VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  582.51         	|  100 %          	|
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run_training_epoch                 	|  8.1197         	|63             	|  511.54         	|  87.817         	|
run_training_batch                 	|  0.37585        	|1000           	|  375.85         	|  64.524         	|
optimizer_step_with_closure_0      	|  0.37324        	|1000           	|  373.24         	|  64.074         	|
training_step_and_backward         	|  0.26595        	|1000           	|  265.95         	|  45.656         	|
model_forward                      	|  0.13714        	|1000           	|  137.14         	|  23.542         	|
training_step                      	|  0.13696        	|1000           	|  136.96         	|  23.513         	|
backward                           	|  0.12725        	|1000           	|  127.25         	|  21.846         	|
run_validate_evaluation            	|  30.968         	|1              	|  30.968         	|  5.3164         	|
get_train_batch                    	|  0.028825       	|1063           	|  30.641         	|  5.2603         	|
fetch_next_train_batch             	|  0.028802       	|1063           	|  30.617         	|  5.2561         	|
evaluation_step_and_end            	|  0.22115        	|125            	|  27.644         	|  4.7457         	|
validation_step                    	|  0.22104        	|125            	|  27.63          	|  4.7434         	|
on_train_batch_end                 	|  0.001816       	|1000           	|  1.816          	|  0.31177        	|
zero_grad                          	|  0.0015245      	|1000           	|  1.5245         	|  0.26171        	|
get_validate_batch                 	|  0.0072618      	|126            	|  0.91498        	|  0.15708        	|
fetch_next_validate_batch          	|  0.0072382      	|126            	|  0.91202        	|  0.15657        	|
training_batch_to_device           	|  0.00024908     	|1000           	|  0.24908        	|  0.04276        	|
on_train_batch_start               	|  9.4202e-05     	|1000           	|  0.094202       	|  0.016172       	|
on_train_end                       	|  0.044607       	|1              	|  0.044607       	|  0.0076578      	|
evaluation_batch_to_device         	|  0.00029768     	|125            	|  0.03721        	|  0.0063879      	|
on_pretrain_routine_start          	|  0.023129       	|1              	|  0.023129       	|  0.0039705      	|
on_train_epoch_start               	|  0.00036526     	|63             	|  0.023011       	|  0.0039504      	|
on_train_epoch_end                 	|  0.00035399     	|63             	|  0.022301       	|  0.0038285      	|
on_after_backward                  	|  2.0396e-05     	|1000           	|  0.020396       	|  0.0035014      	|
on_batch_start                     	|  2.0245e-05     	|1000           	|  0.020245       	|  0.0034755      	|
on_before_zero_grad                	|  1.682e-05      	|1000           	|  0.01682        	|  0.0028875      	|
on_batch_end                       	|  1.5341e-05     	|1000           	|  0.015341       	|  0.0026337      	|
on_before_optimizer_step           	|  1.3161e-05     	|1000           	|  0.013161       	|  0.0022594      	|
configure_optimizers               	|  0.012461       	|1              	|  0.012461       	|  0.0021392      	|
on_before_backward                 	|  1.1925e-05     	|1000           	|  0.011925       	|  0.0020472      	|
training_step_end                  	|  6.4322e-06     	|1000           	|  0.0064322      	|  0.0011042      	|
on_validation_model_eval           	|  0.0048754      	|1              	|  0.0048754      	|  0.00083697     	|
on_validation_batch_end            	|  3.8954e-05     	|125            	|  0.0048693      	|  0.00083593     	|
on_train_start                     	|  0.002159       	|1              	|  0.002159       	|  0.00037064     	|
on_validation_batch_start          	|  1.5691e-05     	|125            	|  0.0019614      	|  0.00033672     	|
validation_step_end                	|  8.4872e-06     	|125            	|  0.0010609      	|  0.00018213     	|
on_epoch_end                       	|  1.2035e-05     	|64             	|  0.00077023     	|  0.00013223     	|
on_epoch_start                     	|  1.0955e-05     	|64             	|  0.00070115     	|  0.00012037     	|
on_validation_start                	|  0.00059051     	|1              	|  0.00059051     	|  0.00010137     	|
on_validation_end                  	|  0.00015263     	|1              	|  0.00015263     	|  2.6202e-05     	|
on_fit_start                       	|  0.00014186     	|1              	|  0.00014186     	|  2.4353e-05     	|
on_before_accelerator_backend_setup	|  3.6966e-05     	|2              	|  7.3932e-05     	|  1.2692e-05     	|
on_configure_sharded_model         	|  3.0893e-05     	|2              	|  6.1786e-05     	|  1.0607e-05     	|
setup                              	|  2.7888e-05     	|2              	|  5.5775e-05     	|  9.575e-06      	|
teardown                           	|  2.241e-05      	|2              	|  4.4821e-05     	|  7.6945e-06     	|
on_fit_end                         	|  2.8636e-05     	|1              	|  2.8636e-05     	|  4.9161e-06     	|
on_validation_epoch_end            	|  2.7999e-05     	|1              	|  2.7999e-05     	|  4.8067e-06     	|
on_val_dataloader                  	|  1.3077e-05     	|2              	|  2.6153e-05     	|  4.4898e-06     	|
configure_sharded_model            	|  9.1335e-06     	|2              	|  1.8267e-05     	|  3.1359e-06     	|
configure_callbacks                	|  8.2999e-06     	|2              	|  1.66e-05       	|  2.8497e-06     	|
on_pretrain_routine_end            	|  1.3791e-05     	|1              	|  1.3791e-05     	|  2.3675e-06     	|
prepare_data                       	|  6.8797e-06     	|2              	|  1.3759e-05     	|  2.3621e-06     	|
on_validation_epoch_start          	|  1.3255e-05     	|1              	|  1.3255e-05     	|  2.2754e-06     	|
on_train_dataloader                	|  6.9011e-06     	|1              	|  6.9011e-06     	|  1.1847e-06     	|
