{ "best_global_step": 1600, "best_metric": 0.9785549323655559, "best_model_checkpoint": "/kaggle/working/outputs/codebert_rd_keystrokes/checkpoint-1600", "epoch": 1.941747572815534, "eval_steps": 400, "global_step": 2400, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.0008090614886731392, "grad_norm": 4.001261234283447, "learning_rate": 0.0, "loss": 0.748644232749939, "step": 1 }, { "epoch": 0.020226537216828478, "grad_norm": 2.0581886768341064, "learning_rate": 9.716599190283402e-07, "loss": 0.7263915538787842, "step": 25 }, { "epoch": 0.040453074433656956, "grad_norm": 3.1348977088928223, "learning_rate": 1.9838056680161946e-06, "loss": 0.7004936218261719, "step": 50 }, { "epoch": 0.06067961165048544, "grad_norm": 7.536289215087891, "learning_rate": 2.995951417004049e-06, "loss": 0.6983621978759765, "step": 75 }, { "epoch": 0.08090614886731391, "grad_norm": 5.387710094451904, "learning_rate": 4.008097165991903e-06, "loss": 0.6408506774902344, "step": 100 }, { "epoch": 0.1011326860841424, "grad_norm": 4.4866790771484375, "learning_rate": 5.020242914979757e-06, "loss": 0.5292000961303711, "step": 125 }, { "epoch": 0.12135922330097088, "grad_norm": 5.9393534660339355, "learning_rate": 6.0323886639676124e-06, "loss": 0.4315451049804688, "step": 150 }, { "epoch": 0.14158576051779936, "grad_norm": 4.814444065093994, "learning_rate": 7.044534412955466e-06, "loss": 0.3674881362915039, "step": 175 }, { "epoch": 0.16181229773462782, "grad_norm": 2.463817834854126, "learning_rate": 8.056680161943322e-06, "loss": 0.29549776077270506, "step": 200 }, { "epoch": 0.1820388349514563, "grad_norm": 1.6270427703857422, "learning_rate": 9.068825910931175e-06, "loss": 0.19513965606689454, "step": 225 }, { "epoch": 0.2022653721682848, "grad_norm": 15.206025123596191, "learning_rate": 1.008097165991903e-05, "loss": 0.258267822265625, "step": 250 }, { "epoch": 0.22249190938511326, "grad_norm": 5.6893134117126465, "learning_rate": 1.1093117408906884e-05, "loss": 0.3252030563354492, "step": 275 }, { "epoch": 0.24271844660194175, "grad_norm": 15.90676498413086, "learning_rate": 1.2105263157894737e-05, "loss": 0.2558871841430664, "step": 300 }, { "epoch": 0.26294498381877024, "grad_norm": 1.5257281064987183, "learning_rate": 1.3117408906882592e-05, "loss": 0.20428178787231446, "step": 325 }, { "epoch": 0.28317152103559873, "grad_norm": 20.172571182250977, "learning_rate": 1.4129554655870446e-05, "loss": 0.2579817008972168, "step": 350 }, { "epoch": 0.30339805825242716, "grad_norm": 0.42674902081489563, "learning_rate": 1.5141700404858302e-05, "loss": 0.3013817977905273, "step": 375 }, { "epoch": 0.32362459546925565, "grad_norm": 0.6443495750427246, "learning_rate": 1.6153846153846154e-05, "loss": 0.22500619888305665, "step": 400 }, { "epoch": 0.32362459546925565, "eval_accuracy": 0.9560384032339565, "eval_f1": 0.9716889033517735, "eval_loss": 0.16199301183223724, "eval_precision": 0.9539936102236422, "eval_recall": 0.9900530503978779, "eval_runtime": 34.745, "eval_samples_per_second": 56.958, "eval_steps_per_second": 3.569, "step": 400 }, { "epoch": 0.34385113268608414, "grad_norm": 12.952281951904297, "learning_rate": 1.716599190283401e-05, "loss": 0.23191883087158202, "step": 425 }, { "epoch": 0.3640776699029126, "grad_norm": 19.496694564819336, "learning_rate": 1.8178137651821864e-05, "loss": 0.26200836181640624, "step": 450 }, { "epoch": 