VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  535.53         	|  100 %          	|
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run_training_epoch                 	|  0.95821        	|500            	|  479.11         	|  89.464         	|
run_training_batch                 	|  0.32264        	|1000           	|  322.64         	|  60.247         	|
optimizer_step_with_closure_0      	|  0.31993        	|1000           	|  319.93         	|  59.742         	|
training_step_and_backward         	|  0.23993        	|1000           	|  239.93         	|  44.803         	|
model_forward                      	|  0.14901        	|1000           	|  149.01         	|  27.826         	|
training_step                      	|  0.14885        	|1000           	|  148.85         	|  27.794         	|
backward                           	|  0.089511       	|1000           	|  89.511         	|  16.715         	|
get_train_batch                    	|  0.029933       	|1500           	|  44.9           	|  8.3843         	|
fetch_next_train_batch             	|  0.0299         	|1500           	|  44.85          	|  8.375          	|
run_validate_evaluation            	|  12.38          	|1              	|  12.38          	|  2.3118         	|
evaluation_step_and_end            	|  0.2484         	|48             	|  11.923         	|  2.2264         	|
validation_step                    	|  0.24834        	|48             	|  11.92          	|  2.2259         	|
zero_grad                          	|  0.0013735      	|1000           	|  1.3735         	|  0.25648        	|
on_train_batch_end                 	|  0.0013131      	|1000           	|  1.3131         	|  0.24519        	|
training_batch_to_device           	|  0.00060163     	|1000           	|  0.60163        	|  0.11234        	|
get_validate_batch                 	|  0.0043595      	|49             	|  0.21362        	|  0.039889       	|
fetch_next_validate_batch          	|  0.0043451      	|49             	|  0.21291        	|  0.039757       	|
on_train_epoch_start               	|  0.00027532     	|500            	|  0.13766        	|  0.025706       	|
on_train_epoch_end                 	|  0.00026183     	|500            	|  0.13092        	|  0.024446       	|
on_train_batch_start               	|  0.00010912     	|1000           	|  0.10912        	|  0.020377       	|
on_batch_start                     	|  3.4297e-05     	|1000           	|  0.034297       	|  0.0064044      	|
on_train_end                       	|  0.023335       	|1              	|  0.023335       	|  0.0043573      	|
on_pretrain_routine_start          	|  0.022782       	|1              	|  0.022782       	|  0.0042541      	|
on_before_zero_grad                	|  2.058e-05      	|1000           	|  0.02058        	|  0.0038429      	|
on_batch_end                       	|  1.406e-05      	|1000           	|  0.01406        	|  0.0026255      	|
on_before_optimizer_step           	|  1.2363e-05     	|1000           	|  0.012363       	|  0.0023085      	|
on_before_backward                 	|  1.2102e-05     	|1000           	|  0.012102       	|  0.0022598      	|
on_after_backward                  	|  1.1838e-05     	|1000           	|  0.011838       	|  0.0022106      	|
evaluation_batch_to_device         	|  0.00022605     	|48             	|  0.010851       	|  0.0020261      	|
configure_optimizers               	|  0.0087282      	|1              	|  0.0087282      	|  0.0016298      	|
training_step_end                  	|  8.588e-06      	|1000           	|  0.008588       	|  0.0016037      	|
on_epoch_end                       	|  1.2216e-05     	|501            	|  0.0061202      	|  0.0011428      	|
on_epoch_start                     	|  1.09e-05       	|501            	|  0.0054611      	|  0.0010198      	|
on_validation_model_eval           	|  0.0043772      	|1              	|  0.0043772      	|  0.00081737     	|
on_validation_batch_end            	|  2.2402e-05     	|48             	|  0.0010753      	|  0.00020079     	|
on_train_start                     	|  0.00076404     	|1              	|  0.00076404     	|  0.00014267     	|
on_validation_batch_start          	|  1.0318e-05     	|48             	|  0.00049527     	|  9.2483e-05     	|
on_validation_start                	|  0.00031643     	|1              	|  0.00031643     	|  5.9088e-05     	|
validation_step_end                	|  5.346e-06      	|48             	|  0.00025661     	|  4.7917e-05     	|
on_validation_end                  	|  0.00011471     	|1              	|  0.00011471     	|  2.1421e-05     	|
on_before_accelerator_backend_setup	|  2.1209e-05     	|2              	|  4.2418e-05     	|  7.9208e-06     	|
teardown                           	|  1.6236e-05     	|2              	|  3.2471e-05     	|  6.0634e-06     	|
on_configure_sharded_model         	|  1.4207e-05     	|2              	|  2.8414e-05     	|  5.3058e-06     	|
setup                              	|  1.2563e-05     	|2              	|  2.5127e-05     	|  4.692e-06      	|
on_fit_end                         	|  2.1591e-05     	|1              	|  2.1591e-05     	|  4.0317e-06     	|
on_validation_epoch_end            	|  1.9416e-05     	|1              	|  1.9416e-05     	|  3.6256e-06     	|
on_fit_start                       	|  1.7673e-05     	|1              	|  1.7673e-05     	|  3.3001e-06     	|
prepare_data                       	|  6.5519e-06     	|2              	|  1.3104e-05     	|  2.4469e-06     	|
on_val_dataloader                  	|  5.7165e-06     	|2              	|  1.1433e-05     	|  2.1349e-06     	|
on_pretrain_routine_end            	|  1.022e-05      	|1              	|  1.022e-05      	|  1.9084e-06     	|
configure_sharded_model            	|  4.954e-06      	|2              	|  9.908e-06      	|  1.8501e-06     	|
configure_callbacks                	|  4.639e-06      	|2              	|  9.278e-06      	|  1.7325e-06     	|
on_validation_epoch_start          	|  9.277e-06      	|1              	|  9.277e-06      	|  1.7323e-06     	|
on_train_dataloader                	|  4.729e-06      	|1              	|  4.729e-06      	|  8.8306e-07     	|
