VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1333.2         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5917         	|500            	|  1295.8         	|  97.2           	|
run_training_batch                 	|  0.28921        	|1000           	|  289.21         	|  21.693         	|
optimizer_step_with_closure_0      	|  0.28476        	|1000           	|  284.76         	|  21.36          	|
training_step_and_backward         	|  0.21728        	|1000           	|  217.28         	|  16.298         	|
get_train_batch                    	|  0.12162        	|1500           	|  182.42         	|  13.683         	|
fetch_next_train_batch             	|  0.12157        	|1500           	|  182.36         	|  13.679         	|
model_forward                      	|  0.11165        	|1000           	|  111.65         	|  8.3749         	|
training_step                      	|  0.11139        	|1000           	|  111.39         	|  8.3552         	|
backward                           	|  0.10395        	|1000           	|  103.95         	|  7.7974         	|
run_validate_evaluation            	|  7.9107         	|1              	|  7.9107         	|  0.59337        	|
evaluation_step_and_end            	|  0.10068        	|48             	|  4.8327         	|  0.36249        	|
validation_step                    	|  0.10056        	|48             	|  4.8269         	|  0.36206        	|
on_train_batch_end                 	|  0.0025573      	|1000           	|  2.5573         	|  0.19182        	|
zero_grad                          	|  0.0016319      	|1000           	|  1.6319         	|  0.1224         	|
training_batch_to_device           	|  0.00076902     	|1000           	|  0.76902        	|  0.057683       	|
get_validate_batch                 	|  0.012919       	|49             	|  0.63304        	|  0.047484       	|
fetch_next_validate_batch          	|  0.012895       	|49             	|  0.63186        	|  0.047395       	|
on_train_epoch_start               	|  0.00034606     	|500            	|  0.17303        	|  0.012979       	|
on_train_epoch_end                 	|  0.00034493     	|500            	|  0.17247        	|  0.012936       	|
on_train_batch_start               	|  0.00011347     	|1000           	|  0.11347        	|  0.0085112      	|
on_batch_start                     	|  5.5145e-05     	|1000           	|  0.055145       	|  0.0041364      	|
on_train_end                       	|  0.04476        	|1              	|  0.04476        	|  0.0033574      	|
on_after_backward                  	|  2.8079e-05     	|1000           	|  0.028079       	|  0.0021062      	|
on_pretrain_routine_start          	|  0.023896       	|1              	|  0.023896       	|  0.0017924      	|
on_before_zero_grad                	|  2.3587e-05     	|1000           	|  0.023587       	|  0.0017693      	|
on_before_optimizer_step           	|  1.7976e-05     	|1000           	|  0.017976       	|  0.0013484      	|
on_batch_end                       	|  1.637e-05      	|1000           	|  0.01637        	|  0.0012279      	|
evaluation_batch_to_device         	|  0.00033874     	|48             	|  0.01626        	|  0.0012196      	|
on_before_backward                 	|  1.6192e-05     	|1000           	|  0.016192       	|  0.0012146      	|
training_step_end                  	|  1.1141e-05     	|1000           	|  0.011141       	|  0.00083565     	|
configure_optimizers               	|  0.0086073      	|1              	|  0.0086073      	|  0.00064562     	|
on_epoch_start                     	|  1.1895e-05     	|501            	|  0.0059593      	|  0.000447       	|
on_epoch_end                       	|  1.1746e-05     	|501            	|  0.0058847      	|  0.00044141     	|
on_validation_model_eval           	|  0.0038849      	|1              	|  0.0038849      	|  0.00029141     	|
on_validation_batch_end            	|  4.4621e-05     	|48             	|  0.0021418      	|  0.00016065     	|
on_train_start                     	|  0.0008688      	|1              	|  0.0008688      	|  6.5168e-05     	|
on_validation_batch_start          	|  1.7004e-05     	|48             	|  0.0008162      	|  6.1222e-05     	|
validation_step_end                	|  9.6845e-06     	|48             	|  0.00046485     	|  3.4868e-05     	|
on_validation_start                	|  0.00041978     	|1              	|  0.00041978     	|  3.1488e-05     	|
on_validation_end                  	|  0.00027956     	|1              	|  0.00027956     	|  2.097e-05      	|
teardown                           	|  3.4341e-05     	|2              	|  6.8681e-05     	|  5.1517e-06     	|
on_before_accelerator_backend_setup	|  2.5549e-05     	|2              	|  5.1098e-05     	|  3.8328e-06     	|
setup                              	|  2.4811e-05     	|2              	|  4.9623e-05     	|  3.7221e-06     	|
on_configure_sharded_model         	|  2.4462e-05     	|2              	|  4.8924e-05     	|  3.6697e-06     	|
on_fit_end                         	|  3.9708e-05     	|1              	|  3.9708e-05     	|  2.9784e-06     	|
on_validation_epoch_end            	|  2.9726e-05     	|1              	|  2.9726e-05     	|  2.2297e-06     	|
on_fit_start                       	|  2.9178e-05     	|1              	|  2.9178e-05     	|  2.1886e-06     	|
on_val_dataloader                  	|  8.9211e-06     	|2              	|  1.7842e-05     	|  1.3383e-06     	|
on_pretrain_routine_end            	|  1.6702e-05     	|1              	|  1.6702e-05     	|  1.2528e-06     	|
configure_sharded_model            	|  7.9181e-06     	|2              	|  1.5836e-05     	|  1.1879e-06     	|
configure_callbacks                	|  7.6396e-06     	|2              	|  1.5279e-05     	|  1.1461e-06     	|
prepare_data                       	|  7.6191e-06     	|2              	|  1.5238e-05     	|  1.143e-06      	|
on_validation_epoch_start          	|  1.0211e-05     	|1              	|  1.0211e-05     	|  7.6592e-07     	|
on_train_dataloader                	|  9.5684e-06     	|1              	|  9.5684e-06     	|  7.1771e-07     	|
