VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1389.8         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6594         	|500            	|  1329.7         	|  95.674         	|
run_training_batch                 	|  0.38213        	|1000           	|  382.13         	|  27.495         	|
optimizer_step_with_closure_0      	|  0.3779         	|1000           	|  377.9          	|  27.191         	|
training_step_and_backward         	|  0.2748         	|1000           	|  274.8          	|  19.772         	|
get_train_batch                    	|  0.10341        	|1500           	|  155.12         	|  11.161         	|
fetch_next_train_batch             	|  0.10337        	|1500           	|  155.06         	|  11.157         	|
model_forward                      	|  0.14054        	|1000           	|  140.54         	|  10.112         	|
training_step                      	|  0.14032        	|1000           	|  140.32         	|  10.096         	|
backward                           	|  0.13279        	|1000           	|  132.79         	|  9.5548         	|
run_validate_evaluation            	|  30.484         	|1              	|  30.484         	|  2.1934         	|
evaluation_step_and_end            	|  0.22144        	|125            	|  27.68          	|  1.9916         	|
validation_step                    	|  0.22132        	|125            	|  27.665         	|  1.9906         	|
on_train_batch_end                 	|  0.0023598      	|1000           	|  2.3598         	|  0.16979        	|
zero_grad                          	|  0.0014225      	|1000           	|  1.4225         	|  0.10235        	|
training_batch_to_device           	|  0.00060975     	|1000           	|  0.60975        	|  0.043873       	|
get_validate_batch                 	|  0.0045095      	|126            	|  0.5682         	|  0.040883       	|
fetch_next_validate_batch          	|  0.0044841      	|126            	|  0.565          	|  0.040653       	|
on_train_epoch_start               	|  0.000365       	|500            	|  0.1825         	|  0.013131       	|
on_train_epoch_end                 	|  0.00035818     	|500            	|  0.17909        	|  0.012886       	|
on_train_batch_start               	|  0.00011419     	|1000           	|  0.11419        	|  0.0082165      	|
on_batch_start                     	|  4.7445e-05     	|1000           	|  0.047445       	|  0.0034137      	|
on_train_end                       	|  0.043716       	|1              	|  0.043716       	|  0.0031455      	|
evaluation_batch_to_device         	|  0.00028827     	|125            	|  0.036034       	|  0.0025927      	|
on_after_backward                  	|  2.5286e-05     	|1000           	|  0.025286       	|  0.0018193      	|
on_before_zero_grad                	|  2.3379e-05     	|1000           	|  0.023379       	|  0.0016821      	|
on_pretrain_routine_start          	|  0.022387       	|1              	|  0.022387       	|  0.0016108      	|
on_batch_end                       	|  1.602e-05      	|1000           	|  0.01602        	|  0.0011527      	|
on_before_optimizer_step           	|  1.5818e-05     	|1000           	|  0.015818       	|  0.0011381      	|
on_before_backward                 	|  1.3973e-05     	|1000           	|  0.013973       	|  0.0010054      	|
configure_optimizers               	|  0.0099344      	|1              	|  0.0099344      	|  0.0007148      	|
training_step_end                  	|  8.7263e-06     	|1000           	|  0.0087263      	|  0.00062787     	|
on_epoch_end                       	|  1.2337e-05     	|501            	|  0.0061807      	|  0.00044471     	|
on_epoch_start                     	|  1.1243e-05     	|501            	|  0.0056327      	|  0.00040528     	|
on_validation_batch_end            	|  4.097e-05      	|125            	|  0.0051212      	|  0.00036848     	|
on_validation_model_eval           	|  0.0037598      	|1              	|  0.0037598      	|  0.00027053     	|
on_train_start                     	|  0.002305       	|1              	|  0.002305       	|  0.00016585     	|
on_validation_batch_start          	|  1.813e-05      	|125            	|  0.0022662      	|  0.00016306     	|
validation_step_end                	|  9.3025e-06     	|125            	|  0.0011628      	|  8.3667e-05     	|
on_validation_start                	|  0.00040654     	|1              	|  0.00040654     	|  2.9252e-05     	|
on_validation_end                  	|  0.00016756     	|1              	|  0.00016756     	|  1.2056e-05     	|
on_configure_sharded_model         	|  2.5532e-05     	|2              	|  5.1064e-05     	|  3.6742e-06     	|
setup                              	|  2.4684e-05     	|2              	|  4.9368e-05     	|  3.5521e-06     	|
on_before_accelerator_backend_setup	|  2.3442e-05     	|2              	|  4.6885e-05     	|  3.3734e-06     	|
teardown                           	|  2.2527e-05     	|2              	|  4.5054e-05     	|  3.2417e-06     	|
on_fit_start                       	|  3.9702e-05     	|1              	|  3.9702e-05     	|  2.8567e-06     	|
on_validation_epoch_end            	|  3.1076e-05     	|1              	|  3.1076e-05     	|  2.236e-06      	|
on_fit_end                         	|  2.6446e-05     	|1              	|  2.6446e-05     	|  1.9028e-06     	|
on_val_dataloader                  	|  7.7877e-06     	|2              	|  1.5575e-05     	|  1.1207e-06     	|
configure_sharded_model            	|  7.418e-06      	|2              	|  1.4836e-05     	|  1.0675e-06     	|
configure_callbacks                	|  7.1991e-06     	|2              	|  1.4398e-05     	|  1.036e-06      	|
prepare_data                       	|  6.8042e-06     	|2              	|  1.3608e-05     	|  9.7916e-07     	|
on_pretrain_routine_end            	|  1.3081e-05     	|1              	|  1.3081e-05     	|  9.4123e-07     	|
on_validation_epoch_start          	|  1.0716e-05     	|1              	|  1.0716e-05     	|  7.7102e-07     	|
on_train_dataloader                	|  6.618e-06      	|1              	|  6.618e-06      	|  4.7618e-07     	|
