VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  502.93         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.1105         	|200            	|  422.1          	|  83.927         	|
run_training_batch                 	|  0.3514         	|1000           	|  351.4          	|  69.869         	|
optimizer_step_with_closure_0      	|  0.34872        	|1000           	|  348.72         	|  69.337         	|
training_step_and_backward         	|  0.27042        	|1000           	|  270.42         	|  53.768         	|
model_forward                      	|  0.16052        	|1000           	|  160.52         	|  31.918         	|
training_step                      	|  0.16038        	|1000           	|  160.38         	|  31.888         	|
backward                           	|  0.10855        	|1000           	|  108.55         	|  21.584         	|
run_validate_evaluation            	|  35.875         	|1              	|  35.875         	|  7.1331         	|
evaluation_step_and_end            	|  0.25341        	|139            	|  35.223         	|  7.0036         	|
validation_step                    	|  0.25335        	|139            	|  35.216         	|  7.0021         	|
get_train_batch                    	|  0.01655        	|1200           	|  19.86          	|  3.9487         	|
fetch_next_train_batch             	|  0.016525       	|1200           	|  19.83          	|  3.9428         	|
zero_grad                          	|  0.0013126      	|1000           	|  1.3126         	|  0.26099        	|
on_train_batch_end                 	|  0.0012509      	|1000           	|  1.2509         	|  0.24871        	|
training_batch_to_device           	|  0.00034932     	|1000           	|  0.34932        	|  0.069456       	|
get_validate_batch                 	|  0.0024162      	|140            	|  0.33827        	|  0.067258       	|
fetch_next_validate_batch          	|  0.0024022      	|140            	|  0.3363         	|  0.066868       	|
on_train_batch_start               	|  9.7808e-05     	|1000           	|  0.097808       	|  0.019447       	|
on_train_epoch_start               	|  0.00027478     	|200            	|  0.054955       	|  0.010927       	|
on_train_epoch_end                 	|  0.00025249     	|200            	|  0.050499       	|  0.010041       	|
evaluation_batch_to_device         	|  0.00023364     	|139            	|  0.032476       	|  0.0064573      	|
on_train_end                       	|  0.023553       	|1              	|  0.023553       	|  0.0046831      	|
on_batch_start                     	|  2.2724e-05     	|1000           	|  0.022724       	|  0.0045182      	|
on_pretrain_routine_start          	|  0.022252       	|1              	|  0.022252       	|  0.0044245      	|
on_before_zero_grad                	|  1.6538e-05     	|1000           	|  0.016538       	|  0.0032883      	|
on_batch_end                       	|  1.3404e-05     	|1000           	|  0.013404       	|  0.0026651      	|
on_after_backward                  	|  1.1653e-05     	|1000           	|  0.011653       	|  0.0023169      	|
on_before_backward                 	|  1.1218e-05     	|1000           	|  0.011218       	|  0.0022306      	|
on_before_optimizer_step           	|  1.1039e-05     	|1000           	|  0.011039       	|  0.0021949      	|
configure_optimizers               	|  0.0082046      	|1              	|  0.0082046      	|  0.0016314      	|
training_step_end                  	|  6.5198e-06     	|1000           	|  0.0065198      	|  0.0012964      	|
on_validation_model_eval           	|  0.0045622      	|1              	|  0.0045622      	|  0.00090712     	|
on_validation_batch_end            	|  1.9807e-05     	|139            	|  0.0027531      	|  0.00054742     	|
on_epoch_start                     	|  1.0652e-05     	|201            	|  0.0021411      	|  0.00042572     	|
on_epoch_end                       	|  1.0009e-05     	|201            	|  0.0020118      	|  0.0004         	|
on_validation_batch_start          	|  9.9053e-06     	|139            	|  0.0013768      	|  0.00027376     	|
on_train_start                     	|  0.00076703     	|1              	|  0.00076703     	|  0.00015251     	|
validation_step_end                	|  5.323e-06      	|139            	|  0.0007399      	|  0.00014712     	|
on_validation_start                	|  0.00032568     	|1              	|  0.00032568     	|  6.4756e-05     	|
on_validation_end                  	|  0.00011145     	|1              	|  0.00011145     	|  2.216e-05      	|
on_before_accelerator_backend_setup	|  1.8991e-05     	|2              	|  3.7981e-05     	|  7.5519e-06     	|
teardown                           	|  1.5214e-05     	|2              	|  3.0427e-05     	|  6.0499e-06     	|
setup                              	|  1.4267e-05     	|2              	|  2.8534e-05     	|  5.6735e-06     	|
on_configure_sharded_model         	|  1.4132e-05     	|2              	|  2.8263e-05     	|  5.6196e-06     	|
on_fit_end                         	|  2.1621e-05     	|1              	|  2.1621e-05     	|  4.299e-06      	|
on_validation_epoch_end            	|  1.8405e-05     	|1              	|  1.8405e-05     	|  3.6595e-06     	|
on_fit_start                       	|  1.7072e-05     	|1              	|  1.7072e-05     	|  3.3945e-06     	|
prepare_data                       	|  6.2215e-06     	|2              	|  1.2443e-05     	|  2.4741e-06     	|
on_val_dataloader                  	|  5.931e-06      	|2              	|  1.1862e-05     	|  2.3586e-06     	|
on_pretrain_routine_end            	|  1.1742e-05     	|1              	|  1.1742e-05     	|  2.3347e-06     	|
configure_callbacks                	|  5.3145e-06     	|2              	|  1.0629e-05     	|  2.1134e-06     	|
configure_sharded_model            	|  4.819e-06      	|2              	|  9.638e-06      	|  1.9164e-06     	|
on_validation_epoch_start          	|  9.187e-06      	|1              	|  9.187e-06      	|  1.8267e-06     	|
on_train_dataloader                	|  4.0871e-06     	|1              	|  4.0871e-06     	|  8.1265e-07     	|
