VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  457.52         	|  100 %          	|
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run_training_epoch                 	|  15.036         	|25             	|  375.89         	|  82.158         	|
run_training_batch                 	|  0.36329        	|1000           	|  363.29         	|  79.405         	|
optimizer_step_with_closure_0      	|  0.36053        	|1000           	|  360.53         	|  78.801         	|
training_step_and_backward         	|  0.28144        	|1000           	|  281.44         	|  61.514         	|
model_forward                      	|  0.16585        	|1000           	|  165.85         	|  36.249         	|
training_step                      	|  0.16571        	|1000           	|  165.71         	|  36.219         	|
backward                           	|  0.11429        	|1000           	|  114.29         	|  24.98          	|
run_validate_evaluation            	|  36.013         	|1              	|  36.013         	|  7.8713         	|
evaluation_step_and_end            	|  0.25434        	|139            	|  35.353         	|  7.7271         	|
validation_step                    	|  0.25429        	|139            	|  35.346         	|  7.7255         	|
get_train_batch                    	|  0.0042428      	|1025           	|  4.3488         	|  0.95052        	|
fetch_next_train_batch             	|  0.0042253      	|1025           	|  4.331          	|  0.94661        	|
zero_grad                          	|  0.0012791      	|1000           	|  1.2791         	|  0.27958        	|
on_train_batch_end                 	|  0.00121        	|1000           	|  1.21           	|  0.26447        	|
get_validate_batch                 	|  0.0024708      	|140            	|  0.34591        	|  0.075606       	|
fetch_next_validate_batch          	|  0.0024569      	|140            	|  0.34397        	|  0.075182       	|
training_batch_to_device           	|  0.00023886     	|1000           	|  0.23886        	|  0.052207       	|
on_train_batch_start               	|  9.0431e-05     	|1000           	|  0.090431       	|  0.019765       	|
evaluation_batch_to_device         	|  0.00023028     	|139            	|  0.032008       	|  0.0069961      	|
on_train_end                       	|  0.023868       	|1              	|  0.023868       	|  0.0052168      	|
on_pretrain_routine_start          	|  0.022481       	|1              	|  0.022481       	|  0.0049137      	|
on_batch_start                     	|  1.5341e-05     	|1000           	|  0.015341       	|  0.0033531      	|
on_before_zero_grad                	|  1.3778e-05     	|1000           	|  0.013778       	|  0.0030114      	|
on_batch_end                       	|  1.3317e-05     	|1000           	|  0.013317       	|  0.0029108      	|
on_after_backward                  	|  1.1357e-05     	|1000           	|  0.011357       	|  0.0024824      	|
on_before_backward                 	|  1.066e-05      	|1000           	|  0.01066        	|  0.00233        	|
on_before_optimizer_step           	|  1.0538e-05     	|1000           	|  0.010538       	|  0.0023034      	|
configure_optimizers               	|  0.0084732      	|1              	|  0.0084732      	|  0.001852       	|
on_train_epoch_end                 	|  0.00028319     	|25             	|  0.0070799      	|  0.0015474      	|
on_train_epoch_start               	|  0.00026902     	|25             	|  0.0067255      	|  0.00147        	|
training_step_end                  	|  6.0806e-06     	|1000           	|  0.0060806      	|  0.001329       	|
on_validation_model_eval           	|  0.004816       	|1              	|  0.004816       	|  0.0010526      	|
on_validation_batch_end            	|  2.0289e-05     	|139            	|  0.0028202      	|  0.00061641     	|
on_validation_batch_start          	|  1.0853e-05     	|139            	|  0.0015085      	|  0.00032972     	|
on_train_start                     	|  0.00070328     	|1              	|  0.00070328     	|  0.00015371     	|
validation_step_end                	|  4.9778e-06     	|139            	|  0.00069191     	|  0.00015123     	|
on_validation_start                	|  0.00032775     	|1              	|  0.00032775     	|  7.1637e-05     	|
on_epoch_end                       	|  1.0869e-05     	|26             	|  0.0002826      	|  6.1767e-05     	|
on_epoch_start                     	|  1.0701e-05     	|26             	|  0.00027823     	|  6.0813e-05     	|
on_validation_end                  	|  0.00010431     	|1              	|  0.00010431     	|  2.2798e-05     	|
on_before_accelerator_backend_setup	|  1.9361e-05     	|2              	|  3.8722e-05     	|  8.4635e-06     	|
teardown                           	|  1.6361e-05     	|2              	|  3.2721e-05     	|  7.1518e-06     	|
on_configure_sharded_model         	|  1.4797e-05     	|2              	|  2.9595e-05     	|  6.4685e-06     	|
setup                              	|  1.4286e-05     	|2              	|  2.8573e-05     	|  6.2452e-06     	|
on_fit_end                         	|  2.3905e-05     	|1              	|  2.3905e-05     	|  5.2249e-06     	|
on_validation_epoch_end            	|  1.8104e-05     	|1              	|  1.8104e-05     	|  3.957e-06      	|
on_fit_start                       	|  1.7864e-05     	|1              	|  1.7864e-05     	|  3.9045e-06     	|
prepare_data                       	|  6.291e-06      	|2              	|  1.2582e-05     	|  2.7501e-06     	|
on_val_dataloader                  	|  5.8355e-06     	|2              	|  1.1671e-05     	|  2.5509e-06     	|
configure_callbacks                	|  5.606e-06      	|2              	|  1.1212e-05     	|  2.4506e-06     	|
configure_sharded_model            	|  5.144e-06      	|2              	|  1.0288e-05     	|  2.2486e-06     	|
on_validation_epoch_start          	|  1.0219e-05     	|1              	|  1.0219e-05     	|  2.2336e-06     	|
on_pretrain_routine_end            	|  9.879e-06      	|1              	|  9.879e-06      	|  2.1592e-06     	|
on_train_dataloader                	|  4.1471e-06     	|1              	|  4.1471e-06     	|  9.0642e-07     	|
