VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  353.07         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.256         	|21             	|  320.38         	|  90.74          	|
run_training_batch                 	|  0.30711        	|1000           	|  307.11         	|  86.981         	|
optimizer_step_with_closure_0      	|  0.30511        	|1000           	|  305.11         	|  86.416         	|
training_step_and_backward         	|  0.23389        	|1000           	|  233.89         	|  66.245         	|
backward                           	|  0.1176         	|1000           	|  117.6          	|  33.308         	|
model_forward                      	|  0.1148         	|1000           	|  114.8          	|  32.515         	|
training_step                      	|  0.11462        	|1000           	|  114.62         	|  32.464         	|
run_validate_evaluation            	|  13.307         	|1              	|  13.307         	|  3.7689         	|
evaluation_step_and_end            	|  0.0997         	|125            	|  12.463         	|  3.5297         	|
validation_step                    	|  0.099632       	|125            	|  12.454         	|  3.5273         	|
get_train_batch                    	|  0.0044663      	|1021           	|  4.5601         	|  1.2915         	|
fetch_next_train_batch             	|  0.0044458      	|1021           	|  4.5391         	|  1.2856         	|
on_train_batch_end                 	|  0.0014905      	|1000           	|  1.4905         	|  0.42215        	|
zero_grad                          	|  0.001463       	|1000           	|  1.463          	|  0.41436        	|
get_validate_batch                 	|  0.003373       	|126            	|  0.425          	|  0.12037        	|
fetch_next_validate_batch          	|  0.0033559      	|126            	|  0.42284        	|  0.11976        	|
training_batch_to_device           	|  0.00026941     	|1000           	|  0.26941        	|  0.076304       	|
on_train_batch_start               	|  0.00010569     	|1000           	|  0.10569        	|  0.029935       	|
evaluation_batch_to_device         	|  0.00026281     	|125            	|  0.032851       	|  0.0093043      	|
on_train_end                       	|  0.025314       	|1              	|  0.025314       	|  0.0071697      	|
on_pretrain_routine_start          	|  0.022179       	|1              	|  0.022179       	|  0.0062818      	|
on_batch_start                     	|  1.8423e-05     	|1000           	|  0.018423       	|  0.0052179      	|
on_after_backward                  	|  1.577e-05      	|1000           	|  0.01577        	|  0.0044665      	|
on_batch_end                       	|  1.3704e-05     	|1000           	|  0.013704       	|  0.0038812      	|
on_before_zero_grad                	|  1.2748e-05     	|1000           	|  0.012748       	|  0.0036105      	|
on_before_optimizer_step           	|  1.1491e-05     	|1000           	|  0.011491       	|  0.0032544      	|
on_before_backward                 	|  1.1406e-05     	|1000           	|  0.011406       	|  0.0032305      	|
on_train_epoch_end                 	|  0.00046824     	|21             	|  0.0098331      	|  0.002785       	|
on_train_epoch_start               	|  0.00043781     	|21             	|  0.0091941      	|  0.002604       	|
configure_optimizers               	|  0.0077472      	|1              	|  0.0077472      	|  0.0021942      	|
training_step_end                  	|  6.6425e-06     	|1000           	|  0.0066425      	|  0.0018813      	|
on_validation_model_eval           	|  0.0041693      	|1              	|  0.0041693      	|  0.0011808      	|
on_validation_batch_end            	|  2.8755e-05     	|125            	|  0.0035944      	|  0.001018       	|
on_train_start                     	|  0.0015453      	|1              	|  0.0015453      	|  0.00043767     	|
on_validation_batch_start          	|  1.2338e-05     	|125            	|  0.0015423      	|  0.00043682     	|
validation_step_end                	|  6.1221e-06     	|125            	|  0.00076527     	|  0.00021674     	|
on_validation_start                	|  0.00042062     	|1              	|  0.00042062     	|  0.00011913     	|
on_epoch_end                       	|  1.1079e-05     	|22             	|  0.00024373     	|  6.9031e-05     	|
on_epoch_start                     	|  1.0629e-05     	|22             	|  0.00023384     	|  6.6229e-05     	|
on_validation_end                  	|  0.00013031     	|1              	|  0.00013031     	|  3.6907e-05     	|
setup                              	|  2.3633e-05     	|2              	|  4.7266e-05     	|  1.3387e-05     	|
on_before_accelerator_backend_setup	|  2.2258e-05     	|2              	|  4.4515e-05     	|  1.2608e-05     	|
on_configure_sharded_model         	|  1.8978e-05     	|2              	|  3.7957e-05     	|  1.075e-05      	|
teardown                           	|  1.7132e-05     	|2              	|  3.4264e-05     	|  9.7045e-06     	|
on_validation_epoch_end            	|  2.9579e-05     	|1              	|  2.9579e-05     	|  8.3776e-06     	|
on_fit_end                         	|  2.7914e-05     	|1              	|  2.7914e-05     	|  7.906e-06      	|
on_fit_start                       	|  1.8127e-05     	|1              	|  1.8127e-05     	|  5.1341e-06     	|
on_val_dataloader                  	|  7.489e-06      	|2              	|  1.4978e-05     	|  4.2422e-06     	|
prepare_data                       	|  6.4785e-06     	|2              	|  1.2957e-05     	|  3.6698e-06     	|
on_pretrain_routine_end            	|  1.2904e-05     	|1              	|  1.2904e-05     	|  3.6548e-06     	|
configure_callbacks                	|  6.289e-06      	|2              	|  1.2578e-05     	|  3.5624e-06     	|
configure_sharded_model            	|  5.849e-06      	|2              	|  1.1698e-05     	|  3.3132e-06     	|
on_validation_epoch_start          	|  1.0169e-05     	|1              	|  1.0169e-05     	|  2.8801e-06     	|
on_train_dataloader                	|  6.864e-06      	|1              	|  6.864e-06      	|  1.9441e-06     	|
