VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  447.96         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.693         	|25             	|  367.33         	|  82.002         	|
run_training_batch                 	|  0.3548         	|1000           	|  354.8          	|  79.204         	|
optimizer_step_with_closure_0      	|  0.35214        	|1000           	|  352.14         	|  78.61          	|
training_step_and_backward         	|  0.27314        	|1000           	|  273.14         	|  60.974         	|
model_forward                      	|  0.16162        	|1000           	|  161.62         	|  36.078         	|
training_step                      	|  0.16148        	|1000           	|  161.48         	|  36.047         	|
backward                           	|  0.11021        	|1000           	|  110.21         	|  24.603         	|
run_validate_evaluation            	|  35.977         	|1              	|  35.977         	|  8.0314         	|
evaluation_step_and_end            	|  0.25414        	|139            	|  35.325         	|  7.8858         	|
validation_step                    	|  0.25408        	|139            	|  35.318         	|  7.8841         	|
get_train_batch                    	|  0.0042343      	|1025           	|  4.3402         	|  0.96889        	|
fetch_next_train_batch             	|  0.004217       	|1025           	|  4.3224         	|  0.96492        	|
zero_grad                          	|  0.0012876      	|1000           	|  1.2876         	|  0.28743        	|
on_train_batch_end                 	|  0.0012048      	|1000           	|  1.2048         	|  0.26895        	|
get_validate_batch                 	|  0.0023793      	|140            	|  0.3331         	|  0.074359       	|
fetch_next_validate_batch          	|  0.0023651      	|140            	|  0.33111        	|  0.073916       	|
training_batch_to_device           	|  0.00023725     	|1000           	|  0.23725        	|  0.052963       	|
on_train_batch_start               	|  9.1742e-05     	|1000           	|  0.091742       	|  0.02048        	|
evaluation_batch_to_device         	|  0.00023812     	|139            	|  0.033099       	|  0.0073889      	|
on_train_end                       	|  0.023906       	|1              	|  0.023906       	|  0.0053368      	|
on_pretrain_routine_start          	|  0.022486       	|1              	|  0.022486       	|  0.0050198      	|
on_batch_start                     	|  1.5017e-05     	|1000           	|  0.015017       	|  0.0033524      	|
on_before_zero_grad                	|  1.4184e-05     	|1000           	|  0.014184       	|  0.0031663      	|
on_batch_end                       	|  1.3587e-05     	|1000           	|  0.013587       	|  0.003033       	|
on_after_backward                  	|  1.1179e-05     	|1000           	|  0.011179       	|  0.0024956      	|
on_before_optimizer_step           	|  1.0491e-05     	|1000           	|  0.010491       	|  0.002342       	|
on_before_backward                 	|  1.0487e-05     	|1000           	|  0.010487       	|  0.002341       	|
configure_optimizers               	|  0.0088314      	|1              	|  0.0088314      	|  0.0019715      	|
on_train_epoch_end                 	|  0.00028091     	|25             	|  0.0070228      	|  0.0015677      	|
on_train_epoch_start               	|  0.00027597     	|25             	|  0.0068993      	|  0.0015402      	|
training_step_end                  	|  6.0145e-06     	|1000           	|  0.0060145      	|  0.0013426      	|
on_validation_model_eval           	|  0.0039983      	|1              	|  0.0039983      	|  0.00089256     	|
on_validation_batch_end            	|  2.0712e-05     	|139            	|  0.0028789      	|  0.00064268     	|
on_validation_batch_start          	|  1.0761e-05     	|139            	|  0.0014958      	|  0.00033391     	|
on_train_start                     	|  0.00070597     	|1              	|  0.00070597     	|  0.0001576      	|
validation_step_end                	|  5.0709e-06     	|139            	|  0.00070485     	|  0.00015735     	|
on_validation_start                	|  0.00035871     	|1              	|  0.00035871     	|  8.0077e-05     	|
on_epoch_end                       	|  1.0574e-05     	|26             	|  0.00027492     	|  6.1372e-05     	|
on_epoch_start                     	|  1.0432e-05     	|26             	|  0.00027124     	|  6.0551e-05     	|
on_validation_end                  	|  0.00011139     	|1              	|  0.00011139     	|  2.4866e-05     	|
on_before_accelerator_backend_setup	|  1.9226e-05     	|2              	|  3.8452e-05     	|  8.5839e-06     	|
teardown                           	|  1.5434e-05     	|2              	|  3.0868e-05     	|  6.8908e-06     	|
on_configure_sharded_model         	|  1.4547e-05     	|2              	|  2.9094e-05     	|  6.4948e-06     	|
setup                              	|  1.4482e-05     	|2              	|  2.8964e-05     	|  6.4658e-06     	|
on_fit_end                         	|  2.3094e-05     	|1              	|  2.3094e-05     	|  5.1554e-06     	|
on_fit_start                       	|  1.7973e-05     	|1              	|  1.7973e-05     	|  4.0122e-06     	|
on_validation_epoch_end            	|  1.7593e-05     	|1              	|  1.7593e-05     	|  3.9274e-06     	|
configure_sharded_model            	|  6.071e-06      	|2              	|  1.2142e-05     	|  2.7105e-06     	|
on_val_dataloader                  	|  5.896e-06      	|2              	|  1.1792e-05     	|  2.6324e-06     	|
configure_callbacks                	|  5.7956e-06     	|2              	|  1.1591e-05     	|  2.5875e-06     	|
prepare_data                       	|  5.6255e-06     	|2              	|  1.1251e-05     	|  2.5116e-06     	|
on_pretrain_routine_end            	|  1.021e-05      	|1              	|  1.021e-05      	|  2.2792e-06     	|
on_validation_epoch_start          	|  1.0079e-05     	|1              	|  1.0079e-05     	|  2.25e-06       	|
on_train_dataloader                	|  4.418e-06      	|1              	|  4.418e-06      	|  9.8624e-07     	|
