|
{ |
|
"best_metric": null, |
|
"best_model_checkpoint": null, |
|
"epoch": 30.0, |
|
"eval_steps": 500, |
|
"global_step": 1200, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 1.0, |
|
"eval_accuracy": 0.7807692307692308, |
|
"eval_balanced_acc": 0.8043785310734464, |
|
"eval_f1": 0.4123711340206186, |
|
"eval_fn": 4, |
|
"eval_fp": 53, |
|
"eval_gmean": 0.8038572265508136, |
|
"eval_loss": 0.4396936893463135, |
|
"eval_matthews_correlation": 0.3921239795221355, |
|
"eval_precision": 0.273972602739726, |
|
"eval_recall": 0.8333333333333334, |
|
"eval_roc_auc": 0.9016596045197741, |
|
"eval_runtime": 3.587, |
|
"eval_samples_per_second": 72.484, |
|
"eval_specificity": 0.7754237288135594, |
|
"eval_steps_per_second": 0.836, |
|
"eval_tn": 183, |
|
"eval_tp": 20, |
|
"step": 40 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.9076923076923077, |
|
"eval_balanced_acc": 0.7807203389830508, |
|
"eval_f1": 0.5555555555555556, |
|
"eval_fn": 9, |
|
"eval_fp": 15, |
|
"eval_gmean": 0.7650329559756321, |
|
"eval_loss": 0.25222039222717285, |
|
"eval_matthews_correlation": 0.5086756541742437, |
|
"eval_precision": 0.5, |
|
"eval_recall": 0.625, |
|
"eval_roc_auc": 0.9323799435028248, |
|
"eval_runtime": 1.3968, |
|
"eval_samples_per_second": 186.135, |
|
"eval_specificity": 0.9364406779661016, |
|
"eval_steps_per_second": 2.148, |
|
"eval_tn": 221, |
|
"eval_tp": 15, |
|
"step": 80 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_accuracy": 0.8730769230769231, |
|
"eval_balanced_acc": 0.8365112994350282, |
|
"eval_f1": 0.5352112676056338, |
|
"eval_fn": 5, |
|
"eval_fp": 28, |
|
"eval_gmean": 0.8353083939446259, |
|
"eval_loss": 0.335420697927475, |
|
"eval_matthews_correlation": 0.5062354323287003, |
|
"eval_precision": 0.40425531914893614, |
|
"eval_recall": 0.7916666666666666, |
|
"eval_roc_auc": 0.9120762711864406, |
|
"eval_runtime": 1.3956, |
|
"eval_samples_per_second": 186.302, |
|
"eval_specificity": 0.8813559322033898, |
|
"eval_steps_per_second": 2.15, |
|
"eval_tn": 208, |
|
"eval_tp": 19, |
|
"step": 120 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_accuracy": 0.8769230769230769, |
|
"eval_balanced_acc": 0.7450564971751412, |
|
"eval_f1": 0.4666666666666666, |
|
"eval_fn": 10, |
|
"eval_fp": 22, |
|
"eval_gmean": 0.7272927899133107, |
|
"eval_loss": 0.28464266657829285, |
|
"eval_matthews_correlation": 0.41075473632357545, |
|
"eval_precision": 0.3888888888888889, |
|
"eval_recall": 0.5833333333333334, |
|
"eval_roc_auc": 0.8908898305084745, |
|
"eval_runtime": 1.4016, |
|
"eval_samples_per_second": 185.508, |
|
"eval_specificity": 0.9067796610169492, |
|
"eval_steps_per_second": 2.14, |
|
"eval_tn": 214, |
|
"eval_tp": 14, |
|
"step": 160 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_accuracy": 0.926923076923077, |
|
"eval_balanced_acc": 0.7538841807909604, |
|
"eval_f1": 0.5777777777777778, |
