VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  458.67         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.5905         	|63             	|  415.2          	|  90.523         	|
run_training_batch                 	|  0.27675        	|1000           	|  276.75         	|  60.338         	|
optimizer_step_with_closure_0      	|  0.27336        	|1000           	|  273.36         	|  59.599         	|
training_step_and_backward         	|  0.20982        	|1000           	|  209.82         	|  45.746         	|
backward                           	|  0.10445        	|1000           	|  104.45         	|  22.772         	|
model_forward                      	|  0.10387        	|1000           	|  103.87         	|  22.645         	|
training_step                      	|  0.10368        	|1000           	|  103.68         	|  22.604         	|
get_train_batch                    	|  0.030496       	|1063           	|  32.417         	|  7.0676         	|
fetch_next_train_batch             	|  0.030468       	|1063           	|  32.387         	|  7.0611         	|
run_validate_evaluation            	|  8.0134         	|1              	|  8.0134         	|  1.7471         	|
evaluation_step_and_end            	|  0.10121        	|48             	|  4.8582         	|  1.0592         	|
validation_step                    	|  0.1011         	|48             	|  4.8528         	|  1.058          	|
on_train_batch_end                 	|  0.0021233      	|1000           	|  2.1233         	|  0.46293        	|
zero_grad                          	|  0.0014764      	|1000           	|  1.4764         	|  0.3219         	|
get_validate_batch                 	|  0.014984       	|49             	|  0.73421        	|  0.16007        	|
fetch_next_validate_batch          	|  0.014961       	|49             	|  0.73308        	|  0.15983        	|
training_batch_to_device           	|  0.00025159     	|1000           	|  0.25159        	|  0.054852       	|
on_train_batch_start               	|  9.5002e-05     	|1000           	|  0.095002       	|  0.020713       	|
on_train_end                       	|  0.049683       	|1              	|  0.049683       	|  0.010832       	|
on_after_backward                  	|  2.5557e-05     	|1000           	|  0.025557       	|  0.0055721      	|
on_pretrain_routine_start          	|  0.023687       	|1              	|  0.023687       	|  0.0051643      	|
on_batch_start                     	|  2.2601e-05     	|1000           	|  0.022601       	|  0.0049274      	|
on_train_epoch_end                 	|  0.00033735     	|63             	|  0.021253       	|  0.0046336      	|
on_train_epoch_start               	|  0.0003178      	|63             	|  0.020021       	|  0.0043651      	|
configure_optimizers               	|  0.0199         	|1              	|  0.0199         	|  0.0043387      	|
on_before_zero_grad                	|  1.7826e-05     	|1000           	|  0.017826       	|  0.0038865      	|
on_batch_end                       	|  1.5818e-05     	|1000           	|  0.015818       	|  0.0034487      	|
on_before_optimizer_step           	|  1.3169e-05     	|1000           	|  0.013169       	|  0.002871       	|
on_before_backward                 	|  1.2778e-05     	|1000           	|  0.012778       	|  0.002786       	|
evaluation_batch_to_device         	|  0.00026434     	|48             	|  0.012689       	|  0.0027664      	|
training_step_end                  	|  7.2145e-06     	|1000           	|  0.0072145      	|  0.0015729      	|
on_validation_model_eval           	|  0.0039506      	|1              	|  0.0039506      	|  0.00086131     	|
on_validation_batch_end            	|  4.0405e-05     	|48             	|  0.0019394      	|  0.00042284     	|
on_train_start                     	|  0.0011523      	|1              	|  0.0011523      	|  0.00025123     	|
on_validation_batch_start          	|  1.6969e-05     	|48             	|  0.00081451     	|  0.00017758     	|
on_epoch_end                       	|  1.1862e-05     	|64             	|  0.00075914     	|  0.00016551     	|
on_epoch_start                     	|  1.0976e-05     	|64             	|  0.00070248     	|  0.00015316     	|
on_validation_start                	|  0.00048533     	|1              	|  0.00048533     	|  0.00010581     	|
validation_step_end                	|  8.611e-06      	|48             	|  0.00041333     	|  9.0115e-05     	|
on_validation_end                  	|  0.00029859     	|1              	|  0.00029859     	|  6.5098e-05     	|
on_configure_sharded_model         	|  3.6159e-05     	|2              	|  7.2317e-05     	|  1.5767e-05     	|
on_fit_end                         	|  6.4084e-05     	|1              	|  6.4084e-05     	|  1.3972e-05     	|
setup                              	|  2.9063e-05     	|2              	|  5.8126e-05     	|  1.2673e-05     	|
on_before_accelerator_backend_setup	|  2.6667e-05     	|2              	|  5.3335e-05     	|  1.1628e-05     	|
teardown                           	|  2.3616e-05     	|2              	|  4.7233e-05     	|  1.0298e-05     	|
on_fit_start                       	|  4.6892e-05     	|1              	|  4.6892e-05     	|  1.0224e-05     	|
on_validation_epoch_end            	|  2.8295e-05     	|1              	|  2.8295e-05     	|  6.169e-06      	|
on_val_dataloader                  	|  9.3728e-06     	|2              	|  1.8746e-05     	|  4.087e-06      	|
prepare_data                       	|  9.0748e-06     	|2              	|  1.815e-05      	|  3.957e-06      	|
configure_sharded_model            	|  9.0096e-06     	|2              	|  1.8019e-05     	|  3.9286e-06     	|
configure_callbacks                	|  8.5682e-06     	|2              	|  1.7136e-05     	|  3.7361e-06     	|
on_pretrain_routine_end            	|  1.5337e-05     	|1              	|  1.5337e-05     	|  3.3438e-06     	|
on_validation_epoch_start          	|  1.0569e-05     	|1              	|  1.0569e-05     	|  2.3042e-06     	|
on_train_dataloader                	|  6.957e-06      	|1              	|  6.957e-06      	|  1.5168e-06     	|
