VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  766.51         	|  100 %          	|
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run_training_epoch                 	|  3.5672         	|200            	|  713.44         	|  93.077         	|
run_training_batch                 	|  0.29227        	|1000           	|  292.27         	|  38.13          	|
optimizer_step_with_closure_0      	|  0.28889        	|1000           	|  288.89         	|  37.689         	|
training_step_and_backward         	|  0.22332        	|1000           	|  223.32         	|  29.134         	|
model_forward                      	|  0.11479        	|1000           	|  114.79         	|  14.975         	|
training_step                      	|  0.11458        	|1000           	|  114.58         	|  14.948         	|
backward                           	|  0.10699        	|1000           	|  106.99         	|  13.958         	|
get_train_batch                    	|  0.066496       	|1200           	|  79.795         	|  10.41          	|
fetch_next_train_batch             	|  0.066464       	|1200           	|  79.757         	|  10.405         	|
run_validate_evaluation            	|  17.788         	|1              	|  17.788         	|  2.3206         	|
evaluation_step_and_end            	|  0.10483        	|139            	|  14.572         	|  1.9011         	|
validation_step                    	|  0.10472        	|139            	|  14.556         	|  1.899          	|
on_train_batch_end                 	|  0.0021581      	|1000           	|  2.1581         	|  0.28155        	|
zero_grad                          	|  0.0015028      	|1000           	|  1.5028         	|  0.19605        	|
get_validate_batch                 	|  0.0056185      	|140            	|  0.78658        	|  0.10262        	|
fetch_next_validate_batch          	|  0.0055943      	|140            	|  0.78321        	|  0.10218        	|
training_batch_to_device           	|  0.00043214     	|1000           	|  0.43214        	|  0.056378       	|
on_train_batch_start               	|  0.00010712     	|1000           	|  0.10712        	|  0.013975       	|
on_batch_start                     	|  0.0001008      	|1000           	|  0.1008         	|  0.01315        	|
on_train_epoch_end                 	|  0.00034026     	|200            	|  0.068051       	|  0.008878       	|
on_train_epoch_start               	|  0.00032544     	|200            	|  0.065088       	|  0.0084915      	|
on_train_end                       	|  0.042652       	|1              	|  0.042652       	|  0.0055644      	|
evaluation_batch_to_device         	|  0.00027801     	|139            	|  0.038643       	|  0.0050415      	|
on_after_backward                  	|  2.6872e-05     	|1000           	|  0.026872       	|  0.0035058      	|
on_pretrain_routine_start          	|  0.022009       	|1              	|  0.022009       	|  0.0028713      	|
on_before_zero_grad                	|  1.888e-05      	|1000           	|  0.01888        	|  0.0024631      	|
on_before_optimizer_step           	|  1.6299e-05     	|1000           	|  0.016299       	|  0.0021264      	|
on_batch_end                       	|  1.5963e-05     	|1000           	|  0.015963       	|  0.0020825      	|
on_before_backward                 	|  1.3774e-05     	|1000           	|  0.013774       	|  0.001797       	|
configure_optimizers               	|  0.0093404      	|1              	|  0.0093404      	|  0.0012186      	|
training_step_end                  	|  7.5289e-06     	|1000           	|  0.0075289      	|  0.00098222     	|
on_validation_batch_end            	|  4.1728e-05     	|139            	|  0.0058002      	|  0.0007567      	|
on_validation_model_eval           	|  0.0044934      	|1              	|  0.0044934      	|  0.00058622     	|
on_train_start                     	|  0.0030292      	|1              	|  0.0030292      	|  0.00039519     	|
on_epoch_end                       	|  1.2653e-05     	|201            	|  0.0025433      	|  0.0003318      	|
on_validation_batch_start          	|  1.6849e-05     	|139            	|  0.002342       	|  0.00030553     	|
on_epoch_start                     	|  1.16e-05       	|201            	|  0.0023316      	|  0.00030418     	|
validation_step_end                	|  9.5741e-06     	|139            	|  0.0013308      	|  0.00017362     	|
on_validation_start                	|  0.00062872     	|1              	|  0.00062872     	|  8.2023e-05     	|
on_validation_end                  	|  0.0001353      	|1              	|  0.0001353      	|  1.7651e-05     	|
on_before_accelerator_backend_setup	|  2.7428e-05     	|2              	|  5.4857e-05     	|  7.1567e-06     	|
on_configure_sharded_model         	|  2.6578e-05     	|2              	|  5.3156e-05     	|  6.9348e-06     	|
teardown                           	|  2.3713e-05     	|2              	|  4.7427e-05     	|  6.1873e-06     	|
setup                              	|  2.371e-05      	|2              	|  4.7419e-05     	|  6.1864e-06     	|
on_fit_start                       	|  3.9877e-05     	|1              	|  3.9877e-05     	|  5.2024e-06     	|
on_validation_epoch_end            	|  3.3392e-05     	|1              	|  3.3392e-05     	|  4.3563e-06     	|
on_fit_end                         	|  2.6712e-05     	|1              	|  2.6712e-05     	|  3.4849e-06     	|
on_val_dataloader                  	|  1.1981e-05     	|2              	|  2.3961e-05     	|  3.126e-06      	|
configure_sharded_model            	|  9.1651e-06     	|2              	|  1.833e-05      	|  2.3914e-06     	|
prepare_data                       	|  9.0264e-06     	|2              	|  1.8053e-05     	|  2.3552e-06     	|
on_validation_epoch_start          	|  1.27e-05       	|1              	|  1.27e-05       	|  1.6568e-06     	|
configure_callbacks                	|  6.2454e-06     	|2              	|  1.2491e-05     	|  1.6296e-06     	|
on_pretrain_routine_end            	|  1.2232e-05     	|1              	|  1.2232e-05     	|  1.5958e-06     	|
on_train_dataloader                	|  6.7744e-06     	|1              	|  6.7744e-06     	|  8.838e-07      	|