0.3843042071197411, "grad_norm": 2.9963057041168213, "learning_rate": 1.9190283400809718e-05, "loss": 0.164515438079834, "step": 475 }, { "epoch": 0.4045307443365696, "grad_norm": 0.2180398553609848, "learning_rate": 1.999993769982229e-05, "loss": 0.2513391304016113, "step": 500 }, { "epoch": 0.42475728155339804, "grad_norm": 15.512799263000488, "learning_rate": 1.9997757275108847e-05, "loss": 0.30474105834960935, "step": 525 }, { "epoch": 0.4449838187702265, "grad_norm": 23.762832641601562, "learning_rate": 1.9992462617728763e-05, "loss": 0.214493408203125, "step": 550 }, { "epoch": 0.465210355987055, "grad_norm": 0.5767886638641357, "learning_rate": 1.9984055376931414e-05, "loss": 0.23740652084350586, "step": 575 }, { "epoch": 0.4854368932038835, "grad_norm": 3.6927132606506348, "learning_rate": 1.9972538171514525e-05, "loss": 0.2517130470275879, "step": 600 }, { "epoch": 0.5056634304207119, "grad_norm": 2.146721363067627, "learning_rate": 1.9957914589008405e-05, "loss": 0.21869991302490235, "step": 625 }, { "epoch": 0.5258899676375405, "grad_norm": 9.424388885498047, "learning_rate": 1.9940189184558487e-05, "loss": 0.2582887077331543, "step": 650 }, { "epoch": 0.5461165048543689, "grad_norm": 4.679764747619629, "learning_rate": 1.9919367479506413e-05, "loss": 0.2324064254760742, "step": 675 }, { "epoch": 0.5663430420711975, "grad_norm": 3.0119147300720215, "learning_rate": 1.989545595967018e-05, "loss": 0.23698102951049804, "step": 700 }, { "epoch": 0.5865695792880259, "grad_norm": 10.184627532958984, "learning_rate": 1.986846207332384e-05, "loss": 0.23535886764526368, "step": 725 }, { "epoch": 0.6067961165048543, "grad_norm": 51.39314651489258, "learning_rate": 1.9838394228877443e-05, "loss": 0.13176690101623534, "step": 750 }, { "epoch": 0.6270226537216829, "grad_norm": 18.441652297973633, "learning_rate": 1.980526179225785e-05, "loss": 0.2888069725036621, "step": 775 }, { "epoch": 0.6472491909385113, "grad_norm": 0.9691627621650696, "learning_rate": 1.97690750839913e-05, "loss": 0.29139081954956053, "step": 800 }, { "epoch": 0.6472491909385113, "eval_accuracy": 0.965133906013138, "eval_f1": 0.9773547751887102, "eval_loss": 0.14249353110790253, "eval_precision": 0.967511371020143, "eval_recall": 0.9874005305039788, "eval_runtime": 34.6417, "eval_samples_per_second": 57.128, "eval_steps_per_second": 3.58, "step": 800 }, { "epoch": 0.6674757281553398, "grad_norm": 7.6904096603393555, "learning_rate": 1.9729845375988694e-05, "loss": 0.1711592674255371, "step": 825 }, { "epoch": 0.6877022653721683, "grad_norm": 6.999588489532471, "learning_rate": 1.968758488803439e-05, "loss": 0.2283180809020996, "step": 850 }, { "epoch": 0.7079288025889967, "grad_norm": 6.149271488189697, "learning_rate": 1.9642306783979902e-05, "loss": 0.26335405349731444, "step": 875 }, { "epoch": 0.7281553398058253, "grad_norm": 9.907973289489746, "learning_rate": 1.959402516764339e-05, "loss": 0.1903523635864258, "step": 900 }, { "epoch": 0.7483818770226537, "grad_norm": 12.104832649230957, "learning_rate": 1.954275507841646e-05, "loss": 0.1740720748901367, "step": 925 }, { "epoch": 0.7686084142394822, "grad_norm": 2.8893074989318848, "learning_rate": 1.948851248657947e-05, "loss": 0.3097032928466797, "step": 950 }, { "epoch": 0.7888349514563107, "grad_norm": 0.07049937546253204, "learning_rate": 1.9431314288326925e-05, "loss": 0.14465970993041993, "step": 