{ "best_metric": 0.11504850536584854, "best_model_checkpoint": "./vit-base-obipix_birdID-v1/checkpoint-28000", "epoch": 5.0, "eval_steps": 1000, "global_step": 28430, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.18, "grad_norm": 109984.9296875, "learning_rate": 0.00019296517762926486, "loss": 6.9257, "step": 1000 }, { "epoch": 0.18, "eval_accuracy": 0.16375981063909306, "eval_loss": 5.382956027984619, "eval_runtime": 503.1163, "eval_samples_per_second": 127.636, "eval_steps_per_second": 7.978, "step": 1000 }, { "epoch": 0.35, "grad_norm": 176902.25, "learning_rate": 0.00018593035525852974, "loss": 3.9727, "step": 2000 }, { "epoch": 0.35, "eval_accuracy": 0.4797246792076741, "eval_loss": 2.769526243209839, "eval_runtime": 503.5958, "eval_samples_per_second": 127.515, "eval_steps_per_second": 7.971, "step": 2000 }, { "epoch": 0.53, "grad_norm": 220305.0625, "learning_rate": 0.0001788955328877946, "loss": 2.057, "step": 3000 }, { "epoch": 0.53, "eval_accuracy": 0.693612183879407, "eval_loss": 1.5069622993469238, "eval_runtime": 494.5536, "eval_samples_per_second": 129.846, "eval_steps_per_second": 8.116, "step": 3000 }, { "epoch": 0.7, "grad_norm": 227490.640625, "learning_rate": 0.00017186071051705947, "loss": 1.2103, "step": 4000 }, { "epoch": 0.7, "eval_accuracy": 0.7841815123956646, "eval_loss": 0.9726743102073669, "eval_runtime": 494.0168, "eval_samples_per_second": 129.987, "eval_steps_per_second": 8.125, "step": 4000 }, { "epoch": 0.88, "grad_norm": 246928.109375, "learning_rate": 0.00016482588814632432, "loss": 0.8513, "step": 5000 }, { "epoch": 0.88, "eval_accuracy": 0.8318487604335368, "eval_loss": 0.710105836391449, "eval_runtime": 492.9112, "eval_samples_per_second": 130.279, "eval_steps_per_second": 8.143, "step": 5000 }, { "epoch": 1.06, "grad_norm": 182599.234375, "learning_rate": 0.00015779106577558917, "loss": 0.5836, "step": 6000 }, { "epoch": 1.06, "eval_accuracy": 0.8561106266351065, "eval_loss": 0.57969069480896, "eval_runtime": 497.4445, "eval_samples_per_second": 129.092, "eval_steps_per_second": 8.069, "step": 6000 }, { "epoch": 1.23, "grad_norm": 174586.96875, "learning_rate": 0.00015075624340485404, "loss": 0.3545, "step": 7000 }, { "epoch": 1.23, "eval_accuracy": 0.8729755824093683, "eval_loss": 0.5065863132476807, "eval_runtime": 490.3364, "eval_samples_per_second": 130.963, "eval_steps_per_second": 8.186, "step": 7000 }, { "epoch": 1.41, "grad_norm": 164026.03125, "learning_rate": 0.0001437214210341189, "loss": 0.314, "step": 8000 }, { "epoch": 1.41, "eval_accuracy": 0.8818363024791329, "eval_loss": 0.4521096646785736, "eval_runtime": 487.972, "eval_samples_per_second": 131.598, "eval_steps_per_second": 8.226, "step": 8000 }, { "epoch": 1.58, "grad_norm": 164116.1875, "learning_rate": 0.00013668659866338377, "loss": 0.2858, "step": 9000 }, { "epoch": 1.58, "eval_accuracy": 0.8959760807275445, "eval_loss": 0.39154955744743347, "eval_runtime": 498.2235, "eval_samples_per_second": 128.89, "eval_steps_per_second": 8.057, "step": 9000 }, { "epoch": 1.76, "grad_norm": 142166.859375, "learning_rate": 0.00012965177629264862, "loss": 0.2482, "step": 10000 }, { "epoch": 1.76, "eval_accuracy": 0.9055687056185374, "eval_loss": 