VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  451.23         	|  100 %          	|
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run_training_epoch                 	|  14.705         	|25             	|  367.62         	|  81.469         	|
run_training_batch                 	|  0.35504        	|1000           	|  355.04         	|  78.683         	|
optimizer_step_with_closure_0      	|  0.35231        	|1000           	|  352.31         	|  78.078         	|
training_step_and_backward         	|  0.27347        	|1000           	|  273.47         	|  60.606         	|
model_forward                      	|  0.16194        	|1000           	|  161.94         	|  35.889         	|
training_step                      	|  0.16181        	|1000           	|  161.81         	|  35.859         	|
backward                           	|  0.11018        	|1000           	|  110.18         	|  24.418         	|
run_validate_evaluation            	|  35.961         	|1              	|  35.961         	|  7.9695         	|
evaluation_step_and_end            	|  0.25398        	|139            	|  35.303         	|  7.8237         	|
validation_step                    	|  0.25392        	|139            	|  35.295         	|  7.822          	|
get_train_batch                    	|  0.0042406      	|1025           	|  4.3466         	|  0.96327        	|
fetch_next_train_batch             	|  0.0042235      	|1025           	|  4.3291         	|  0.95938        	|
zero_grad                          	|  0.0013258      	|1000           	|  1.3258         	|  0.29382        	|
on_train_batch_end                 	|  0.0012152      	|1000           	|  1.2152         	|  0.2693         	|
get_validate_batch                 	|  0.0024651      	|140            	|  0.34511        	|  0.076482       	|
fetch_next_validate_batch          	|  0.0024507      	|140            	|  0.34309        	|  0.076034       	|
training_batch_to_device           	|  0.00023695     	|1000           	|  0.23695        	|  0.052511       	|
on_train_batch_start               	|  9.0766e-05     	|1000           	|  0.090766       	|  0.020115       	|
evaluation_batch_to_device         	|  0.00021863     	|139            	|  0.03039        	|  0.0067348      	|
on_train_end                       	|  0.02352        	|1              	|  0.02352        	|  0.0052125      	|
on_pretrain_routine_start          	|  0.022335       	|1              	|  0.022335       	|  0.0049498      	|
on_batch_start                     	|  1.5584e-05     	|1000           	|  0.015584       	|  0.0034536      	|
on_batch_end                       	|  1.3079e-05     	|1000           	|  0.013079       	|  0.0028985      	|
on_before_zero_grad                	|  1.3051e-05     	|1000           	|  0.013051       	|  0.0028923      	|
on_before_backward                 	|  1.1614e-05     	|1000           	|  0.011614       	|  0.0025739      	|
on_after_backward                  	|  1.1411e-05     	|1000           	|  0.011411       	|  0.002529       	|
on_before_optimizer_step           	|  1.0212e-05     	|1000           	|  0.010212       	|  0.0022631      	|
configure_optimizers               	|  0.0085423      	|1              	|  0.0085423      	|  0.0018931      	|
on_train_epoch_end                 	|  0.00030414     	|25             	|  0.0076036      	|  0.0016851      	|
on_train_epoch_start               	|  0.00027835     	|25             	|  0.0069588      	|  0.0015422      	|
training_step_end                  	|  6.37e-06       	|1000           	|  0.00637        	|  0.0014117      	|
on_validation_model_eval           	|  0.0039789      	|1              	|  0.0039789      	|  0.00088179     	|
on_validation_batch_end            	|  2.1652e-05     	|139            	|  0.0030096      	|  0.00066698     	|
on_validation_batch_start          	|  1.0819e-05     	|139            	|  0.0015038      	|  0.00033326     	|
validation_step_end                	|  5.1147e-06     	|139            	|  0.00071095     	|  0.00015756     	|
on_train_start                     	|  0.00066276     	|1              	|  0.00066276     	|  0.00014688     	|
on_validation_start                	|  0.00031336     	|1              	|  0.00031336     	|  6.9445e-05     	|
on_epoch_start                     	|  1.1141e-05     	|26             	|  0.00028967     	|  6.4195e-05     	|
on_epoch_end                       	|  1.0382e-05     	|26             	|  0.00026992     	|  5.9819e-05     	|
on_validation_end                  	|  0.00011098     	|1              	|  0.00011098     	|  2.4594e-05     	|
on_before_accelerator_backend_setup	|  1.7778e-05     	|2              	|  3.5557e-05     	|  7.88e-06       	|
teardown                           	|  1.7143e-05     	|2              	|  3.4285e-05     	|  7.5981e-06     	|
on_configure_sharded_model         	|  1.4562e-05     	|2              	|  2.9124e-05     	|  6.4543e-06     	|
setup                              	|  1.3516e-05     	|2              	|  2.7031e-05     	|  5.9905e-06     	|
on_fit_end                         	|  2.3996e-05     	|1              	|  2.3996e-05     	|  5.3179e-06     	|
on_validation_epoch_end            	|  1.9096e-05     	|1              	|  1.9096e-05     	|  4.232e-06      	|
on_fit_start                       	|  1.6531e-05     	|1              	|  1.6531e-05     	|  3.6635e-06     	|
on_val_dataloader                  	|  6.628e-06      	|2              	|  1.3256e-05     	|  2.9377e-06     	|
prepare_data                       	|  5.906e-06      	|2              	|  1.1812e-05     	|  2.6177e-06     	|
configure_callbacks                	|  5.5505e-06     	|2              	|  1.1101e-05     	|  2.4602e-06     	|
configure_sharded_model            	|  5.0195e-06     	|2              	|  1.0039e-05     	|  2.2248e-06     	|
on_pretrain_routine_end            	|  9.808e-06      	|1              	|  9.808e-06      	|  2.1736e-06     	|
on_validation_epoch_start          	|  9.127e-06      	|1              	|  9.127e-06      	|  2.0227e-06     	|
on_train_dataloader                	|  4.368e-06      	|1              	|  4.368e-06      	|  9.6802e-07     	|
