|
{ |
|
"best_metric": 0.7610168782310045, |
|
"best_model_checkpoint": "tiny-llama-lora-no-grad/checkpoint-1286", |
|
"epoch": 14.0, |
|
"eval_steps": 500, |
|
"global_step": 9002, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.78, |
|
"learning_rate": 4.740798341109383e-05, |
|
"loss": 1.1276, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_accuracy": 0.8086754453911696, |
|
"eval_f1_macro": 0.6806109083601769, |
|
"eval_f1_micro": 0.8086754453911695, |
|
"eval_f1_weighted": 0.8034368965438116, |
|
"eval_loss": 0.6704964637756348, |
|
"eval_macro_fpr": 0.017184987145855975, |
|
"eval_macro_sensitivity": 0.6852607939619662, |
|
"eval_macro_specificity": 0.985525532858602, |
|
"eval_precision": 0.8055191978891799, |
|
"eval_precision_macro": 0.7052877886582329, |
|
"eval_recall": 0.8086754453911696, |
|
"eval_recall_macro": 0.6852607939619662, |
|
"eval_runtime": 225.0756, |
|
"eval_samples_per_second": 5.736, |
|
"eval_steps_per_second": 0.72, |
|
"eval_weighted_fpr": 0.016618448496265894, |
|
"eval_weighted_sensitivity": 0.8086754453911696, |
|
"eval_weighted_specificity": 0.9742075474878604, |
|
"step": 643 |
|
}, |
|
{ |
|
"epoch": 1.56, |
|
"learning_rate": 4.481596682218767e-05, |
|
"loss": 0.503, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.8164213787761425, |
|
"eval_f1_macro": 0.7610168782310045, |
|
"eval_f1_micro": 0.8164213787761425, |
|
"eval_f1_weighted": 0.8154049040588042, |
|
"eval_loss": 0.7205804586410522, |
|
"eval_macro_fpr": 0.01631511703260385, |
|
"eval_macro_sensitivity": 0.7641451876525827, |
|
"eval_macro_specificity": 0.9862465922523334, |
|
"eval_precision": 0.8231306684180838, |
|
"eval_precision_macro": 0.7746203157296797, |
|
"eval_recall": 0.8164213787761425, |
|
"eval_recall_macro": 0.7641451876525827, |
|
"eval_runtime": 230.0342, |
|
"eval_samples_per_second": 5.612, |
|
"eval_steps_per_second": 0.704, |
|
"eval_weighted_fpr": 0.01580737677582872, |
|
"eval_weighted_sensitivity": 0.8164213787761425, |
|
"eval_weighted_specificity": 0.977277505008855, |
|
"step": 1286 |
|
}, |
|
{ |
|
"epoch": 2.33, |
|
"learning_rate": 4.22239502332815e-05, |
|
"loss": 0.3617, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_accuracy": 0.8164213787761425, |
|
"eval_f1_macro": 0.7242203392667825, |
|
"eval_f1_micro": 0.8164213787761425, |
|
"eval_f1_weighted": 0.8123838748630571, |
|
"eval_loss": 0.8818831443786621, |
|
"eval_macro_fpr": 0.01641791191580845, |
|
"eval_macro_sensitivity": 0.7170126291644698, |
|
"eval_macro_specificity": 0.9861058068231509, |
|
"eval_precision": 0.8137334709054306, |
|
"eval_precision_macro": 0.7499445969412153, |
|
"eval_recall": 0.8164213787761425, |
|
"eval_recall_macro": 0.7170126291644698, |
|
"eval_runtime": 231.2189, |
|
"eval_samples_per_second": 5.583, |
|
"eval_steps_per_second": 0.701, |
|
"eval_weighted_fpr": 0.01580737677582872, |
|
"eval_weighted_sensitivity": 0.8164213787761425, |
|
"eval_weighted_specificity": 0.975165723571122, |
|
"step": 1929 |
|
}, |
|
{ |
|
"epoch": 3.11, |
|
"learning_rate": 3.963193364437533e-05, |
|
"loss": 0.2293, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 3.89, |
|
"learning_rate": 3.7039917055469156e-05, |
|
"loss": 0.0618, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_accuracy": 0.8086754453911696, |
|
"eval_f1_macro": 0.740118070206755, |
|
"eval_f1_micro": 0.8086754453911695, |
|
"eval_f1_weighted": 0.8074036218868607, |
|
"eval_loss": 1.1433583498001099, |
|
"eval_macro_fpr": 0.017252929817186225, |
|
