VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  448.14         	|  100 %          	|
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run_training_epoch                 	|  5.3167         	|63             	|  334.95         	|  74.742         	|
run_training_batch                 	|  0.31158        	|1000           	|  311.58         	|  69.526         	|
optimizer_step_with_closure_0      	|  0.30884        	|1000           	|  308.84         	|  68.915         	|
training_step_and_backward         	|  0.23159        	|1000           	|  231.59         	|  51.677         	|
model_forward                      	|  0.14415        	|1000           	|  144.15         	|  32.165         	|
training_step                      	|  0.14401        	|1000           	|  144.01         	|  32.134         	|
backward                           	|  0.08612        	|1000           	|  86.12          	|  19.217         	|
run_validate_evaluation            	|  70.313         	|1              	|  70.313         	|  15.69          	|
evaluation_step_and_end            	|  0.21956        	|313            	|  68.721         	|  15.335         	|
validation_step                    	|  0.2195         	|313            	|  68.705         	|  15.331         	|
get_train_batch                    	|  0.0074856      	|1063           	|  7.9572         	|  1.7756         	|
fetch_next_train_batch             	|  0.0074659      	|1063           	|  7.9362         	|  1.7709         	|
zero_grad                          	|  0.0012961      	|1000           	|  1.2961         	|  0.28922        	|
on_train_batch_end                 	|  0.0012042      	|1000           	|  1.2042         	|  0.26871        	|
get_validate_batch                 	|  0.0018402      	|314            	|  0.57783        	|  0.12894        	|
fetch_next_validate_batch          	|  0.0018258      	|314            	|  0.57329        	|  0.12793        	|
training_batch_to_device           	|  0.00022477     	|1000           	|  0.22477        	|  0.050155       	|
on_train_batch_start               	|  9.1102e-05     	|1000           	|  0.091102       	|  0.020329       	|
evaluation_batch_to_device         	|  0.00022546     	|313            	|  0.070568       	|  0.015747       	|
on_train_end                       	|  0.024743       	|1              	|  0.024743       	|  0.0055213      	|
on_pretrain_routine_start          	|  0.022721       	|1              	|  0.022721       	|  0.00507        	|
on_train_epoch_end                 	|  0.00028926     	|63             	|  0.018223       	|  0.0040664      	|
on_train_epoch_start               	|  0.00028611     	|63             	|  0.018025       	|  0.0040222      	|
on_batch_start                     	|  1.607e-05      	|1000           	|  0.01607        	|  0.0035859      	|
on_before_zero_grad                	|  1.3489e-05     	|1000           	|  0.013489       	|  0.0030101      	|
on_batch_end                       	|  1.3202e-05     	|1000           	|  0.013202       	|  0.002946       	|
on_after_backward                  	|  1.1632e-05     	|1000           	|  0.011632       	|  0.0025955      	|
on_before_optimizer_step           	|  1.0362e-05     	|1000           	|  0.010362       	|  0.0023122      	|
on_before_backward                 	|  1.0338e-05     	|1000           	|  0.010338       	|  0.0023069      	|
configure_optimizers               	|  0.0087795      	|1              	|  0.0087795      	|  0.0019591      	|
on_validation_batch_end            	|  2.3682e-05     	|313            	|  0.0074125      	|  0.001654       	|
training_step_end                  	|  6.0295e-06     	|1000           	|  0.0060295      	|  0.0013454      	|
on_validation_model_eval           	|  0.0039923      	|1              	|  0.0039923      	|  0.00089084     	|
on_validation_batch_start          	|  9.7752e-06     	|313            	|  0.0030596      	|  0.00068273     	|
validation_step_end                	|  4.9085e-06     	|313            	|  0.0015364      	|  0.00034283     	|
on_train_start                     	|  0.00071439     	|1              	|  0.00071439     	|  0.00015941     	|
on_epoch_start                     	|  1.0979e-05     	|64             	|  0.00070264     	|  0.00015679     	|
on_epoch_end                       	|  1.0249e-05     	|64             	|  0.00065592     	|  0.00014636     	|
on_validation_start                	|  0.00031358     	|1              	|  0.00031358     	|  6.9973e-05     	|
on_validation_end                  	|  0.00010807     	|1              	|  0.00010807     	|  2.4115e-05     	|
teardown                           	|  2.9715e-05     	|2              	|  5.943e-05      	|  1.3261e-05     	|
on_before_accelerator_backend_setup	|  1.8775e-05     	|2              	|  3.7549e-05     	|  8.3788e-06     	|
on_validation_epoch_end            	|  3.3682e-05     	|1              	|  3.3682e-05     	|  7.5159e-06     	|
setup                              	|  1.4923e-05     	|2              	|  2.9845e-05     	|  6.6597e-06     	|
on_configure_sharded_model         	|  1.393e-05      	|2              	|  2.7861e-05     	|  6.217e-06      	|
on_fit_end                         	|  2.1079e-05     	|1              	|  2.1079e-05     	|  4.7036e-06     	|
on_fit_start                       	|  1.7582e-05     	|1              	|  1.7582e-05     	|  3.9233e-06     	|
prepare_data                       	|  6.5425e-06     	|2              	|  1.3085e-05     	|  2.9198e-06     	|
on_val_dataloader                  	|  6.3415e-06     	|2              	|  1.2683e-05     	|  2.8301e-06     	|
on_pretrain_routine_end            	|  1.0259e-05     	|1              	|  1.0259e-05     	|  2.2892e-06     	|
on_validation_epoch_start          	|  1.0059e-05     	|1              	|  1.0059e-05     	|  2.2446e-06     	|
configure_sharded_model            	|  5.014e-06      	|2              	|  1.0028e-05     	|  2.2377e-06     	|
configure_callbacks                	|  4.6541e-06     	|2              	|  9.3081e-06     	|  2.077e-06      	|
on_train_dataloader                	|  4.809e-06      	|1              	|  4.809e-06      	|  1.0731e-06     	|
