{ "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 }