VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  433.82         	|  100 %          	|
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run_training_epoch                 	|  6.288          	|63             	|  396.14         	|  91.315         	|
run_training_batch                 	|  0.2725         	|1000           	|  272.5          	|  62.816         	|
optimizer_step_with_closure_0      	|  0.26929        	|1000           	|  269.29         	|  62.075         	|
training_step_and_backward         	|  0.20633        	|1000           	|  206.33         	|  47.56          	|
model_forward                      	|  0.10422        	|1000           	|  104.22         	|  24.023         	|
training_step                      	|  0.10403        	|1000           	|  104.03         	|  23.98          	|
backward                           	|  0.1006         	|1000           	|  100.6          	|  23.189         	|
get_train_batch                    	|  0.026418       	|1063           	|  28.083         	|  6.4734         	|
fetch_next_train_batch             	|  0.026394       	|1063           	|  28.056         	|  6.4673         	|
run_validate_evaluation            	|  7.3505         	|1              	|  7.3505         	|  1.6944         	|
evaluation_step_and_end            	|  0.10416        	|48             	|  4.9997         	|  1.1525         	|
validation_step                    	|  0.10405        	|48             	|  4.9944         	|  1.1513         	|
on_train_batch_end                 	|  0.0020747      	|1000           	|  2.0747         	|  0.47825        	|
zero_grad                          	|  0.0014755      	|1000           	|  1.4755         	|  0.34011        	|
get_validate_batch                 	|  0.014467       	|49             	|  0.70886        	|  0.1634         	|
fetch_next_validate_batch          	|  0.014442       	|49             	|  0.70766        	|  0.16312        	|
training_batch_to_device           	|  0.00024728     	|1000           	|  0.24728        	|  0.057001       	|
on_train_batch_start               	|  9.5545e-05     	|1000           	|  0.095545       	|  0.022024       	|
on_train_end                       	|  0.061514       	|1              	|  0.061514       	|  0.01418        	|
configure_optimizers               	|  0.030711       	|1              	|  0.030711       	|  0.0070792      	|
on_pretrain_routine_start          	|  0.026019       	|1              	|  0.026019       	|  0.0059977      	|
on_after_backward                  	|  2.5645e-05     	|1000           	|  0.025645       	|  0.0059116      	|
on_batch_start                     	|  2.246e-05      	|1000           	|  0.02246        	|  0.0051773      	|
on_train_epoch_end                 	|  0.00035331     	|63             	|  0.022259       	|  0.0051309      	|
on_train_epoch_start               	|  0.00033861     	|63             	|  0.021332       	|  0.0049173      	|
on_before_zero_grad                	|  1.7931e-05     	|1000           	|  0.017931       	|  0.0041333      	|
on_batch_end                       	|  1.6109e-05     	|1000           	|  0.016109       	|  0.0037134      	|
evaluation_batch_to_device         	|  0.00029663     	|48             	|  0.014238       	|  0.0032821      	|
on_before_backward                 	|  1.3562e-05     	|1000           	|  0.013562       	|  0.0031263      	|
on_before_optimizer_step           	|  1.3551e-05     	|1000           	|  0.013551       	|  0.0031238      	|
training_step_end                  	|  7.3888e-06     	|1000           	|  0.0073888      	|  0.0017032      	|
on_validation_model_eval           	|  0.0071355      	|1              	|  0.0071355      	|  0.0016448      	|
on_validation_batch_end            	|  4.2234e-05     	|48             	|  0.0020273      	|  0.00046731     	|
on_train_start                     	|  0.0011451      	|1              	|  0.0011451      	|  0.00026395     	|
on_validation_batch_start          	|  1.673e-05      	|48             	|  0.00080305     	|  0.00018511     	|
on_epoch_end                       	|  1.1762e-05     	|64             	|  0.00075277     	|  0.00017352     	|
on_epoch_start                     	|  1.0767e-05     	|64             	|  0.00068909     	|  0.00015884     	|
validation_step_end                	|  9.0853e-06     	|48             	|  0.00043609     	|  0.00010052     	|
on_validation_start                	|  0.00038471     	|1              	|  0.00038471     	|  8.8681e-05     	|
on_validation_end                  	|  0.00023769     	|1              	|  0.00023769     	|  5.479e-05      	|
on_before_accelerator_backend_setup	|  2.6919e-05     	|2              	|  5.3838e-05     	|  1.241e-05      	|
teardown                           	|  2.6544e-05     	|2              	|  5.3087e-05     	|  1.2237e-05     	|
on_configure_sharded_model         	|  2.588e-05      	|2              	|  5.1759e-05     	|  1.1931e-05     	|
setup                              	|  2.5639e-05     	|2              	|  5.1279e-05     	|  1.182e-05      	|
on_fit_start                       	|  4.5426e-05     	|1              	|  4.5426e-05     	|  1.0471e-05     	|
on_validation_epoch_end            	|  3.0482e-05     	|1              	|  3.0482e-05     	|  7.0265e-06     	|
on_fit_end                         	|  2.4768e-05     	|1              	|  2.4768e-05     	|  5.7092e-06     	|
prepare_data                       	|  9.0133e-06     	|2              	|  1.8027e-05     	|  4.1554e-06     	|
configure_sharded_model            	|  8.2925e-06     	|2              	|  1.6585e-05     	|  3.823e-06      	|
on_pretrain_routine_end            	|  1.4873e-05     	|1              	|  1.4873e-05     	|  3.4285e-06     	|
on_val_dataloader                  	|  7.3854e-06     	|2              	|  1.4771e-05     	|  3.4048e-06     	|
configure_callbacks                	|  6.8061e-06     	|2              	|  1.3612e-05     	|  3.1378e-06     	|
on_validation_epoch_start          	|  1.0248e-05     	|1              	|  1.0248e-05     	|  2.3623e-06     	|
on_train_dataloader                	|  7.0687e-06     	|1              	|  7.0687e-06     	|  1.6294e-06     	|
