VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  475.84         	|  100 %          	|
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run_training_epoch                 	|  6.4594         	|63             	|  406.94         	|  85.52          	|
run_training_batch                 	|  0.27398        	|1000           	|  273.98         	|  57.579         	|
optimizer_step_with_closure_0      	|  0.26964        	|1000           	|  269.64         	|  56.665         	|
training_step_and_backward         	|  0.20276        	|1000           	|  202.76         	|  42.611         	|
model_forward                      	|  0.10768        	|1000           	|  107.68         	|  22.629         	|
training_step                      	|  0.10748        	|1000           	|  107.48         	|  22.588         	|
backward                           	|  0.093436       	|1000           	|  93.436         	|  19.636         	|
run_validate_evaluation            	|  30.46          	|1              	|  30.46          	|  6.4013         	|
get_train_batch                    	|  0.026045       	|1063           	|  27.685         	|  5.8182         	|
fetch_next_train_batch             	|  0.02602        	|1063           	|  27.659         	|  5.8127         	|
evaluation_step_and_end            	|  0.084188       	|313            	|  26.351         	|  5.5378         	|
validation_step                    	|  0.084123       	|313            	|  26.33          	|  5.5334         	|
on_train_batch_end                 	|  0.0023505      	|1000           	|  2.3505         	|  0.49398        	|
zero_grad                          	|  0.0016083      	|1000           	|  1.6083         	|  0.33799        	|
get_validate_batch                 	|  0.0029073      	|314            	|  0.9129         	|  0.19185        	|
fetch_next_validate_batch          	|  0.0028909      	|314            	|  0.90773        	|  0.19076        	|
training_batch_to_device           	|  0.00027231     	|1000           	|  0.27231        	|  0.057227       	|
on_train_batch_start               	|  9.5365e-05     	|1000           	|  0.095365       	|  0.020041       	|
evaluation_batch_to_device         	|  0.00023198     	|313            	|  0.07261        	|  0.015259       	|
on_train_end                       	|  0.049231       	|1              	|  0.049231       	|  0.010346       	|
on_after_backward                  	|  2.4974e-05     	|1000           	|  0.024974       	|  0.0052483      	|
on_train_epoch_end                 	|  0.00037069     	|63             	|  0.023353       	|  0.0049078      	|
on_train_epoch_start               	|  0.00036432     	|63             	|  0.022952       	|  0.0048235      	|
on_pretrain_routine_start          	|  0.022908       	|1              	|  0.022908       	|  0.0048143      	|
on_before_zero_grad                	|  2.2233e-05     	|1000           	|  0.022233       	|  0.0046725      	|
on_batch_start                     	|  2.1732e-05     	|1000           	|  0.021732       	|  0.0045671      	|
configure_optimizers               	|  0.016858       	|1              	|  0.016858       	|  0.0035428      	|
on_batch_end                       	|  1.5703e-05     	|1000           	|  0.015703       	|  0.0033001      	|
on_before_optimizer_step           	|  1.4079e-05     	|1000           	|  0.014079       	|  0.0029588      	|
on_before_backward                 	|  1.32e-05       	|1000           	|  0.0132         	|  0.0027741      	|
on_validation_batch_end            	|  2.409e-05      	|313            	|  0.0075403      	|  0.0015846      	|
training_step_end                  	|  6.5945e-06     	|1000           	|  0.0065945      	|  0.0013859      	|
on_validation_model_eval           	|  0.0052299      	|1              	|  0.0052299      	|  0.0010991      	|
on_validation_batch_start          	|  1.1802e-05     	|313            	|  0.0036941      	|  0.00077633     	|
validation_step_end                	|  5.7105e-06     	|313            	|  0.0017874      	|  0.00037563     	|
on_train_start                     	|  0.0013282      	|1              	|  0.0013282      	|  0.00027913     	|
on_validation_start                	|  0.00080268     	|1              	|  0.00080268     	|  0.00016869     	|
on_epoch_end                       	|  1.1593e-05     	|64             	|  0.00074197     	|  0.00015593     	|
on_epoch_start                     	|  1.1103e-05     	|64             	|  0.00071061     	|  0.00014934     	|
on_validation_end                  	|  0.00019614     	|1              	|  0.00019614     	|  4.1219e-05     	|
setup                              	|  3.3731e-05     	|2              	|  6.7461e-05     	|  1.4177e-05     	|
on_fit_end                         	|  6.0037e-05     	|1              	|  6.0037e-05     	|  1.2617e-05     	|
teardown                           	|  2.5508e-05     	|2              	|  5.1016e-05     	|  1.0721e-05     	|
on_validation_epoch_end            	|  5.1001e-05     	|1              	|  5.1001e-05     	|  1.0718e-05     	|
on_before_accelerator_backend_setup	|  2.5009e-05     	|2              	|  5.0018e-05     	|  1.0511e-05     	|
on_configure_sharded_model         	|  2.485e-05      	|2              	|  4.9701e-05     	|  1.0445e-05     	|
on_val_dataloader                  	|  2.3372e-05     	|2              	|  4.6743e-05     	|  9.8233e-06     	|
on_fit_start                       	|  4.2975e-05     	|1              	|  4.2975e-05     	|  9.0314e-06     	|
configure_callbacks                	|  8.3866e-06     	|2              	|  1.6773e-05     	|  3.5249e-06     	|
prepare_data                       	|  7.4971e-06     	|2              	|  1.4994e-05     	|  3.1511e-06     	|
configure_sharded_model            	|  6.9821e-06     	|2              	|  1.3964e-05     	|  2.9346e-06     	|
on_validation_epoch_start          	|  1.3674e-05     	|1              	|  1.3674e-05     	|  2.8736e-06     	|
on_pretrain_routine_end            	|  1.2565e-05     	|1              	|  1.2565e-05     	|  2.6407e-06     	|
on_train_dataloader                	|  8.5477e-06     	|1              	|  8.5477e-06     	|  1.7963e-06     	|
