VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  595.31         	|  100 %          	|
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run_training_epoch                 	|  8.2334         	|63             	|  518.71         	|  87.132         	|
run_training_batch                 	|  0.37894        	|1000           	|  378.94         	|  63.654         	|
optimizer_step_with_closure_0      	|  0.37476        	|1000           	|  374.76         	|  62.952         	|
training_step_and_backward         	|  0.2704         	|1000           	|  270.4          	|  45.422         	|
model_forward                      	|  0.13847        	|1000           	|  138.47         	|  23.26          	|
training_step                      	|  0.13826        	|1000           	|  138.26         	|  23.225         	|
backward                           	|  0.13035        	|1000           	|  130.35         	|  21.897         	|
get_train_batch                    	|  0.029928       	|1063           	|  31.814         	|  5.3441         	|
fetch_next_train_batch             	|  0.029903       	|1063           	|  31.787         	|  5.3396         	|
run_validate_evaluation            	|  31.182         	|1              	|  31.182         	|  5.238          	|
evaluation_step_and_end            	|  0.22222        	|125            	|  27.778         	|  4.6661         	|
validation_step                    	|  0.22211        	|125            	|  27.763         	|  4.6637         	|
on_train_batch_end                 	|  0.0023793      	|1000           	|  2.3793         	|  0.39968        	|
zero_grad                          	|  0.0015451      	|1000           	|  1.5451         	|  0.25955        	|
get_validate_batch                 	|  0.0059175      	|126            	|  0.74561        	|  0.12525        	|
fetch_next_validate_batch          	|  0.0058681      	|126            	|  0.73938        	|  0.1242         	|
training_batch_to_device           	|  0.0002761      	|1000           	|  0.2761         	|  0.046379       	|
on_train_batch_start               	|  0.00010761     	|1000           	|  0.10761        	|  0.018077       	|
on_train_end                       	|  0.046642       	|1              	|  0.046642       	|  0.0078349      	|
on_train_epoch_start               	|  0.00063062     	|63             	|  0.039729       	|  0.0066737      	|
evaluation_batch_to_device         	|  0.00028641     	|125            	|  0.035801       	|  0.0060139      	|
on_train_epoch_end                 	|  0.00041191     	|63             	|  0.02595        	|  0.0043591      	|
on_after_backward                  	|  2.5006e-05     	|1000           	|  0.025006       	|  0.0042006      	|
on_pretrain_routine_start          	|  0.023603       	|1              	|  0.023603       	|  0.0039648      	|
on_batch_start                     	|  2.2084e-05     	|1000           	|  0.022084       	|  0.0037097      	|
on_before_zero_grad                	|  1.7457e-05     	|1000           	|  0.017457       	|  0.0029324      	|
on_batch_end                       	|  1.6088e-05     	|1000           	|  0.016088       	|  0.0027025      	|
on_before_backward                 	|  1.3815e-05     	|1000           	|  0.013815       	|  0.0023207      	|
on_before_optimizer_step           	|  1.3181e-05     	|1000           	|  0.013181       	|  0.0022141      	|
configure_optimizers               	|  0.010876       	|1              	|  0.010876       	|  0.0018269      	|
training_step_end                  	|  7.0895e-06     	|1000           	|  0.0070895      	|  0.0011909      	|
on_validation_batch_end            	|  4.1272e-05     	|125            	|  0.005159       	|  0.00086661     	|
on_validation_model_eval           	|  0.0039229      	|1              	|  0.0039229      	|  0.00065896     	|
on_validation_batch_start          	|  1.6571e-05     	|125            	|  0.0020714      	|  0.00034795     	|
on_train_start                     	|  0.0020077      	|1              	|  0.0020077      	|  0.00033725     	|
validation_step_end                	|  8.8564e-06     	|125            	|  0.001107       	|  0.00018596     	|
on_epoch_start                     	|  1.1951e-05     	|64             	|  0.00076486     	|  0.00012848     	|
on_epoch_end                       	|  1.1876e-05     	|64             	|  0.00076004     	|  0.00012767     	|
on_validation_start                	|  0.00049171     	|1              	|  0.00049171     	|  8.2598e-05     	|
on_validation_end                  	|  0.00022582     	|1              	|  0.00022582     	|  3.7933e-05     	|
on_fit_end                         	|  8.2212e-05     	|1              	|  8.2212e-05     	|  1.381e-05      	|
on_configure_sharded_model         	|  4.0422e-05     	|2              	|  8.0844e-05     	|  1.358e-05      	|
teardown                           	|  3.8705e-05     	|2              	|  7.741e-05      	|  1.3003e-05     	|
on_before_accelerator_backend_setup	|  3.2772e-05     	|2              	|  6.5545e-05     	|  1.101e-05      	|
setup                              	|  2.8813e-05     	|2              	|  5.7627e-05     	|  9.6801e-06     	|
on_fit_start                       	|  4.5948e-05     	|1              	|  4.5948e-05     	|  7.7183e-06     	|
on_validation_epoch_end            	|  3.3716e-05     	|1              	|  3.3716e-05     	|  5.6636e-06     	|
configure_sharded_model            	|  1.3371e-05     	|2              	|  2.6742e-05     	|  4.4921e-06     	|
configure_callbacks                	|  1.2915e-05     	|2              	|  2.5829e-05     	|  4.3388e-06     	|
on_val_dataloader                  	|  8.7386e-06     	|2              	|  1.7477e-05     	|  2.9358e-06     	|
prepare_data                       	|  8.435e-06      	|2              	|  1.687e-05      	|  2.8338e-06     	|
on_pretrain_routine_end            	|  1.3683e-05     	|1              	|  1.3683e-05     	|  2.2985e-06     	|
on_validation_epoch_start          	|  9.5163e-06     	|1              	|  9.5163e-06     	|  1.5985e-06     	|
on_train_dataloader                	|  6.9737e-06     	|1              	|  6.9737e-06     	|  1.1714e-06     	|
