VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  465.82         	|  100 %          	|
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run_training_epoch                 	|  5.5936         	|63             	|  352.4          	|  75.651         	|
run_training_batch                 	|  0.32914        	|1000           	|  329.14         	|  70.659         	|
optimizer_step_with_closure_0      	|  0.32644        	|1000           	|  326.44         	|  70.079         	|
training_step_and_backward         	|  0.24614        	|1000           	|  246.14         	|  52.841         	|
model_forward                      	|  0.15171        	|1000           	|  151.71         	|  32.568         	|
training_step                      	|  0.15157        	|1000           	|  151.57         	|  32.539         	|
backward                           	|  0.093134       	|1000           	|  93.134         	|  19.994         	|
run_validate_evaluation            	|  70.264         	|1              	|  70.264         	|  15.084         	|
evaluation_step_and_end            	|  0.21957        	|313            	|  68.725         	|  14.754         	|
validation_step                    	|  0.21952        	|313            	|  68.709         	|  14.75          	|
get_train_batch                    	|  0.0073748      	|1063           	|  7.8395         	|  1.6829         	|
fetch_next_train_batch             	|  0.0073559      	|1063           	|  7.8193         	|  1.6786         	|
zero_grad                          	|  0.0012736      	|1000           	|  1.2736         	|  0.27341        	|
on_train_batch_end                 	|  0.0012034      	|1000           	|  1.2034         	|  0.25835        	|
get_validate_batch                 	|  0.0018216      	|314            	|  0.57199        	|  0.12279        	|
fetch_next_validate_batch          	|  0.0018073      	|314            	|  0.56748        	|  0.12182        	|
training_batch_to_device           	|  0.00022267     	|1000           	|  0.22267        	|  0.047801       	|
on_train_batch_start               	|  9.2504e-05     	|1000           	|  0.092504       	|  0.019858       	|
evaluation_batch_to_device         	|  0.00022095     	|313            	|  0.069158       	|  0.014846       	|
on_train_end                       	|  0.024901       	|1              	|  0.024901       	|  0.0053456      	|
on_pretrain_routine_start          	|  0.022462       	|1              	|  0.022462       	|  0.0048221      	|
on_train_epoch_start               	|  0.0003084      	|63             	|  0.019429       	|  0.004171       	|
on_train_epoch_end                 	|  0.00029143     	|63             	|  0.01836        	|  0.0039415      	|
on_batch_start                     	|  1.6229e-05     	|1000           	|  0.016229       	|  0.0034839      	|
on_batch_end                       	|  1.3913e-05     	|1000           	|  0.013913       	|  0.0029868      	|
on_before_zero_grad                	|  1.3775e-05     	|1000           	|  0.013775       	|  0.0029571      	|
on_after_backward                  	|  1.1405e-05     	|1000           	|  0.011405       	|  0.0024484      	|
on_before_optimizer_step           	|  1.0728e-05     	|1000           	|  0.010728       	|  0.0023031      	|
on_before_backward                 	|  1.0319e-05     	|1000           	|  0.010319       	|  0.0022151      	|
configure_optimizers               	|  0.0086432      	|1              	|  0.0086432      	|  0.0018555      	|
training_step_end                  	|  6.0966e-06     	|1000           	|  0.0060966      	|  0.0013088      	|
on_validation_batch_end            	|  1.8366e-05     	|313            	|  0.0057485      	|  0.0012341      	|
on_validation_model_eval           	|  0.0039798      	|1              	|  0.0039798      	|  0.00085436     	|
on_validation_batch_start          	|  9.7645e-06     	|313            	|  0.0030563      	|  0.00065611     	|
validation_step_end                	|  4.8987e-06     	|313            	|  0.0015333      	|  0.00032916     	|
on_train_start                     	|  0.00072379     	|1              	|  0.00072379     	|  0.00015538     	|
on_epoch_start                     	|  1.0758e-05     	|64             	|  0.00068849     	|  0.0001478      	|
on_epoch_end                       	|  1.0088e-05     	|64             	|  0.00064563     	|  0.0001386      	|
on_validation_start                	|  0.00032034     	|1              	|  0.00032034     	|  6.8769e-05     	|
on_validation_end                  	|  0.00010084     	|1              	|  0.00010084     	|  2.1648e-05     	|
on_before_accelerator_backend_setup	|  1.8044e-05     	|2              	|  3.6088e-05     	|  7.7472e-06     	|
on_validation_epoch_end            	|  3.3103e-05     	|1              	|  3.3103e-05     	|  7.1064e-06     	|
teardown                           	|  1.615e-05      	|2              	|  3.2301e-05     	|  6.9342e-06     	|
setup                              	|  1.4312e-05     	|2              	|  2.8624e-05     	|  6.1449e-06     	|
on_configure_sharded_model         	|  1.3426e-05     	|2              	|  2.6851e-05     	|  5.7643e-06     	|
on_fit_end                         	|  2.0349e-05     	|1              	|  2.0349e-05     	|  4.3684e-06     	|
on_fit_start                       	|  1.579e-05      	|1              	|  1.579e-05      	|  3.3897e-06     	|
on_val_dataloader                  	|  6.1715e-06     	|2              	|  1.2343e-05     	|  2.6497e-06     	|
prepare_data                       	|  5.5905e-06     	|2              	|  1.1181e-05     	|  2.4003e-06     	|
configure_callbacks                	|  5.5255e-06     	|2              	|  1.1051e-05     	|  2.3724e-06     	|
configure_sharded_model            	|  5.2e-06        	|2              	|  1.04e-05       	|  2.2326e-06     	|
on_pretrain_routine_end            	|  1.0109e-05     	|1              	|  1.0109e-05     	|  2.1701e-06     	|
on_validation_epoch_start          	|  8.9271e-06     	|1              	|  8.9271e-06     	|  1.9164e-06     	|
on_train_dataloader                	|  3.9169e-06     	|1              	|  3.9169e-06     	|  8.4086e-07     	|
