VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  456.13         	|  100 %          	|
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run_training_epoch                 	|  14.96          	|25             	|  374.01         	|  81.998         	|
run_training_batch                 	|  0.36135        	|1000           	|  361.35         	|  79.222         	|
optimizer_step_with_closure_0      	|  0.35877        	|1000           	|  358.77         	|  78.657         	|
training_step_and_backward         	|  0.28036        	|1000           	|  280.36         	|  61.466         	|
model_forward                      	|  0.16537        	|1000           	|  165.37         	|  36.255         	|
training_step                      	|  0.16523        	|1000           	|  165.23         	|  36.225         	|
backward                           	|  0.11368        	|1000           	|  113.68         	|  24.923         	|
run_validate_evaluation            	|  35.959         	|1              	|  35.959         	|  7.8835         	|
evaluation_step_and_end            	|  0.25384        	|139            	|  35.284         	|  7.7356         	|
validation_step                    	|  0.25379        	|139            	|  35.276         	|  7.7339         	|
get_train_batch                    	|  0.0043648      	|1025           	|  4.4739         	|  0.98085        	|
fetch_next_train_batch             	|  0.0043471      	|1025           	|  4.4558         	|  0.97688        	|
zero_grad                          	|  0.0012849      	|1000           	|  1.2849         	|  0.28169        	|
on_train_batch_end                 	|  0.0011849      	|1000           	|  1.1849         	|  0.25977        	|
get_validate_batch                 	|  0.0025252      	|140            	|  0.35353        	|  0.077508       	|
fetch_next_validate_batch          	|  0.0025102      	|140            	|  0.35143        	|  0.077046       	|
training_batch_to_device           	|  0.00023964     	|1000           	|  0.23964        	|  0.052538       	|
on_train_batch_start               	|  9.0643e-05     	|1000           	|  0.090643       	|  0.019872       	|
evaluation_batch_to_device         	|  0.00027424     	|139            	|  0.038119       	|  0.0083572      	|
on_train_end                       	|  0.023489       	|1              	|  0.023489       	|  0.0051496      	|
on_pretrain_routine_start          	|  0.022769       	|1              	|  0.022769       	|  0.0049918      	|
on_batch_start                     	|  1.5445e-05     	|1000           	|  0.015445       	|  0.0033861      	|
on_before_zero_grad                	|  1.3584e-05     	|1000           	|  0.013584       	|  0.0029781      	|
on_batch_end                       	|  1.348e-05      	|1000           	|  0.01348        	|  0.0029554      	|
on_after_backward                  	|  1.2649e-05     	|1000           	|  0.012649       	|  0.0027731      	|
on_before_backward                 	|  1.0571e-05     	|1000           	|  0.010571       	|  0.0023176      	|
on_before_optimizer_step           	|  1.0337e-05     	|1000           	|  0.010337       	|  0.0022663      	|
configure_optimizers               	|  0.0083155      	|1              	|  0.0083155      	|  0.0018231      	|
on_train_epoch_start               	|  0.0002996      	|25             	|  0.00749        	|  0.0016421      	|
on_train_epoch_end                 	|  0.00029237     	|25             	|  0.0073091      	|  0.0016024      	|
training_step_end                  	|  5.8153e-06     	|1000           	|  0.0058153      	|  0.0012749      	|
on_validation_model_eval           	|  0.0045954      	|1              	|  0.0045954      	|  0.0010075      	|
on_validation_batch_end            	|  2.1634e-05     	|139            	|  0.0030071      	|  0.00065928     	|
on_validation_batch_start          	|  1.0284e-05     	|139            	|  0.0014295      	|  0.00031341     	|
validation_step_end                	|  5.4798e-06     	|139            	|  0.00076169     	|  0.00016699     	|
on_train_start                     	|  0.00068676     	|1              	|  0.00068676     	|  0.00015056     	|
on_validation_start                	|  0.00032015     	|1              	|  0.00032015     	|  7.0189e-05     	|
on_epoch_start                     	|  1.0699e-05     	|26             	|  0.00027818     	|  6.0988e-05     	|
on_epoch_end                       	|  1.0339e-05     	|26             	|  0.00026883     	|  5.8937e-05     	|
on_validation_end                  	|  0.00012059     	|1              	|  0.00012059     	|  2.6437e-05     	|
teardown                           	|  2.162e-05      	|2              	|  4.3241e-05     	|  9.4801e-06     	|
on_before_accelerator_backend_setup	|  1.885e-05      	|2              	|  3.77e-05       	|  8.2653e-06     	|
on_configure_sharded_model         	|  1.4442e-05     	|2              	|  2.8884e-05     	|  6.3325e-06     	|
setup                              	|  1.4167e-05     	|2              	|  2.8333e-05     	|  6.2117e-06     	|
on_fit_end                         	|  2.2282e-05     	|1              	|  2.2282e-05     	|  4.885e-06      	|
on_validation_epoch_end            	|  1.8425e-05     	|1              	|  1.8425e-05     	|  4.0395e-06     	|
on_fit_start                       	|  1.6952e-05     	|1              	|  1.6952e-05     	|  3.7165e-06     	|
on_val_dataloader                  	|  6.4775e-06     	|2              	|  1.2955e-05     	|  2.8402e-06     	|
configure_callbacks                	|  5.6755e-06     	|2              	|  1.1351e-05     	|  2.4886e-06     	|
prepare_data                       	|  5.631e-06      	|2              	|  1.1262e-05     	|  2.4691e-06     	|
on_pretrain_routine_end            	|  1.0099e-05     	|1              	|  1.0099e-05     	|  2.2141e-06     	|
configure_sharded_model            	|  4.899e-06      	|2              	|  9.798e-06      	|  2.1481e-06     	|
on_validation_epoch_start          	|  9.7591e-06     	|1              	|  9.7591e-06     	|  2.1396e-06     	|
on_train_dataloader                	|  4.418e-06      	|1              	|  4.418e-06      	|  9.6858e-07     	|
