VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  670.54         	|  100 %          	|
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run_training_epoch                 	|  3.7181         	|167            	|  620.92         	|  92.6           	|
run_training_batch                 	|  0.25257        	|1000           	|  252.57         	|  37.666         	|
optimizer_step_with_closure_0      	|  0.25044        	|1000           	|  250.44         	|  37.35          	|
training_step_and_backward         	|  0.1846         	|1000           	|  184.6          	|  27.531         	|
model_forward                      	|  0.098593       	|1000           	|  98.593         	|  14.704         	|
training_step                      	|  0.098418       	|1000           	|  98.418         	|  14.677         	|
backward                           	|  0.084561       	|1000           	|  84.561         	|  12.611         	|
get_train_batch                    	|  0.06819        	|1167           	|  79.578         	|  11.868         	|
fetch_next_train_batch             	|  0.068163       	|1167           	|  79.546         	|  11.863         	|
run_validate_evaluation            	|  16.89          	|1              	|  16.89          	|  2.5188         	|
evaluation_step_and_end            	|  0.10796        	|125            	|  13.495         	|  2.0125         	|
validation_step                    	|  0.10788        	|125            	|  13.485         	|  2.0111         	|
on_train_batch_end                 	|  0.0016032      	|1000           	|  1.6032         	|  0.23909        	|
zero_grad                          	|  0.0014191      	|1000           	|  1.4191         	|  0.21163        	|
get_validate_batch                 	|  0.006712       	|126            	|  0.84571        	|  0.12612        	|
fetch_next_validate_batch          	|  0.0066932      	|126            	|  0.84334        	|  0.12577        	|
training_batch_to_device           	|  0.00043631     	|1000           	|  0.43631        	|  0.065068       	|
on_train_batch_start               	|  9.6329e-05     	|1000           	|  0.096329       	|  0.014366       	|
on_train_epoch_end                 	|  0.00032454     	|167            	|  0.054199       	|  0.0080828      	|
on_train_epoch_start               	|  0.00031557     	|167            	|  0.052699       	|  0.0078592      	|
on_train_end                       	|  0.046507       	|1              	|  0.046507       	|  0.0069357      	|
evaluation_batch_to_device         	|  0.00022855     	|125            	|  0.028569       	|  0.0042606      	|
on_batch_start                     	|  2.7714e-05     	|1000           	|  0.027714       	|  0.0041331      	|
on_pretrain_routine_start          	|  0.021475       	|1              	|  0.021475       	|  0.0032026      	|
on_after_backward                  	|  1.7111e-05     	|1000           	|  0.017111       	|  0.0025517      	|
on_before_zero_grad                	|  1.6008e-05     	|1000           	|  0.016008       	|  0.0023873      	|
on_batch_end                       	|  1.4688e-05     	|1000           	|  0.014688       	|  0.0021905      	|
on_before_backward                 	|  1.1936e-05     	|1000           	|  0.011936       	|  0.00178        	|
on_before_optimizer_step           	|  1.1803e-05     	|1000           	|  0.011803       	|  0.0017602      	|
configure_optimizers               	|  0.010359       	|1              	|  0.010359       	|  0.0015449      	|
training_step_end                  	|  7.1849e-06     	|1000           	|  0.0071849      	|  0.0010715      	|
on_validation_model_eval           	|  0.0041935      	|1              	|  0.0041935      	|  0.00062539     	|
on_validation_batch_end            	|  2.8455e-05     	|125            	|  0.0035569      	|  0.00053045     	|
on_epoch_start                     	|  1.1049e-05     	|168            	|  0.0018562      	|  0.00027682     	|
on_epoch_end                       	|  1.0728e-05     	|168            	|  0.0018023      	|  0.00026879     	|
on_train_start                     	|  0.0016632      	|1              	|  0.0016632      	|  0.00024803     	|
on_validation_batch_start          	|  1.3142e-05     	|125            	|  0.0016428      	|  0.00024499     	|
validation_step_end                	|  6.4038e-06     	|125            	|  0.00080048     	|  0.00011938     	|
on_validation_start                	|  0.00061713     	|1              	|  0.00061713     	|  9.2034e-05     	|
on_validation_end                  	|  0.00016403     	|1              	|  0.00016403     	|  2.4463e-05     	|
on_before_accelerator_backend_setup	|  3.4424e-05     	|2              	|  6.8849e-05     	|  1.0268e-05     	|
setup                              	|  2.3827e-05     	|2              	|  4.7654e-05     	|  7.1068e-06     	|
on_configure_sharded_model         	|  2.3125e-05     	|2              	|  4.6249e-05     	|  6.8973e-06     	|
on_fit_start                       	|  4.2155e-05     	|1              	|  4.2155e-05     	|  6.2868e-06     	|
teardown                           	|  2.0631e-05     	|2              	|  4.1261e-05     	|  6.1534e-06     	|
on_validation_epoch_end            	|  3.2224e-05     	|1              	|  3.2224e-05     	|  4.8056e-06     	|
configure_sharded_model            	|  1.459e-05      	|2              	|  2.918e-05      	|  4.3517e-06     	|
on_val_dataloader                  	|  1.2703e-05     	|2              	|  2.5406e-05     	|  3.7889e-06     	|
on_fit_end                         	|  2.4591e-05     	|1              	|  2.4591e-05     	|  3.6673e-06     	|
configure_callbacks                	|  9.0478e-06     	|2              	|  1.8096e-05     	|  2.6987e-06     	|
prepare_data                       	|  6.5221e-06     	|2              	|  1.3044e-05     	|  1.9453e-06     	|
on_pretrain_routine_end            	|  1.2189e-05     	|1              	|  1.2189e-05     	|  1.8178e-06     	|
on_validation_epoch_start          	|  1.1088e-05     	|1              	|  1.1088e-05     	|  1.6536e-06     	|
on_train_dataloader                	|  6.7893e-06     	|1              	|  6.7893e-06     	|  1.0125e-06     	|
