VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  506.03         	|  100 %          	|
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run_training_epoch                 	|  2.1224         	|200            	|  424.48         	|  83.885         	|
run_training_batch                 	|  0.35144        	|1000           	|  351.44         	|  69.451         	|
optimizer_step_with_closure_0      	|  0.34879        	|1000           	|  348.79         	|  68.927         	|
training_step_and_backward         	|  0.27179        	|1000           	|  271.79         	|  53.71          	|
model_forward                      	|  0.16096        	|1000           	|  160.96         	|  31.809         	|
training_step                      	|  0.16082        	|1000           	|  160.82         	|  31.78          	|
backward                           	|  0.10947        	|1000           	|  109.47         	|  21.634         	|
run_validate_evaluation            	|  36.024         	|1              	|  36.024         	|  7.1191         	|
evaluation_step_and_end            	|  0.25433        	|139            	|  35.352         	|  6.9863         	|
validation_step                    	|  0.25427        	|139            	|  35.344         	|  6.9847         	|
get_train_batch                    	|  0.016572       	|1200           	|  19.887         	|  3.93           	|
fetch_next_train_batch             	|  0.016546       	|1200           	|  19.855         	|  3.9238         	|
zero_grad                          	|  0.0013202      	|1000           	|  1.3202         	|  0.2609         	|
on_train_batch_end                 	|  0.0012572      	|1000           	|  1.2572         	|  0.24845        	|
get_validate_batch                 	|  0.0025197      	|140            	|  0.35276        	|  0.069711       	|
fetch_next_validate_batch          	|  0.0025046      	|140            	|  0.35064        	|  0.069293       	|
training_batch_to_device           	|  0.00034949     	|1000           	|  0.34949        	|  0.069066       	|
on_train_batch_start               	|  9.7602e-05     	|1000           	|  0.097602       	|  0.019288       	|
on_train_epoch_start               	|  0.00027529     	|200            	|  0.055057       	|  0.01088        	|
on_train_epoch_end                 	|  0.00025101     	|200            	|  0.050202       	|  0.0099209      	|
evaluation_batch_to_device         	|  0.00023471     	|139            	|  0.032624       	|  0.0064472      	|
on_train_end                       	|  0.023664       	|1              	|  0.023664       	|  0.0046764      	|
on_batch_start                     	|  2.3424e-05     	|1000           	|  0.023424       	|  0.0046291      	|
on_pretrain_routine_start          	|  0.022529       	|1              	|  0.022529       	|  0.0044522      	|
on_before_zero_grad                	|  1.6738e-05     	|1000           	|  0.016738       	|  0.0033078      	|
on_batch_end                       	|  1.4164e-05     	|1000           	|  0.014164       	|  0.0027991      	|
on_before_backward                 	|  1.1587e-05     	|1000           	|  0.011587       	|  0.0022899      	|
on_before_optimizer_step           	|  1.1404e-05     	|1000           	|  0.011404       	|  0.0022537      	|
on_after_backward                  	|  1.1245e-05     	|1000           	|  0.011245       	|  0.0022223      	|
configure_optimizers               	|  0.008487       	|1              	|  0.008487       	|  0.0016772      	|
training_step_end                  	|  6.6687e-06     	|1000           	|  0.0066687      	|  0.0013179      	|
on_validation_model_eval           	|  0.0044793      	|1              	|  0.0044793      	|  0.0008852      	|
on_validation_batch_end            	|  2.2222e-05     	|139            	|  0.0030889      	|  0.00061042     	|
on_epoch_start                     	|  1.1087e-05     	|201            	|  0.0022284      	|  0.00044038     	|
on_epoch_end                       	|  1.0068e-05     	|201            	|  0.0020238      	|  0.00039993     	|
on_validation_batch_start          	|  1.07e-05       	|139            	|  0.0014874      	|  0.00029393     	|
on_train_start                     	|  0.00078528     	|1              	|  0.00078528     	|  0.00015519     	|
validation_step_end                	|  5.4626e-06     	|139            	|  0.0007593      	|  0.00015005     	|
on_validation_start                	|  0.00033201     	|1              	|  0.00033201     	|  6.5612e-05     	|
on_validation_end                  	|  0.00011128     	|1              	|  0.00011128     	|  2.1991e-05     	|
on_before_accelerator_backend_setup	|  1.6666e-05     	|2              	|  3.3332e-05     	|  6.587e-06      	|
teardown                           	|  1.5008e-05     	|2              	|  3.0016e-05     	|  5.9317e-06     	|
on_configure_sharded_model         	|  1.3405e-05     	|2              	|  2.681e-05      	|  5.2982e-06     	|
setup                              	|  1.3374e-05     	|2              	|  2.6749e-05     	|  5.2861e-06     	|
on_fit_end                         	|  2.1991e-05     	|1              	|  2.1991e-05     	|  4.3458e-06     	|
on_validation_epoch_end            	|  1.7623e-05     	|1              	|  1.7623e-05     	|  3.4826e-06     	|
on_fit_start                       	|  1.6882e-05     	|1              	|  1.6882e-05     	|  3.3362e-06     	|
on_pretrain_routine_end            	|  1.3365e-05     	|1              	|  1.3365e-05     	|  2.6412e-06     	|
on_val_dataloader                  	|  6.567e-06      	|2              	|  1.3134e-05     	|  2.5955e-06     	|
prepare_data                       	|  5.796e-06      	|2              	|  1.1592e-05     	|  2.2908e-06     	|
configure_callbacks                	|  5.54e-06       	|2              	|  1.108e-05      	|  2.1896e-06     	|
on_validation_epoch_start          	|  9.628e-06      	|1              	|  9.628e-06      	|  1.9027e-06     	|
configure_sharded_model            	|  4.679e-06      	|2              	|  9.358e-06      	|  1.8493e-06     	|
on_train_dataloader                	|  4.018e-06      	|1              	|  4.018e-06      	|  7.9402e-07     	|
