VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  766.76         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.5586         	|200            	|  711.72         	|  92.821         	|
run_training_batch                 	|  0.31239        	|1000           	|  312.39         	|  40.741         	|
optimizer_step_with_closure_0      	|  0.30763        	|1000           	|  307.63         	|  40.121         	|
training_step_and_backward         	|  0.23864        	|1000           	|  238.64         	|  31.123         	|
backward                           	|  0.11987        	|1000           	|  119.87         	|  15.633         	|
model_forward                      	|  0.11703        	|1000           	|  117.03         	|  15.263         	|
training_step                      	|  0.11678        	|1000           	|  116.78         	|  15.231         	|
get_train_batch                    	|  0.057728       	|1200           	|  69.273         	|  9.0345         	|
fetch_next_train_batch             	|  0.057694       	|1200           	|  69.233         	|  9.0293         	|
run_validate_evaluation            	|  17.535         	|1              	|  17.535         	|  2.2869         	|
evaluation_step_and_end            	|  0.102          	|139            	|  14.178         	|  1.8491         	|
validation_step                    	|  0.10186        	|139            	|  14.159         	|  1.8466         	|
on_train_batch_end                 	|  0.0027235      	|1000           	|  2.7235         	|  0.35519        	|
zero_grad                          	|  0.0016967      	|1000           	|  1.6967         	|  0.22128        	|
get_validate_batch                 	|  0.005215       	|140            	|  0.73009        	|  0.095218       	|
fetch_next_validate_batch          	|  0.0051874      	|140            	|  0.72624        	|  0.094715       	|
on_train_end                       	|  0.53002        	|1              	|  0.53002        	|  0.069125       	|
training_batch_to_device           	|  0.0004501      	|1000           	|  0.4501         	|  0.058701       	|
on_train_batch_start               	|  0.00010666     	|1000           	|  0.10666        	|  0.01391        	|
on_batch_start                     	|  9.36e-05       	|1000           	|  0.0936         	|  0.012207       	|
on_train_epoch_start               	|  0.00034587     	|200            	|  0.069174       	|  0.0090216      	|
on_train_epoch_end                 	|  0.00033776     	|200            	|  0.067552       	|  0.00881        	|
configure_optimizers               	|  0.065886       	|1              	|  0.065886       	|  0.0085927      	|
evaluation_batch_to_device         	|  0.00032188     	|139            	|  0.044742       	|  0.0058351      	|
on_after_backward                  	|  3.3412e-05     	|1000           	|  0.033412       	|  0.0043576      	|
on_before_zero_grad                	|  2.5629e-05     	|1000           	|  0.025629       	|  0.0033424      	|
on_pretrain_routine_start          	|  0.02261        	|1              	|  0.02261        	|  0.0029488      	|
on_batch_end                       	|  1.7393e-05     	|1000           	|  0.017393       	|  0.0022684      	|
on_before_optimizer_step           	|  1.6099e-05     	|1000           	|  0.016099       	|  0.0020996      	|
on_before_backward                 	|  1.5296e-05     	|1000           	|  0.015296       	|  0.0019949      	|
training_step_end                  	|  1.0355e-05     	|1000           	|  0.010355       	|  0.0013505      	|
on_validation_batch_end            	|  4.6772e-05     	|139            	|  0.0065014      	|  0.0008479      	|
on_validation_model_eval           	|  0.0039834      	|1              	|  0.0039834      	|  0.00051951     	|
on_validation_batch_start          	|  1.9092e-05     	|139            	|  0.0026537      	|  0.00034609     	|
on_epoch_end                       	|  1.2739e-05     	|201            	|  0.0025605      	|  0.00033394     	|
on_epoch_start                     	|  1.2e-05        	|201            	|  0.002412       	|  0.00031457     	|
validation_step_end                	|  1.0516e-05     	|139            	|  0.0014617      	|  0.00019064     	|
on_train_start                     	|  0.0011119      	|1              	|  0.0011119      	|  0.00014501     	|
on_validation_start                	|  0.00047878     	|1              	|  0.00047878     	|  6.2442e-05     	|
on_validation_end                  	|  0.0001949      	|1              	|  0.0001949      	|  2.5418e-05     	|
teardown                           	|  4.1142e-05     	|2              	|  8.2284e-05     	|  1.0731e-05     	|
on_configure_sharded_model         	|  2.9478e-05     	|2              	|  5.8956e-05     	|  7.689e-06      	|
on_fit_end                         	|  5.8897e-05     	|1              	|  5.8897e-05     	|  7.6812e-06     	|
setup                              	|  2.7046e-05     	|2              	|  5.4091e-05     	|  7.0545e-06     	|
on_validation_epoch_end            	|  5.3789e-05     	|1              	|  5.3789e-05     	|  7.0151e-06     	|
on_before_accelerator_backend_setup	|  2.3759e-05     	|2              	|  4.7518e-05     	|  6.1972e-06     	|
on_fit_start                       	|  4.0812e-05     	|1              	|  4.0812e-05     	|  5.3227e-06     	|
configure_sharded_model            	|  1.0774e-05     	|2              	|  2.1547e-05     	|  2.8101e-06     	|
on_val_dataloader                  	|  8.9882e-06     	|2              	|  1.7976e-05     	|  2.3445e-06     	|
configure_callbacks                	|  8.6129e-06     	|2              	|  1.7226e-05     	|  2.2466e-06     	|
prepare_data                       	|  7.3761e-06     	|2              	|  1.4752e-05     	|  1.924e-06      	|
on_pretrain_routine_end            	|  1.4445e-05     	|1              	|  1.4445e-05     	|  1.8839e-06     	|
on_validation_epoch_start          	|  1.1412e-05     	|1              	|  1.1412e-05     	|  1.4884e-06     	|
on_train_dataloader                	|  8.4173e-06     	|1              	|  8.4173e-06     	|  1.0978e-06     	|
