VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  559.53         	|  100 %          	|
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run_training_epoch                 	|  7.8857         	|63             	|  496.8          	|  88.789         	|
run_training_batch                 	|  0.37287        	|1000           	|  372.87         	|  66.64          	|
optimizer_step_with_closure_0      	|  0.36978        	|1000           	|  369.78         	|  66.088         	|
training_step_and_backward         	|  0.26659        	|1000           	|  266.59         	|  47.645         	|
model_forward                      	|  0.13554        	|1000           	|  135.54         	|  24.224         	|
training_step                      	|  0.13535        	|1000           	|  135.35         	|  24.19          	|
backward                           	|  0.12959        	|1000           	|  129.59         	|  23.16          	|
run_validate_evaluation            	|  30.684         	|1              	|  30.684         	|  5.4839         	|
evaluation_step_and_end            	|  0.22085        	|125            	|  27.606         	|  4.9338         	|
validation_step                    	|  0.22073        	|125            	|  27.591         	|  4.9312         	|
get_train_batch                    	|  0.025783       	|1063           	|  27.407         	|  4.8983         	|
fetch_next_train_batch             	|  0.025755       	|1063           	|  27.378         	|  4.893          	|
on_train_batch_end                 	|  0.0021462      	|1000           	|  2.1462         	|  0.38357        	|
zero_grad                          	|  0.0014256      	|1000           	|  1.4256         	|  0.25478        	|
get_validate_batch                 	|  0.0066518      	|126            	|  0.83813        	|  0.14979        	|
fetch_next_validate_batch          	|  0.0066272      	|126            	|  0.83503        	|  0.14924        	|
training_batch_to_device           	|  0.00025643     	|1000           	|  0.25643        	|  0.04583        	|
on_train_batch_start               	|  9.6641e-05     	|1000           	|  0.096641       	|  0.017272       	|
on_train_end                       	|  0.044727       	|1              	|  0.044727       	|  0.0079937      	|
evaluation_batch_to_device         	|  0.00028868     	|125            	|  0.036085       	|  0.0064493      	|
on_train_epoch_end                 	|  0.00040054     	|63             	|  0.025234       	|  0.0045099      	|
on_after_backward                  	|  2.4849e-05     	|1000           	|  0.024849       	|  0.004441       	|
on_train_epoch_start               	|  0.00038846     	|63             	|  0.024473       	|  0.0043738      	|
on_pretrain_routine_start          	|  0.021967       	|1              	|  0.021967       	|  0.0039261      	|
on_batch_start                     	|  2.1491e-05     	|1000           	|  0.021491       	|  0.0038409      	|
on_before_zero_grad                	|  1.8054e-05     	|1000           	|  0.018054       	|  0.0032266      	|
on_batch_end                       	|  1.6012e-05     	|1000           	|  0.016012       	|  0.0028617      	|
on_before_backward                 	|  1.3947e-05     	|1000           	|  0.013947       	|  0.0024926      	|
on_before_optimizer_step           	|  1.3382e-05     	|1000           	|  0.013382       	|  0.0023917      	|
configure_optimizers               	|  0.0093657      	|1              	|  0.0093657      	|  0.0016739      	|
training_step_end                  	|  7.6644e-06     	|1000           	|  0.0076644      	|  0.0013698      	|
on_validation_batch_end            	|  4.1246e-05     	|125            	|  0.0051558      	|  0.00092145     	|
on_validation_model_eval           	|  0.0037004      	|1              	|  0.0037004      	|  0.00066134     	|
on_train_start                     	|  0.0028063      	|1              	|  0.0028063      	|  0.00050155     	|
on_validation_batch_start          	|  1.6729e-05     	|125            	|  0.0020912      	|  0.00037374     	|
validation_step_end                	|  8.5698e-06     	|125            	|  0.0010712      	|  0.00019145     	|
on_epoch_end                       	|  1.1812e-05     	|64             	|  0.00075596     	|  0.00013511     	|
on_epoch_start                     	|  1.1466e-05     	|64             	|  0.00073381     	|  0.00013115     	|
on_validation_start                	|  0.00038924     	|1              	|  0.00038924     	|  6.9566e-05     	|
on_validation_end                  	|  0.00018677     	|1              	|  0.00018677     	|  3.338e-05      	|
teardown                           	|  4.3847e-05     	|2              	|  8.7693e-05     	|  1.5673e-05     	|
on_configure_sharded_model         	|  3.6851e-05     	|2              	|  7.3701e-05     	|  1.3172e-05     	|
setup                              	|  3.1118e-05     	|2              	|  6.2237e-05     	|  1.1123e-05     	|
on_before_accelerator_backend_setup	|  2.9682e-05     	|2              	|  5.9364e-05     	|  1.061e-05      	|
on_fit_start                       	|  4.6881e-05     	|1              	|  4.6881e-05     	|  8.3787e-06     	|
on_validation_epoch_end            	|  3.9173e-05     	|1              	|  3.9173e-05     	|  7.0011e-06     	|
on_fit_end                         	|  3.6724e-05     	|1              	|  3.6724e-05     	|  6.5634e-06     	|
configure_sharded_model            	|  1.1998e-05     	|2              	|  2.3996e-05     	|  4.2887e-06     	|
configure_callbacks                	|  1.1879e-05     	|2              	|  2.3758e-05     	|  4.2461e-06     	|
on_val_dataloader                  	|  9.357e-06      	|2              	|  1.8714e-05     	|  3.3446e-06     	|
prepare_data                       	|  7.2392e-06     	|2              	|  1.4478e-05     	|  2.5876e-06     	|
on_pretrain_routine_end            	|  1.3083e-05     	|1              	|  1.3083e-05     	|  2.3383e-06     	|
on_train_dataloader                	|  1.0157e-05     	|1              	|  1.0157e-05     	|  1.8153e-06     	|
on_validation_epoch_start          	|  9.1232e-06     	|1              	|  9.1232e-06     	|  1.6305e-06     	|