975 }, { "epoch": 0.8090614886731392, "grad_norm": 18.34374237060547, "learning_rate": 1.9371178300504394e-05, "loss": 0.22320323944091797, "step": 1000 }, { "epoch": 0.8292880258899676, "grad_norm": 5.898121356964111, "learning_rate": 1.930812325505871e-05, "loss": 0.09155179023742675, "step": 1025 }, { "epoch": 0.8495145631067961, "grad_norm": 9.933682441711426, "learning_rate": 1.9242168793203088e-05, "loss": 0.28490724563598635, "step": 1050 }, { "epoch": 0.8697411003236246, "grad_norm": 0.8073019981384277, "learning_rate": 1.9173335459299025e-05, "loss": 0.14135926246643066, "step": 1075 }, { "epoch": 0.889967637540453, "grad_norm": 23.247236251831055, "learning_rate": 1.9101644694456873e-05, "loss": 0.2752204895019531, "step": 1100 }, { "epoch": 0.9101941747572816, "grad_norm": 10.088881492614746, "learning_rate": 1.902711882985708e-05, "loss": 0.14879122734069825, "step": 1125 }, { "epoch": 0.93042071197411, "grad_norm": 0.5620437860488892, "learning_rate": 1.894978107979417e-05, "loss": 0.23470134735107423, "step": 1150 }, { "epoch": 0.9506472491909385, "grad_norm": 3.2695255279541016, "learning_rate": 1.886965553444568e-05, "loss": 0.19982004165649414, "step": 1175 }, { "epoch": 0.970873786407767, "grad_norm": 19.842267990112305, "learning_rate": 1.8786767152368197e-05, "loss": 0.22285139083862304, "step": 1200 }, { "epoch": 0.970873786407767, "eval_accuracy": 0.9641232945932289, "eval_f1": 0.9767441860465116, "eval_loss": 0.14106644690036774, "eval_precision": 0.9650485436893204, "eval_recall": 0.9887267904509284, "eval_runtime": 34.6101, "eval_samples_per_second": 57.18, "eval_steps_per_second": 3.583, "step": 1200 }, { "epoch": 0.9911003236245954, "grad_norm": 17.05675506591797, "learning_rate": 1.8701141752722966e-05, "loss": 0.13252583503723145, "step": 1225 }, { "epoch": 1.0113268608414239, "grad_norm": 14.713388442993164, "learning_rate": 1.8612806007233382e-05, "loss": 0.13512847900390626, "step": 1250 }, { "epoch": 1.0315533980582525, "grad_norm": 16.86681365966797, "learning_rate": 1.8521787431876954e-05, "loss": 0.15763619422912598, "step": 1275 }, { "epoch": 1.051779935275081, "grad_norm": 0.6122269630432129, "learning_rate": 1.8428114378314237e-05, "loss": 0.18742298126220702, "step": 1300 }, { "epoch": 1.0720064724919094, "grad_norm": 6.803472995758057, "learning_rate": 1.8331816025057508e-05, "loss": 0.16315383911132814, "step": 1325 }, { "epoch": 1.0922330097087378, "grad_norm": 3.42342209815979, "learning_rate": 1.823292236838186e-05, "loss": 0.1462923812866211, "step": 1350 }, { "epoch": 1.1124595469255663, "grad_norm": 6.770485877990723, "learning_rate": 1.813146421298154e-05, "loss": 0.2096657371520996, "step": 1375 }, { "epoch": 1.132686084142395, "grad_norm": 6.892830848693848, "learning_rate": 1.802747316237454e-05, "loss": 0.1903732681274414, "step": 1400 }, { "epoch": 1.1529126213592233, "grad_norm": 1.7113957405090332, "learning_rate": 1.792098160905829e-05, "loss": 0.22764249801635741, "step": 1425 }, { "epoch": 1.1731391585760518, "grad_norm": 0.2954396903514862, "learning_rate": 1.7812022724419624e-05, "loss": 0.08850884437561035, "step": 1450 }, { "epoch": 1.1933656957928802, "grad_norm": 1.2150897979736328, "learning_rate": 1.7700630448402125e-05, "loss": 0.15286758422851562, "step": 1475 }, { "epoch": 1.2135922330097086, "grad_norm": 2.9238908290863037, "learning_rate": 