VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  581.9          	|  100 %          	|
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run_training_epoch                 	|  8.1215         	|63             	|  511.65         	|  87.927         	|
run_training_batch                 	|  0.37404        	|1000           	|  374.04         	|  64.279         	|
optimizer_step_with_closure_0      	|  0.37141        	|1000           	|  371.41         	|  63.826         	|
training_step_and_backward         	|  0.2651         	|1000           	|  265.1          	|  45.558         	|
model_forward                      	|  0.13742        	|1000           	|  137.42         	|  23.616         	|
training_step                      	|  0.13725        	|1000           	|  137.25         	|  23.586         	|
backward                           	|  0.12617        	|1000           	|  126.17         	|  21.682         	|
get_train_batch                    	|  0.02954        	|1063           	|  31.401         	|  5.3962         	|
fetch_next_train_batch             	|  0.029516       	|1063           	|  31.376         	|  5.392          	|
run_validate_evaluation            	|  31.047         	|1              	|  31.047         	|  5.3354         	|
evaluation_step_and_end            	|  0.22193        	|125            	|  27.742         	|  4.7674         	|
validation_step                    	|  0.22184        	|125            	|  27.73          	|  4.7653         	|
on_train_batch_end                 	|  0.0018558      	|1000           	|  1.8558         	|  0.31892        	|
zero_grad                          	|  0.0014799      	|1000           	|  1.4799         	|  0.25433        	|
get_validate_batch                 	|  0.0059044      	|126            	|  0.74396        	|  0.12785        	|
fetch_next_validate_batch          	|  0.0058829      	|126            	|  0.74125        	|  0.12738        	|
training_batch_to_device           	|  0.0002643      	|1000           	|  0.2643         	|  0.04542        	|
on_train_batch_start               	|  9.28e-05       	|1000           	|  0.0928         	|  0.015948       	|
on_train_end                       	|  0.050488       	|1              	|  0.050488       	|  0.0086763      	|
evaluation_batch_to_device         	|  0.00034947     	|125            	|  0.043684       	|  0.0075071      	|
on_train_epoch_start               	|  0.00036995     	|63             	|  0.023307       	|  0.0040053      	|
on_train_epoch_end                 	|  0.00036486     	|63             	|  0.022986       	|  0.0039502      	|
on_batch_start                     	|  2.2891e-05     	|1000           	|  0.022891       	|  0.0039338      	|
on_pretrain_routine_start          	|  0.021801       	|1              	|  0.021801       	|  0.0037466      	|
on_after_backward                  	|  2.0775e-05     	|1000           	|  0.020775       	|  0.0035701      	|
on_before_zero_grad                	|  1.7065e-05     	|1000           	|  0.017065       	|  0.0029326      	|
on_batch_end                       	|  1.5859e-05     	|1000           	|  0.015859       	|  0.0027253      	|
on_before_optimizer_step           	|  1.3197e-05     	|1000           	|  0.013197       	|  0.0022679      	|
on_before_backward                 	|  1.2261e-05     	|1000           	|  0.012261       	|  0.002107       	|
configure_optimizers               	|  0.011411       	|1              	|  0.011411       	|  0.0019609      	|
training_step_end                  	|  6.5995e-06     	|1000           	|  0.0065995      	|  0.0011341      	|
on_validation_batch_end            	|  3.6563e-05     	|125            	|  0.0045704      	|  0.00078542     	|
on_validation_model_eval           	|  0.0036146      	|1              	|  0.0036146      	|  0.00062116     	|
on_train_start                     	|  0.0019912      	|1              	|  0.0019912      	|  0.00034219     	|
on_validation_batch_start          	|  1.5003e-05     	|125            	|  0.0018753      	|  0.00032228     	|
validation_step_end                	|  7.9035e-06     	|125            	|  0.00098794     	|  0.00016978     	|
on_epoch_end                       	|  1.1458e-05     	|64             	|  0.00073328     	|  0.00012601     	|
on_epoch_start                     	|  1.1184e-05     	|64             	|  0.00071578     	|  0.00012301     	|
on_validation_start                	|  0.00044556     	|1              	|  0.00044556     	|  7.657e-05      	|
on_validation_end                  	|  0.00020728     	|1              	|  0.00020728     	|  3.5621e-05     	|
on_fit_end                         	|  7.1112e-05     	|1              	|  7.1112e-05     	|  1.2221e-05     	|
on_before_accelerator_backend_setup	|  2.9898e-05     	|2              	|  5.9796e-05     	|  1.0276e-05     	|
teardown                           	|  2.679e-05      	|2              	|  5.3581e-05     	|  9.2078e-06     	|
setup                              	|  2.4898e-05     	|2              	|  4.9796e-05     	|  8.5574e-06     	|
on_fit_start                       	|  4.8805e-05     	|1              	|  4.8805e-05     	|  8.3871e-06     	|
on_configure_sharded_model         	|  2.2142e-05     	|2              	|  4.4284e-05     	|  7.6103e-06     	|
on_validation_epoch_end            	|  2.9068e-05     	|1              	|  2.9068e-05     	|  4.9954e-06     	|
configure_callbacks                	|  9.3458e-06     	|2              	|  1.8692e-05     	|  3.2122e-06     	|
prepare_data                       	|  8.9044e-06     	|2              	|  1.7809e-05     	|  3.0604e-06     	|
configure_sharded_model            	|  7.4068e-06     	|2              	|  1.4814e-05     	|  2.5457e-06     	|
on_pretrain_routine_end            	|  1.4639e-05     	|1              	|  1.4639e-05     	|  2.5156e-06     	|
on_val_dataloader                  	|  7.16e-06       	|2              	|  1.432e-05      	|  2.4609e-06     	|
on_validation_epoch_start          	|  9.7509e-06     	|1              	|  9.7509e-06     	|  1.6757e-06     	|
on_train_dataloader                	|  7.4599e-06     	|1              	|  7.4599e-06     	|  1.282e-06      	|
