VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  785.23         	|  100 %          	|
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run_training_epoch                 	|  3.6601         	|200            	|  732.02         	|  93.224         	|
run_training_batch                 	|  0.31698        	|1000           	|  316.98         	|  40.368         	|
optimizer_step_with_closure_0      	|  0.31226        	|1000           	|  312.26         	|  39.767         	|
training_step_and_backward         	|  0.24345        	|1000           	|  243.45         	|  31.003         	|
model_forward                      	|  0.12094        	|1000           	|  120.94         	|  15.402         	|
backward                           	|  0.12082        	|1000           	|  120.82         	|  15.386         	|
training_step                      	|  0.1207         	|1000           	|  120.7          	|  15.372         	|
get_train_batch                    	|  0.059493       	|1200           	|  71.392         	|  9.0918         	|
fetch_next_train_batch             	|  0.059457       	|1200           	|  71.348         	|  9.0862         	|
run_validate_evaluation            	|  16.956         	|1              	|  16.956         	|  2.1594         	|
evaluation_step_and_end            	|  0.09996        	|139            	|  13.894         	|  1.7695         	|
validation_step                    	|  0.099835       	|139            	|  13.877         	|  1.7673         	|
on_train_batch_end                 	|  0.0029494      	|1000           	|  2.9494         	|  0.37561        	|
zero_grad                          	|  0.00164        	|1000           	|  1.64           	|  0.20886        	|
get_validate_batch                 	|  0.0062298      	|140            	|  0.87218        	|  0.11107        	|
fetch_next_validate_batch          	|  0.0062052      	|140            	|  0.86873        	|  0.11063        	|
training_batch_to_device           	|  0.0004679      	|1000           	|  0.4679         	|  0.059588       	|
on_train_batch_start               	|  0.00010904     	|1000           	|  0.10904        	|  0.013887       	|
on_train_epoch_start               	|  0.00039925     	|200            	|  0.07985        	|  0.010169       	|
on_train_epoch_end                 	|  0.00039057     	|200            	|  0.078114       	|  0.009948       	|
on_train_end                       	|  0.051105       	|1              	|  0.051105       	|  0.0065083      	|
evaluation_batch_to_device         	|  0.00031259     	|139            	|  0.04345        	|  0.0055334      	|
on_batch_start                     	|  3.7637e-05     	|1000           	|  0.037637       	|  0.0047932      	|
on_after_backward                  	|  3.3535e-05     	|1000           	|  0.033535       	|  0.0042708      	|
on_pretrain_routine_start          	|  0.02357        	|1              	|  0.02357        	|  0.0030017      	|
on_before_zero_grad                	|  2.3008e-05     	|1000           	|  0.023008       	|  0.0029301      	|
configure_optimizers               	|  0.019884       	|1              	|  0.019884       	|  0.0025322      	|
on_batch_end                       	|  1.7297e-05     	|1000           	|  0.017297       	|  0.0022028      	|
on_before_optimizer_step           	|  1.6441e-05     	|1000           	|  0.016441       	|  0.0020937      	|
on_before_backward                 	|  1.5136e-05     	|1000           	|  0.015136       	|  0.0019276      	|
training_step_end                  	|  9.9101e-06     	|1000           	|  0.0099101      	|  0.0012621      	|
on_validation_batch_end            	|  4.2245e-05     	|139            	|  0.0058721      	|  0.00074781     	|
on_validation_model_eval           	|  0.0039906      	|1              	|  0.0039906      	|  0.0005082      	|
on_epoch_start                     	|  1.3318e-05     	|201            	|  0.0026769      	|  0.00034091     	|
on_epoch_end                       	|  1.2988e-05     	|201            	|  0.0026105      	|  0.00033245     	|
on_validation_batch_start          	|  1.7199e-05     	|139            	|  0.0023907      	|  0.00030446     	|
validation_step_end                	|  9.7211e-06     	|139            	|  0.0013512      	|  0.00017208     	|
on_train_start                     	|  0.0012413      	|1              	|  0.0012413      	|  0.00015808     	|
on_validation_start                	|  0.00049129     	|1              	|  0.00049129     	|  6.2567e-05     	|
on_validation_end                  	|  0.00019519     	|1              	|  0.00019519     	|  2.4858e-05     	|
on_fit_end                         	|  8.1653e-05     	|1              	|  8.1653e-05     	|  1.0399e-05     	|
setup                              	|  3.2417e-05     	|2              	|  6.4835e-05     	|  8.2568e-06     	|
on_configure_sharded_model         	|  2.8905e-05     	|2              	|  5.7809e-05     	|  7.3621e-06     	|
on_fit_start                       	|  5.6881e-05     	|1              	|  5.6881e-05     	|  7.2439e-06     	|
on_before_accelerator_backend_setup	|  2.7436e-05     	|2              	|  5.4872e-05     	|  6.988e-06      	|
teardown                           	|  2.4511e-05     	|2              	|  4.9023e-05     	|  6.2431e-06     	|
on_validation_epoch_end            	|  3.1641e-05     	|1              	|  3.1641e-05     	|  4.0295e-06     	|
configure_sharded_model            	|  1.0904e-05     	|2              	|  2.1808e-05     	|  2.7773e-06     	|
configure_callbacks                	|  1.0461e-05     	|2              	|  2.0921e-05     	|  2.6643e-06     	|
prepare_data                       	|  1.0373e-05     	|2              	|  2.0746e-05     	|  2.642e-06      	|
on_val_dataloader                  	|  7.9209e-06     	|2              	|  1.5842e-05     	|  2.0175e-06     	|
on_pretrain_routine_end            	|  1.5827e-05     	|1              	|  1.5827e-05     	|  2.0156e-06     	|
on_validation_epoch_start          	|  1.0695e-05     	|1              	|  1.0695e-05     	|  1.3621e-06     	|
on_train_dataloader                	|  5.6885e-06     	|1              	|  5.6885e-06     	|  7.2444e-07     	|
