VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  394.7          	|  100 %          	|
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run_training_epoch                 	|  13.344         	|25             	|  333.61         	|  84.521         	|
run_training_batch                 	|  0.28181        	|1000           	|  281.81         	|  71.399         	|
optimizer_step_with_closure_0      	|  0.27864        	|1000           	|  278.64         	|  70.597         	|
training_step_and_backward         	|  0.21452        	|1000           	|  214.52         	|  54.351         	|
backward                           	|  0.10696        	|1000           	|  106.96         	|  27.098         	|
model_forward                      	|  0.10603        	|1000           	|  106.03         	|  26.863         	|
training_step                      	|  0.10583        	|1000           	|  105.83         	|  26.814         	|
run_validate_evaluation            	|  17.109         	|1              	|  17.109         	|  4.3346         	|
evaluation_step_and_end            	|  0.10343        	|139            	|  14.377         	|  3.6424         	|
validation_step                    	|  0.1033         	|139            	|  14.359         	|  3.638          	|
get_train_batch                    	|  0.011104       	|1025           	|  11.381         	|  2.8835         	|
fetch_next_train_batch             	|  0.011078       	|1025           	|  11.355         	|  2.8769         	|
on_train_batch_end                 	|  0.0024648      	|1000           	|  2.4648         	|  0.62448        	|
zero_grad                          	|  0.0015066      	|1000           	|  1.5066         	|  0.3817         	|
get_validate_batch                 	|  0.0050577      	|140            	|  0.70808        	|  0.1794         	|
fetch_next_validate_batch          	|  0.0050291      	|140            	|  0.70407        	|  0.17838        	|
training_batch_to_device           	|  0.00029359     	|1000           	|  0.29359        	|  0.074383       	|
on_train_batch_start               	|  9.5261e-05     	|1000           	|  0.095261       	|  0.024135       	|
on_train_end                       	|  0.044259       	|1              	|  0.044259       	|  0.011213       	|
evaluation_batch_to_device         	|  0.00031498     	|139            	|  0.043783       	|  0.011093       	|
on_after_backward                  	|  2.5182e-05     	|1000           	|  0.025182       	|  0.00638        	|
on_pretrain_routine_start          	|  0.024124       	|1              	|  0.024124       	|  0.0061119      	|
on_batch_start                     	|  2.3365e-05     	|1000           	|  0.023365       	|  0.0059196      	|
on_before_zero_grad                	|  1.7566e-05     	|1000           	|  0.017566       	|  0.0044504      	|
on_batch_end                       	|  1.6145e-05     	|1000           	|  0.016145       	|  0.0040904      	|
on_before_backward                 	|  1.388e-05      	|1000           	|  0.01388        	|  0.0035167      	|
on_before_optimizer_step           	|  1.2921e-05     	|1000           	|  0.012921       	|  0.0032736      	|
on_train_epoch_end                 	|  0.00049114     	|25             	|  0.012278       	|  0.0031108      	|
on_train_epoch_start               	|  0.00042546     	|25             	|  0.010637       	|  0.0026948      	|
configure_optimizers               	|  0.0099136      	|1              	|  0.0099136      	|  0.0025117      	|
training_step_end                  	|  7.0516e-06     	|1000           	|  0.0070516      	|  0.0017866      	|
on_validation_batch_end            	|  4.7086e-05     	|139            	|  0.0065449      	|  0.0016582      	|
on_validation_model_eval           	|  0.0045134      	|1              	|  0.0045134      	|  0.0011435      	|
on_validation_batch_start          	|  1.8597e-05     	|139            	|  0.002585       	|  0.00065494     	|
validation_step_end                	|  1.0156e-05     	|139            	|  0.0014117      	|  0.00035765     	|
on_train_start                     	|  0.0011359      	|1              	|  0.0011359      	|  0.00028778     	|
on_validation_start                	|  0.00064829     	|1              	|  0.00064829     	|  0.00016425     	|
on_epoch_start                     	|  1.1555e-05     	|26             	|  0.00030042     	|  7.6114e-05     	|
on_epoch_end                       	|  1.1418e-05     	|26             	|  0.00029688     	|  7.5216e-05     	|
on_validation_end                  	|  0.00017611     	|1              	|  0.00017611     	|  4.462e-05      	|
teardown                           	|  4.8731e-05     	|2              	|  9.7461e-05     	|  2.4692e-05     	|
on_configure_sharded_model         	|  3.4367e-05     	|2              	|  6.8733e-05     	|  1.7414e-05     	|
setup                              	|  2.7315e-05     	|2              	|  5.463e-05      	|  1.3841e-05     	|
on_before_accelerator_backend_setup	|  2.421e-05      	|2              	|  4.8419e-05     	|  1.2267e-05     	|
on_validation_epoch_end            	|  4.6799e-05     	|1              	|  4.6799e-05     	|  1.1857e-05     	|
on_fit_start                       	|  4.1265e-05     	|1              	|  4.1265e-05     	|  1.0455e-05     	|
on_fit_end                         	|  3.4943e-05     	|1              	|  3.4943e-05     	|  8.8531e-06     	|
on_val_dataloader                  	|  1.4027e-05     	|2              	|  2.8053e-05     	|  7.1075e-06     	|
configure_sharded_model            	|  1.0427e-05     	|2              	|  2.0854e-05     	|  5.2836e-06     	|
on_pretrain_routine_end            	|  1.468e-05      	|1              	|  1.468e-05      	|  3.7192e-06     	|
prepare_data                       	|  7.0259e-06     	|2              	|  1.4052e-05     	|  3.5601e-06     	|
configure_callbacks                	|  7.0026e-06     	|2              	|  1.4005e-05     	|  3.5483e-06     	|
on_validation_epoch_start          	|  1.3618e-05     	|1              	|  1.3618e-05     	|  3.4502e-06     	|
on_train_dataloader                	|  1.0064e-05     	|1              	|  1.0064e-05     	|  2.5498e-06     	|