0.3563849925994873, "eval_runtime": 491.8161, "eval_samples_per_second": 130.569, "eval_steps_per_second": 8.162, "step": 10000 }, { "epoch": 1.93, "grad_norm": 160608.578125, "learning_rate": 0.00012261695392191347, "loss": 0.2192, "step": 11000 }, { "epoch": 1.93, "eval_accuracy": 0.9148343092064283, "eval_loss": 0.3131472170352936, "eval_runtime": 494.6571, "eval_samples_per_second": 129.819, "eval_steps_per_second": 8.115, "step": 11000 }, { "epoch": 2.11, "grad_norm": 72832.3359375, "learning_rate": 0.00011558213155117834, "loss": 0.1271, "step": 12000 }, { "epoch": 2.11, "eval_accuracy": 0.9206739753332502, "eval_loss": 0.29156896471977234, "eval_runtime": 490.4403, "eval_samples_per_second": 130.935, "eval_steps_per_second": 8.184, "step": 12000 }, { "epoch": 2.29, "grad_norm": 63710.625, "learning_rate": 0.0001085473091804432, "loss": 0.0779, "step": 13000 }, { "epoch": 2.29, "eval_accuracy": 0.9259997508409119, "eval_loss": 0.272681325674057, "eval_runtime": 493.6688, "eval_samples_per_second": 130.079, "eval_steps_per_second": 8.131, "step": 13000 }, { "epoch": 2.46, "grad_norm": 108940.078125, "learning_rate": 0.00010151248680970806, "loss": 0.0749, "step": 14000 }, { "epoch": 2.46, "eval_accuracy": 0.9308894979444375, "eval_loss": 0.259682297706604, "eval_runtime": 489.3469, "eval_samples_per_second": 131.228, "eval_steps_per_second": 8.203, "step": 14000 }, { "epoch": 2.64, "grad_norm": 118623.28125, "learning_rate": 9.447766443897293e-05, "loss": 0.0682, "step": 15000 }, { "epoch": 2.64, "eval_accuracy": 0.9354677961878659, "eval_loss": 0.2414509356021881, "eval_runtime": 498.6017, "eval_samples_per_second": 128.792, "eval_steps_per_second": 8.051, "step": 15000 }, { "epoch": 2.81, "grad_norm": 59107.12890625, "learning_rate": 8.744284206823779e-05, "loss": 0.0615, "step": 16000 }, { "epoch": 2.81, "eval_accuracy": 0.9384577052447988, "eval_loss": 0.226842001080513, "eval_runtime": 489.9279, "eval_samples_per_second": 131.072, "eval_steps_per_second": 8.193, "step": 16000 }, { "epoch": 2.99, "grad_norm": 104112.5390625, "learning_rate": 8.040801969750264e-05, "loss": 0.0566, "step": 17000 }, { "epoch": 2.99, "eval_accuracy": 0.9439703500685187, "eval_loss": 0.2083783596754074, "eval_runtime": 498.3818, "eval_samples_per_second": 128.849, "eval_steps_per_second": 8.054, "step": 17000 }, { "epoch": 3.17, "grad_norm": 65992.59375, "learning_rate": 7.33731973267675e-05, "loss": 0.0197, "step": 18000 }, { "epoch": 3.17, "eval_accuracy": 0.9474897221876168, "eval_loss": 0.19510340690612793, "eval_runtime": 491.467, "eval_samples_per_second": 130.662, "eval_steps_per_second": 8.167, "step": 18000 }, { "epoch": 3.34, "grad_norm": 27417.0, "learning_rate": 6.633837495603237e-05, "loss": 0.0158, "step": 19000 }, { "epoch": 3.34, "eval_accuracy": 0.9513049707238072, "eval_loss": 0.1843044012784958, "eval_runtime": 491.4448, "eval_samples_per_second": 130.668, "eval_steps_per_second": 8.168, "step": 19000 }, { "epoch": 3.52, "grad_norm": 9745.1337890625, "learning_rate": 5.930355258529723e-05, "loss": 0.0145, "step": 20000 }, { "epoch": 3.52, "eval_accuracy": 0.9541391553506914, "eval_loss": 0.17461912333965302, "eval_runtime": 497.3213, "eval_samples_per_second": 