***** Eval results ***** 2021-12-12 21:12:37.890289epoch = 1.0 eval_accuracy = 0.8203820741166331 eval_f1 = 0.8077189205812255 eval_precision = 0.9984793765443832 eval_recall = 0.6781564678543764 eval_runtime = 42.7227 eval_samples_per_second = 325.916 eval_steps_per_second = 2.551 ***** Eval results ***** 2021-12-12 23:28:45.590890epoch = 2.0 eval_accuracy = 0.8600976730824476 eval_f1 = 0.8564903491969942 eval_precision = 0.9974262182566919 eval_recall = 0.7504518461141234 eval_runtime = 42.3508 eval_samples_per_second = 328.778 eval_steps_per_second = 2.574 ***** Eval results ***** 2021-12-13 01:44:34.885534epoch = 3.0 eval_accuracy = 0.8674231542660155 eval_f1 = 0.8648806909676475 eval_precision = 0.9986477349560514 eval_recall = 0.7627162406403305 eval_runtime = 42.1874 eval_samples_per_second = 330.051 eval_steps_per_second = 2.584 ***** Eval results ***** 2021-12-13 04:00:56.934254epoch = 4.0 eval_accuracy = 0.8666331513932778 eval_f1 = 0.863926137612662 eval_precision = 0.9989832231825114 eval_recall = 0.7610379550735864 eval_runtime = 42.3225 eval_samples_per_second = 328.997 eval_steps_per_second = 2.575 ***** Eval results ***** 2021-12-13 06:17:31.338637epoch = 5.0 eval_accuracy = 0.8835104854926745 eval_f1 = 0.8833093525179856 eval_precision = 0.9975625609359766 eval_recall = 0.7925380841724761 eval_runtime = 42.2236 eval_samples_per_second = 329.768 eval_steps_per_second = 2.581 ***** Eval results ***** 2021-12-13 07:34:04.638428epoch = 5.0 eval_accuracy = 0.8944987072680264 eval_f1 = 0.8956453789870001 eval_precision = 0.995735270889275 eval_recall = 0.8138394009811516 eval_runtime = 42.8332 eval_samples_per_second = 325.075 eval_steps_per_second = 2.545 ***** Eval results ***** 2021-12-13 09:50:46.106294epoch = 6.0 eval_accuracy = 0.8763286411950589 eval_f1 = 0.8751269035532994 eval_precision = 0.9983454665784249 eval_recall = 0.7789827007487735 eval_runtime = 42.238 eval_samples_per_second = 329.656 eval_steps_per_second = 2.581 ***** Eval results ***** 2021-12-13 12:07:28.293671epoch = 7.0 eval_accuracy = 0.8899741453605285 eval_f1 = 0.8905088622069754 eval_precision = 0.9974383605507525 eval_recall = 0.804286083139685 eval_runtime = 42.3884 eval_samples_per_second = 328.486 eval_steps_per_second = 2.571 ***** Eval results ***** 2021-12-13 14:23:56.949542epoch = 8.0 eval_accuracy = 0.8922723355357656 eval_f1 = 0.8930862437633643 eval_precision = 0.9969764481222152 eval_recall = 0.8088045442809192 eval_runtime = 42.4362 eval_samples_per_second = 328.116 eval_steps_per_second = 2.569 ***** Eval results ***** 2021-12-13 16:40:39.359297epoch = 9.0 eval_accuracy = 0.8939959781671933 eval_f1 = 0.8949914627205464 eval_precision = 0.9968304278922345 eval_recall = 0.8120320165246578 eval_runtime = 43.4109 eval_samples_per_second = 320.749 eval_steps_per_second = 2.511 ***** Eval results ***** 2021-12-13 18:57:26.193522epoch = 10.0 eval_accuracy = 0.8951450732548119 eval_f1 = 0.8962626119084837 eval_precision = 0.9966814159292036 eval_recall = 0.8142266976504002 eval_runtime = 42.8188 eval_samples_per_second = 325.185 eval_steps_per_second = 2.546