VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  455.25         	|  100 %          	|
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run_training_epoch                 	|  6.5339         	|63             	|  411.64         	|  90.421         	|
run_training_batch                 	|  0.27246        	|1000           	|  272.46         	|  59.85          	|
optimizer_step_with_closure_0      	|  0.26918        	|1000           	|  269.18         	|  59.127         	|
training_step_and_backward         	|  0.20523        	|1000           	|  205.23         	|  45.081         	|
model_forward                      	|  0.10344        	|1000           	|  103.44         	|  22.722         	|
training_step                      	|  0.10325        	|1000           	|  103.25         	|  22.68          	|
backward                           	|  0.10028        	|1000           	|  100.28         	|  22.029         	|
get_train_batch                    	|  0.030863       	|1063           	|  32.807         	|  7.2064         	|
fetch_next_train_batch             	|  0.03084        	|1063           	|  32.782         	|  7.201          	|
run_validate_evaluation            	|  8.0268         	|1              	|  8.0268         	|  1.7632         	|
evaluation_step_and_end            	|  0.10238        	|48             	|  4.9143         	|  1.0795         	|
validation_step                    	|  0.10227        	|48             	|  4.9092         	|  1.0784         	|
on_train_batch_end                 	|  0.0021694      	|1000           	|  2.1694         	|  0.47653        	|
zero_grad                          	|  0.0014735      	|1000           	|  1.4735         	|  0.32368        	|
get_validate_batch                 	|  0.014487       	|49             	|  0.70984        	|  0.15592        	|
fetch_next_validate_batch          	|  0.014462       	|49             	|  0.70866        	|  0.15567        	|
training_batch_to_device           	|  0.00026136     	|1000           	|  0.26136        	|  0.057409       	|
on_train_batch_start               	|  0.00010042     	|1000           	|  0.10042        	|  0.022057       	|
on_train_end                       	|  0.059223       	|1              	|  0.059223       	|  0.013009       	|
on_after_backward                  	|  2.4989e-05     	|1000           	|  0.024989       	|  0.005489       	|
on_pretrain_routine_start          	|  0.022363       	|1              	|  0.022363       	|  0.0049122      	|
on_train_epoch_end                 	|  0.00033916     	|63             	|  0.021367       	|  0.0046935      	|
on_batch_start                     	|  2.1017e-05     	|1000           	|  0.021017       	|  0.0046165      	|
on_train_epoch_start               	|  0.00032109     	|63             	|  0.020229       	|  0.0044435      	|
on_before_zero_grad                	|  1.9066e-05     	|1000           	|  0.019066       	|  0.004188       	|
on_batch_end                       	|  1.6069e-05     	|1000           	|  0.016069       	|  0.0035297      	|
on_before_optimizer_step           	|  1.3293e-05     	|1000           	|  0.013293       	|  0.00292        	|
on_before_backward                 	|  1.3198e-05     	|1000           	|  0.013198       	|  0.002899       	|
configure_optimizers               	|  0.013136       	|1              	|  0.013136       	|  0.0028854      	|
evaluation_batch_to_device         	|  0.00026542     	|48             	|  0.01274        	|  0.0027985      	|
training_step_end                  	|  7.7279e-06     	|1000           	|  0.0077279      	|  0.0016975      	|
on_validation_model_eval           	|  0.0039625      	|1              	|  0.0039625      	|  0.00087041     	|
on_validation_batch_end            	|  4.1649e-05     	|48             	|  0.0019992      	|  0.00043914     	|
on_train_start                     	|  0.0011015      	|1              	|  0.0011015      	|  0.00024197     	|
on_validation_batch_start          	|  1.6078e-05     	|48             	|  0.00077174     	|  0.00016952     	|
on_epoch_start                     	|  1.181e-05      	|64             	|  0.00075582     	|  0.00016602     	|
on_epoch_end                       	|  1.1659e-05     	|64             	|  0.0007462      	|  0.00016391     	|
on_validation_start                	|  0.00046931     	|1              	|  0.00046931     	|  0.00010309     	|
on_validation_end                  	|  0.00042644     	|1              	|  0.00042644     	|  9.3672e-05     	|
validation_step_end                	|  8.8426e-06     	|48             	|  0.00042445     	|  9.3234e-05     	|
on_fit_end                         	|  5.9064e-05     	|1              	|  5.9064e-05     	|  1.2974e-05     	|
on_before_accelerator_backend_setup	|  2.8411e-05     	|2              	|  5.6822e-05     	|  1.2482e-05     	|
setup                              	|  2.8015e-05     	|2              	|  5.603e-05      	|  1.2308e-05     	|
on_configure_sharded_model         	|  2.3579e-05     	|2              	|  4.7158e-05     	|  1.0359e-05     	|
teardown                           	|  2.3543e-05     	|2              	|  4.7086e-05     	|  1.0343e-05     	|
on_validation_epoch_end            	|  4.4622e-05     	|1              	|  4.4622e-05     	|  9.8016e-06     	|
on_fit_start                       	|  4.2615e-05     	|1              	|  4.2615e-05     	|  9.3609e-06     	|
prepare_data                       	|  9.8636e-06     	|2              	|  1.9727e-05     	|  4.3333e-06     	|
on_pretrain_routine_end            	|  1.8986e-05     	|1              	|  1.8986e-05     	|  4.1705e-06     	|
on_val_dataloader                  	|  8.5849e-06     	|2              	|  1.717e-05      	|  3.7715e-06     	|
configure_callbacks                	|  7.6788e-06     	|2              	|  1.5358e-05     	|  3.3734e-06     	|
configure_sharded_model            	|  7.4403e-06     	|2              	|  1.4881e-05     	|  3.2687e-06     	|
on_validation_epoch_start          	|  1.1019e-05     	|1              	|  1.1019e-05     	|  2.4205e-06     	|
on_train_dataloader                	|  6.2883e-06     	|1              	|  6.2883e-06     	|  1.3813e-06     	|