|
"eval_fn": 11, |
|
"eval_fp": 8, |
|
"eval_gmean": 0.7233982891504256, |
|
"eval_loss": 0.20127272605895996, |
|
"eval_matthews_correlation": 0.5394095877061748, |
|
"eval_precision": 0.6190476190476191, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.9207274011299434, |
|
"eval_runtime": 1.3962, |
|
"eval_samples_per_second": 186.223, |
|
"eval_specificity": 0.9661016949152542, |
|
"eval_steps_per_second": 2.149, |
|
"eval_tn": 228, |
|
"eval_tp": 13, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_accuracy": 0.9115384615384615, |
|
"eval_balanced_acc": 0.8202683615819208, |
|
"eval_f1": 0.5964912280701754, |
|
"eval_fn": 7, |
|
"eval_fp": 16, |
|
"eval_gmean": 0.8125950618009421, |
|
"eval_loss": 0.24586564302444458, |
|
"eval_matthews_correlation": 0.5569750709808192, |
|
"eval_precision": 0.5151515151515151, |
|
"eval_recall": 0.7083333333333334, |
|
"eval_roc_auc": 0.8983050847457626, |
|
"eval_runtime": 1.3991, |
|
"eval_samples_per_second": 185.831, |
|
"eval_specificity": 0.9322033898305084, |
|
"eval_steps_per_second": 2.144, |
|
"eval_tn": 220, |
|
"eval_tp": 17, |
|
"step": 240 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_accuracy": 0.9230769230769231, |
|
"eval_balanced_acc": 0.6956214689265536, |
|
"eval_f1": 0.5, |
|
"eval_fn": 14, |
|
"eval_fp": 6, |
|
"eval_gmean": 0.6372389240525752, |
|
"eval_loss": 0.222215473651886, |
|
"eval_matthews_correlation": 0.47125202479303824, |
|
"eval_precision": 0.625, |
|
"eval_recall": 0.4166666666666667, |
|
"eval_roc_auc": 0.9180790960451978, |
|
"eval_runtime": 1.3975, |
|
"eval_samples_per_second": 186.041, |
|
"eval_specificity": 0.9745762711864406, |
|
"eval_steps_per_second": 2.147, |
|
"eval_tn": 230, |
|
"eval_tp": 10, |
|
"step": 280 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_accuracy": 0.9153846153846154, |
|
"eval_balanced_acc": 0.6913841807909604, |
|
"eval_f1": 0.4761904761904762, |
|
"eval_fn": 14, |
|
"eval_fp": 8, |
|
"eval_gmean": 0.6344622706523658, |
|
"eval_loss": 0.2277352660894394, |
|
"eval_matthews_correlation": 0.43646931798694205, |
|
"eval_precision": 0.5555555555555556, |
|
"eval_recall": 0.4166666666666667, |
|
"eval_roc_auc": 0.934322033898305, |
|
"eval_runtime": 1.3984, |
|
"eval_samples_per_second": 185.931, |
|
"eval_specificity": 0.9661016949152542, |
|
"eval_steps_per_second": 2.145, |
|
"eval_tn": 228, |
|
"eval_tp": 10, |
|
"step": 320 |
|
}, |
|
{ |
|
"epoch": 9.0, |
|
"eval_accuracy": 0.9, |
|
"eval_balanced_acc": 0.8139124293785311, |
|
"eval_f1": 0.5666666666666667, |
|
"eval_fn": 7, |
|
"eval_fp": 19, |
|
"eval_gmean": 0.8070356232379964, |
|
"eval_loss": 0.29547229409217834, |
|
"eval_matthews_correlation": 0.5261685311119, |
|
"eval_precision": 0.4722222222222222, |
|
"eval_recall": 0.7083333333333334, |
|
"eval_roc_auc": 0.9141949152542372, |
|
"eval_runtime": 1.4006, |
|
