VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  761.11         	|  100 %          	|
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run_training_epoch                 	|  3.5243         	|200            	|  704.87         	|  92.61          	|
run_training_batch                 	|  0.30672        	|1000           	|  306.72         	|  40.299         	|
optimizer_step_with_closure_0      	|  0.30264        	|1000           	|  302.64         	|  39.763         	|
training_step_and_backward         	|  0.23255        	|1000           	|  232.55         	|  30.553         	|
model_forward                      	|  0.11902        	|1000           	|  119.02         	|  15.638         	|
training_step                      	|  0.1188         	|1000           	|  118.8          	|  15.608         	|
backward                           	|  0.11176        	|1000           	|  111.76         	|  14.683         	|
get_train_batch                    	|  0.057648       	|1200           	|  69.178         	|  9.089          	|
fetch_next_train_batch             	|  0.057612       	|1200           	|  69.134         	|  9.0833         	|
run_validate_evaluation            	|  16.295         	|1              	|  16.295         	|  2.141          	|
evaluation_step_and_end            	|  0.099041       	|139            	|  13.767         	|  1.8088         	|
validation_step                    	|  0.098918       	|139            	|  13.75          	|  1.8065         	|
on_train_batch_end                 	|  0.0025568      	|1000           	|  2.5568         	|  0.33593        	|
zero_grad                          	|  0.0017283      	|1000           	|  1.7283         	|  0.22708        	|
on_train_end                       	|  0.95299        	|1              	|  0.95299        	|  0.12521        	|
get_validate_batch                 	|  0.0049941      	|140            	|  0.69918        	|  0.091863       	|
fetch_next_validate_batch          	|  0.0049681      	|140            	|  0.69554        	|  0.091384       	|
training_batch_to_device           	|  0.00043995     	|1000           	|  0.43995        	|  0.057804       	|
configure_optimizers               	|  0.18252        	|1              	|  0.18252        	|  0.02398        	|
on_train_batch_start               	|  0.0001072      	|1000           	|  0.1072         	|  0.014084       	|
on_train_epoch_start               	|  0.00036229     	|200            	|  0.072457       	|  0.0095199      	|
on_train_epoch_end                 	|  0.00035178     	|200            	|  0.070357       	|  0.0092439      	|
evaluation_batch_to_device         	|  0.00028925     	|139            	|  0.040206       	|  0.0052825      	|
on_batch_start                     	|  3.3702e-05     	|1000           	|  0.033702       	|  0.0044279      	|
on_after_backward                  	|  3.1975e-05     	|1000           	|  0.031975       	|  0.0042011      	|
on_pretrain_routine_start          	|  0.023514       	|1              	|  0.023514       	|  0.0030894      	|
on_before_zero_grad                	|  2.1899e-05     	|1000           	|  0.021899       	|  0.0028772      	|
on_batch_end                       	|  1.7514e-05     	|1000           	|  0.017514       	|  0.002301       	|
on_before_optimizer_step           	|  1.5655e-05     	|1000           	|  0.015655       	|  0.0020569      	|
on_before_backward                 	|  1.3946e-05     	|1000           	|  0.013946       	|  0.0018324      	|
training_step_end                  	|  9.4891e-06     	|1000           	|  0.0094891      	|  0.0012467      	|
on_validation_batch_end            	|  4.2856e-05     	|139            	|  0.0059571      	|  0.00078268     	|
on_validation_model_eval           	|  0.0052453      	|1              	|  0.0052453      	|  0.00068916     	|
on_validation_batch_start          	|  1.8607e-05     	|139            	|  0.0025864      	|  0.00033982     	|
on_epoch_end                       	|  1.2556e-05     	|201            	|  0.0025237      	|  0.00033158     	|
on_epoch_start                     	|  1.1989e-05     	|201            	|  0.0024099      	|  0.00031662     	|
validation_step_end                	|  9.9354e-06     	|139            	|  0.001381       	|  0.00018145     	|
on_train_start                     	|  0.0012347      	|1              	|  0.0012347      	|  0.00016223     	|
on_validation_start                	|  0.00071133     	|1              	|  0.00071133     	|  9.3458e-05     	|
on_validation_end                  	|  0.00043012     	|1              	|  0.00043012     	|  5.6512e-05     	|
on_validation_epoch_end            	|  6.1745e-05     	|1              	|  6.1745e-05     	|  8.1124e-06     	|
on_configure_sharded_model         	|  2.9962e-05     	|2              	|  5.9923e-05     	|  7.8731e-06     	|
on_fit_end                         	|  5.9724e-05     	|1              	|  5.9724e-05     	|  7.8469e-06     	|
teardown                           	|  2.523e-05      	|2              	|  5.0461e-05     	|  6.6299e-06     	|
setup                              	|  2.5076e-05     	|2              	|  5.0152e-05     	|  6.5893e-06     	|
on_before_accelerator_backend_setup	|  2.4536e-05     	|2              	|  4.9071e-05     	|  6.4473e-06     	|
on_fit_start                       	|  4.2669e-05     	|1              	|  4.2669e-05     	|  5.6062e-06     	|
on_val_dataloader                  	|  1.4788e-05     	|2              	|  2.9577e-05     	|  3.886e-06      	|
configure_sharded_model            	|  1.0771e-05     	|2              	|  2.1541e-05     	|  2.8303e-06     	|
prepare_data                       	|  1.0418e-05     	|2              	|  2.0836e-05     	|  2.7375e-06     	|
configure_callbacks                	|  9.682e-06      	|2              	|  1.9364e-05     	|  2.5442e-06     	|
on_pretrain_routine_end            	|  1.6181e-05     	|1              	|  1.6181e-05     	|  2.1259e-06     	|
on_validation_epoch_start          	|  1.4542e-05     	|1              	|  1.4542e-05     	|  1.9106e-06     	|
on_train_dataloader                	|  8.3447e-06     	|1              	|  8.3447e-06     	|  1.0964e-06     	|
