VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  361.8          	|  100 %          	|
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run_training_epoch                 	|  12.475         	|25             	|  311.88         	|  86.201         	|
run_training_batch                 	|  0.26525        	|1000           	|  265.25         	|  73.314         	|
optimizer_step_with_closure_0      	|  0.26201        	|1000           	|  262.01         	|  72.418         	|
training_step_and_backward         	|  0.20152        	|1000           	|  201.52         	|  55.698         	|
backward                           	|  0.10032        	|1000           	|  100.32         	|  27.727         	|
model_forward                      	|  0.099774       	|1000           	|  99.774         	|  27.577         	|
training_step                      	|  0.099585       	|1000           	|  99.585         	|  27.525         	|
run_validate_evaluation            	|  16.64          	|1              	|  16.64          	|  4.5992         	|
evaluation_step_and_end            	|  0.1017         	|139            	|  14.137         	|  3.9073         	|
validation_step                    	|  0.10158        	|139            	|  14.12          	|  3.9027         	|
get_train_batch                    	|  0.0093582      	|1025           	|  9.5922         	|  2.6512         	|
fetch_next_train_batch             	|  0.0093337      	|1025           	|  9.5671         	|  2.6443         	|
on_train_batch_end                 	|  0.002108       	|1000           	|  2.108          	|  0.58265        	|
zero_grad                          	|  0.0013917      	|1000           	|  1.3917         	|  0.38466        	|
get_validate_batch                 	|  0.0046384      	|140            	|  0.64938        	|  0.17949        	|
fetch_next_validate_batch          	|  0.0046113      	|140            	|  0.64559        	|  0.17844        	|
training_batch_to_device           	|  0.00024615     	|1000           	|  0.24615        	|  0.068035       	|
on_train_batch_start               	|  9.2533e-05     	|1000           	|  0.092533       	|  0.025576       	|
on_train_end                       	|  0.042275       	|1              	|  0.042275       	|  0.011685       	|
evaluation_batch_to_device         	|  0.00026341     	|139            	|  0.036614       	|  0.01012        	|
on_after_backward                  	|  2.5816e-05     	|1000           	|  0.025816       	|  0.0071354      	|
on_pretrain_routine_start          	|  0.023111       	|1              	|  0.023111       	|  0.0063879      	|
on_batch_start                     	|  2.0593e-05     	|1000           	|  0.020593       	|  0.0056918      	|
on_before_zero_grad                	|  1.6414e-05     	|1000           	|  0.016414       	|  0.0045367      	|
on_batch_end                       	|  1.5862e-05     	|1000           	|  0.015862       	|  0.0043841      	|
configure_optimizers               	|  0.015168       	|1              	|  0.015168       	|  0.0041923      	|
on_before_optimizer_step           	|  1.42e-05       	|1000           	|  0.0142         	|  0.0039249      	|
on_before_backward                 	|  1.3112e-05     	|1000           	|  0.013112       	|  0.0036241      	|
on_train_epoch_start               	|  0.00044672     	|25             	|  0.011168       	|  0.0030868      	|
on_train_epoch_end                 	|  0.00034389     	|25             	|  0.0085971      	|  0.0023762      	|
training_step_end                  	|  7.0234e-06     	|1000           	|  0.0070234      	|  0.0019412      	|
on_validation_batch_end            	|  4.0127e-05     	|139            	|  0.0055777      	|  0.0015416      	|
on_validation_model_eval           	|  0.0041352      	|1              	|  0.0041352      	|  0.0011429      	|
on_validation_batch_start          	|  1.7501e-05     	|139            	|  0.0024326      	|  0.00067235     	|
validation_step_end                	|  8.886e-06      	|139            	|  0.0012351      	|  0.00034139     	|
on_train_start                     	|  0.0012215      	|1              	|  0.0012215      	|  0.00033762     	|
on_validation_start                	|  0.00048744     	|1              	|  0.00048744     	|  0.00013473     	|
on_epoch_end                       	|  1.2275e-05     	|26             	|  0.00031914     	|  8.821e-05      	|
on_epoch_start                     	|  1.1561e-05     	|26             	|  0.00030059     	|  8.3083e-05     	|
on_validation_end                  	|  0.00017687     	|1              	|  0.00017687     	|  4.8887e-05     	|
on_before_accelerator_backend_setup	|  6.472e-05      	|2              	|  0.00012944     	|  3.5777e-05     	|
teardown                           	|  5.1563e-05     	|2              	|  0.00010313     	|  2.8503e-05     	|
on_fit_end                         	|  9.2747e-05     	|1              	|  9.2747e-05     	|  2.5635e-05     	|
on_configure_sharded_model         	|  3.3424e-05     	|2              	|  6.6848e-05     	|  1.8477e-05     	|
setup                              	|  3.2361e-05     	|2              	|  6.4721e-05     	|  1.7889e-05     	|
on_fit_start                       	|  4.7499e-05     	|1              	|  4.7499e-05     	|  1.3129e-05     	|
on_validation_epoch_end            	|  4.3934e-05     	|1              	|  4.3934e-05     	|  1.2143e-05     	|
prepare_data                       	|  1.6472e-05     	|2              	|  3.2945e-05     	|  9.1057e-06     	|
on_val_dataloader                  	|  1.1051e-05     	|2              	|  2.2102e-05     	|  6.1089e-06     	|
configure_sharded_model            	|  1.0445e-05     	|2              	|  2.089e-05      	|  5.7738e-06     	|
configure_callbacks                	|  1.034e-05      	|2              	|  2.0681e-05     	|  5.7161e-06     	|
on_pretrain_routine_end            	|  1.3897e-05     	|1              	|  1.3897e-05     	|  3.8411e-06     	|
on_validation_epoch_start          	|  1.0729e-05     	|1              	|  1.0729e-05     	|  2.9654e-06     	|
on_train_dataloader                	|  9.371e-06      	|1              	|  9.371e-06      	|  2.5901e-06     	|
