VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1410.2         	|  100 %          	|
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run_training_epoch                 	|  2.7007         	|500            	|  1350.4         	|  95.755         	|
run_training_batch                 	|  0.3827         	|1000           	|  382.7          	|  27.138         	|
optimizer_step_with_closure_0      	|  0.37934        	|1000           	|  379.34         	|  26.899         	|
training_step_and_backward         	|  0.27453        	|1000           	|  274.53         	|  19.467         	|
get_train_batch                    	|  0.10313        	|1500           	|  154.69         	|  10.969         	|
fetch_next_train_batch             	|  0.10309        	|1500           	|  154.63         	|  10.965         	|
model_forward                      	|  0.1445         	|1000           	|  144.5          	|  10.247         	|
training_step                      	|  0.14428        	|1000           	|  144.28         	|  10.231         	|
backward                           	|  0.1285         	|1000           	|  128.5          	|  9.112          	|
run_validate_evaluation            	|  30.166         	|1              	|  30.166         	|  2.1391         	|
evaluation_step_and_end            	|  0.22075        	|125            	|  27.593         	|  1.9567         	|
validation_step                    	|  0.22063        	|125            	|  27.578         	|  1.9556         	|
on_train_batch_end                 	|  0.0022372      	|1000           	|  2.2372         	|  0.15864        	|
zero_grad                          	|  0.001486       	|1000           	|  1.486          	|  0.10537        	|
training_batch_to_device           	|  0.00061388     	|1000           	|  0.61388        	|  0.04353        	|
get_validate_batch                 	|  0.0047037      	|126            	|  0.59266        	|  0.042026       	|
fetch_next_validate_batch          	|  0.0046788      	|126            	|  0.58952        	|  0.041803       	|
on_train_epoch_end                 	|  0.00035836     	|500            	|  0.17918        	|  0.012706       	|
on_train_epoch_start               	|  0.00035675     	|500            	|  0.17837        	|  0.012648       	|
on_train_batch_start               	|  0.00011066     	|1000           	|  0.11066        	|  0.0078466      	|
evaluation_batch_to_device         	|  0.0003981      	|125            	|  0.049762       	|  0.0035286      	|
on_train_end                       	|  0.044187       	|1              	|  0.044187       	|  0.0031333      	|
on_batch_start                     	|  4.4004e-05     	|1000           	|  0.044004       	|  0.0031203      	|
on_after_backward                  	|  2.4215e-05     	|1000           	|  0.024215       	|  0.0017171      	|
on_pretrain_routine_start          	|  0.022101       	|1              	|  0.022101       	|  0.0015672      	|
on_before_zero_grad                	|  2.1402e-05     	|1000           	|  0.021402       	|  0.0015176      	|
on_before_optimizer_step           	|  1.6926e-05     	|1000           	|  0.016926       	|  0.0012002      	|
on_batch_end                       	|  1.583e-05      	|1000           	|  0.01583        	|  0.0011225      	|
on_before_backward                 	|  1.3052e-05     	|1000           	|  0.013052       	|  0.00092554     	|
configure_optimizers               	|  0.0096333      	|1              	|  0.0096333      	|  0.0006831      	|
training_step_end                  	|  8.8034e-06     	|1000           	|  0.0088034      	|  0.00062425     	|
on_epoch_end                       	|  1.1474e-05     	|501            	|  0.0057483      	|  0.00040761     	|
on_validation_batch_end            	|  4.4052e-05     	|125            	|  0.0055065      	|  0.00039046     	|
on_epoch_start                     	|  1.0745e-05     	|501            	|  0.0053833      	|  0.00038173     	|
on_validation_model_eval           	|  0.0038085      	|1              	|  0.0038085      	|  0.00027006     	|
on_train_start                     	|  0.0025847      	|1              	|  0.0025847      	|  0.00018328     	|
on_validation_batch_start          	|  1.7087e-05     	|125            	|  0.0021359      	|  0.00015146     	|
validation_step_end                	|  9.2813e-06     	|125            	|  0.0011602      	|  8.2267e-05     	|
on_validation_start                	|  0.00045391     	|1              	|  0.00045391     	|  3.2187e-05     	|
on_validation_end                  	|  0.00019197     	|1              	|  0.00019197     	|  1.3612e-05     	|
on_before_accelerator_backend_setup	|  3.4112e-05     	|2              	|  6.8223e-05     	|  4.8377e-06     	|
on_fit_end                         	|  6.6144e-05     	|1              	|  6.6144e-05     	|  4.6903e-06     	|
on_configure_sharded_model         	|  2.8977e-05     	|2              	|  5.7954e-05     	|  4.1095e-06     	|
setup                              	|  2.7111e-05     	|2              	|  5.4222e-05     	|  3.8449e-06     	|
on_fit_start                       	|  4.6784e-05     	|1              	|  4.6784e-05     	|  3.3175e-06     	|
teardown                           	|  2.2066e-05     	|2              	|  4.4132e-05     	|  3.1294e-06     	|
on_validation_epoch_end            	|  3.694e-05      	|1              	|  3.694e-05      	|  2.6194e-06     	|
prepare_data                       	|  1.7813e-05     	|2              	|  3.5627e-05     	|  2.5263e-06     	|
configure_callbacks                	|  1.1888e-05     	|2              	|  2.3777e-05     	|  1.686e-06      	|
on_val_dataloader                  	|  7.3705e-06     	|2              	|  1.4741e-05     	|  1.0453e-06     	|
configure_sharded_model            	|  7.0725e-06     	|2              	|  1.4145e-05     	|  1.003e-06      	|
on_pretrain_routine_end            	|  1.2461e-05     	|1              	|  1.2461e-05     	|  8.8362e-07     	|
on_validation_epoch_start          	|  1.0781e-05     	|1              	|  1.0781e-05     	|  7.6448e-07     	|
on_train_dataloader                	|  7.1917e-06     	|1              	|  7.1917e-06     	|  5.0996e-07     	|