"eval_samples_per_second": 185.628, |
|
"eval_specificity": 0.9194915254237288, |
|
"eval_steps_per_second": 2.142, |
|
"eval_tn": 217, |
|
"eval_tp": 17, |
|
"step": 360 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_accuracy": 0.9115384615384615, |
|
"eval_balanced_acc": 0.6518361581920904, |
|
"eval_f1": 0.4102564102564102, |
|
"eval_fn": 16, |
|
"eval_fp": 7, |
|
"eval_gmean": 0.5687234193205127, |
|
"eval_loss": 0.2870628833770752, |
|
"eval_matthews_correlation": 0.3769972244726467, |
|
"eval_precision": 0.5333333333333333, |
|
"eval_recall": 0.3333333333333333, |
|
"eval_roc_auc": 0.9037782485875705, |
|
"eval_runtime": 1.3972, |
|
"eval_samples_per_second": 186.081, |
|
"eval_specificity": 0.9703389830508474, |
|
"eval_steps_per_second": 2.147, |
|
"eval_tn": 229, |
|
"eval_tp": 8, |
|
"step": 400 |
|
}, |
|
{ |
|
"epoch": 11.0, |
|
"eval_accuracy": 0.9153846153846154, |
|
"eval_balanced_acc": 0.8036723163841808, |
|
"eval_f1": 0.5925925925925926, |
|
"eval_fn": 8, |
|
"eval_fp": 14, |
|
"eval_gmean": 0.7919082295744858, |
|
"eval_loss": 0.29901543259620667, |
|
"eval_matthews_correlation": 0.5502654875344019, |
|
"eval_precision": 0.5333333333333333, |
|
"eval_recall": 0.6666666666666666, |
|
"eval_roc_auc": 0.9090748587570622, |
|
"eval_runtime": 1.3984, |
|
"eval_samples_per_second": 185.929, |
|
"eval_specificity": 0.940677966101695, |
|
"eval_steps_per_second": 2.145, |
|
"eval_tn": 222, |
|
"eval_tp": 16, |
|
"step": 440 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"eval_accuracy": 0.9307692307692308, |
|
"eval_balanced_acc": 0.699858757062147, |
|
"eval_f1": 0.5263157894736842, |
|
"eval_fn": 14, |
|
"eval_fp": 4, |
|
"eval_gmean": 0.6400035310637054, |
|
"eval_loss": 0.23940503597259521, |
|
"eval_matthews_correlation": 0.5126054612257419, |
|
"eval_precision": 0.7142857142857143, |
|
"eval_recall": 0.4166666666666667, |
|
"eval_roc_auc": 0.9262005649717514, |
|
"eval_runtime": 1.4001, |
|
"eval_samples_per_second": 185.698, |
|
"eval_specificity": 0.9830508474576272, |
|
"eval_steps_per_second": 2.143, |
|
"eval_tn": 232, |
|
"eval_tp": 10, |
|
"step": 480 |
|
}, |
|
{ |
|
"epoch": 12.5, |
|
"grad_norm": 1.699501872062683, |
|
"learning_rate": 0.00030701754385964913, |
|
"loss": 0.1858, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 13.0, |
|
"eval_accuracy": 0.9, |
|
"eval_balanced_acc": 0.7951977401129944, |
|
"eval_f1": 0.5517241379310345, |
|
"eval_fn": 8, |
|
"eval_fp": 18, |
|
"eval_gmean": 0.7847414918554695, |
|
"eval_loss": 0.2966707646846771, |
|
"eval_matthews_correlation": 0.5068867843147262, |
|
"eval_precision": 0.47058823529411764, |
|
"eval_recall": 0.6666666666666666, |
|
"eval_roc_auc": 0.911723163841808, |
|
"eval_runtime": 1.7684, |
|
"eval_samples_per_second": 147.028, |
|
"eval_specificity": 0.923728813559322, |
|
"eval_steps_per_second": 1.696, |
|
"eval_tn": 218, |
|
