VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  535.68         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  0.95838        	|500            	|  479.19         	|  89.454         	|
run_training_batch                 	|  0.32332        	|1000           	|  323.32         	|  60.357         	|
optimizer_step_with_closure_0      	|  0.32064        	|1000           	|  320.64         	|  59.857         	|
training_step_and_backward         	|  0.2399         	|1000           	|  239.9          	|  44.784         	|
model_forward                      	|  0.14863        	|1000           	|  148.63         	|  27.746         	|
training_step                      	|  0.14846        	|1000           	|  148.46         	|  27.714         	|
backward                           	|  0.089841       	|1000           	|  89.841         	|  16.771         	|
get_train_batch                    	|  0.029785       	|1500           	|  44.677         	|  8.3402         	|
fetch_next_train_batch             	|  0.029752       	|1500           	|  44.629         	|  8.3312         	|
run_validate_evaluation            	|  12.409         	|1              	|  12.409         	|  2.3165         	|
evaluation_step_and_end            	|  0.24903        	|48             	|  11.953         	|  2.2314         	|
validation_step                    	|  0.24898        	|48             	|  11.951         	|  2.231          	|
zero_grad                          	|  0.001399       	|1000           	|  1.399          	|  0.26116        	|
on_train_batch_end                 	|  0.0013312      	|1000           	|  1.3312         	|  0.24851        	|
training_batch_to_device           	|  0.00060725     	|1000           	|  0.60725        	|  0.11336        	|
get_validate_batch                 	|  0.0043934      	|49             	|  0.21528        	|  0.040188       	|
fetch_next_validate_batch          	|  0.004379       	|49             	|  0.21457        	|  0.040056       	|
on_train_epoch_start               	|  0.00028018     	|500            	|  0.14009        	|  0.026152       	|
on_train_epoch_end                 	|  0.00027738     	|500            	|  0.13869        	|  0.025891       	|
on_train_batch_start               	|  0.00010695     	|1000           	|  0.10695        	|  0.019966       	|
on_batch_start                     	|  3.5437e-05     	|1000           	|  0.035437       	|  0.0066153      	|
on_train_end                       	|  0.02371        	|1              	|  0.02371        	|  0.0044262      	|
on_pretrain_routine_start          	|  0.022828       	|1              	|  0.022828       	|  0.0042615      	|
on_before_zero_grad                	|  2.1461e-05     	|1000           	|  0.021461       	|  0.0040064      	|
on_batch_end                       	|  1.3882e-05     	|1000           	|  0.013882       	|  0.0025915      	|
on_before_optimizer_step           	|  1.2367e-05     	|1000           	|  0.012367       	|  0.0023086      	|
on_before_backward                 	|  1.2167e-05     	|1000           	|  0.012167       	|  0.0022714      	|
on_after_backward                  	|  1.1324e-05     	|1000           	|  0.011324       	|  0.002114       	|
evaluation_batch_to_device         	|  0.00021179     	|48             	|  0.010166       	|  0.0018977      	|
configure_optimizers               	|  0.0087338      	|1              	|  0.0087338      	|  0.0016304      	|
training_step_end                  	|  7.7921e-06     	|1000           	|  0.0077921      	|  0.0014546      	|
on_epoch_start                     	|  1.1183e-05     	|501            	|  0.0056029      	|  0.0010459      	|
on_epoch_end                       	|  1.026e-05      	|501            	|  0.0051404      	|  0.0009596      	|
on_validation_model_eval           	|  0.0039143      	|1              	|  0.0039143      	|  0.00073071     	|
on_validation_batch_end            	|  2.2113e-05     	|48             	|  0.0010614      	|  0.00019814     	|
on_train_start                     	|  0.00073413     	|1              	|  0.00073413     	|  0.00013705     	|
on_validation_batch_start          	|  1.0721e-05     	|48             	|  0.0005146      	|  9.6063e-05     	|
on_validation_start                	|  0.00030595     	|1              	|  0.00030595     	|  5.7114e-05     	|
validation_step_end                	|  4.8973e-06     	|48             	|  0.00023507     	|  4.3882e-05     	|
on_validation_end                  	|  0.00010484     	|1              	|  0.00010484     	|  1.9571e-05     	|
on_before_accelerator_backend_setup	|  1.888e-05      	|2              	|  3.776e-05      	|  7.0489e-06     	|
teardown                           	|  1.5559e-05     	|2              	|  3.1118e-05     	|  5.809e-06      	|
on_configure_sharded_model         	|  1.3665e-05     	|2              	|  2.7331e-05     	|  5.1021e-06     	|
setup                              	|  1.3034e-05     	|2              	|  2.6069e-05     	|  4.8665e-06     	|
on_fit_end                         	|  2.3594e-05     	|1              	|  2.3594e-05     	|  4.4045e-06     	|
on_validation_epoch_end            	|  1.8985e-05     	|1              	|  1.8985e-05     	|  3.5441e-06     	|
on_fit_start                       	|  1.6441e-05     	|1              	|  1.6441e-05     	|  3.0692e-06     	|
prepare_data                       	|  6.6625e-06     	|2              	|  1.3325e-05     	|  2.4875e-06     	|
on_val_dataloader                  	|  5.811e-06      	|2              	|  1.1622e-05     	|  2.1696e-06     	|
on_pretrain_routine_end            	|  1.1151e-05     	|1              	|  1.1151e-05     	|  2.0816e-06     	|
configure_callbacks                	|  5.0545e-06     	|2              	|  1.0109e-05     	|  1.8871e-06     	|
on_validation_epoch_start          	|  9.6679e-06     	|1              	|  9.6679e-06     	|  1.8048e-06     	|
configure_sharded_model            	|  4.8035e-06     	|2              	|  9.6071e-06     	|  1.7934e-06     	|
on_train_dataloader                	|  4.248e-06      	|1              	|  4.248e-06      	|  7.9301e-07     	|