"eval_macro_sensitivity": 0.729298059210823, |
|
"eval_macro_specificity": 0.9854230690678942, |
|
"eval_precision": 0.8106816369031802, |
|
"eval_precision_macro": 0.7673360060599891, |
|
"eval_recall": 0.8086754453911696, |
|
"eval_recall_macro": 0.729298059210823, |
|
"eval_runtime": 230.3503, |
|
"eval_samples_per_second": 5.605, |
|
"eval_steps_per_second": 0.703, |
|
"eval_weighted_fpr": 0.016618448496265894, |
|
"eval_weighted_sensitivity": 0.8086754453911696, |
|
"eval_weighted_specificity": 0.972670590627246, |
|
"step": 2572 |
|
}, |
|
{ |
|
"epoch": 4.67, |
|
"learning_rate": 3.4447900466562985e-05, |
|
"loss": 0.0243, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_accuracy": 0.8109992254066615, |
|
"eval_f1_macro": 0.7228040111858681, |
|
"eval_f1_micro": 0.8109992254066615, |
|
"eval_f1_weighted": 0.8085738170522284, |
|
"eval_loss": 1.2966285943984985, |
|
"eval_macro_fpr": 0.017057469386588052, |
|
"eval_macro_sensitivity": 0.7164376871359707, |
|
"eval_macro_specificity": 0.9857584427734511, |
|
"eval_precision": 0.8111777551016551, |
|
"eval_precision_macro": 0.748883500821637, |
|
"eval_recall": 0.8109992254066615, |
|
"eval_recall_macro": 0.7164376871359707, |
|
"eval_runtime": 230.5087, |
|
"eval_samples_per_second": 5.601, |
|
"eval_steps_per_second": 0.703, |
|
"eval_weighted_fpr": 0.016373641121997046, |
|
"eval_weighted_sensitivity": 0.8109992254066615, |
|
"eval_weighted_specificity": 0.9753774161951063, |
|
"step": 3215 |
|
}, |
|
{ |
|
"epoch": 5.44, |
|
"learning_rate": 3.1855883877656815e-05, |
|
"loss": 0.0121, |
|
"step": 3500 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_accuracy": 0.8195197521301317, |
|
"eval_f1_macro": 0.714317091817089, |
|
"eval_f1_micro": 0.8195197521301317, |
|
"eval_f1_weighted": 0.8169833922452127, |
|
"eval_loss": 1.2964715957641602, |
|
"eval_macro_fpr": 0.01621298630582096, |
|
"eval_macro_sensitivity": 0.7076912641211482, |
|
"eval_macro_specificity": 0.9863159800251362, |
|
"eval_precision": 0.8174973720287305, |
|
"eval_precision_macro": 0.7311701256978252, |
|
"eval_recall": 0.8195197521301317, |
|
"eval_recall_macro": 0.7076912641211482, |
|
"eval_runtime": 230.8554, |
|
"eval_samples_per_second": 5.592, |
|
"eval_steps_per_second": 0.702, |
|
"eval_weighted_fpr": 0.01548687271518777, |
|
"eval_weighted_sensitivity": 0.8195197521301317, |
|
"eval_weighted_specificity": 0.9752199482469127, |
|
"step": 3858 |
|
}, |
|
{ |
|
"epoch": 6.22, |
|
"learning_rate": 2.926386728875065e-05, |
|
"loss": 0.003, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"learning_rate": 2.667185069984448e-05, |
|
"loss": 0.0021, |
|
"step": 4500 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_accuracy": 0.8187451587916343, |
|
"eval_f1_macro": 0.7165425493481726, |
|
"eval_f1_micro": 0.8187451587916342, |
|
"eval_f1_weighted": 0.8152226658384369, |
|
"eval_loss": 1.3710469007492065, |
|
"eval_macro_fpr": 0.01622856042065577, |
|
"eval_macro_sensitivity": 0.7112104764224284, |
|
"eval_macro_specificity": 0.9862882906960665, |
|
"eval_precision": 0.8168122443238953, |
|
"eval_precision_macro": 0.7519067055100973, |
|
"eval_recall": 0.8187451587916343, |
|
"eval_recall_macro": 0.7112104764224284, |
|
"eval_runtime": 231.4872, |
|
"eval_samples_per_second": 5.577, |
|
"eval_steps_per_second": 0.7, |
|
"eval_weighted_fpr": 0.015566790846194785, |
|
"eval_weighted_sensitivity": 0.8187451587916343, |
|
"eval_weighted_specificity": 0.975579201649363, |
|
"step": 4501 |
|
}, |
|
{ |
|
"epoch": 7.78, |
|
