VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  488.85         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.0415         	|200            	|  408.31         	|  83.524         	|
run_training_batch                 	|  0.33736        	|1000           	|  337.36         	|  69.011         	|
optimizer_step_with_closure_0      	|  0.33467        	|1000           	|  334.67         	|  68.461         	|
training_step_and_backward         	|  0.25932        	|1000           	|  259.32         	|  53.047         	|
model_forward                      	|  0.15493        	|1000           	|  154.93         	|  31.693         	|
training_step                      	|  0.15478        	|1000           	|  154.78         	|  31.662         	|
backward                           	|  0.10304        	|1000           	|  103.04         	|  21.078         	|
run_validate_evaluation            	|  35.799         	|1              	|  35.799         	|  7.323          	|
evaluation_step_and_end            	|  0.25277        	|139            	|  35.135         	|  7.1872         	|
validation_step                    	|  0.25271        	|139            	|  35.127         	|  7.1856         	|
get_train_batch                    	|  0.016602       	|1200           	|  19.922         	|  4.0753         	|
fetch_next_train_batch             	|  0.016577       	|1200           	|  19.892         	|  4.0692         	|
zero_grad                          	|  0.0013229      	|1000           	|  1.3229         	|  0.27061        	|
on_train_batch_end                 	|  0.0012629      	|1000           	|  1.2629         	|  0.25833        	|
get_validate_batch                 	|  0.0024979      	|140            	|  0.34971        	|  0.071537       	|
fetch_next_validate_batch          	|  0.002483       	|140            	|  0.34762        	|  0.07111        	|
training_batch_to_device           	|  0.00034166     	|1000           	|  0.34166        	|  0.069891       	|
on_train_batch_start               	|  9.7059e-05     	|1000           	|  0.097059       	|  0.019855       	|
on_train_epoch_start               	|  0.00026812     	|200            	|  0.053624       	|  0.010969       	|
on_train_epoch_end                 	|  0.00025037     	|200            	|  0.050073       	|  0.010243       	|
evaluation_batch_to_device         	|  0.00023424     	|139            	|  0.032559       	|  0.0066604      	|
on_train_end                       	|  0.024011       	|1              	|  0.024011       	|  0.0049117      	|
on_pretrain_routine_start          	|  0.023784       	|1              	|  0.023784       	|  0.0048653      	|
on_batch_start                     	|  2.2805e-05     	|1000           	|  0.022805       	|  0.004665       	|
on_before_zero_grad                	|  1.6249e-05     	|1000           	|  0.016249       	|  0.0033239      	|
on_batch_end                       	|  1.4334e-05     	|1000           	|  0.014334       	|  0.0029322      	|
on_before_optimizer_step           	|  1.186e-05      	|1000           	|  0.01186        	|  0.0024262      	|
on_after_backward                  	|  1.153e-05      	|1000           	|  0.01153        	|  0.0023587      	|
on_before_backward                 	|  1.1316e-05     	|1000           	|  0.011316       	|  0.0023148      	|
configure_optimizers               	|  0.0085476      	|1              	|  0.0085476      	|  0.0017485      	|
training_step_end                  	|  6.5129e-06     	|1000           	|  0.0065129      	|  0.0013323      	|
on_validation_model_eval           	|  0.0042567      	|1              	|  0.0042567      	|  0.00087076     	|
on_validation_batch_end            	|  2.2841e-05     	|139            	|  0.0031748      	|  0.00064945     	|
on_epoch_end                       	|  1.0846e-05     	|201            	|  0.0021801      	|  0.00044596     	|
on_epoch_start                     	|  1.0763e-05     	|201            	|  0.0021633      	|  0.00044252     	|
on_validation_batch_start          	|  1.081e-05      	|139            	|  0.0015026      	|  0.00030737     	|
validation_step_end                	|  5.6992e-06     	|139            	|  0.00079219     	|  0.00016205     	|
on_train_start                     	|  0.00076872     	|1              	|  0.00076872     	|  0.00015725     	|
on_validation_start                	|  0.00033416     	|1              	|  0.00033416     	|  6.8355e-05     	|
on_validation_end                  	|  0.00011527     	|1              	|  0.00011527     	|  2.3579e-05     	|
on_before_accelerator_backend_setup	|  1.9136e-05     	|2              	|  3.8272e-05     	|  7.829e-06      	|
teardown                           	|  1.594e-05      	|2              	|  3.1879e-05     	|  6.5212e-06     	|
setup                              	|  1.4076e-05     	|2              	|  2.8153e-05     	|  5.759e-06      	|
on_configure_sharded_model         	|  1.325e-05      	|2              	|  2.6499e-05     	|  5.4207e-06     	|
on_fit_end                         	|  2.137e-05      	|1              	|  2.137e-05      	|  4.3715e-06     	|
on_validation_epoch_end            	|  1.7663e-05     	|1              	|  1.7663e-05     	|  3.6132e-06     	|
on_fit_start                       	|  1.7063e-05     	|1              	|  1.7063e-05     	|  3.4904e-06     	|
prepare_data                       	|  6.081e-06      	|2              	|  1.2162e-05     	|  2.4879e-06     	|
on_val_dataloader                  	|  5.806e-06      	|2              	|  1.1612e-05     	|  2.3754e-06     	|
configure_callbacks                	|  5.766e-06      	|2              	|  1.1532e-05     	|  2.359e-06      	|
on_pretrain_routine_end            	|  1.0189e-05     	|1              	|  1.0189e-05     	|  2.0843e-06     	|
on_validation_epoch_start          	|  9.979e-06      	|1              	|  9.979e-06      	|  2.0413e-06     	|
configure_sharded_model            	|  4.774e-06      	|2              	|  9.548e-06      	|  1.9532e-06     	|
on_train_dataloader                	|  4.318e-06      	|1              	|  4.318e-06      	|  8.8329e-07     	|
