VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  402.6          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.046         	|25             	|  351.16         	|  87.223         	|
run_training_batch                 	|  0.28972        	|1000           	|  289.72         	|  71.961         	|
optimizer_step_with_closure_0      	|  0.28583        	|1000           	|  285.83         	|  70.995         	|
training_step_and_backward         	|  0.22001        	|1000           	|  220.01         	|  54.647         	|
backward                           	|  0.10929        	|1000           	|  109.29         	|  27.147         	|
model_forward                      	|  0.10915        	|1000           	|  109.15         	|  27.11          	|
training_step                      	|  0.10895        	|1000           	|  108.95         	|  27.061         	|
run_validate_evaluation            	|  17.203         	|1              	|  17.203         	|  4.273          	|
evaluation_step_and_end            	|  0.10086        	|139            	|  14.019         	|  3.4822         	|
validation_step                    	|  0.10074        	|139            	|  14.003         	|  3.4782         	|
get_train_batch                    	|  0.013086       	|1025           	|  13.413         	|  3.3317         	|
fetch_next_train_batch             	|  0.01306        	|1025           	|  13.387         	|  3.3251         	|
on_train_batch_end                 	|  0.0027124      	|1000           	|  2.7124         	|  0.67372        	|
zero_grad                          	|  0.0015344      	|1000           	|  1.5344         	|  0.38112        	|
get_validate_batch                 	|  0.0049341      	|140            	|  0.69077        	|  0.17158        	|
fetch_next_validate_batch          	|  0.0049079      	|140            	|  0.6871         	|  0.17066        	|
training_batch_to_device           	|  0.00029088     	|1000           	|  0.29088        	|  0.07225        	|
on_train_batch_start               	|  0.00011411     	|1000           	|  0.11411        	|  0.028343       	|
on_train_end                       	|  0.044241       	|1              	|  0.044241       	|  0.010989       	|
evaluation_batch_to_device         	|  0.00027471     	|139            	|  0.038185       	|  0.0094846      	|
on_after_backward                  	|  2.7194e-05     	|1000           	|  0.027194       	|  0.0067546      	|
on_pretrain_routine_start          	|  0.0248         	|1              	|  0.0248         	|  0.0061598      	|
on_batch_start                     	|  2.2474e-05     	|1000           	|  0.022474       	|  0.0055822      	|
on_before_zero_grad                	|  1.7389e-05     	|1000           	|  0.017389       	|  0.0043191      	|
on_batch_end                       	|  1.646e-05      	|1000           	|  0.01646        	|  0.0040885      	|
on_before_backward                 	|  1.3364e-05     	|1000           	|  0.013364       	|  0.0033193      	|
on_before_optimizer_step           	|  1.2933e-05     	|1000           	|  0.012933       	|  0.0032123      	|
on_train_epoch_end                 	|  0.00047428     	|25             	|  0.011857       	|  0.0029451      	|
on_train_epoch_start               	|  0.00046207     	|25             	|  0.011552       	|  0.0028693      	|
configure_optimizers               	|  0.011          	|1              	|  0.011          	|  0.0027323      	|
training_step_end                  	|  7.566e-06      	|1000           	|  0.007566       	|  0.0018793      	|
on_validation_batch_end            	|  4.1033e-05     	|139            	|  0.0057036      	|  0.0014167      	|
on_validation_model_eval           	|  0.0047031      	|1              	|  0.0047031      	|  0.0011682      	|
on_validation_batch_start          	|  1.7715e-05     	|139            	|  0.0024623      	|  0.00061161     	|
validation_step_end                	|  9.2852e-06     	|139            	|  0.0012906      	|  0.00032057     	|
on_train_start                     	|  0.0011263      	|1              	|  0.0011263      	|  0.00027976     	|
on_validation_start                	|  0.00060808     	|1              	|  0.00060808     	|  0.00015104     	|
on_epoch_start                     	|  1.3151e-05     	|26             	|  0.00034193     	|  8.4929e-05     	|
on_epoch_end                       	|  1.1598e-05     	|26             	|  0.00030155     	|  7.49e-05       	|
on_validation_end                  	|  0.00015084     	|1              	|  0.00015084     	|  3.7467e-05     	|
setup                              	|  2.8678e-05     	|2              	|  5.7356e-05     	|  1.4246e-05     	|
on_configure_sharded_model         	|  2.6827e-05     	|2              	|  5.3653e-05     	|  1.3327e-05     	|
on_fit_start                       	|  4.6672e-05     	|1              	|  4.6672e-05     	|  1.1593e-05     	|
teardown                           	|  2.225e-05      	|2              	|  4.45e-05       	|  1.1053e-05     	|
on_before_accelerator_backend_setup	|  2.0885e-05     	|2              	|  4.177e-05      	|  1.0375e-05     	|
on_validation_epoch_end            	|  3.5396e-05     	|1              	|  3.5396e-05     	|  8.7918e-06     	|
on_val_dataloader                  	|  1.4458e-05     	|2              	|  2.8916e-05     	|  7.1822e-06     	|
on_fit_end                         	|  2.5339e-05     	|1              	|  2.5339e-05     	|  6.2939e-06     	|
configure_sharded_model            	|  1.033e-05      	|2              	|  2.066e-05      	|  5.1317e-06     	|
on_pretrain_routine_end            	|  1.456e-05      	|1              	|  1.456e-05      	|  3.6165e-06     	|
prepare_data                       	|  7.2122e-06     	|2              	|  1.4424e-05     	|  3.5828e-06     	|
configure_callbacks                	|  7.0846e-06     	|2              	|  1.4169e-05     	|  3.5194e-06     	|
on_validation_epoch_start          	|  1.2208e-05     	|1              	|  1.2208e-05     	|  3.0322e-06     	|
on_train_dataloader                	|  9.0767e-06     	|1              	|  9.0767e-06     	|  2.2545e-06     	|