"eval_tp": 16, |
|
"step": 520 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"eval_accuracy": 0.926923076923077, |
|
"eval_balanced_acc": 0.7351694915254237, |
|
"eval_f1": 0.5581395348837209, |
|
"eval_fn": 12, |
|
"eval_fp": 7, |
|
"eval_gmean": 0.6965410910530863, |
|
"eval_loss": 0.2445915788412094, |
|
"eval_matthews_correlation": 0.5231030791067123, |
|
"eval_precision": 0.631578947368421, |
|
"eval_recall": 0.5, |
|
"eval_roc_auc": 0.9212570621468926, |
|
"eval_runtime": 1.3996, |
|
"eval_samples_per_second": 185.761, |
|
"eval_specificity": 0.9703389830508474, |
|
"eval_steps_per_second": 2.143, |
|
"eval_tn": 229, |
|
"eval_tp": 12, |
|
"step": 560 |
|
}, |
|
{ |
|
"epoch": 15.0, |
|
"eval_accuracy": 0.9230769230769231, |
|
"eval_balanced_acc": 0.7143361581920904, |
|
"eval_f1": 0.5238095238095238, |
|
"eval_fn": 13, |
|
"eval_fp": 7, |
|
"eval_gmean": 0.6668873222404005, |
|
"eval_loss": 0.27021560072898865, |
|
"eval_matthews_correlation": 0.4888134243875901, |
|
"eval_precision": 0.6111111111111112, |
|
"eval_recall": 0.4583333333333333, |
|
"eval_roc_auc": 0.9030720338983051, |
|
"eval_runtime": 1.3991, |
|
"eval_samples_per_second": 185.839, |
|
"eval_specificity": 0.9703389830508474, |
|
"eval_steps_per_second": 2.144, |
|
"eval_tn": 229, |
|
"eval_tp": 11, |
|
"step": 600 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"eval_accuracy": 0.9076923076923077, |
|
"eval_balanced_acc": 0.7807203389830508, |
|
"eval_f1": 0.5555555555555556, |
|
"eval_fn": 9, |
|
"eval_fp": 15, |
|
"eval_gmean": 0.7650329559756321, |
|
"eval_loss": 0.32207679748535156, |
|
"eval_matthews_correlation": 0.5086756541742437, |
|
"eval_precision": 0.5, |
|
"eval_recall": 0.625, |
|
"eval_roc_auc": 0.909957627118644, |
|
"eval_runtime": 1.3979, |
|
"eval_samples_per_second": 185.997, |
|
"eval_specificity": 0.9364406779661016, |
|
"eval_steps_per_second": 2.146, |
|
"eval_tn": 221, |
|
"eval_tp": 15, |
|
"step": 640 |
|
}, |
|
{ |
|
"epoch": 17.0, |
|
"eval_accuracy": 0.9192307692307692, |
|
"eval_balanced_acc": 0.7496468926553672, |
|
"eval_f1": 0.5531914893617021, |
|
"eval_fn": 11, |
|
"eval_fp": 10, |
|
"eval_gmean": 0.7202185010575171, |
|
"eval_loss": 0.3051339089870453, |
|
"eval_matthews_correlation": 0.5089553592113205, |
|
"eval_precision": 0.5652173913043478, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.9210805084745763, |
|
"eval_runtime": 1.4041, |
|
"eval_samples_per_second": 185.169, |
|
"eval_specificity": 0.9576271186440678, |
|
"eval_steps_per_second": 2.137, |
|
"eval_tn": 226, |
|
"eval_tp": 13, |
|
"step": 680 |
|
}, |
|
{ |
|
"epoch": 18.0, |
|
"eval_accuracy": 0.9115384615384615, |
|
"eval_balanced_acc": 0.7828389830508475, |
|
"eval_f1": 0.5660377358490567, |
|
"eval_fn": 9, |
|
"eval_fp": 14, |
|
"eval_gmean": 0.7667618462166459, |
|
"eval_loss": 0.2930068373680115, |
|
"eval_matthews_correlation": 0.5201467582857955, |