"learning_rate": 2.4079834110938313e-05, |
|
"loss": 0.003, |
|
"step": 5000 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_accuracy": 0.820294345468629, |
|
"eval_f1_macro": 0.7158880722332298, |
|
"eval_f1_micro": 0.8202943454686291, |
|
"eval_f1_weighted": 0.8173423019940304, |
|
"eval_loss": 1.3348430395126343, |
|
"eval_macro_fpr": 0.0161589741015493, |
|
"eval_macro_sensitivity": 0.707324528826163, |
|
"eval_macro_specificity": 0.9863452414325693, |
|
"eval_precision": 0.817084329636889, |
|
"eval_precision_macro": 0.7416566900266442, |
|
"eval_recall": 0.820294345468629, |
|
"eval_recall_macro": 0.707324528826163, |
|
"eval_runtime": 231.7727, |
|
"eval_samples_per_second": 5.57, |
|
"eval_steps_per_second": 0.699, |
|
"eval_weighted_fpr": 0.015407092575375215, |
|
"eval_weighted_sensitivity": 0.820294345468629, |
|
"eval_weighted_specificity": 0.97488427601991, |
|
"step": 5144 |
|
}, |
|
{ |
|
"epoch": 8.55, |
|
"learning_rate": 2.1487817522032143e-05, |
|
"loss": 0.0023, |
|
"step": 5500 |
|
}, |
|
{ |
|
"epoch": 9.0, |
|
"eval_accuracy": 0.8187451587916343, |
|
"eval_f1_macro": 0.7120780493516332, |
|
"eval_f1_micro": 0.8187451587916342, |
|
"eval_f1_weighted": 0.8141492515633661, |
|
"eval_loss": 1.4038118124008179, |
|
"eval_macro_fpr": 0.01630132436230029, |
|
"eval_macro_sensitivity": 0.7030162850725371, |
|
"eval_macro_specificity": 0.9861967008390129, |
|
"eval_precision": 0.8149366971498379, |
|
"eval_precision_macro": 0.7548435802187925, |
|
"eval_recall": 0.8187451587916343, |
|
"eval_recall_macro": 0.7030162850725371, |
|
"eval_runtime": 231.6565, |
|
"eval_samples_per_second": 5.573, |
|
"eval_steps_per_second": 0.699, |
|
"eval_weighted_fpr": 0.015566790846194785, |
|
"eval_weighted_sensitivity": 0.8187451587916343, |
|
"eval_weighted_specificity": 0.9742053537935573, |
|
"step": 5787 |
|
}, |
|
{ |
|
"epoch": 9.33, |
|
"learning_rate": 1.8895800933125972e-05, |
|
"loss": 0.0033, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_accuracy": 0.820294345468629, |
|
"eval_f1_macro": 0.7152055882276366, |
|
"eval_f1_micro": 0.8202943454686291, |
|
"eval_f1_weighted": 0.8163162253560097, |
|
"eval_loss": 1.4021339416503906, |
|
"eval_macro_fpr": 0.01619493341866027, |
|
"eval_macro_sensitivity": 0.7110217324819302, |
|
"eval_macro_specificity": 0.9863270327277461, |
|
"eval_precision": 0.8151084284815174, |
|
"eval_precision_macro": 0.7330251485200666, |
|
"eval_recall": 0.820294345468629, |
|
"eval_recall_macro": 0.7110217324819302, |
|
"eval_runtime": 231.6588, |
|
"eval_samples_per_second": 5.573, |
|
"eval_steps_per_second": 0.699, |
|
"eval_weighted_fpr": 0.015407092575375215, |
|
"eval_weighted_sensitivity": 0.820294345468629, |
|
"eval_weighted_specificity": 0.9746111454475601, |
|
"step": 6430 |
|
}, |
|
{ |
|
"epoch": 10.11, |
|
"learning_rate": 1.6303784344219805e-05, |
|
"loss": 0.0014, |
|
"step": 6500 |
|
}, |
|
{ |
|
"epoch": 10.89, |
|
"learning_rate": 1.3711767755313634e-05, |
|
"loss": 0.0017, |
|
"step": 7000 |
|
}, |
|
{ |
|
"epoch": 11.0, |
|
"eval_accuracy": 0.8210689388071263, |
|
"eval_f1_macro": 0.7155389432371102, |
|
"eval_f1_micro": 0.8210689388071263, |
|
"eval_f1_weighted": 0.8179308294442692, |
|
"eval_loss": 1.400085210800171, |
|
"eval_macro_fpr": 0.01600471707010785, |
|
"eval_macro_sensitivity": 0.7110426238860363, |
|
"eval_macro_specificity": 0.9864226161631717, |
|
"eval_precision": 0.8177607468470947, |
|
"eval_precision_macro": 0.736115805426312, |
|
"eval_recall": 0.8210689388071263, |
