VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  400.32         	|  100 %          	|
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run_training_epoch                 	|  13.688         	|25             	|  342.21         	|  85.485         	|
run_training_batch                 	|  0.285          	|1000           	|  285.0          	|  71.194         	|
optimizer_step_with_closure_0      	|  0.28189        	|1000           	|  281.89         	|  70.416         	|
training_step_and_backward         	|  0.21684        	|1000           	|  216.84         	|  54.167         	|
backward                           	|  0.10774        	|1000           	|  107.74         	|  26.914         	|
model_forward                      	|  0.10756        	|1000           	|  107.56         	|  26.87          	|
training_step                      	|  0.10737        	|1000           	|  107.37         	|  26.821         	|
run_validate_evaluation            	|  17.43          	|1              	|  17.43          	|  4.3541         	|
evaluation_step_and_end            	|  0.10123        	|139            	|  14.071         	|  3.5149         	|
validation_step                    	|  0.1011         	|139            	|  14.053         	|  3.5105         	|
get_train_batch                    	|  0.01276        	|1025           	|  13.079         	|  3.2672         	|
fetch_next_train_batch             	|  0.012735       	|1025           	|  13.053         	|  3.2606         	|
on_train_batch_end                 	|  0.0023964      	|1000           	|  2.3964         	|  0.59862        	|
zero_grad                          	|  0.0014992      	|1000           	|  1.4992         	|  0.37451        	|
get_validate_batch                 	|  0.0061976      	|140            	|  0.86767        	|  0.21675        	|
fetch_next_validate_batch          	|  0.0061704      	|140            	|  0.86386        	|  0.21579        	|
training_batch_to_device           	|  0.00032224     	|1000           	|  0.32224        	|  0.080497       	|
on_train_batch_start               	|  9.53e-05       	|1000           	|  0.0953         	|  0.023806       	|
on_train_end                       	|  0.045758       	|1              	|  0.045758       	|  0.01143        	|
evaluation_batch_to_device         	|  0.00032724     	|139            	|  0.045486       	|  0.011362       	|
on_after_backward                  	|  2.4056e-05     	|1000           	|  0.024056       	|  0.0060091      	|
on_pretrain_routine_start          	|  0.022565       	|1              	|  0.022565       	|  0.0056367      	|
on_batch_start                     	|  2.2551e-05     	|1000           	|  0.022551       	|  0.0056333      	|
on_batch_end                       	|  1.6918e-05     	|1000           	|  0.016918       	|  0.0042261      	|
on_before_zero_grad                	|  1.6773e-05     	|1000           	|  0.016773       	|  0.0041898      	|
on_before_backward                 	|  1.3228e-05     	|1000           	|  0.013228       	|  0.0033045      	|
on_before_optimizer_step           	|  1.2555e-05     	|1000           	|  0.012555       	|  0.0031363      	|
on_train_epoch_start               	|  0.00045904     	|25             	|  0.011476       	|  0.0028667      	|
on_train_epoch_end                 	|  0.00045626     	|25             	|  0.011407       	|  0.0028494      	|
configure_optimizers               	|  0.010893       	|1              	|  0.010893       	|  0.0027211      	|
training_step_end                  	|  7.0966e-06     	|1000           	|  0.0070966      	|  0.0017727      	|
on_validation_batch_end            	|  4.948e-05      	|139            	|  0.0068777      	|  0.0017181      	|
on_validation_model_eval           	|  0.0047854      	|1              	|  0.0047854      	|  0.0011954      	|
on_validation_batch_start          	|  1.7486e-05     	|139            	|  0.0024305      	|  0.00060715     	|
validation_step_end                	|  9.7241e-06     	|139            	|  0.0013516      	|  0.00033764     	|
on_train_start                     	|  0.0010312      	|1              	|  0.0010312      	|  0.0002576      	|
on_validation_start                	|  0.00067928     	|1              	|  0.00067928     	|  0.00016968     	|
on_epoch_start                     	|  1.2538e-05     	|26             	|  0.000326       	|  8.1435e-05     	|
on_epoch_end                       	|  1.2428e-05     	|26             	|  0.00032312     	|  8.0716e-05     	|
on_validation_end                  	|  0.00021545     	|1              	|  0.00021545     	|  5.382e-05      	|
on_fit_end                         	|  7.5243e-05     	|1              	|  7.5243e-05     	|  1.8796e-05     	|
on_before_accelerator_backend_setup	|  3.3352e-05     	|2              	|  6.6703e-05     	|  1.6663e-05     	|
on_configure_sharded_model         	|  3.2149e-05     	|2              	|  6.4299e-05     	|  1.6062e-05     	|
setup                              	|  3.0173e-05     	|2              	|  6.0346e-05     	|  1.5075e-05     	|
teardown                           	|  2.8275e-05     	|2              	|  5.655e-05      	|  1.4126e-05     	|
on_fit_start                       	|  3.9803e-05     	|1              	|  3.9803e-05     	|  9.9428e-06     	|
on_validation_epoch_end            	|  3.4945e-05     	|1              	|  3.4945e-05     	|  8.7293e-06     	|
on_val_dataloader                  	|  1.6155e-05     	|2              	|  3.2309e-05     	|  8.071e-06      	|
prepare_data                       	|  1.0852e-05     	|2              	|  2.1704e-05     	|  5.4216e-06     	|
configure_sharded_model            	|  1.0626e-05     	|2              	|  2.1253e-05     	|  5.309e-06      	|
configure_callbacks                	|  9.6671e-06     	|2              	|  1.9334e-05     	|  4.8297e-06     	|
on_validation_epoch_start          	|  1.3834e-05     	|1              	|  1.3834e-05     	|  3.4557e-06     	|
on_pretrain_routine_end            	|  1.2469e-05     	|1              	|  1.2469e-05     	|  3.1147e-06     	|
on_train_dataloader                	|  6.0517e-06     	|1              	|  6.0517e-06     	|  1.5117e-06     	|