1.758683947893406e-05, "loss": 0.14677520751953124, "step": 1500 }, { "epoch": 1.2338187702265373, "grad_norm": 9.288032531738281, "learning_rate": 1.747068526112022e-05, "loss": 0.13224196434020996, "step": 1525 }, { "epoch": 1.2540453074433657, "grad_norm": 21.540422439575195, "learning_rate": 1.735220397620101e-05, "loss": 0.08127058982849121, "step": 1550 }, { "epoch": 1.2742718446601942, "grad_norm": 0.07893255352973938, "learning_rate": 1.7231432530282246e-05, "loss": 0.10571711540222167, "step": 1575 }, { "epoch": 1.2944983818770226, "grad_norm": 0.5910708904266357, "learning_rate": 1.7108408542839146e-05, "loss": 0.1872186279296875, "step": 1600 }, { "epoch": 1.2944983818770226, "eval_accuracy": 0.9671551288529561, "eval_f1": 0.9785549323655559, "eval_loss": 0.1455843597650528, "eval_precision": 0.9737360472751149, "eval_recall": 0.98342175066313, "eval_runtime": 34.8064, "eval_samples_per_second": 56.857, "eval_steps_per_second": 3.563, "step": 1600 }, { "epoch": 1.3147249190938513, "grad_norm": 0.48737797141075134, "learning_rate": 1.698317033499813e-05, "loss": 0.1566315174102783, "step": 1625 }, { "epoch": 1.3349514563106797, "grad_norm": 17.18292808532715, "learning_rate": 1.6855756917600057e-05, "loss": 0.15158571243286134, "step": 1650 }, { "epoch": 1.3551779935275081, "grad_norm": 10.572613716125488, "learning_rate": 1.6726207979048604e-05, "loss": 0.16150398254394532, "step": 1675 }, { "epoch": 1.3754045307443366, "grad_norm": 0.1977110058069229, "learning_rate": 1.6594563872947613e-05, "loss": 0.09849663734436036, "step": 1700 }, { "epoch": 1.395631067961165, "grad_norm": 2.6522152423858643, "learning_rate": 1.6460865605531214e-05, "loss": 0.17041929244995116, "step": 1725 }, { "epoch": 1.4158576051779934, "grad_norm": 0.18808063864707947, "learning_rate": 1.6325154822890663e-05, "loss": 0.1783625602722168, "step": 1750 }, { "epoch": 1.436084142394822, "grad_norm": 33.89837646484375, "learning_rate": 1.618747379800188e-05, "loss": 0.15096524238586426, "step": 1775 }, { "epoch": 1.4563106796116505, "grad_norm": 10.100881576538086, "learning_rate": 1.6047865417557695e-05, "loss": 0.2288828659057617, "step": 1800 }, { "epoch": 1.476537216828479, "grad_norm": 7.704436302185059, "learning_rate": 1.5906373168608952e-05, "loss": 0.22033729553222656, "step": 1825 }, { "epoch": 1.4967637540453074, "grad_norm": 9.382397651672363, "learning_rate": 1.576304112501858e-05, "loss": 0.15806819915771483, "step": 1850 }, { "epoch": 1.516990291262136, "grad_norm": 6.415167808532715, "learning_rate": 1.5617913933732892e-05, "loss": 0.16990087509155274, "step": 1875 }, { "epoch": 1.5372168284789645, "grad_norm": 8.820036888122559, "learning_rate": 1.5471036800874375e-05, "loss": 0.1730282974243164, "step": 1900 }, { "epoch": 1.557443365695793, "grad_norm": 28.52211570739746, "learning_rate": 1.5322455477660274e-05, "loss": 0.15791168212890624, "step": 1925 }, { "epoch": 1.5776699029126213, "grad_norm": 15.133056640625, "learning_rate": 1.5172216246151426e-05, "loss": 0.24158744812011718, "step": 1950 }, { "epoch": 1.5978964401294498, "grad_norm": 13.767041206359863, "learning_rate": 1.50203659048357e-05, "loss": 0.07609220504760743, "step": 1975 }, { "epoch": 1.6181229773462782, "grad_norm": 2.377875328063965, "learning_rate": 1.4866951754050605e-05, "loss": 0.2856024742126465, "step": 2000 }, { "epoch": 1.6181229773462782, "eval_accuracy": 