VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1321.9         	|  100 %          	|
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run_training_epoch                 	|  2.561          	|500            	|  1280.5         	|  96.868         	|
run_training_batch                 	|  0.2866         	|1000           	|  286.6          	|  21.681         	|
optimizer_step_with_closure_0      	|  0.28291        	|1000           	|  282.91         	|  21.402         	|
training_step_and_backward         	|  0.21409        	|1000           	|  214.09         	|  16.196         	|
get_train_batch                    	|  0.13019        	|1500           	|  195.28         	|  14.772         	|
fetch_next_train_batch             	|  0.13014        	|1500           	|  195.21         	|  14.768         	|
model_forward                      	|  0.11156        	|1000           	|  111.56         	|  8.4392         	|
training_step                      	|  0.11132        	|1000           	|  111.32         	|  8.421          	|
backward                           	|  0.10085        	|1000           	|  100.85         	|  7.6292         	|
run_validate_evaluation            	|  7.6214         	|1              	|  7.6214         	|  0.57654        	|
evaluation_step_and_end            	|  0.096932       	|48             	|  4.6528         	|  0.35197        	|
validation_step                    	|  0.096811       	|48             	|  4.6469         	|  0.35153        	|
on_train_batch_end                 	|  0.0024554      	|1000           	|  2.4554         	|  0.18575        	|
zero_grad                          	|  0.0016395      	|1000           	|  1.6395         	|  0.12403        	|
training_batch_to_device           	|  0.00072318     	|1000           	|  0.72318        	|  0.054707       	|
get_validate_batch                 	|  0.012237       	|49             	|  0.59961        	|  0.045359       	|
fetch_next_validate_batch          	|  0.012214       	|49             	|  0.59847        	|  0.045273       	|
on_train_epoch_start               	|  0.00034444     	|500            	|  0.17222        	|  0.013028       	|
on_train_epoch_end                 	|  0.00033487     	|500            	|  0.16743        	|  0.012666       	|
on_train_batch_start               	|  0.00011629     	|1000           	|  0.11629        	|  0.0087971      	|
on_batch_start                     	|  5.3778e-05     	|1000           	|  0.053778       	|  0.0040682      	|
on_train_end                       	|  0.044307       	|1              	|  0.044307       	|  0.0033517      	|
on_before_zero_grad                	|  3.9386e-05     	|1000           	|  0.039386       	|  0.0029795      	|
on_after_backward                  	|  3.5655e-05     	|1000           	|  0.035655       	|  0.0026972      	|
on_pretrain_routine_start          	|  0.023411       	|1              	|  0.023411       	|  0.001771       	|
on_batch_end                       	|  1.7889e-05     	|1000           	|  0.017889       	|  0.0013533      	|
on_before_optimizer_step           	|  1.7531e-05     	|1000           	|  0.017531       	|  0.0013262      	|
on_before_backward                 	|  1.6137e-05     	|1000           	|  0.016137       	|  0.0012207      	|
configure_optimizers               	|  0.014409       	|1              	|  0.014409       	|  0.00109        	|
evaluation_batch_to_device         	|  0.00027225     	|48             	|  0.013068       	|  0.00098857     	|
training_step_end                  	|  1.0456e-05     	|1000           	|  0.010456       	|  0.000791       	|
on_epoch_end                       	|  1.2041e-05     	|501            	|  0.0060323      	|  0.00045634     	|
on_epoch_start                     	|  1.1301e-05     	|501            	|  0.0056619      	|  0.00042831     	|
on_validation_model_eval           	|  0.0038553      	|1              	|  0.0038553      	|  0.00029164     	|
on_train_start                     	|  0.0020638      	|1              	|  0.0020638      	|  0.00015612     	|
on_validation_batch_end            	|  4.117e-05      	|48             	|  0.0019762      	|  0.00014949     	|
on_validation_batch_start          	|  1.7761e-05     	|48             	|  0.00085254     	|  6.4493e-05     	|
on_validation_start                	|  0.00052966     	|1              	|  0.00052966     	|  4.0068e-05     	|
validation_step_end                	|  9.2711e-06     	|48             	|  0.00044501     	|  3.3664e-05     	|
on_validation_end                  	|  0.00020959     	|1              	|  0.00020959     	|  1.5855e-05     	|
on_fit_start                       	|  0.00012431     	|1              	|  0.00012431     	|  9.4042e-06     	|
on_fit_end                         	|  5.9914e-05     	|1              	|  5.9914e-05     	|  4.5324e-06     	|
setup                              	|  2.7017e-05     	|2              	|  5.4033e-05     	|  4.0875e-06     	|
on_before_accelerator_backend_setup	|  2.6873e-05     	|2              	|  5.3747e-05     	|  4.0658e-06     	|
on_configure_sharded_model         	|  2.3652e-05     	|2              	|  4.7304e-05     	|  3.5784e-06     	|
teardown                           	|  2.231e-05      	|2              	|  4.462e-05      	|  3.3754e-06     	|
on_validation_epoch_end            	|  3.1503e-05     	|1              	|  3.1503e-05     	|  2.3831e-06     	|
on_val_dataloader                  	|  1.0685e-05     	|2              	|  2.137e-05      	|  1.6166e-06     	|
configure_callbacks                	|  9.6792e-06     	|2              	|  1.9358e-05     	|  1.4644e-06     	|
prepare_data                       	|  8.57e-06       	|2              	|  1.714e-05      	|  1.2966e-06     	|
configure_sharded_model            	|  8.2599e-06     	|2              	|  1.652e-05      	|  1.2497e-06     	|
on_pretrain_routine_end            	|  1.2679e-05     	|1              	|  1.2679e-05     	|  9.5915e-07     	|
on_validation_epoch_start          	|  1.0971e-05     	|1              	|  1.0971e-05     	|  8.2993e-07     	|
on_train_dataloader                	|  8.5235e-06     	|1              	|  8.5235e-06     	|  6.4478e-07     	|
