VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  436.97         	|  100 %          	|
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run_training_epoch                 	|  5.1407         	|63             	|  323.87         	|  74.117         	|
run_training_batch                 	|  0.30059        	|1000           	|  300.59         	|  68.791         	|
optimizer_step_with_closure_0      	|  0.29781        	|1000           	|  297.81         	|  68.154         	|
training_step_and_backward         	|  0.22477        	|1000           	|  224.77         	|  51.439         	|
model_forward                      	|  0.13965        	|1000           	|  139.65         	|  31.96          	|
training_step                      	|  0.13952        	|1000           	|  139.52         	|  31.929         	|
backward                           	|  0.083841       	|1000           	|  83.841         	|  19.187         	|
run_validate_evaluation            	|  70.234         	|1              	|  70.234         	|  16.073         	|
evaluation_step_and_end            	|  0.21935        	|313            	|  68.657         	|  15.712         	|
validation_step                    	|  0.2193         	|313            	|  68.64          	|  15.708         	|
get_train_batch                    	|  0.00743        	|1063           	|  7.8981         	|  1.8075         	|
fetch_next_train_batch             	|  0.0074114      	|1063           	|  7.8784         	|  1.803          	|
zero_grad                          	|  0.0012537      	|1000           	|  1.2537         	|  0.28691        	|
on_train_batch_end                 	|  0.0011955      	|1000           	|  1.1955         	|  0.27359        	|
get_validate_batch                 	|  0.0018667      	|314            	|  0.58615        	|  0.13414        	|
fetch_next_validate_batch          	|  0.0018523      	|314            	|  0.58161        	|  0.1331         	|
training_batch_to_device           	|  0.00022024     	|1000           	|  0.22024        	|  0.050401       	|
on_train_batch_start               	|  9.1914e-05     	|1000           	|  0.091914       	|  0.021034       	|
evaluation_batch_to_device         	|  0.00022671     	|313            	|  0.07096        	|  0.016239       	|
on_train_end                       	|  0.024624       	|1              	|  0.024624       	|  0.0056353      	|
on_pretrain_routine_start          	|  0.022539       	|1              	|  0.022539       	|  0.0051581      	|
on_train_epoch_start               	|  0.00028544     	|63             	|  0.017983       	|  0.0041154      	|
on_train_epoch_end                 	|  0.00027561     	|63             	|  0.017364       	|  0.0039736      	|
on_batch_start                     	|  1.6204e-05     	|1000           	|  0.016204       	|  0.0037082      	|
on_before_zero_grad                	|  1.3464e-05     	|1000           	|  0.013464       	|  0.0030812      	|
on_batch_end                       	|  1.33e-05       	|1000           	|  0.0133         	|  0.0030436      	|
on_after_backward                  	|  1.102e-05      	|1000           	|  0.01102        	|  0.0025219      	|
on_before_backward                 	|  1.0689e-05     	|1000           	|  0.010689       	|  0.0024461      	|
on_before_optimizer_step           	|  1.0428e-05     	|1000           	|  0.010428       	|  0.0023865      	|
configure_optimizers               	|  0.0084919      	|1              	|  0.0084919      	|  0.0019434      	|
on_validation_batch_end            	|  1.9763e-05     	|313            	|  0.0061859      	|  0.0014156      	|
training_step_end                  	|  5.8554e-06     	|1000           	|  0.0058554      	|  0.00134        	|
on_validation_model_eval           	|  0.0040371      	|1              	|  0.0040371      	|  0.00092389     	|
on_validation_batch_start          	|  1.0621e-05     	|313            	|  0.0033244      	|  0.00076079     	|
validation_step_end                	|  4.7953e-06     	|313            	|  0.0015009      	|  0.00034349     	|
on_train_start                     	|  0.00080973     	|1              	|  0.00080973     	|  0.00018531     	|
on_epoch_start                     	|  1.089e-05      	|64             	|  0.00069693     	|  0.00015949     	|
on_epoch_end                       	|  1.0256e-05     	|64             	|  0.00065639     	|  0.00015021     	|
on_validation_start                	|  0.00033694     	|1              	|  0.00033694     	|  7.7109e-05     	|
on_validation_end                  	|  0.00011806     	|1              	|  0.00011806     	|  2.7018e-05     	|
on_before_accelerator_backend_setup	|  1.8439e-05     	|2              	|  3.6878e-05     	|  8.4395e-06     	|
on_validation_epoch_end            	|  3.5026e-05     	|1              	|  3.5026e-05     	|  8.0157e-06     	|
setup                              	|  1.6692e-05     	|2              	|  3.3383e-05     	|  7.6397e-06     	|
teardown                           	|  1.5599e-05     	|2              	|  3.1199e-05     	|  7.1399e-06     	|
on_configure_sharded_model         	|  1.4061e-05     	|2              	|  2.8122e-05     	|  6.4357e-06     	|
on_fit_end                         	|  2.1931e-05     	|1              	|  2.1931e-05     	|  5.0189e-06     	|
on_fit_start                       	|  1.6741e-05     	|1              	|  1.6741e-05     	|  3.8312e-06     	|
prepare_data                       	|  6.9225e-06     	|2              	|  1.3845e-05     	|  3.1684e-06     	|
on_val_dataloader                  	|  5.811e-06      	|2              	|  1.1622e-05     	|  2.6597e-06     	|
configure_sharded_model            	|  5.53e-06       	|2              	|  1.106e-05      	|  2.5311e-06     	|
configure_callbacks                	|  5.145e-06      	|2              	|  1.029e-05      	|  2.3549e-06     	|
on_pretrain_routine_end            	|  9.808e-06      	|1              	|  9.808e-06      	|  2.2446e-06     	|
on_validation_epoch_start          	|  9.2781e-06     	|1              	|  9.2781e-06     	|  2.1233e-06     	|
on_train_dataloader                	|  4.7589e-06     	|1              	|  4.7589e-06     	|  1.0891e-06     	|
