VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  752.01         	|  100 %          	|
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run_training_epoch                 	|  3.5187         	|200            	|  703.75         	|  93.582         	|
run_training_batch                 	|  0.29235        	|1000           	|  292.35         	|  38.876         	|
optimizer_step_with_closure_0      	|  0.28842        	|1000           	|  288.42         	|  38.353         	|
training_step_and_backward         	|  0.22302        	|1000           	|  223.02         	|  29.657         	|
model_forward                      	|  0.11407        	|1000           	|  114.07         	|  15.168         	|
training_step                      	|  0.11384        	|1000           	|  113.84         	|  15.139         	|
backward                           	|  0.10736        	|1000           	|  107.36         	|  14.277         	|
get_train_batch                    	|  0.066697       	|1200           	|  80.037         	|  10.643         	|
fetch_next_train_batch             	|  0.066662       	|1200           	|  79.994         	|  10.637         	|
run_validate_evaluation            	|  16.619         	|1              	|  16.619         	|  2.2099         	|
evaluation_step_and_end            	|  0.10117        	|139            	|  14.062         	|  1.8699         	|
validation_step                    	|  0.10105        	|139            	|  14.046         	|  1.8677         	|
on_train_batch_end                 	|  0.0025057      	|1000           	|  2.5057         	|  0.33321        	|
zero_grad                          	|  0.0015527      	|1000           	|  1.5527         	|  0.20648        	|
get_validate_batch                 	|  0.0049228      	|140            	|  0.68919        	|  0.091646       	|
fetch_next_validate_batch          	|  0.0048979      	|140            	|  0.68571        	|  0.091183       	|
training_batch_to_device           	|  0.00043095     	|1000           	|  0.43095        	|  0.057306       	|
configure_optimizers               	|  0.12057        	|1              	|  0.12057        	|  0.016032       	|
on_train_batch_start               	|  0.00010532     	|1000           	|  0.10532        	|  0.014005       	|
on_train_epoch_end                 	|  0.00045774     	|200            	|  0.091548       	|  0.012174       	|
on_train_epoch_start               	|  0.00033367     	|200            	|  0.066735       	|  0.0088742      	|
on_train_end                       	|  0.049665       	|1              	|  0.049665       	|  0.0066043      	|
on_after_backward                  	|  3.9387e-05     	|1000           	|  0.039387       	|  0.0052376      	|
evaluation_batch_to_device         	|  0.00025924     	|139            	|  0.036034       	|  0.0047916      	|
on_batch_start                     	|  3.4849e-05     	|1000           	|  0.034849       	|  0.0046341      	|
on_pretrain_routine_start          	|  0.023472       	|1              	|  0.023472       	|  0.0031212      	|
on_before_zero_grad                	|  2.0873e-05     	|1000           	|  0.020873       	|  0.0027756      	|
on_batch_end                       	|  1.6303e-05     	|1000           	|  0.016303       	|  0.0021679      	|
on_before_optimizer_step           	|  1.6262e-05     	|1000           	|  0.016262       	|  0.0021624      	|
on_before_backward                 	|  1.3897e-05     	|1000           	|  0.013897       	|  0.001848       	|
training_step_end                  	|  8.7064e-06     	|1000           	|  0.0087064      	|  0.0011577      	|
on_validation_batch_end            	|  4.1836e-05     	|139            	|  0.0058152      	|  0.00077329     	|
on_validation_model_eval           	|  0.0039667      	|1              	|  0.0039667      	|  0.00052748     	|
on_epoch_end                       	|  1.2711e-05     	|201            	|  0.0025549      	|  0.00033974     	|
on_validation_batch_start          	|  1.6919e-05     	|139            	|  0.0023518      	|  0.00031274     	|
on_epoch_start                     	|  1.1373e-05     	|201            	|  0.002286       	|  0.00030398     	|
validation_step_end                	|  9.1588e-06     	|139            	|  0.0012731      	|  0.00016929     	|
on_train_start                     	|  0.0012668      	|1              	|  0.0012668      	|  0.00016846     	|
on_validation_start                	|  0.00046895     	|1              	|  0.00046895     	|  6.2359e-05     	|
on_validation_end                  	|  0.00016507     	|1              	|  0.00016507     	|  2.1951e-05     	|
setup                              	|  3.2541e-05     	|2              	|  6.5083e-05     	|  8.6545e-06     	|
on_fit_end                         	|  6.3859e-05     	|1              	|  6.3859e-05     	|  8.4918e-06     	|
on_configure_sharded_model         	|  2.6547e-05     	|2              	|  5.3095e-05     	|  7.0604e-06     	|
on_before_accelerator_backend_setup	|  2.6247e-05     	|2              	|  5.2495e-05     	|  6.9806e-06     	|
teardown                           	|  2.3142e-05     	|2              	|  4.6283e-05     	|  6.1546e-06     	|
on_fit_start                       	|  4.2966e-05     	|1              	|  4.2966e-05     	|  5.7134e-06     	|
on_validation_epoch_end            	|  3.1484e-05     	|1              	|  3.1484e-05     	|  4.1867e-06     	|
on_pretrain_routine_end            	|  1.7159e-05     	|1              	|  1.7159e-05     	|  2.2817e-06     	|
prepare_data                       	|  8.4778e-06     	|2              	|  1.6956e-05     	|  2.2547e-06     	|
configure_callbacks                	|  8.4331e-06     	|2              	|  1.6866e-05     	|  2.2428e-06     	|
on_val_dataloader                  	|  8.2096e-06     	|2              	|  1.6419e-05     	|  2.1834e-06     	|
configure_sharded_model            	|  7.4869e-06     	|2              	|  1.4974e-05     	|  1.9912e-06     	|
on_validation_epoch_start          	|  1.1945e-05     	|1              	|  1.1945e-05     	|  1.5884e-06     	|
on_train_dataloader                	|  1.1018e-05     	|1              	|  1.1018e-05     	|  1.4651e-06     	|
