VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  809.56         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.7769         	|200            	|  755.39         	|  93.308         	|
run_training_batch                 	|  0.31367        	|1000           	|  313.67         	|  38.745         	|
optimizer_step_with_closure_0      	|  0.3087         	|1000           	|  308.7          	|  38.132         	|
training_step_and_backward         	|  0.23897        	|1000           	|  238.97         	|  29.519         	|
model_forward                      	|  0.12141        	|1000           	|  121.41         	|  14.997         	|
training_step                      	|  0.12114        	|1000           	|  121.14         	|  14.963         	|
backward                           	|  0.11585        	|1000           	|  115.85         	|  14.31          	|
get_train_batch                    	|  0.062976       	|1200           	|  75.571         	|  9.3348         	|
fetch_next_train_batch             	|  0.062937       	|1200           	|  75.524         	|  9.329          	|
run_validate_evaluation            	|  17.269         	|1              	|  17.269         	|  2.1331         	|
evaluation_step_and_end            	|  0.099801       	|139            	|  13.872         	|  1.7136         	|
validation_step                    	|  0.099678       	|139            	|  13.855         	|  1.7114         	|
on_train_batch_end                 	|  0.0031736      	|1000           	|  3.1736         	|  0.39201        	|
zero_grad                          	|  0.0016782      	|1000           	|  1.6782         	|  0.2073         	|
get_validate_batch                 	|  0.0065951      	|140            	|  0.92331        	|  0.11405        	|
fetch_next_validate_batch          	|  0.0065691      	|140            	|  0.91968        	|  0.1136         	|
training_batch_to_device           	|  0.00060238     	|1000           	|  0.60238        	|  0.074408       	|
on_train_batch_start               	|  0.000155       	|1000           	|  0.155          	|  0.019146       	|
on_train_end                       	|  0.11789        	|1              	|  0.11789        	|  0.014563       	|
on_train_epoch_start               	|  0.0004363      	|200            	|  0.08726        	|  0.010779       	|
on_train_epoch_end                 	|  0.00042157     	|200            	|  0.084315       	|  0.010415       	|
evaluation_batch_to_device         	|  0.00030825     	|139            	|  0.042847       	|  0.0052926      	|
on_batch_start                     	|  3.653e-05      	|1000           	|  0.03653        	|  0.0045122      	|
on_after_backward                  	|  3.3626e-05     	|1000           	|  0.033626       	|  0.0041536      	|
configure_optimizers               	|  0.027851       	|1              	|  0.027851       	|  0.0034403      	|
on_pretrain_routine_start          	|  0.02398        	|1              	|  0.02398        	|  0.002962       	|
on_before_zero_grad                	|  2.3877e-05     	|1000           	|  0.023877       	|  0.0029493      	|
on_batch_end                       	|  1.86e-05       	|1000           	|  0.0186         	|  0.0022976      	|
on_before_optimizer_step           	|  1.6336e-05     	|1000           	|  0.016336       	|  0.0020178      	|
on_before_backward                 	|  1.5874e-05     	|1000           	|  0.015874       	|  0.0019608      	|
training_step_end                  	|  1.0241e-05     	|1000           	|  0.010241       	|  0.001265       	|
on_validation_batch_end            	|  4.5312e-05     	|139            	|  0.0062983      	|  0.00077799     	|
on_validation_model_eval           	|  0.0055071      	|1              	|  0.0055071      	|  0.00068025     	|
on_epoch_end                       	|  1.2604e-05     	|201            	|  0.0025334      	|  0.00031293     	|
on_validation_batch_start          	|  1.7718e-05     	|139            	|  0.0024627      	|  0.00030421     	|
on_epoch_start                     	|  1.2239e-05     	|201            	|  0.0024601      	|  0.00030388     	|
validation_step_end                	|  9.8457e-06     	|139            	|  0.0013686      	|  0.00016905     	|
on_train_start                     	|  0.00085667     	|1              	|  0.00085667     	|  0.00010582     	|
on_validation_start                	|  0.00074987     	|1              	|  0.00074987     	|  9.2627e-05     	|
on_validation_end                  	|  0.00030827     	|1              	|  0.00030827     	|  3.8078e-05     	|
on_fit_end                         	|  9.4626e-05     	|1              	|  9.4626e-05     	|  1.1689e-05     	|
on_configure_sharded_model         	|  3.5028e-05     	|2              	|  7.0056e-05     	|  8.6535e-06     	|
on_before_accelerator_backend_setup	|  2.9796e-05     	|2              	|  5.9592e-05     	|  7.361e-06      	|
teardown                           	|  2.9124e-05     	|2              	|  5.8249e-05     	|  7.1951e-06     	|
setup                              	|  2.46e-05       	|2              	|  4.92e-05       	|  6.0773e-06     	|
on_validation_epoch_end            	|  4.5646e-05     	|1              	|  4.5646e-05     	|  5.6383e-06     	|
configure_callbacks                	|  1.5344e-05     	|2              	|  3.0687e-05     	|  3.7906e-06     	|
on_val_dataloader                  	|  1.4354e-05     	|2              	|  2.8707e-05     	|  3.546e-06      	|
on_fit_start                       	|  2.7649e-05     	|1              	|  2.7649e-05     	|  3.4153e-06     	|
configure_sharded_model            	|  1.3544e-05     	|2              	|  2.7088e-05     	|  3.3461e-06     	|
prepare_data                       	|  8.7516e-06     	|2              	|  1.7503e-05     	|  2.1621e-06     	|
on_pretrain_routine_end            	|  1.6226e-05     	|1              	|  1.6226e-05     	|  2.0042e-06     	|
on_validation_epoch_start          	|  1.1142e-05     	|1              	|  1.1142e-05     	|  1.3763e-06     	|
on_train_dataloader                	|  8.1882e-06     	|1              	|  8.1882e-06     	|  1.0114e-06     	|