0.9671551288529561, "eval_f1": 0.978369384359401, "eval_loss": 0.12881171703338623, "eval_precision": 0.9819639278557114, "eval_recall": 0.9748010610079576, "eval_runtime": 34.7861, "eval_samples_per_second": 56.891, "eval_steps_per_second": 3.565, "step": 2000 }, { "epoch": 1.6383495145631068, "grad_norm": 1.8338792324066162, "learning_rate": 1.4712021581249534e-05, "loss": 0.18048593521118164, "step": 2025 }, { "epoch": 1.6585760517799353, "grad_norm": 0.2766644060611725, "learning_rate": 1.4555623646116325e-05, "loss": 0.1664619827270508, "step": 2050 }, { "epoch": 1.6788025889967637, "grad_norm": 2.5218565464019775, "learning_rate": 1.4397806665532693e-05, "loss": 0.16300722122192382, "step": 2075 }, { "epoch": 1.6990291262135924, "grad_norm": 0.9285559058189392, "learning_rate": 1.4238619798403266e-05, "loss": 0.14837112426757812, "step": 2100 }, { "epoch": 1.7192556634304208, "grad_norm": 10.178064346313477, "learning_rate": 1.4078112630342891e-05, "loss": 0.15740616798400878, "step": 2125 }, { "epoch": 1.7394822006472492, "grad_norm": 19.79058074951172, "learning_rate": 1.3916335158231101e-05, "loss": 0.22019144058227538, "step": 2150 }, { "epoch": 1.7597087378640777, "grad_norm": 8.479653358459473, "learning_rate": 1.3753337774638397e-05, "loss": 0.10831342697143555, "step": 2175 }, { "epoch": 1.779935275080906, "grad_norm": 0.27186402678489685, "learning_rate": 1.3589171252129329e-05, "loss": 0.14887014389038086, "step": 2200 }, { "epoch": 1.8001618122977345, "grad_norm": 5.499264240264893, "learning_rate": 1.3423886727447176e-05, "loss": 0.19739471435546874, "step": 2225 }, { "epoch": 1.820388349514563, "grad_norm": 2.787201166152954, "learning_rate": 1.325753568558521e-05, "loss": 0.19788772583007813, "step": 2250 }, { "epoch": 1.8406148867313916, "grad_norm": 3.942160129547119, "learning_rate": 1.3090169943749475e-05, "loss": 0.11929478645324706, "step": 2275 }, { "epoch": 1.86084142394822, "grad_norm": 0.19959710538387299, "learning_rate": 1.2921841635218082e-05, "loss": 0.09196714401245117, "step": 2300 }, { "epoch": 1.8810679611650487, "grad_norm": 0.05811980366706848, "learning_rate": 1.275260319310205e-05, "loss": 0.2154999542236328, "step": 2325 }, { "epoch": 1.9012944983818771, "grad_norm": 1.1418527364730835, "learning_rate": 1.2582507334012755e-05, "loss": 0.1920686912536621, "step": 2350 }, { "epoch": 1.9215210355987056, "grad_norm": 3.8587708473205566, "learning_rate": 1.2411607041641062e-05, "loss": 0.15039829254150391, "step": 2375 }, { "epoch": 1.941747572815534, "grad_norm": 0.10201486200094223, "learning_rate": 1.2239955550253277e-05, "loss": 0.1844302558898926, "step": 2400 }, { "epoch": 1.941747572815534, "eval_accuracy": 0.9631126831733199, "eval_f1": 0.9760890926957091, "eval_loss": 0.14186660945415497, "eval_precision": 0.9644012944983819, "eval_recall": 0.9880636604774535, "eval_runtime": 34.6039, "eval_samples_per_second": 57.19, "eval_steps_per_second": 3.583, "step": 2400 } ], "logging_steps": 25, "max_steps": 4944, "num_input_tokens_seen": 0, "num_train_epochs": 4, "save_steps": 400, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 2, "early_stopping_threshold": 0.0 }, "attributes": { "early_stopping_patience_counter": 2 } }, "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 1.010030719315968e+16, "train_batch_size": 16, "trial_name": null, "trial_params": null }