VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  499.33         	|  100 %          	|
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run_training_epoch                 	|  2.0938         	|200            	|  418.77         	|  83.866         	|
run_training_batch                 	|  0.34613        	|1000           	|  346.13         	|  69.319         	|
optimizer_step_with_closure_0      	|  0.34346        	|1000           	|  343.46         	|  68.784         	|
training_step_and_backward         	|  0.26551        	|1000           	|  265.51         	|  53.173         	|
model_forward                      	|  0.15789        	|1000           	|  157.89         	|  31.621         	|
training_step                      	|  0.15774        	|1000           	|  157.74         	|  31.591         	|
backward                           	|  0.10623        	|1000           	|  106.23         	|  21.275         	|
run_validate_evaluation            	|  35.62          	|1              	|  35.62          	|  7.1336         	|
evaluation_step_and_end            	|  0.25155        	|139            	|  34.965         	|  7.0023         	|
validation_step                    	|  0.25149        	|139            	|  34.957         	|  7.0008         	|
get_train_batch                    	|  0.016622       	|1200           	|  19.947         	|  3.9947         	|
fetch_next_train_batch             	|  0.016597       	|1200           	|  19.917         	|  3.9887         	|
zero_grad                          	|  0.001355       	|1000           	|  1.355          	|  0.27137        	|
on_train_batch_end                 	|  0.0012501      	|1000           	|  1.2501         	|  0.25036        	|
training_batch_to_device           	|  0.00034365     	|1000           	|  0.34365        	|  0.068823       	|
get_validate_batch                 	|  0.0023765      	|140            	|  0.33271        	|  0.066631       	|
fetch_next_validate_batch          	|  0.0023623      	|140            	|  0.33072        	|  0.066232       	|
on_train_batch_start               	|  9.7134e-05     	|1000           	|  0.097134       	|  0.019453       	|
on_train_epoch_start               	|  0.00027565     	|200            	|  0.05513        	|  0.011041       	|
on_train_epoch_end                 	|  0.00024785     	|200            	|  0.049571       	|  0.0099274      	|
evaluation_batch_to_device         	|  0.00022994     	|139            	|  0.031961       	|  0.0064008      	|
on_train_end                       	|  0.023999       	|1              	|  0.023999       	|  0.0048063      	|
on_batch_start                     	|  2.3231e-05     	|1000           	|  0.023231       	|  0.0046523      	|
on_pretrain_routine_start          	|  0.023028       	|1              	|  0.023028       	|  0.0046118      	|
on_before_zero_grad                	|  1.6362e-05     	|1000           	|  0.016362       	|  0.0032768      	|
on_batch_end                       	|  1.3423e-05     	|1000           	|  0.013423       	|  0.0026881      	|
on_after_backward                  	|  1.202e-05      	|1000           	|  0.01202        	|  0.0024072      	|
on_before_optimizer_step           	|  1.1327e-05     	|1000           	|  0.011327       	|  0.0022683      	|
on_before_backward                 	|  1.073e-05      	|1000           	|  0.01073        	|  0.0021489      	|
configure_optimizers               	|  0.008604       	|1              	|  0.008604       	|  0.0017231      	|
training_step_end                  	|  6.9955e-06     	|1000           	|  0.0069955      	|  0.001401       	|
on_validation_model_eval           	|  0.003969       	|1              	|  0.003969       	|  0.00079486     	|
on_validation_batch_end            	|  2.1806e-05     	|139            	|  0.003031       	|  0.00060702     	|
on_epoch_start                     	|  1.0851e-05     	|201            	|  0.0021811      	|  0.00043679     	|
on_epoch_end                       	|  1.0223e-05     	|201            	|  0.0020548      	|  0.00041151     	|
on_validation_batch_start          	|  1.0498e-05     	|139            	|  0.0014593      	|  0.00029225     	|
on_train_start                     	|  0.0007847      	|1              	|  0.0007847      	|  0.00015715     	|
validation_step_end                	|  5.3906e-06     	|139            	|  0.0007493      	|  0.00015006     	|
on_validation_start                	|  0.00032805     	|1              	|  0.00032805     	|  6.5699e-05     	|
on_validation_end                  	|  0.00011734     	|1              	|  0.00011734     	|  2.3499e-05     	|
on_before_accelerator_backend_setup	|  1.8705e-05     	|2              	|  3.741e-05      	|  7.492e-06      	|
teardown                           	|  1.6031e-05     	|2              	|  3.2061e-05     	|  6.4208e-06     	|
on_configure_sharded_model         	|  1.3515e-05     	|2              	|  2.7031e-05     	|  5.4134e-06     	|
setup                              	|  1.3119e-05     	|2              	|  2.6239e-05     	|  5.2548e-06     	|
on_fit_end                         	|  2.0398e-05     	|1              	|  2.0398e-05     	|  4.0851e-06     	|
on_validation_epoch_end            	|  1.8224e-05     	|1              	|  1.8224e-05     	|  3.6497e-06     	|
on_fit_start                       	|  1.7834e-05     	|1              	|  1.7834e-05     	|  3.5716e-06     	|
prepare_data                       	|  6.287e-06      	|2              	|  1.2574e-05     	|  2.5182e-06     	|
on_val_dataloader                  	|  5.756e-06      	|2              	|  1.1512e-05     	|  2.3055e-06     	|
configure_callbacks                	|  4.8389e-06     	|2              	|  9.6778e-06     	|  1.9382e-06     	|
configure_sharded_model            	|  4.724e-06      	|2              	|  9.448e-06      	|  1.8921e-06     	|
on_pretrain_routine_end            	|  9.438e-06      	|1              	|  9.438e-06      	|  1.8901e-06     	|
on_validation_epoch_start          	|  9.277e-06      	|1              	|  9.277e-06      	|  1.8579e-06     	|
on_train_dataloader                	|  4.078e-06      	|1              	|  4.078e-06      	|  8.167e-07      	|