129.124, "eval_steps_per_second": 8.071, "step": 20000 }, { "epoch": 3.69, "grad_norm": 12192.4462890625, "learning_rate": 5.226873021456209e-05, "loss": 0.0118, "step": 21000 }, { "epoch": 3.69, "eval_accuracy": 0.957269216394668, "eval_loss": 0.1649465709924698, "eval_runtime": 491.5529, "eval_samples_per_second": 130.639, "eval_steps_per_second": 8.166, "step": 21000 }, { "epoch": 3.87, "grad_norm": 18333.3828125, "learning_rate": 4.523390784382695e-05, "loss": 0.0103, "step": 22000 }, { "epoch": 3.87, "eval_accuracy": 0.9599009592624891, "eval_loss": 0.1530667096376419, "eval_runtime": 499.5499, "eval_samples_per_second": 128.548, "eval_steps_per_second": 8.035, "step": 22000 }, { "epoch": 4.05, "grad_norm": 1477.312744140625, "learning_rate": 3.8199085473091805e-05, "loss": 0.006, "step": 23000 }, { "epoch": 4.05, "eval_accuracy": 0.9643546779618787, "eval_loss": 0.13792124390602112, "eval_runtime": 499.2627, "eval_samples_per_second": 128.622, "eval_steps_per_second": 8.04, "step": 23000 }, { "epoch": 4.22, "grad_norm": 903.4931030273438, "learning_rate": 3.116426310235667e-05, "loss": 0.0016, "step": 24000 }, { "epoch": 4.22, "eval_accuracy": 0.9667528341846269, "eval_loss": 0.13162368535995483, "eval_runtime": 486.4405, "eval_samples_per_second": 132.012, "eval_steps_per_second": 8.252, "step": 24000 }, { "epoch": 4.4, "grad_norm": 1672.1170654296875, "learning_rate": 2.412944073162153e-05, "loss": 0.0013, "step": 25000 }, { "epoch": 4.4, "eval_accuracy": 0.9685903824592001, "eval_loss": 0.12647932767868042, "eval_runtime": 488.945, "eval_samples_per_second": 131.336, "eval_steps_per_second": 8.21, "step": 25000 }, { "epoch": 4.57, "grad_norm": 179.9572296142578, "learning_rate": 1.709461836088639e-05, "loss": 0.0014, "step": 26000 }, { "epoch": 4.57, "eval_accuracy": 0.9697427432415597, "eval_loss": 0.1232375055551529, "eval_runtime": 488.3862, "eval_samples_per_second": 131.486, "eval_steps_per_second": 8.219, "step": 26000 }, { "epoch": 4.75, "grad_norm": 538.2374877929688, "learning_rate": 1.005979599015125e-05, "loss": 0.0009, "step": 27000 }, { "epoch": 4.75, "eval_accuracy": 0.9711598355550018, "eval_loss": 0.11887777596712112, "eval_runtime": 490.273, "eval_samples_per_second": 130.98, "eval_steps_per_second": 8.187, "step": 27000 }, { "epoch": 4.92, "grad_norm": 845.1385498046875, "learning_rate": 3.02497361941611e-06, "loss": 0.001, "step": 28000 }, { "epoch": 4.92, "eval_accuracy": 0.9719696025912545, "eval_loss": 0.11504850536584854, "eval_runtime": 495.362, "eval_samples_per_second": 129.634, "eval_steps_per_second": 8.103, "step": 28000 }, { "epoch": 5.0, "step": 28430, "total_flos": 1.4469915597827883e+20, "train_loss": 0.618133510268158, "train_runtime": 34089.5693, "train_samples_per_second": 53.373, "train_steps_per_second": 0.834 }, { "epoch": 5.0, "eval_accuracy": 0.9719696025912545, "eval_loss": 0.11504850536584854, "eval_runtime": 489.2058, "eval_samples_per_second": 131.266, "eval_steps_per_second": 8.205, "step": 28430 } ], "logging_steps": 1000, "max_steps": 28430, "num_input_tokens_seen": 0, "num_train_epochs": 5, "save_steps": 1000, "total_flos": 1.4469915597827883e+20, "train_batch_size": 64, "trial_name": null, "trial_params": null }