VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1325.2         	|  100 %          	|
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run_training_epoch                 	|  2.5619         	|500            	|  1280.9         	|  96.66          	|
run_training_batch                 	|  0.28744        	|1000           	|  287.44         	|  21.691         	|
optimizer_step_with_closure_0      	|  0.28394        	|1000           	|  283.94         	|  21.426         	|
training_step_and_backward         	|  0.21927        	|1000           	|  219.27         	|  16.546         	|
get_train_batch                    	|  0.11287        	|1500           	|  169.31         	|  12.776         	|
fetch_next_train_batch             	|  0.11283        	|1500           	|  169.24         	|  12.771         	|
model_forward                      	|  0.1138         	|1000           	|  113.8          	|  8.5871         	|
training_step                      	|  0.11354        	|1000           	|  113.54         	|  8.5676         	|
backward                           	|  0.10393        	|1000           	|  103.93         	|  7.8429         	|
run_validate_evaluation            	|  8.0614         	|1              	|  8.0614         	|  0.60833        	|
evaluation_step_and_end            	|  0.10452        	|48             	|  5.0169         	|  0.37858        	|
validation_step                    	|  0.10441        	|48             	|  5.0114         	|  0.37817        	|
on_train_batch_end                 	|  0.002697       	|1000           	|  2.697          	|  0.20352        	|
zero_grad                          	|  0.0014941      	|1000           	|  1.4941         	|  0.11275        	|
training_batch_to_device           	|  0.00077318     	|1000           	|  0.77318        	|  0.058345       	|
get_validate_batch                 	|  0.011926       	|49             	|  0.58437        	|  0.044097       	|
fetch_next_validate_batch          	|  0.011898       	|49             	|  0.58301        	|  0.043995       	|
on_train_epoch_start               	|  0.00046071     	|500            	|  0.23035        	|  0.017383       	|
on_train_epoch_end                 	|  0.00042308     	|500            	|  0.21154        	|  0.015963       	|
on_train_batch_start               	|  0.00011685     	|1000           	|  0.11685        	|  0.0088175      	|
on_batch_start                     	|  5.6374e-05     	|1000           	|  0.056374       	|  0.004254       	|
on_train_end                       	|  0.047852       	|1              	|  0.047852       	|  0.003611       	|
on_after_backward                  	|  2.6168e-05     	|1000           	|  0.026168       	|  0.0019746      	|
on_pretrain_routine_start          	|  0.025338       	|1              	|  0.025338       	|  0.0019121      	|
on_before_zero_grad                	|  2.3703e-05     	|1000           	|  0.023703       	|  0.0017887      	|
on_before_backward                 	|  1.7085e-05     	|1000           	|  0.017085       	|  0.0012892      	|
on_before_optimizer_step           	|  1.6736e-05     	|1000           	|  0.016736       	|  0.0012629      	|
on_batch_end                       	|  1.6203e-05     	|1000           	|  0.016203       	|  0.0012227      	|
evaluation_batch_to_device         	|  0.00032245     	|48             	|  0.015477       	|  0.0011679      	|
training_step_end                  	|  1.0969e-05     	|1000           	|  0.010969       	|  0.00082777     	|
configure_optimizers               	|  0.010234       	|1              	|  0.010234       	|  0.00077226     	|
on_epoch_end                       	|  1.1495e-05     	|501            	|  0.005759       	|  0.00043458     	|
on_epoch_start                     	|  1.127e-05      	|501            	|  0.0056461      	|  0.00042606     	|
on_validation_model_eval           	|  0.0048369      	|1              	|  0.0048369      	|  0.000365       	|
on_validation_batch_end            	|  4.2724e-05     	|48             	|  0.0020507      	|  0.00015475     	|
on_validation_batch_start          	|  2.0373e-05     	|48             	|  0.00097789     	|  7.3793e-05     	|
on_train_start                     	|  0.00083903     	|1              	|  0.00083903     	|  6.3314e-05     	|
on_validation_start                	|  0.00069555     	|1              	|  0.00069555     	|  5.2487e-05     	|
validation_step_end                	|  9.3914e-06     	|48             	|  0.00045079     	|  3.4017e-05     	|
on_validation_end                  	|  0.0001417      	|1              	|  0.0001417      	|  1.0693e-05     	|
teardown                           	|  5.0299e-05     	|2              	|  0.0001006      	|  7.5912e-06     	|
on_fit_end                         	|  9.9819e-05     	|1              	|  9.9819e-05     	|  7.5325e-06     	|
setup                              	|  3.3539e-05     	|2              	|  6.7078e-05     	|  5.0618e-06     	|
on_before_accelerator_backend_setup	|  2.7709e-05     	|2              	|  5.5417e-05     	|  4.1819e-06     	|
on_configure_sharded_model         	|  2.7185e-05     	|2              	|  5.4371e-05     	|  4.1029e-06     	|
on_val_dataloader                  	|  2.0766e-05     	|2              	|  4.1531e-05     	|  3.134e-06      	|
on_validation_epoch_end            	|  3.5675e-05     	|1              	|  3.5675e-05     	|  2.6921e-06     	|
configure_callbacks                	|  1.7393e-05     	|2              	|  3.4787e-05     	|  2.6251e-06     	|
on_fit_start                       	|  2.8852e-05     	|1              	|  2.8852e-05     	|  2.1772e-06     	|
configure_sharded_model            	|  1.005e-05      	|2              	|  2.01e-05       	|  1.5168e-06     	|
prepare_data                       	|  9.5759e-06     	|2              	|  1.9152e-05     	|  1.4452e-06     	|
on_pretrain_routine_end            	|  1.5317e-05     	|1              	|  1.5317e-05     	|  1.1558e-06     	|
on_validation_epoch_start          	|  1.2614e-05     	|1              	|  1.2614e-05     	|  9.5186e-07     	|
on_train_dataloader                	|  1.0407e-05     	|1              	|  1.0407e-05     	|  7.8529e-07     	|
