VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  703.51         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.226          	|200            	|  645.19         	|  91.711         	|
run_training_batch                 	|  0.28673        	|1000           	|  286.73         	|  40.757         	|
optimizer_step_with_closure_0      	|  0.28342        	|1000           	|  283.42         	|  40.287         	|
training_step_and_backward         	|  0.2188         	|1000           	|  218.8          	|  31.101         	|
model_forward                      	|  0.1116         	|1000           	|  111.6          	|  15.863         	|
training_step                      	|  0.11139        	|1000           	|  111.39         	|  15.834         	|
backward                           	|  0.10568        	|1000           	|  105.68         	|  15.021         	|
get_train_batch                    	|  0.05527        	|1200           	|  66.324         	|  9.4277         	|
fetch_next_train_batch             	|  0.055239       	|1200           	|  66.286         	|  9.4223         	|
run_validate_evaluation            	|  16.399         	|1              	|  16.399         	|  2.3311         	|
evaluation_step_and_end            	|  0.10077        	|139            	|  14.007         	|  1.991          	|
validation_step                    	|  0.10067        	|139            	|  13.993         	|  1.9891         	|
on_train_batch_end                 	|  0.0021199      	|1000           	|  2.1199         	|  0.30133        	|
zero_grad                          	|  0.0014901      	|1000           	|  1.4901         	|  0.21182        	|
get_validate_batch                 	|  0.0045623      	|140            	|  0.63872        	|  0.090791       	|
fetch_next_validate_batch          	|  0.0045394      	|140            	|  0.63551        	|  0.090335       	|
training_batch_to_device           	|  0.00045263     	|1000           	|  0.45263        	|  0.064339       	|
on_train_batch_start               	|  0.00010656     	|1000           	|  0.10656        	|  0.015147       	|
on_train_epoch_start               	|  0.00032774     	|200            	|  0.065549       	|  0.0093174      	|
on_train_epoch_end                 	|  0.00032254     	|200            	|  0.064507       	|  0.0091694      	|
on_train_end                       	|  0.041586       	|1              	|  0.041586       	|  0.0059113      	|
evaluation_batch_to_device         	|  0.00027324     	|139            	|  0.037981       	|  0.0053988      	|
on_batch_start                     	|  3.5487e-05     	|1000           	|  0.035487       	|  0.0050443      	|
on_after_backward                  	|  2.4837e-05     	|1000           	|  0.024837       	|  0.0035305      	|
on_pretrain_routine_start          	|  0.021334       	|1              	|  0.021334       	|  0.0030325      	|
on_before_zero_grad                	|  1.9203e-05     	|1000           	|  0.019203       	|  0.0027296      	|
on_batch_end                       	|  1.6456e-05     	|1000           	|  0.016456       	|  0.0023392      	|
on_before_optimizer_step           	|  1.6203e-05     	|1000           	|  0.016203       	|  0.0023032      	|
on_before_backward                 	|  1.3258e-05     	|1000           	|  0.013258       	|  0.0018846      	|
configure_optimizers               	|  0.0099776      	|1              	|  0.0099776      	|  0.0014183      	|
training_step_end                  	|  7.5955e-06     	|1000           	|  0.0075955      	|  0.0010797      	|
on_validation_batch_end            	|  3.7418e-05     	|139            	|  0.0052011      	|  0.00073931     	|
on_validation_model_eval           	|  0.0041961      	|1              	|  0.0041961      	|  0.00059645     	|
on_train_start                     	|  0.0028467      	|1              	|  0.0028467      	|  0.00040464     	|
on_epoch_end                       	|  1.1663e-05     	|201            	|  0.0023442      	|  0.00033322     	|
on_epoch_start                     	|  1.1204e-05     	|201            	|  0.002252       	|  0.00032011     	|
on_validation_batch_start          	|  1.5523e-05     	|139            	|  0.0021576      	|  0.0003067      	|
validation_step_end                	|  7.7891e-06     	|139            	|  0.0010827      	|  0.0001539      	|
on_validation_start                	|  0.0005508      	|1              	|  0.0005508      	|  7.8293e-05     	|
on_validation_end                  	|  0.00017657     	|1              	|  0.00017657     	|  2.5099e-05     	|
on_before_accelerator_backend_setup	|  3.4044e-05     	|2              	|  6.8089e-05     	|  9.6785e-06     	|
setup                              	|  2.6711e-05     	|2              	|  5.3423e-05     	|  7.5938e-06     	|
on_configure_sharded_model         	|  2.449e-05      	|2              	|  4.898e-05      	|  6.9623e-06     	|
on_fit_start                       	|  4.4737e-05     	|1              	|  4.4737e-05     	|  6.3592e-06     	|
teardown                           	|  2.1637e-05     	|2              	|  4.3275e-05     	|  6.1513e-06     	|
on_fit_end                         	|  3.7165e-05     	|1              	|  3.7165e-05     	|  5.2829e-06     	|
on_validation_epoch_end            	|  3.3507e-05     	|1              	|  3.3507e-05     	|  4.7629e-06     	|
on_val_dataloader                  	|  1.4296e-05     	|2              	|  2.8592e-05     	|  4.0642e-06     	|
prepare_data                       	|  1.2976e-05     	|2              	|  2.5952e-05     	|  3.689e-06      	|
configure_sharded_model            	|  1.0132e-05     	|2              	|  2.0264e-05     	|  2.8804e-06     	|
configure_callbacks                	|  6.8061e-06     	|2              	|  1.3612e-05     	|  1.9349e-06     	|
on_pretrain_routine_end            	|  1.2901e-05     	|1              	|  1.2901e-05     	|  1.8338e-06     	|
on_validation_epoch_start          	|  1.2873e-05     	|1              	|  1.2873e-05     	|  1.8298e-06     	|
on_train_dataloader                	|  6.9775e-06     	|1              	|  6.9775e-06     	|  9.9181e-07     	|