|
"eval_precision": 0.5172413793103449, |
|
"eval_recall": 0.625, |
|
"eval_roc_auc": 0.9300847457627118, |
|
"eval_runtime": 1.4006, |
|
"eval_samples_per_second": 185.64, |
|
"eval_specificity": 0.940677966101695, |
|
"eval_steps_per_second": 2.142, |
|
"eval_tn": 222, |
|
"eval_tp": 15, |
|
"step": 720 |
|
}, |
|
{ |
|
"epoch": 19.0, |
|
"eval_accuracy": 0.9192307692307692, |
|
"eval_balanced_acc": 0.7496468926553672, |
|
"eval_f1": 0.5531914893617021, |
|
"eval_fn": 11, |
|
"eval_fp": 10, |
|
"eval_gmean": 0.7202185010575171, |
|
"eval_loss": 0.31224697828292847, |
|
"eval_matthews_correlation": 0.5089553592113205, |
|
"eval_precision": 0.5652173913043478, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.9027189265536724, |
|
"eval_runtime": 1.4077, |
|
"eval_samples_per_second": 184.704, |
|
"eval_specificity": 0.9576271186440678, |
|
"eval_steps_per_second": 2.131, |
|
"eval_tn": 226, |
|
"eval_tp": 13, |
|
"step": 760 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"eval_accuracy": 0.9153846153846154, |
|
"eval_balanced_acc": 0.784957627118644, |
|
"eval_f1": 0.576923076923077, |
|
"eval_fn": 9, |
|
"eval_fp": 13, |
|
"eval_gmean": 0.7684868469260259, |
|
"eval_loss": 0.32145386934280396, |
|
"eval_matthews_correlation": 0.5321681707195826, |
|
"eval_precision": 0.5357142857142857, |
|
"eval_recall": 0.625, |
|
"eval_roc_auc": 0.9267302259887006, |
|
"eval_runtime": 1.3971, |
|
"eval_samples_per_second": 186.099, |
|
"eval_specificity": 0.9449152542372882, |
|
"eval_steps_per_second": 2.147, |
|
"eval_tn": 223, |
|
"eval_tp": 15, |
|
"step": 800 |
|
}, |
|
{ |
|
"epoch": 21.0, |
|
"eval_accuracy": 0.926923076923077, |
|
"eval_balanced_acc": 0.7725988700564972, |
|
"eval_f1": 0.5957446808510638, |
|
"eval_fn": 10, |
|
"eval_fp": 9, |
|
"eval_gmean": 0.7490577885727302, |
|
"eval_loss": 0.29852786660194397, |
|
"eval_matthews_correlation": 0.5557475775263641, |
|
"eval_precision": 0.6086956521739131, |
|
"eval_recall": 0.5833333333333334, |
|
"eval_roc_auc": 0.929731638418079, |
|
"eval_runtime": 1.4044, |
|
"eval_samples_per_second": 185.127, |
|
"eval_specificity": 0.961864406779661, |
|
"eval_steps_per_second": 2.136, |
|
"eval_tn": 227, |
|
"eval_tp": 14, |
|
"step": 840 |
|
}, |
|
{ |
|
"epoch": 22.0, |
|
"eval_accuracy": 0.9230769230769231, |
|
"eval_balanced_acc": 0.7704802259887006, |
|
"eval_f1": 0.5833333333333334, |
|
"eval_fn": 10, |
|
"eval_fp": 10, |
|
"eval_gmean": 0.747406060457794, |
|
"eval_loss": 0.3123900890350342, |
|
"eval_matthews_correlation": 0.5409604519774012, |
|
"eval_precision": 0.5833333333333334, |
|
"eval_recall": 0.5833333333333334, |
|
"eval_roc_auc": 0.9219632768361582, |
|
"eval_runtime": 1.4011, |
|
"eval_samples_per_second": 185.567, |
|
"eval_specificity": 0.9576271186440678, |
|
"eval_steps_per_second": 2.141, |
|
"eval_tn": 226, |
|
"eval_tp": 14, |
