VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  567.74         	|  100 %          	|
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run_training_epoch                 	|  7.9641         	|63             	|  501.74         	|  88.374         	|
run_training_batch                 	|  0.37912        	|1000           	|  379.12         	|  66.778         	|
optimizer_step_with_closure_0      	|  0.37525        	|1000           	|  375.25         	|  66.095         	|
training_step_and_backward         	|  0.27253        	|1000           	|  272.53         	|  48.003         	|
model_forward                      	|  0.1365         	|1000           	|  136.5          	|  24.042         	|
training_step                      	|  0.13632        	|1000           	|  136.32         	|  24.011         	|
backward                           	|  0.13462        	|1000           	|  134.62         	|  23.712         	|
run_validate_evaluation            	|  30.943         	|1              	|  30.943         	|  5.4502         	|
evaluation_step_and_end            	|  0.22246        	|125            	|  27.807         	|  4.8979         	|
validation_step                    	|  0.22236        	|125            	|  27.795         	|  4.8957         	|
get_train_batch                    	|  0.025671       	|1063           	|  27.288         	|  4.8065         	|
fetch_next_train_batch             	|  0.025648       	|1063           	|  27.263         	|  4.8021         	|
on_train_batch_end                 	|  0.002011       	|1000           	|  2.011          	|  0.35421        	|
zero_grad                          	|  0.0013821      	|1000           	|  1.3821         	|  0.24343        	|
get_validate_batch                 	|  0.0062986      	|126            	|  0.79363        	|  0.13979        	|
fetch_next_validate_batch          	|  0.0062753      	|126            	|  0.79069        	|  0.13927        	|
training_batch_to_device           	|  0.0002698      	|1000           	|  0.2698         	|  0.047521       	|
on_train_batch_start               	|  9.4925e-05     	|1000           	|  0.094925       	|  0.01672        	|
on_train_end                       	|  0.045959       	|1              	|  0.045959       	|  0.008095       	|
evaluation_batch_to_device         	|  0.00026268     	|125            	|  0.032835       	|  0.0057835      	|
on_pretrain_routine_start          	|  0.022207       	|1              	|  0.022207       	|  0.0039115      	|
on_train_epoch_start               	|  0.00034951     	|63             	|  0.022019       	|  0.0038784      	|
on_after_backward                  	|  2.1736e-05     	|1000           	|  0.021736       	|  0.0038285      	|
on_train_epoch_end                 	|  0.00033863     	|63             	|  0.021334       	|  0.0037577      	|
on_batch_start                     	|  2.0207e-05     	|1000           	|  0.020207       	|  0.0035592      	|
on_before_zero_grad                	|  1.6486e-05     	|1000           	|  0.016486       	|  0.0029038      	|
on_batch_end                       	|  1.5809e-05     	|1000           	|  0.015809       	|  0.0027845      	|
on_before_optimizer_step           	|  1.5766e-05     	|1000           	|  0.015766       	|  0.002777       	|
on_before_backward                 	|  1.2692e-05     	|1000           	|  0.012692       	|  0.0022356      	|
configure_optimizers               	|  0.010147       	|1              	|  0.010147       	|  0.0017873      	|
training_step_end                  	|  6.3994e-06     	|1000           	|  0.0063994      	|  0.0011272      	|
on_validation_batch_end            	|  3.6598e-05     	|125            	|  0.0045747      	|  0.00080577     	|
on_validation_model_eval           	|  0.0036344      	|1              	|  0.0036344      	|  0.00064015     	|
on_validation_batch_start          	|  1.4919e-05     	|125            	|  0.0018648      	|  0.00032846     	|
on_train_start                     	|  0.0015803      	|1              	|  0.0015803      	|  0.00027834     	|
validation_step_end                	|  8.0703e-06     	|125            	|  0.0010088      	|  0.00017769     	|
on_epoch_start                     	|  1.1608e-05     	|64             	|  0.00074291     	|  0.00013085     	|
on_epoch_end                       	|  1.1348e-05     	|64             	|  0.00072628     	|  0.00012793     	|
on_validation_start                	|  0.00047909     	|1              	|  0.00047909     	|  8.4386e-05     	|
on_validation_end                  	|  0.00017578     	|1              	|  0.00017578     	|  3.0961e-05     	|
on_before_accelerator_backend_setup	|  4.8425e-05     	|2              	|  9.685e-05      	|  1.7059e-05     	|
setup                              	|  2.7825e-05     	|2              	|  5.565e-05      	|  9.8021e-06     	|
on_fit_end                         	|  5.2795e-05     	|1              	|  5.2795e-05     	|  9.2991e-06     	|
on_configure_sharded_model         	|  2.4095e-05     	|2              	|  4.819e-05      	|  8.4881e-06     	|
on_fit_start                       	|  4.5907e-05     	|1              	|  4.5907e-05     	|  8.0859e-06     	|
teardown                           	|  2.259e-05      	|2              	|  4.518e-05      	|  7.9579e-06     	|
on_validation_epoch_end            	|  2.7765e-05     	|1              	|  2.7765e-05     	|  4.8904e-06     	|
configure_sharded_model            	|  8.6352e-06     	|2              	|  1.727e-05      	|  3.042e-06      	|
prepare_data                       	|  8.6064e-06     	|2              	|  1.7213e-05     	|  3.0318e-06     	|
configure_callbacks                	|  8.4098e-06     	|2              	|  1.682e-05      	|  2.9626e-06     	|
on_val_dataloader                  	|  7.6797e-06     	|2              	|  1.5359e-05     	|  2.7054e-06     	|
on_pretrain_routine_end            	|  1.2169e-05     	|1              	|  1.2169e-05     	|  2.1434e-06     	|
on_validation_epoch_start          	|  9.7398e-06     	|1              	|  9.7398e-06     	|  1.7155e-06     	|
on_train_dataloader                	|  5.1763e-06     	|1              	|  5.1763e-06     	|  9.1174e-07     	|
