VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  420.65         	|  100 %          	|
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run_training_epoch                 	|  17.167         	|21             	|  360.5          	|  85.701         	|
run_training_batch                 	|  0.30571        	|1000           	|  305.71         	|  72.676         	|
optimizer_step_with_closure_0      	|  0.30183        	|1000           	|  301.83         	|  71.754         	|
training_step_and_backward         	|  0.23123        	|1000           	|  231.23         	|  54.971         	|
backward                           	|  0.11509        	|1000           	|  115.09         	|  27.361         	|
model_forward                      	|  0.1144         	|1000           	|  114.4          	|  27.196         	|
training_step                      	|  0.11419        	|1000           	|  114.19         	|  27.145         	|
run_validate_evaluation            	|  16.545         	|1              	|  16.545         	|  3.9331         	|
evaluation_step_and_end            	|  0.10971        	|125            	|  13.714         	|  3.2601         	|
validation_step                    	|  0.10957        	|125            	|  13.697         	|  3.2561         	|
get_train_batch                    	|  0.0095689      	|1021           	|  9.7699         	|  2.3226         	|
fetch_next_train_batch             	|  0.0095439      	|1021           	|  9.7443         	|  2.3165         	|
on_train_batch_end                 	|  0.0025143      	|1000           	|  2.5143         	|  0.59772        	|
zero_grad                          	|  0.001704       	|1000           	|  1.704          	|  0.40509        	|
get_validate_batch                 	|  0.0067095      	|126            	|  0.8454         	|  0.20097        	|
fetch_next_validate_batch          	|  0.0066802      	|126            	|  0.8417         	|  0.2001         	|
training_batch_to_device           	|  0.00031444     	|1000           	|  0.31444        	|  0.074752       	|
on_train_batch_start               	|  0.00011097     	|1000           	|  0.11097        	|  0.02638        	|
on_train_end                       	|  0.055004       	|1              	|  0.055004       	|  0.013076       	|
configure_optimizers               	|  0.047004       	|1              	|  0.047004       	|  0.011174       	|
on_after_backward                  	|  4.5717e-05     	|1000           	|  0.045717       	|  0.010868       	|
evaluation_batch_to_device         	|  0.00032165     	|125            	|  0.040206       	|  0.0095581      	|
on_pretrain_routine_start          	|  0.022688       	|1              	|  0.022688       	|  0.0053935      	|
on_batch_start                     	|  2.184e-05      	|1000           	|  0.02184        	|  0.0051919      	|
on_before_zero_grad                	|  2.053e-05      	|1000           	|  0.02053        	|  0.0048807      	|
on_batch_end                       	|  1.9718e-05     	|1000           	|  0.019718       	|  0.0046875      	|
on_before_optimizer_step           	|  1.5554e-05     	|1000           	|  0.015554       	|  0.0036977      	|
on_before_backward                 	|  1.5483e-05     	|1000           	|  0.015483       	|  0.0036809      	|
on_train_epoch_end                 	|  0.0003991      	|21             	|  0.0083811      	|  0.0019924      	|
on_train_epoch_start               	|  0.00038459     	|21             	|  0.0080764      	|  0.00192        	|
training_step_end                  	|  7.6787e-06     	|1000           	|  0.0076787      	|  0.0018254      	|
on_validation_batch_end            	|  4.8406e-05     	|125            	|  0.0060508      	|  0.0014384      	|
on_validation_model_eval           	|  0.0048407      	|1              	|  0.0048407      	|  0.0011508      	|
on_validation_batch_start          	|  1.882e-05      	|125            	|  0.0023524      	|  0.00055924     	|
on_train_start                     	|  0.0018838      	|1              	|  0.0018838      	|  0.00044784     	|
validation_step_end                	|  1.0566e-05     	|125            	|  0.0013207      	|  0.00031397     	|
on_validation_start                	|  0.00063254     	|1              	|  0.00063254     	|  0.00015037     	|
on_validation_end                  	|  0.0003174      	|1              	|  0.0003174      	|  7.5456e-05     	|
on_epoch_end                       	|  1.4384e-05     	|22             	|  0.00031644     	|  7.5226e-05     	|
on_epoch_start                     	|  1.3171e-05     	|22             	|  0.00028977     	|  6.8886e-05     	|
teardown                           	|  3.9963e-05     	|2              	|  7.9926e-05     	|  1.9001e-05     	|
on_fit_end                         	|  6.3365e-05     	|1              	|  6.3365e-05     	|  1.5064e-05     	|
on_before_accelerator_backend_setup	|  2.9996e-05     	|2              	|  5.9992e-05     	|  1.4262e-05     	|
on_configure_sharded_model         	|  2.6787e-05     	|2              	|  5.3573e-05     	|  1.2736e-05     	|
setup                              	|  2.6138e-05     	|2              	|  5.2277e-05     	|  1.2428e-05     	|
on_fit_start                       	|  4.6238e-05     	|1              	|  4.6238e-05     	|  1.0992e-05     	|
on_val_dataloader                  	|  1.5338e-05     	|2              	|  3.0676e-05     	|  7.2925e-06     	|
on_validation_epoch_end            	|  2.9812e-05     	|1              	|  2.9812e-05     	|  7.0871e-06     	|
on_pretrain_routine_end            	|  2.0321e-05     	|1              	|  2.0321e-05     	|  4.831e-06      	|
configure_callbacks                	|  8.2543e-06     	|2              	|  1.6509e-05     	|  3.9246e-06     	|
configure_sharded_model            	|  8.1919e-06     	|2              	|  1.6384e-05     	|  3.8949e-06     	|
prepare_data                       	|  8.0783e-06     	|2              	|  1.6157e-05     	|  3.8409e-06     	|
on_validation_epoch_start          	|  1.242e-05      	|1              	|  1.242e-05      	|  2.9526e-06     	|
on_train_dataloader                	|  8.503e-06      	|1              	|  8.503e-06      	|  2.0214e-06     	|
