VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  420.23         	|  100 %          	|
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run_training_epoch                 	|  14.845         	|25             	|  371.12         	|  88.313         	|
run_training_batch                 	|  0.29433        	|1000           	|  294.33         	|  70.039         	|
optimizer_step_with_closure_0      	|  0.28949        	|1000           	|  289.49         	|  68.889         	|
training_step_and_backward         	|  0.22518        	|1000           	|  225.18         	|  53.585         	|
backward                           	|  0.11512        	|1000           	|  115.12         	|  27.395         	|
model_forward                      	|  0.10848        	|1000           	|  108.48         	|  25.814         	|
training_step                      	|  0.10827        	|1000           	|  108.27         	|  25.766         	|
run_validate_evaluation            	|  16.888         	|1              	|  16.888         	|  4.0187         	|
evaluation_step_and_end            	|  0.10108        	|139            	|  14.05          	|  3.3435         	|
validation_step                    	|  0.10096        	|139            	|  14.034         	|  3.3395         	|
get_train_batch                    	|  0.010958       	|1025           	|  11.232         	|  2.6727         	|
fetch_next_train_batch             	|  0.010933       	|1025           	|  11.206         	|  2.6666         	|
on_train_batch_end                 	|  0.0027761      	|1000           	|  2.7761         	|  0.66061        	|
zero_grad                          	|  0.0015445      	|1000           	|  1.5445         	|  0.36753        	|
get_validate_batch                 	|  0.006023       	|140            	|  0.84322        	|  0.20065        	|
fetch_next_validate_batch          	|  0.0059983      	|140            	|  0.83976        	|  0.19983        	|
configure_optimizers               	|  0.56531        	|1              	|  0.56531        	|  0.13452        	|
training_batch_to_device           	|  0.00029579     	|1000           	|  0.29579        	|  0.070388       	|
on_train_batch_start               	|  9.5799e-05     	|1000           	|  0.095799       	|  0.022797       	|
evaluation_batch_to_device         	|  0.00034724     	|139            	|  0.048266       	|  0.011486       	|
on_train_end                       	|  0.046776       	|1              	|  0.046776       	|  0.011131       	|
on_after_backward                  	|  2.9384e-05     	|1000           	|  0.029384       	|  0.0069924      	|
on_pretrain_routine_start          	|  0.022712       	|1              	|  0.022712       	|  0.0054047      	|
on_batch_start                     	|  2.1618e-05     	|1000           	|  0.021618       	|  0.0051444      	|
on_before_zero_grad                	|  1.8095e-05     	|1000           	|  0.018095       	|  0.004306       	|
on_batch_end                       	|  1.6101e-05     	|1000           	|  0.016101       	|  0.0038314      	|
on_before_backward                 	|  1.5603e-05     	|1000           	|  0.015603       	|  0.0037131      	|
on_before_optimizer_step           	|  1.422e-05      	|1000           	|  0.01422        	|  0.0033838      	|
on_train_epoch_end                 	|  0.00045942     	|25             	|  0.011485       	|  0.0027331      	|
on_train_epoch_start               	|  0.00041605     	|25             	|  0.010401       	|  0.0024751      	|
training_step_end                  	|  7.5461e-06     	|1000           	|  0.0075461      	|  0.0017957      	|
on_validation_batch_end            	|  4.1291e-05     	|139            	|  0.0057395      	|  0.0013658      	|
on_validation_model_eval           	|  0.005302       	|1              	|  0.005302       	|  0.0012617      	|
on_validation_batch_start          	|  1.639e-05      	|139            	|  0.0022782      	|  0.00054212     	|
validation_step_end                	|  9.4556e-06     	|139            	|  0.0013143      	|  0.00031276     	|
on_train_start                     	|  0.0007803      	|1              	|  0.0007803      	|  0.00018568     	|
on_validation_start                	|  0.00038093     	|1              	|  0.00038093     	|  9.0648e-05     	|
on_epoch_end                       	|  1.3479e-05     	|26             	|  0.00035047     	|  8.3398e-05     	|
on_epoch_start                     	|  1.1631e-05     	|26             	|  0.00030241     	|  7.1963e-05     	|
on_validation_end                  	|  0.00016703     	|1              	|  0.00016703     	|  3.9746e-05     	|
on_configure_sharded_model         	|  2.8973e-05     	|2              	|  5.7947e-05     	|  1.3789e-05     	|
setup                              	|  2.7415e-05     	|2              	|  5.4831e-05     	|  1.3048e-05     	|
teardown                           	|  2.6189e-05     	|2              	|  5.2378e-05     	|  1.2464e-05     	|
on_before_accelerator_backend_setup	|  1.9778e-05     	|2              	|  3.9557e-05     	|  9.4131e-06     	|
on_validation_epoch_end            	|  3.1436e-05     	|1              	|  3.1436e-05     	|  7.4806e-06     	|
on_fit_end                         	|  2.5868e-05     	|1              	|  2.5868e-05     	|  6.1557e-06     	|
on_fit_start                       	|  2.0271e-05     	|1              	|  2.0271e-05     	|  4.8238e-06     	|
configure_sharded_model            	|  9.9773e-06     	|2              	|  1.9955e-05     	|  4.7485e-06     	|
on_val_dataloader                  	|  8.2022e-06     	|2              	|  1.6404e-05     	|  3.9036e-06     	|
on_pretrain_routine_end            	|  1.4413e-05     	|1              	|  1.4413e-05     	|  3.4298e-06     	|
prepare_data                       	|  6.631e-06      	|2              	|  1.3262e-05     	|  3.1559e-06     	|
configure_callbacks                	|  6.2631e-06     	|2              	|  1.2526e-05     	|  2.9808e-06     	|
on_validation_epoch_start          	|  1.02e-05       	|1              	|  1.02e-05       	|  2.4272e-06     	|
on_train_dataloader                	|  7.4767e-06     	|1              	|  7.4767e-06     	|  1.7792e-06     	|
