VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  455.82         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  18.833         	|21             	|  395.49         	|  86.764         	|
run_training_batch                 	|  0.2894         	|1000           	|  289.4          	|  63.49          	|
optimizer_step_with_closure_0      	|  0.28572        	|1000           	|  285.72         	|  62.682         	|
training_step_and_backward         	|  0.22113        	|1000           	|  221.13         	|  48.512         	|
backward                           	|  0.11036        	|1000           	|  110.36         	|  24.211         	|
model_forward                      	|  0.10928        	|1000           	|  109.28         	|  23.974         	|
training_step                      	|  0.10907        	|1000           	|  109.07         	|  23.929         	|
run_validate_evaluation            	|  16.401         	|1              	|  16.401         	|  3.5983         	|
evaluation_step_and_end            	|  0.10701        	|125            	|  13.376         	|  2.9345         	|
validation_step                    	|  0.10688        	|125            	|  13.36          	|  2.931          	|
get_train_batch                    	|  0.010742       	|1021           	|  10.967         	|  2.406          	|
fetch_next_train_batch             	|  0.010715       	|1021           	|  10.94          	|  2.4            	|
configure_optimizers               	|  3.4398         	|1              	|  3.4398         	|  0.75464        	|
on_train_batch_end                 	|  0.0026998      	|1000           	|  2.6998         	|  0.5923         	|
zero_grad                          	|  0.001454       	|1000           	|  1.454          	|  0.31898        	|
get_validate_batch                 	|  0.0054248      	|126            	|  0.68353        	|  0.14996        	|
fetch_next_validate_batch          	|  0.0053965      	|126            	|  0.67995        	|  0.14917        	|
training_batch_to_device           	|  0.00029946     	|1000           	|  0.29946        	|  0.065698       	|
on_train_batch_start               	|  0.00013844     	|1000           	|  0.13844        	|  0.030372       	|
on_train_end                       	|  0.089662       	|1              	|  0.089662       	|  0.019671       	|
evaluation_batch_to_device         	|  0.00052558     	|125            	|  0.065698       	|  0.014413       	|
on_after_backward                  	|  2.7876e-05     	|1000           	|  0.027876       	|  0.0061157      	|
on_pretrain_routine_start          	|  0.024293       	|1              	|  0.024293       	|  0.0053296      	|
on_batch_start                     	|  2.291e-05      	|1000           	|  0.02291        	|  0.0050262      	|
on_before_zero_grad                	|  1.8301e-05     	|1000           	|  0.018301       	|  0.004015       	|
on_batch_end                       	|  1.6611e-05     	|1000           	|  0.016611       	|  0.0036442      	|
on_before_backward                 	|  1.5349e-05     	|1000           	|  0.015349       	|  0.0033674      	|
on_before_optimizer_step           	|  1.3672e-05     	|1000           	|  0.013672       	|  0.0029995      	|
on_train_epoch_end                 	|  0.00046357     	|21             	|  0.009735       	|  0.0021357      	|
on_train_epoch_start               	|  0.00040646     	|21             	|  0.0085357      	|  0.0018726      	|
training_step_end                  	|  7.163e-06      	|1000           	|  0.007163       	|  0.0015715      	|
on_validation_batch_end            	|  4.3553e-05     	|125            	|  0.0054441      	|  0.0011944      	|
on_validation_model_eval           	|  0.0043411      	|1              	|  0.0043411      	|  0.00095237     	|
on_validation_batch_start          	|  1.8752e-05     	|125            	|  0.0023441      	|  0.00051425     	|
validation_step_end                	|  1.0145e-05     	|125            	|  0.0012681      	|  0.00027821     	|
on_train_start                     	|  0.0011268      	|1              	|  0.0011268      	|  0.00024721     	|
on_validation_start                	|  0.00063809     	|1              	|  0.00063809     	|  0.00013999     	|
on_epoch_end                       	|  1.3498e-05     	|22             	|  0.00029695     	|  6.5146e-05     	|
on_epoch_start                     	|  1.1384e-05     	|22             	|  0.00025046     	|  5.4947e-05     	|
on_validation_end                  	|  0.00018874     	|1              	|  0.00018874     	|  4.1407e-05     	|
on_fit_end                         	|  6.5075e-05     	|1              	|  6.5075e-05     	|  1.4277e-05     	|
on_before_accelerator_backend_setup	|  2.8569e-05     	|2              	|  5.7139e-05     	|  1.2535e-05     	|
setup                              	|  2.7178e-05     	|2              	|  5.4356e-05     	|  1.1925e-05     	|
on_configure_sharded_model         	|  2.5516e-05     	|2              	|  5.1033e-05     	|  1.1196e-05     	|
on_fit_start                       	|  4.8498e-05     	|1              	|  4.8498e-05     	|  1.064e-05      	|
teardown                           	|  2.3996e-05     	|2              	|  4.7993e-05     	|  1.0529e-05     	|
on_validation_epoch_end            	|  3.4109e-05     	|1              	|  3.4109e-05     	|  7.483e-06      	|
on_val_dataloader                  	|  9.8273e-06     	|2              	|  1.9655e-05     	|  4.312e-06      	|
prepare_data                       	|  9.0078e-06     	|2              	|  1.8016e-05     	|  3.9524e-06     	|
configure_callbacks                	|  8.9556e-06     	|2              	|  1.7911e-05     	|  3.9295e-06     	|
configure_sharded_model            	|  8.7423e-06     	|2              	|  1.7485e-05     	|  3.8359e-06     	|
on_pretrain_routine_end            	|  1.5892e-05     	|1              	|  1.5892e-05     	|  3.4865e-06     	|
on_validation_epoch_start          	|  1.369e-05      	|1              	|  1.369e-05      	|  3.0035e-06     	|
on_train_dataloader                	|  9.1679e-06     	|1              	|  9.1679e-06     	|  2.0113e-06     	|
