VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  415.69         	|  100 %          	|
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run_training_epoch                 	|  14.145         	|25             	|  353.61         	|  85.066         	|
run_training_batch                 	|  0.29727        	|1000           	|  297.27         	|  71.513         	|
optimizer_step_with_closure_0      	|  0.29252        	|1000           	|  292.52         	|  70.368         	|
training_step_and_backward         	|  0.2255         	|1000           	|  225.5          	|  54.246         	|
model_forward                      	|  0.11501        	|1000           	|  115.01         	|  27.666         	|
training_step                      	|  0.11478        	|1000           	|  114.78         	|  27.612         	|
backward                           	|  0.10886        	|1000           	|  108.86         	|  26.188         	|
run_validate_evaluation            	|  17.659         	|1              	|  17.659         	|  4.2482         	|
evaluation_step_and_end            	|  0.10286        	|139            	|  14.297         	|  3.4394         	|
validation_step                    	|  0.10273        	|139            	|  14.279         	|  3.435          	|
get_train_batch                    	|  0.011571       	|1025           	|  11.86          	|  2.8532         	|
fetch_next_train_batch             	|  0.011542       	|1025           	|  11.83          	|  2.8459         	|
on_train_batch_end                 	|  0.0030874      	|1000           	|  3.0874         	|  0.74271        	|
zero_grad                          	|  0.0015945      	|1000           	|  1.5945         	|  0.38357        	|
get_validate_batch                 	|  0.0058957      	|140            	|  0.82539        	|  0.19856        	|
fetch_next_validate_batch          	|  0.0058683      	|140            	|  0.82156        	|  0.19764        	|
training_batch_to_device           	|  0.00035256     	|1000           	|  0.35256        	|  0.084813       	|
on_train_batch_start               	|  9.8993e-05     	|1000           	|  0.098993       	|  0.023814       	|
on_train_end                       	|  0.044886       	|1              	|  0.044886       	|  0.010798       	|
evaluation_batch_to_device         	|  0.00029515     	|139            	|  0.041025       	|  0.0098691      	|
on_after_backward                  	|  3.0253e-05     	|1000           	|  0.030253       	|  0.0072777      	|
on_batch_start                     	|  2.5707e-05     	|1000           	|  0.025707       	|  0.0061841      	|
on_pretrain_routine_start          	|  0.024533       	|1              	|  0.024533       	|  0.0059017      	|
on_before_zero_grad                	|  2.0812e-05     	|1000           	|  0.020812       	|  0.0050067      	|
on_batch_end                       	|  1.7224e-05     	|1000           	|  0.017224       	|  0.0041434      	|
on_before_optimizer_step           	|  1.5158e-05     	|1000           	|  0.015158       	|  0.0036465      	|
on_before_backward                 	|  1.4829e-05     	|1000           	|  0.014829       	|  0.0035674      	|
on_train_epoch_end                 	|  0.00055588     	|25             	|  0.013897       	|  0.0033431      	|
on_train_epoch_start               	|  0.00053344     	|25             	|  0.013336       	|  0.0032081      	|
configure_optimizers               	|  0.011558       	|1              	|  0.011558       	|  0.0027803      	|
training_step_end                  	|  8.5577e-06     	|1000           	|  0.0085577      	|  0.0020586      	|
on_validation_batch_end            	|  4.9608e-05     	|139            	|  0.0068955      	|  0.0016588      	|
on_validation_model_eval           	|  0.0052587      	|1              	|  0.0052587      	|  0.001265       	|
on_validation_batch_start          	|  1.9598e-05     	|139            	|  0.0027241      	|  0.00065531     	|
validation_step_end                	|  1.0394e-05     	|139            	|  0.0014448      	|  0.00034755     	|
on_train_start                     	|  0.001296       	|1              	|  0.001296       	|  0.00031176     	|
on_validation_start                	|  0.00076846     	|1              	|  0.00076846     	|  0.00018486     	|
on_epoch_end                       	|  1.4371e-05     	|26             	|  0.00037366     	|  8.9888e-05     	|
on_epoch_start                     	|  1.3026e-05     	|26             	|  0.00033867     	|  8.1471e-05     	|
on_validation_end                  	|  0.00025741     	|1              	|  0.00025741     	|  6.1923e-05     	|
teardown                           	|  4.5172e-05     	|2              	|  9.0344e-05     	|  2.1733e-05     	|
on_val_dataloader                  	|  4.0476e-05     	|2              	|  8.0952e-05     	|  1.9474e-05     	|
setup                              	|  3.3249e-05     	|2              	|  6.6498e-05     	|  1.5997e-05     	|
on_configure_sharded_model         	|  3.1831e-05     	|2              	|  6.3661e-05     	|  1.5314e-05     	|
on_validation_epoch_end            	|  5.5449e-05     	|1              	|  5.5449e-05     	|  1.3339e-05     	|
on_before_accelerator_backend_setup	|  2.5246e-05     	|2              	|  5.0493e-05     	|  1.2147e-05     	|
on_fit_start                       	|  4.8876e-05     	|1              	|  4.8876e-05     	|  1.1758e-05     	|
on_fit_end                         	|  3.0642e-05     	|1              	|  3.0642e-05     	|  7.3714e-06     	|
configure_sharded_model            	|  1.0993e-05     	|2              	|  2.1987e-05     	|  5.2891e-06     	|
on_validation_epoch_start          	|  1.5603e-05     	|1              	|  1.5603e-05     	|  3.7536e-06     	|
prepare_data                       	|  7.5148e-06     	|2              	|  1.503e-05      	|  3.6156e-06     	|
on_pretrain_routine_end            	|  1.4246e-05     	|1              	|  1.4246e-05     	|  3.4269e-06     	|
configure_callbacks                	|  6.3414e-06     	|2              	|  1.2683e-05     	|  3.051e-06      	|
on_train_dataloader                	|  1.1807e-05     	|1              	|  1.1807e-05     	|  2.8404e-06     	|