|
"step": 880 |
|
}, |
|
{ |
|
"epoch": 23.0, |
|
"eval_accuracy": 0.9307692307692308, |
|
"eval_balanced_acc": 0.756002824858757, |
|
"eval_f1": 0.5909090909090908, |
|
"eval_fn": 11, |
|
"eval_fp": 7, |
|
"eval_gmean": 0.7249829532381267, |
|
"eval_loss": 0.29459962248802185, |
|
"eval_matthews_correlation": 0.5561804983135704, |
|
"eval_precision": 0.65, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.9156073446327683, |
|
"eval_runtime": 1.7446, |
|
"eval_samples_per_second": 149.032, |
|
"eval_specificity": 0.9703389830508474, |
|
"eval_steps_per_second": 1.72, |
|
"eval_tn": 229, |
|
"eval_tp": 13, |
|
"step": 920 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"eval_accuracy": 0.926923076923077, |
|
"eval_balanced_acc": 0.7351694915254237, |
|
"eval_f1": 0.5581395348837209, |
|
"eval_fn": 12, |
|
"eval_fp": 7, |
|
"eval_gmean": 0.6965410910530863, |
|
"eval_loss": 0.3256016969680786, |
|
"eval_matthews_correlation": 0.5231030791067123, |
|
"eval_precision": 0.631578947368421, |
|
"eval_recall": 0.5, |
|
"eval_roc_auc": 0.8930084745762712, |
|
"eval_runtime": 1.4003, |
|
"eval_samples_per_second": 185.678, |
|
"eval_specificity": 0.9703389830508474, |
|
"eval_steps_per_second": 2.142, |
|
"eval_tn": 229, |
|
"eval_tp": 12, |
|
"step": 960 |
|
}, |
|
{ |
|
"epoch": 25.0, |
|
"grad_norm": 0.08078446239233017, |
|
"learning_rate": 8.771929824561403e-05, |
|
"loss": 0.0306, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 25.0, |
|
"eval_accuracy": 0.926923076923077, |
|
"eval_balanced_acc": 0.7538841807909604, |
|
"eval_f1": 0.5777777777777778, |
|
"eval_fn": 11, |
|
"eval_fp": 8, |
|
"eval_gmean": 0.7233982891504256, |
|
"eval_loss": 0.31878602504730225, |
|
"eval_matthews_correlation": 0.5394095877061748, |
|
"eval_precision": 0.6190476190476191, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.908545197740113, |
|
"eval_runtime": 1.3995, |
|
"eval_samples_per_second": 185.775, |
|
"eval_specificity": 0.9661016949152542, |
|
"eval_steps_per_second": 2.144, |
|
"eval_tn": 228, |
|
"eval_tp": 13, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 26.0, |
|
"eval_accuracy": 0.9307692307692308, |
|
"eval_balanced_acc": 0.756002824858757, |
|
"eval_f1": 0.5909090909090908, |
|
"eval_fn": 11, |
|
"eval_fp": 7, |
|
"eval_gmean": 0.7249829532381267, |
|
"eval_loss": 0.3249245882034302, |
|
"eval_matthews_correlation": 0.5561804983135704, |
|
"eval_precision": 0.65, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.9027189265536723, |
|
"eval_runtime": 1.3993, |
|
"eval_samples_per_second": 185.806, |
|
"eval_specificity": 0.9703389830508474, |
|
"eval_steps_per_second": 2.144, |
|
"eval_tn": 229, |
|
"eval_tp": 13, |
|
"step": 1040 |
|
}, |
|
{ |
|
"epoch": 27.0, |
|
"eval_accuracy": 0.9192307692307692, |
|
"eval_balanced_acc": 0.7309322033898304, |
|
"eval_f1": 0.5333333333333333, |
|