|
"eval_recall_macro": 0.7110426238860363, |
|
"eval_runtime": 233.5847, |
|
"eval_samples_per_second": 5.527, |
|
"eval_steps_per_second": 0.694, |
|
"eval_weighted_fpr": 0.015327450069670227, |
|
"eval_weighted_sensitivity": 0.8210689388071263, |
|
"eval_weighted_specificity": 0.975270303640449, |
|
"step": 7073 |
|
}, |
|
{ |
|
"epoch": 11.66, |
|
"learning_rate": 1.1119751166407467e-05, |
|
"loss": 0.0023, |
|
"step": 7500 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"eval_accuracy": 0.8226181254841208, |
|
"eval_f1_macro": 0.7177170991829454, |
|
"eval_f1_micro": 0.8226181254841208, |
|
"eval_f1_weighted": 0.8194785693417274, |
|
"eval_loss": 1.409959316253662, |
|
"eval_macro_fpr": 0.015849560370098895, |
|
"eval_macro_sensitivity": 0.7127452360706031, |
|
"eval_macro_specificity": 0.9865319770574401, |
|
"eval_precision": 0.8189327832635585, |
|
"eval_precision_macro": 0.7386070644276358, |
|
"eval_recall": 0.8226181254841208, |
|
"eval_recall_macro": 0.7127452360706031, |
|
"eval_runtime": 231.4046, |
|
"eval_samples_per_second": 5.579, |
|
"eval_steps_per_second": 0.7, |
|
"eval_weighted_fpr": 0.01516857653838511, |
|
"eval_weighted_sensitivity": 0.8226181254841208, |
|
"eval_weighted_specificity": 0.9753615303774794, |
|
"step": 7716 |
|
}, |
|
{ |
|
"epoch": 12.44, |
|
"learning_rate": 8.527734577501296e-06, |
|
"loss": 0.0034, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 13.0, |
|
"eval_accuracy": 0.8233927188226181, |
|
"eval_f1_macro": 0.7171044212306599, |
|
"eval_f1_micro": 0.8233927188226181, |
|
"eval_f1_weighted": 0.8200624957363772, |
|
"eval_loss": 1.4272679090499878, |
|
"eval_macro_fpr": 0.015762565967900863, |
|
"eval_macro_sensitivity": 0.7114968838472958, |
|
"eval_macro_specificity": 0.9866030749234862, |
|
"eval_precision": 0.8192001454232278, |
|
"eval_precision_macro": 0.7384958049410225, |
|
"eval_recall": 0.8233927188226181, |
|
"eval_recall_macro": 0.7114968838472958, |
|
"eval_runtime": 231.5396, |
|
"eval_samples_per_second": 5.576, |
|
"eval_steps_per_second": 0.7, |
|
"eval_weighted_fpr": 0.015089344804765056, |
|
"eval_weighted_sensitivity": 0.8233927188226181, |
|
"eval_weighted_specificity": 0.9756534050296731, |
|
"step": 8359 |
|
}, |
|
{ |
|
"epoch": 13.22, |
|
"learning_rate": 5.935717988595127e-06, |
|
"loss": 0.0, |
|
"step": 8500 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"learning_rate": 3.343701399688958e-06, |
|
"loss": 0.0016, |
|
"step": 9000 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"eval_accuracy": 0.8226181254841208, |
|
"eval_f1_macro": 0.7167677155595502, |
|
"eval_f1_micro": 0.8226181254841208, |
|
"eval_f1_weighted": 0.819203323139996, |
|
"eval_loss": 1.4322476387023926, |
|
"eval_macro_fpr": 0.015856078619640734, |
|
"eval_macro_sensitivity": 0.7111285597220655, |
|
"eval_macro_specificity": 0.9865346286538078, |
|
"eval_precision": 0.8182791715655534, |
|
"eval_precision_macro": 0.7381978217210116, |
|
"eval_recall": 0.8226181254841208, |
|
"eval_recall_macro": 0.7111285597220655, |
|
"eval_runtime": 230.5492, |
|
"eval_samples_per_second": 5.6, |
|
"eval_steps_per_second": 0.703, |
|
"eval_weighted_fpr": 0.01516857653838511, |
|
"eval_weighted_sensitivity": 0.8226181254841208, |
|
"eval_weighted_specificity": 0.975401304322996, |
|
"step": 9002 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 9645, |
|
"num_train_epochs": 15, |
|
"save_steps": 500, |
|
"total_flos": 2.169209851383644e+17, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|