VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  425.15         	|  100 %          	|
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run_training_epoch                 	|  5.8208         	|63             	|  366.71         	|  86.254         	|
run_training_batch                 	|  0.23396        	|1000           	|  233.96         	|  55.029         	|
optimizer_step_with_closure_0      	|  0.23215        	|1000           	|  232.15         	|  54.605         	|
training_step_and_backward         	|  0.17257        	|1000           	|  172.57         	|  40.59          	|
model_forward                      	|  0.086307       	|1000           	|  86.307         	|  20.3           	|
training_step                      	|  0.086151       	|1000           	|  86.151         	|  20.264         	|
backward                           	|  0.084899       	|1000           	|  84.899         	|  19.969         	|
run_validate_evaluation            	|  30.039         	|1              	|  30.039         	|  7.0656         	|
get_train_batch                    	|  0.02735        	|1063           	|  29.073         	|  6.8382         	|
fetch_next_train_batch             	|  0.027328       	|1063           	|  29.049         	|  6.8327         	|
evaluation_step_and_end            	|  0.083264       	|313            	|  26.062         	|  6.13           	|
validation_step                    	|  0.083203       	|313            	|  26.043         	|  6.1255         	|
on_train_batch_end                 	|  0.0014637      	|1000           	|  1.4637         	|  0.34428        	|
zero_grad                          	|  0.0013352      	|1000           	|  1.3352         	|  0.31406        	|
get_validate_batch                 	|  0.0029829      	|314            	|  0.93664        	|  0.22031        	|
fetch_next_validate_batch          	|  0.0029667      	|314            	|  0.93155        	|  0.21911        	|
training_batch_to_device           	|  0.00032623     	|1000           	|  0.32623        	|  0.076734       	|
on_train_batch_start               	|  8.9364e-05     	|1000           	|  0.089364       	|  0.021019       	|
evaluation_batch_to_device         	|  0.00018484     	|313            	|  0.057854       	|  0.013608       	|
on_train_end                       	|  0.051913       	|1              	|  0.051913       	|  0.012211       	|
on_train_epoch_end                 	|  0.00034337     	|63             	|  0.021633       	|  0.0050882      	|
on_pretrain_routine_start          	|  0.02162        	|1              	|  0.02162        	|  0.0050852      	|
on_train_epoch_start               	|  0.00033183     	|63             	|  0.020905       	|  0.0049172      	|
on_batch_start                     	|  1.9339e-05     	|1000           	|  0.019339       	|  0.0045487      	|
on_after_backward                  	|  1.5265e-05     	|1000           	|  0.015265       	|  0.0035905      	|
on_batch_end                       	|  1.4521e-05     	|1000           	|  0.014521       	|  0.0034155      	|
on_before_zero_grad                	|  1.348e-05      	|1000           	|  0.01348        	|  0.0031707      	|
on_before_optimizer_step           	|  1.106e-05      	|1000           	|  0.01106        	|  0.0026015      	|
on_before_backward                 	|  1.1004e-05     	|1000           	|  0.011004       	|  0.0025882      	|
configure_optimizers               	|  0.0098126      	|1              	|  0.0098126      	|  0.002308       	|
on_validation_batch_end            	|  2.1928e-05     	|313            	|  0.0068636      	|  0.0016144      	|
training_step_end                  	|  6.1578e-06     	|1000           	|  0.0061578      	|  0.0014484      	|
on_validation_model_eval           	|  0.0038786      	|1              	|  0.0038786      	|  0.00091228     	|
on_validation_batch_start          	|  1.1475e-05     	|313            	|  0.0035918      	|  0.00084483     	|
validation_step_end                	|  5.7127e-06     	|313            	|  0.0017881      	|  0.00042058     	|
on_train_start                     	|  0.0011663      	|1              	|  0.0011663      	|  0.00027432     	|
on_epoch_end                       	|  1.1614e-05     	|64             	|  0.00074329     	|  0.00017483     	|
on_epoch_start                     	|  1.0989e-05     	|64             	|  0.0007033      	|  0.00016542     	|
on_validation_start                	|  0.00047594     	|1              	|  0.00047594     	|  0.00011195     	|
on_validation_end                  	|  0.0001137      	|1              	|  0.0001137      	|  2.6743e-05     	|
on_fit_end                         	|  7.356e-05      	|1              	|  7.356e-05      	|  1.7302e-05     	|
teardown                           	|  3.3448e-05     	|2              	|  6.6895e-05     	|  1.5734e-05     	|
setup                              	|  2.725e-05      	|2              	|  5.4501e-05     	|  1.2819e-05     	|
on_before_accelerator_backend_setup	|  2.4126e-05     	|2              	|  4.8252e-05     	|  1.1349e-05     	|
on_fit_start                       	|  4.2599e-05     	|1              	|  4.2599e-05     	|  1.002e-05      	|
on_configure_sharded_model         	|  1.957e-05      	|2              	|  3.914e-05      	|  9.2061e-06     	|
on_validation_epoch_end            	|  2.9817e-05     	|1              	|  2.9817e-05     	|  7.0133e-06     	|
configure_callbacks                	|  9.0478e-06     	|2              	|  1.8096e-05     	|  4.2563e-06     	|
on_val_dataloader                  	|  8.1509e-06     	|2              	|  1.6302e-05     	|  3.8344e-06     	|
prepare_data                       	|  7.9172e-06     	|2              	|  1.5834e-05     	|  3.7244e-06     	|
configure_sharded_model            	|  6.93e-06       	|2              	|  1.386e-05      	|  3.26e-06       	|
on_pretrain_routine_end            	|  1.239e-05      	|1              	|  1.239e-05      	|  2.9143e-06     	|
on_validation_epoch_start          	|  9.2946e-06     	|1              	|  9.2946e-06     	|  2.1862e-06     	|
on_train_dataloader                	|  7.851e-06      	|1              	|  7.851e-06      	|  1.8467e-06     	|
