VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  779.76         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.6333         	|200            	|  726.66         	|  93.19          	|
run_training_batch                 	|  0.28939        	|1000           	|  289.39         	|  37.112         	|
optimizer_step_with_closure_0      	|  0.28607        	|1000           	|  286.07         	|  36.687         	|
training_step_and_backward         	|  0.22067        	|1000           	|  220.67         	|  28.299         	|
model_forward                      	|  0.11326        	|1000           	|  113.26         	|  14.525         	|
training_step                      	|  0.11304        	|1000           	|  113.04         	|  14.497         	|
backward                           	|  0.10584        	|1000           	|  105.84         	|  13.574         	|
get_train_batch                    	|  0.067023       	|1200           	|  80.427         	|  10.314         	|
fetch_next_train_batch             	|  0.066991       	|1200           	|  80.389         	|  10.309         	|
run_validate_evaluation            	|  17.257         	|1              	|  17.257         	|  2.2131         	|
evaluation_step_and_end            	|  0.10133        	|139            	|  14.084         	|  1.8062         	|
validation_step                    	|  0.10122        	|139            	|  14.069         	|  1.8043         	|
on_train_batch_end                 	|  0.0022053      	|1000           	|  2.2053         	|  0.28282        	|
zero_grad                          	|  0.0015261      	|1000           	|  1.5261         	|  0.19571        	|
get_validate_batch                 	|  0.0049087      	|140            	|  0.68722        	|  0.088132       	|
fetch_next_validate_batch          	|  0.0048844      	|140            	|  0.68382        	|  0.087696       	|
training_batch_to_device           	|  0.00042517     	|1000           	|  0.42517        	|  0.054526       	|
on_train_batch_start               	|  0.00010805     	|1000           	|  0.10805        	|  0.013857       	|
on_train_epoch_start               	|  0.00033852     	|200            	|  0.067705       	|  0.0086827      	|
on_train_epoch_end                 	|  0.00032579     	|200            	|  0.065159       	|  0.0083562      	|
on_train_end                       	|  0.045129       	|1              	|  0.045129       	|  0.0057875      	|
evaluation_batch_to_device         	|  0.00026864     	|139            	|  0.037341       	|  0.0047888      	|
on_batch_start                     	|  3.144e-05      	|1000           	|  0.03144        	|  0.004032       	|
on_after_backward                  	|  2.7091e-05     	|1000           	|  0.027091       	|  0.0034743      	|
on_pretrain_routine_start          	|  0.021686       	|1              	|  0.021686       	|  0.0027811      	|
on_before_zero_grad                	|  1.9984e-05     	|1000           	|  0.019984       	|  0.0025628      	|
on_batch_end                       	|  1.7998e-05     	|1000           	|  0.017998       	|  0.0023082      	|
on_before_optimizer_step           	|  1.6269e-05     	|1000           	|  0.016269       	|  0.0020863      	|
on_before_backward                 	|  1.3588e-05     	|1000           	|  0.013588       	|  0.0017426      	|
configure_optimizers               	|  0.0098045      	|1              	|  0.0098045      	|  0.0012574      	|
training_step_end                  	|  7.5449e-06     	|1000           	|  0.0075449      	|  0.00096759     	|
on_validation_batch_end            	|  4.1793e-05     	|139            	|  0.0058092      	|  0.00074499     	|
on_validation_model_eval           	|  0.0046027      	|1              	|  0.0046027      	|  0.00059027     	|
on_epoch_end                       	|  1.2328e-05     	|201            	|  0.002478       	|  0.00031779     	|
on_epoch_start                     	|  1.1639e-05     	|201            	|  0.0023394      	|  0.00030002     	|
on_validation_batch_start          	|  1.6217e-05     	|139            	|  0.0022541      	|  0.00028908     	|
validation_step_end                	|  8.8348e-06     	|139            	|  0.001228       	|  0.00015749     	|
on_train_start                     	|  0.0011405      	|1              	|  0.0011405      	|  0.00014626     	|
on_validation_start                	|  0.00063555     	|1              	|  0.00063555     	|  8.1506e-05     	|
on_validation_end                  	|  0.00016801     	|1              	|  0.00016801     	|  2.1546e-05     	|
teardown                           	|  3.0168e-05     	|2              	|  6.0337e-05     	|  7.7378e-06     	|
on_before_accelerator_backend_setup	|  2.7206e-05     	|2              	|  5.4412e-05     	|  6.978e-06      	|
setup                              	|  2.6596e-05     	|2              	|  5.3192e-05     	|  6.8215e-06     	|
on_configure_sharded_model         	|  2.5366e-05     	|2              	|  5.0733e-05     	|  6.5062e-06     	|
on_fit_start                       	|  4.2608e-05     	|1              	|  4.2608e-05     	|  5.4642e-06     	|
on_fit_end                         	|  3.9211e-05     	|1              	|  3.9211e-05     	|  5.0285e-06     	|
on_validation_epoch_end            	|  3.3878e-05     	|1              	|  3.3878e-05     	|  4.3446e-06     	|
on_val_dataloader                  	|  1.3001e-05     	|2              	|  2.6003e-05     	|  3.3347e-06     	|
configure_sharded_model            	|  1.182e-05      	|2              	|  2.3641e-05     	|  3.0318e-06     	|
prepare_data                       	|  9.3384e-06     	|2              	|  1.8677e-05     	|  2.3952e-06     	|
on_pretrain_routine_end            	|  1.6043e-05     	|1              	|  1.6043e-05     	|  2.0574e-06     	|
on_validation_epoch_start          	|  1.3446e-05     	|1              	|  1.3446e-05     	|  1.7244e-06     	|
configure_callbacks                	|  6.3721e-06     	|2              	|  1.2744e-05     	|  1.6344e-06     	|
on_train_dataloader                	|  5.9959e-06     	|1              	|  5.9959e-06     	|  7.6893e-07     	|
