VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1546.0         	|  100 %          	|
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run_training_epoch                 	|  2.963          	|500            	|  1481.5         	|  95.83          	|
run_training_batch                 	|  0.39447        	|1000           	|  394.47         	|  25.516         	|
optimizer_step_with_closure_0      	|  0.39079        	|1000           	|  390.79         	|  25.278         	|
training_step_and_backward         	|  0.28609        	|1000           	|  286.09         	|  18.506         	|
get_train_batch                    	|  0.11598        	|1500           	|  173.97         	|  11.253         	|
fetch_next_train_batch             	|  0.11593        	|1500           	|  173.9          	|  11.249         	|
model_forward                      	|  0.1532         	|1000           	|  153.2          	|  9.9093         	|
training_step                      	|  0.15297        	|1000           	|  152.97         	|  9.8945         	|
backward                           	|  0.13133        	|1000           	|  131.33         	|  8.4949         	|
run_validate_evaluation            	|  30.749         	|1              	|  30.749         	|  1.989          	|
evaluation_step_and_end            	|  0.22011        	|125            	|  27.514         	|  1.7797         	|
validation_step                    	|  0.21984        	|125            	|  27.481         	|  1.7776         	|
on_train_batch_end                 	|  0.0023791      	|1000           	|  2.3791         	|  0.15389        	|
zero_grad                          	|  0.0015283      	|1000           	|  1.5283         	|  0.098857       	|
get_validate_batch                 	|  0.0065132      	|126            	|  0.82066        	|  0.053084       	|
fetch_next_validate_batch          	|  0.006486       	|126            	|  0.81724        	|  0.052862       	|
training_batch_to_device           	|  0.00063801     	|1000           	|  0.63801        	|  0.041269       	|
on_train_epoch_end                 	|  0.00037065     	|500            	|  0.18533        	|  0.011988       	|
on_train_epoch_start               	|  0.00035243     	|500            	|  0.17622        	|  0.011398       	|
on_train_batch_start               	|  0.00011355     	|1000           	|  0.11355        	|  0.0073449      	|
on_batch_start                     	|  4.4757e-05     	|1000           	|  0.044757       	|  0.002895       	|
on_train_end                       	|  0.043732       	|1              	|  0.043732       	|  0.0028287      	|
evaluation_batch_to_device         	|  0.00029564     	|125            	|  0.036955       	|  0.0023904      	|
on_after_backward                  	|  2.5323e-05     	|1000           	|  0.025323       	|  0.001638       	|
on_before_zero_grad                	|  2.4096e-05     	|1000           	|  0.024096       	|  0.0015586      	|
on_pretrain_routine_start          	|  0.023434       	|1              	|  0.023434       	|  0.0015158      	|
validation_step_end                	|  0.00015313     	|125            	|  0.019141       	|  0.0012381      	|
on_before_backward                 	|  1.761e-05      	|1000           	|  0.01761        	|  0.0011391      	|
on_batch_end                       	|  1.661e-05      	|1000           	|  0.01661        	|  0.0010744      	|
on_before_optimizer_step           	|  1.6495e-05     	|1000           	|  0.016495       	|  0.001067       	|
configure_optimizers               	|  0.011566       	|1              	|  0.011566       	|  0.00074815     	|
training_step_end                  	|  8.9525e-06     	|1000           	|  0.0089525      	|  0.00057908     	|
on_epoch_end                       	|  1.163e-05      	|501            	|  0.0058267      	|  0.0003769      	|
on_validation_batch_end            	|  4.5375e-05     	|125            	|  0.0056719      	|  0.00036688     	|
on_epoch_start                     	|  1.1216e-05     	|501            	|  0.005619       	|  0.00036346     	|
on_validation_model_eval           	|  0.0037886      	|1              	|  0.0037886      	|  0.00024506     	|
on_train_start                     	|  0.003039       	|1              	|  0.003039       	|  0.00019657     	|
on_validation_batch_start          	|  1.8009e-05     	|125            	|  0.0022511      	|  0.00014561     	|
on_validation_start                	|  0.00037817     	|1              	|  0.00037817     	|  2.4461e-05     	|
on_validation_end                  	|  0.00023605     	|1              	|  0.00023605     	|  1.5269e-05     	|
on_before_accelerator_backend_setup	|  3.6331e-05     	|2              	|  7.2662e-05     	|  4.7001e-06     	|
on_configure_sharded_model         	|  3.3142e-05     	|2              	|  6.6284e-05     	|  4.2875e-06     	|
setup                              	|  2.9566e-05     	|2              	|  5.9132e-05     	|  3.8249e-06     	|
teardown                           	|  2.6821e-05     	|2              	|  5.3642e-05     	|  3.4698e-06     	|
on_fit_start                       	|  4.8013e-05     	|1              	|  4.8013e-05     	|  3.1057e-06     	|
on_validation_epoch_end            	|  4.2647e-05     	|1              	|  4.2647e-05     	|  2.7586e-06     	|
on_fit_end                         	|  3.0622e-05     	|1              	|  3.0622e-05     	|  1.9807e-06     	|
on_val_dataloader                  	|  9.4445e-06     	|2              	|  1.8889e-05     	|  1.2218e-06     	|
configure_sharded_model            	|  9.2136e-06     	|2              	|  1.8427e-05     	|  1.1919e-06     	|
prepare_data                       	|  9.0692e-06     	|2              	|  1.8138e-05     	|  1.1733e-06     	|
configure_callbacks                	|  7.9107e-06     	|2              	|  1.5821e-05     	|  1.0234e-06     	|
on_pretrain_routine_end            	|  1.3996e-05     	|1              	|  1.3996e-05     	|  9.0531e-07     	|
on_validation_epoch_start          	|  9.7249e-06     	|1              	|  9.7249e-06     	|  6.2904e-07     	|
on_train_dataloader                	|  7.987e-06      	|1              	|  7.987e-06      	|  5.1663e-07     	|
