VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1333.1         	|  100 %          	|
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run_training_epoch                 	|  2.5387         	|500            	|  1269.3         	|  95.214         	|
run_training_batch                 	|  0.26453        	|1000           	|  264.53         	|  19.843         	|
optimizer_step_with_closure_0      	|  0.26211        	|1000           	|  262.11         	|  19.661         	|
training_step_and_backward         	|  0.19586        	|1000           	|  195.86         	|  14.692         	|
get_train_batch                    	|  0.12004        	|1500           	|  180.05         	|  13.506         	|
fetch_next_train_batch             	|  0.12           	|1500           	|  180.0          	|  13.502         	|
model_forward                      	|  0.10384        	|1000           	|  103.84         	|  7.7888         	|
training_step                      	|  0.10363        	|1000           	|  103.63         	|  7.773          	|
backward                           	|  0.090559       	|1000           	|  90.559         	|  6.7929         	|
run_validate_evaluation            	|  30.771         	|1              	|  30.771         	|  2.3081         	|
evaluation_step_and_end            	|  0.084554       	|313            	|  26.465         	|  1.9852         	|
validation_step                    	|  0.084475       	|313            	|  26.441         	|  1.9833         	|
on_train_batch_end                 	|  0.001831       	|1000           	|  1.831          	|  0.13734        	|
zero_grad                          	|  0.0014319      	|1000           	|  1.4319         	|  0.10741        	|
get_validate_batch                 	|  0.0032386      	|314            	|  1.0169         	|  0.076279       	|
fetch_next_validate_batch          	|  0.0032211      	|314            	|  1.0114         	|  0.075868       	|
training_batch_to_device           	|  0.00066333     	|1000           	|  0.66333        	|  0.049757       	|
on_train_epoch_start               	|  0.00031516     	|500            	|  0.15758        	|  0.01182        	|
on_train_epoch_end                 	|  0.00031225     	|500            	|  0.15613        	|  0.011711       	|
on_train_batch_start               	|  0.00011159     	|1000           	|  0.11159        	|  0.0083706      	|
evaluation_batch_to_device         	|  0.00022117     	|313            	|  0.069227       	|  0.0051928      	|
on_batch_start                     	|  4.413e-05      	|1000           	|  0.04413        	|  0.0033102      	|
on_train_end                       	|  0.041235       	|1              	|  0.041235       	|  0.0030931      	|
configure_optimizers               	|  0.037268       	|1              	|  0.037268       	|  0.0027955      	|
on_pretrain_routine_start          	|  0.022287       	|1              	|  0.022287       	|  0.0016718      	|
on_before_zero_grad                	|  2.152e-05      	|1000           	|  0.02152        	|  0.0016142      	|
on_after_backward                  	|  1.8748e-05     	|1000           	|  0.018748       	|  0.0014063      	|
on_batch_end                       	|  1.8196e-05     	|1000           	|  0.018196       	|  0.0013649      	|
on_before_optimizer_step           	|  1.3727e-05     	|1000           	|  0.013727       	|  0.0010296      	|
on_before_backward                 	|  1.3268e-05     	|1000           	|  0.013268       	|  0.00099528     	|
on_validation_batch_end            	|  2.6618e-05     	|313            	|  0.0083315      	|  0.00062495     	|
training_step_end                  	|  8.2562e-06     	|1000           	|  0.0082562      	|  0.0006193      	|
on_epoch_start                     	|  1.2303e-05     	|501            	|  0.0061639      	|  0.00046236     	|
on_epoch_end                       	|  1.1025e-05     	|501            	|  0.0055236      	|  0.00041433     	|
on_validation_model_eval           	|  0.0043203      	|1              	|  0.0043203      	|  0.00032407     	|
on_validation_batch_start          	|  1.2532e-05     	|313            	|  0.0039225      	|  0.00029423     	|
validation_step_end                	|  6.0236e-06     	|313            	|  0.0018854      	|  0.00014142     	|
on_train_start                     	|  0.00073695     	|1              	|  0.00073695     	|  5.5279e-05     	|
on_validation_start                	|  0.00065938     	|1              	|  0.00065938     	|  4.946e-05      	|
on_validation_end                  	|  0.00013233     	|1              	|  0.00013233     	|  9.9259e-06     	|
on_configure_sharded_model         	|  2.5511e-05     	|2              	|  5.1022e-05     	|  3.8272e-06     	|
setup                              	|  2.5496e-05     	|2              	|  5.0992e-05     	|  3.8249e-06     	|
on_before_accelerator_backend_setup	|  2.3876e-05     	|2              	|  4.7753e-05     	|  3.582e-06      	|
teardown                           	|  2.2198e-05     	|2              	|  4.4396e-05     	|  3.3302e-06     	|
on_validation_epoch_end            	|  3.9417e-05     	|1              	|  3.9417e-05     	|  2.9567e-06     	|
on_fit_end                         	|  3.0603e-05     	|1              	|  3.0603e-05     	|  2.2956e-06     	|
on_val_dataloader                  	|  1.2068e-05     	|2              	|  2.4136e-05     	|  1.8105e-06     	|
configure_sharded_model            	|  9.6876e-06     	|2              	|  1.9375e-05     	|  1.4534e-06     	|
on_fit_start                       	|  1.7632e-05     	|1              	|  1.7632e-05     	|  1.3226e-06     	|
prepare_data                       	|  6.902e-06      	|2              	|  1.3804e-05     	|  1.0355e-06     	|
on_pretrain_routine_end            	|  1.3735e-05     	|1              	|  1.3735e-05     	|  1.0303e-06     	|
configure_callbacks                	|  6.6701e-06     	|2              	|  1.334e-05      	|  1.0007e-06     	|
on_validation_epoch_start          	|  9.4064e-06     	|1              	|  9.4064e-06     	|  7.0558e-07     	|
on_train_dataloader                	|  8.0355e-06     	|1              	|  8.0355e-06     	|  6.0275e-07     	|
