VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  488.48         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.7277         	|63             	|  423.84         	|  86.768         	|
run_training_batch                 	|  0.28535        	|1000           	|  285.35         	|  58.417         	|
optimizer_step_with_closure_0      	|  0.28185        	|1000           	|  281.85         	|  57.699         	|
training_step_and_backward         	|  0.21473        	|1000           	|  214.73         	|  43.959         	|
model_forward                      	|  0.10841        	|1000           	|  108.41         	|  22.192         	|
training_step                      	|  0.10819        	|1000           	|  108.19         	|  22.148         	|
backward                           	|  0.10469        	|1000           	|  104.69         	|  21.432         	|
run_validate_evaluation            	|  30.865         	|1              	|  30.865         	|  6.3186         	|
get_train_batch                    	|  0.025569       	|1063           	|  27.18          	|  5.5642         	|
fetch_next_train_batch             	|  0.025543       	|1063           	|  27.153         	|  5.5586         	|
evaluation_step_and_end            	|  0.085057       	|313            	|  26.623         	|  5.4502         	|
validation_step                    	|  0.084977       	|313            	|  26.598         	|  5.445          	|
on_train_batch_end                 	|  0.0022139      	|1000           	|  2.2139         	|  0.45323        	|
zero_grad                          	|  0.0015974      	|1000           	|  1.5974         	|  0.32702        	|
get_validate_batch                 	|  0.0034571      	|314            	|  1.0855         	|  0.22223        	|
fetch_next_validate_batch          	|  0.0034377      	|314            	|  1.0794         	|  0.22098        	|
training_batch_to_device           	|  0.00031042     	|1000           	|  0.31042        	|  0.063549       	|
on_train_batch_start               	|  9.4734e-05     	|1000           	|  0.094734       	|  0.019394       	|
evaluation_batch_to_device         	|  0.00024582     	|313            	|  0.076942       	|  0.015751       	|
on_train_end                       	|  0.055367       	|1              	|  0.055367       	|  0.011335       	|
on_after_backward                  	|  2.8515e-05     	|1000           	|  0.028515       	|  0.0058376      	|
on_train_epoch_start               	|  0.00035738     	|63             	|  0.022515       	|  0.0046092      	|
on_pretrain_routine_start          	|  0.022427       	|1              	|  0.022427       	|  0.0045912      	|
on_batch_start                     	|  2.2341e-05     	|1000           	|  0.022341       	|  0.0045736      	|
on_train_epoch_end                 	|  0.00034668     	|63             	|  0.021841       	|  0.0044712      	|
on_before_zero_grad                	|  1.8486e-05     	|1000           	|  0.018486       	|  0.0037844      	|
on_batch_end                       	|  1.6688e-05     	|1000           	|  0.016688       	|  0.0034163      	|
configure_optimizers               	|  0.014953       	|1              	|  0.014953       	|  0.0030612      	|
on_before_backward                 	|  1.3719e-05     	|1000           	|  0.013719       	|  0.0028084      	|
on_before_optimizer_step           	|  1.3494e-05     	|1000           	|  0.013494       	|  0.0027624      	|
on_validation_batch_end            	|  2.9089e-05     	|313            	|  0.0091048      	|  0.0018639      	|
training_step_end                  	|  7.4882e-06     	|1000           	|  0.0074882      	|  0.001533       	|
on_validation_model_eval           	|  0.0046007      	|1              	|  0.0046007      	|  0.00094185     	|
on_validation_batch_start          	|  1.2715e-05     	|313            	|  0.0039799      	|  0.00081476     	|
validation_step_end                	|  6.5765e-06     	|313            	|  0.0020585      	|  0.0004214      	|
on_train_start                     	|  0.00090741     	|1              	|  0.00090741     	|  0.00018576     	|
on_epoch_start                     	|  1.3398e-05     	|64             	|  0.00085745     	|  0.00017554     	|
on_epoch_end                       	|  1.1553e-05     	|64             	|  0.00073939     	|  0.00015137     	|
on_validation_start                	|  0.00062507     	|1              	|  0.00062507     	|  0.00012796     	|
on_validation_end                  	|  0.00013158     	|1              	|  0.00013158     	|  2.6938e-05     	|
setup                              	|  3.9071e-05     	|2              	|  7.8142e-05     	|  1.5997e-05     	|
teardown                           	|  3.7021e-05     	|2              	|  7.4042e-05     	|  1.5158e-05     	|
on_fit_end                         	|  6.1996e-05     	|1              	|  6.1996e-05     	|  1.2692e-05     	|
on_before_accelerator_backend_setup	|  2.627e-05      	|2              	|  5.254e-05      	|  1.0756e-05     	|
on_configure_sharded_model         	|  2.4901e-05     	|2              	|  4.9802e-05     	|  1.0195e-05     	|
on_val_dataloader                  	|  1.637e-05      	|2              	|  3.274e-05      	|  6.7024e-06     	|
on_validation_epoch_end            	|  2.9299e-05     	|1              	|  2.9299e-05     	|  5.9981e-06     	|
on_fit_start                       	|  2.3492e-05     	|1              	|  2.3492e-05     	|  4.8092e-06     	|
prepare_data                       	|  9.7556e-06     	|2              	|  1.9511e-05     	|  3.9943e-06     	|
configure_callbacks                	|  9.5638e-06     	|2              	|  1.9128e-05     	|  3.9157e-06     	|
configure_sharded_model            	|  7.9786e-06     	|2              	|  1.5957e-05     	|  3.2667e-06     	|
on_pretrain_routine_end            	|  1.5592e-05     	|1              	|  1.5592e-05     	|  3.192e-06      	|
on_validation_epoch_start          	|  9.7323e-06     	|1              	|  9.7323e-06     	|  1.9924e-06     	|
on_train_dataloader                	|  5.8971e-06     	|1              	|  5.8971e-06     	|  1.2072e-06     	|