"eval_fn": 12, |
|
"eval_fp": 9, |
|
"eval_gmean": 0.6934927565518118, |
|
"eval_loss": 0.3429410457611084, |
|
"eval_matthews_correlation": 0.4906451604448377, |
|
"eval_precision": 0.5714285714285714, |
|
"eval_recall": 0.5, |
|
"eval_roc_auc": 0.9027189265536724, |
|
"eval_runtime": 1.4151, |
|
"eval_samples_per_second": 183.736, |
|
"eval_specificity": 0.961864406779661, |
|
"eval_steps_per_second": 2.12, |
|
"eval_tn": 227, |
|
"eval_tp": 12, |
|
"step": 1080 |
|
}, |
|
{ |
|
"epoch": 28.0, |
|
"eval_accuracy": 0.9230769230769231, |
|
"eval_balanced_acc": 0.7517655367231638, |
|
"eval_f1": 0.5652173913043478, |
|
"eval_fn": 11, |
|
"eval_fp": 9, |
|
"eval_gmean": 0.7218101460949754, |
|
"eval_loss": 0.3275804817676544, |
|
"eval_matthews_correlation": 0.5237066395259845, |
|
"eval_precision": 0.5909090909090909, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.9055437853107344, |
|
"eval_runtime": 1.3958, |
|
"eval_samples_per_second": 186.271, |
|
"eval_specificity": 0.961864406779661, |
|
"eval_steps_per_second": 2.149, |
|
"eval_tn": 227, |
|
"eval_tp": 13, |
|
"step": 1120 |
|
}, |
|
{ |
|
"epoch": 29.0, |
|
"eval_accuracy": 0.9307692307692308, |
|
"eval_balanced_acc": 0.756002824858757, |
|
"eval_f1": 0.5909090909090908, |
|
"eval_fn": 11, |
|
"eval_fp": 7, |
|
"eval_gmean": 0.7249829532381267, |
|
"eval_loss": 0.32472190260887146, |
|
"eval_matthews_correlation": 0.5561804983135704, |
|
"eval_precision": 0.65, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.909427966101695, |
|
"eval_runtime": 1.4002, |
|
"eval_samples_per_second": 185.691, |
|
"eval_specificity": 0.9703389830508474, |
|
"eval_steps_per_second": 2.143, |
|
"eval_tn": 229, |
|
"eval_tp": 13, |
|
"step": 1160 |
|
}, |
|
{ |
|
"epoch": 30.0, |
|
"eval_accuracy": 0.9346153846153846, |
|
"eval_balanced_acc": 0.7581214689265536, |
|
"eval_f1": 0.6046511627906976, |
|
"eval_fn": 11, |
|
"eval_fp": 6, |
|
"eval_gmean": 0.7265641611213621, |
|
"eval_loss": 0.32732099294662476, |
|
"eval_matthews_correlation": 0.5741566829234335, |
|
"eval_precision": 0.6842105263157895, |
|
"eval_recall": 0.5416666666666666, |
|
"eval_roc_auc": 0.907662429378531, |
|
"eval_runtime": 1.4048, |
|
"eval_samples_per_second": 185.075, |
|
"eval_specificity": 0.9745762711864406, |
|
"eval_steps_per_second": 2.135, |
|
"eval_tn": 230, |
|
"eval_tp": 13, |
|
"step": 1200 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 1200, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 30, |
|
"save_steps": 500, |
|
"stateful_callbacks": { |
|
"TrainerControl": { |
|
"args": { |
|
"should_epoch_stop": false, |
|
"should_evaluate": false, |
|
"should_log": false, |
|
"should_save": true, |
|
"should_training_stop": true |
|
}, |
|
"attributes": {} |
|
} |
|
}, |
|
"total_flos": 3.010965840168624e+16, |
|
"train_batch_size": 128, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|