": 18.378, |
|
"step": 52000 |
|
}, |
|
{ |
|
"epoch": 4.5, |
|
"learning_rate": 1.987991994663109e-06, |
|
"loss": 0.1154, |
|
"step": 54000 |
|
}, |
|
{ |
|
"epoch": 4.5, |
|
"eval_acc": 0.848618219037871, |
|
"eval_loss": 0.7623312473297119, |
|
"eval_runtime": 16.6261, |
|
"eval_samples_per_second": 587.63, |
|
"eval_steps_per_second": 18.405, |
|
"step": 54000 |
|
}, |
|
{ |
|
"epoch": 4.67, |
|
"learning_rate": 1.3208805870580388e-06, |
|
"loss": 0.1102, |
|
"step": 56000 |
|
}, |
|
{ |
|
"epoch": 4.67, |
|
"eval_acc": 0.845957011258956, |
|
"eval_loss": 0.7739743590354919, |
|
"eval_runtime": 16.636, |
|
"eval_samples_per_second": 587.28, |
|
"eval_steps_per_second": 18.394, |
|
"step": 56000 |
|
}, |
|
{ |
|
"epoch": 4.84, |
|
"learning_rate": 6.537691794529687e-07, |
|
"loss": 0.1143, |
|
"step": 58000 |
|
}, |
|
{ |
|
"epoch": 4.84, |
|
"eval_acc": 0.8445240532241556, |
|
"eval_loss": 0.7610092759132385, |
|
"eval_runtime": 16.6493, |
|
"eval_samples_per_second": 586.812, |
|
"eval_steps_per_second": 18.379, |
|
"step": 58000 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"step": 59960, |
|
"total_flos": 1.2620432416386816e+17, |
|
"train_loss": 0.22490199587200385, |
|
"train_runtime": 11405.3413, |
|
"train_samples_per_second": 168.222, |
|
"train_steps_per_second": 5.257 |
|
} |
|
], |
|
"max_steps": 59960, |
|
"num_train_epochs": 5, |
|
"total_flos": 1.2620432416386816e+17, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|