VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  680.43         	|  100 %          	|
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run_training_epoch                 	|  3.1526         	|200            	|  630.52         	|  92.665         	|
run_training_batch                 	|  0.28738        	|1000           	|  287.38         	|  42.235         	|
optimizer_step_with_closure_0      	|  0.28373        	|1000           	|  283.73         	|  41.699         	|
training_step_and_backward         	|  0.21964        	|1000           	|  219.64         	|  32.28          	|
model_forward                      	|  0.11055        	|1000           	|  110.55         	|  16.247         	|
training_step                      	|  0.11033        	|1000           	|  110.33         	|  16.215         	|
backward                           	|  0.10756        	|1000           	|  107.56         	|  15.808         	|
get_train_batch                    	|  0.055586       	|1200           	|  66.704         	|  9.8032         	|
fetch_next_train_batch             	|  0.055555       	|1200           	|  66.666         	|  9.7977         	|
run_validate_evaluation            	|  16.346         	|1              	|  16.346         	|  2.4024         	|
evaluation_step_and_end            	|  0.099684       	|139            	|  13.856         	|  2.0364         	|
validation_step                    	|  0.099565       	|139            	|  13.839         	|  2.0339         	|
on_train_batch_end                 	|  0.0023974      	|1000           	|  2.3974         	|  0.35234        	|
zero_grad                          	|  0.0014891      	|1000           	|  1.4891         	|  0.21885        	|
get_validate_batch                 	|  0.0055656      	|140            	|  0.77918        	|  0.11451        	|
fetch_next_validate_batch          	|  0.0055411      	|140            	|  0.77575        	|  0.11401        	|
training_batch_to_device           	|  0.0004017      	|1000           	|  0.4017         	|  0.059037       	|
on_train_batch_start               	|  0.00010861     	|1000           	|  0.10861        	|  0.015962       	|
on_train_epoch_start               	|  0.00033294     	|200            	|  0.066588       	|  0.0097862      	|
on_train_epoch_end                 	|  0.00032736     	|200            	|  0.065473       	|  0.0096223      	|
on_train_end                       	|  0.043781       	|1              	|  0.043781       	|  0.0064343      	|
evaluation_batch_to_device         	|  0.00028121     	|139            	|  0.039088       	|  0.0057447      	|
on_batch_start                     	|  3.4327e-05     	|1000           	|  0.034327       	|  0.005045       	|
on_after_backward                  	|  3.1181e-05     	|1000           	|  0.031181       	|  0.0045826      	|
on_pretrain_routine_start          	|  0.023796       	|1              	|  0.023796       	|  0.0034973      	|
on_before_zero_grad                	|  2.0868e-05     	|1000           	|  0.020868       	|  0.003067       	|
on_batch_end                       	|  1.6669e-05     	|1000           	|  0.016669       	|  0.0024497      	|
on_before_backward                 	|  1.4236e-05     	|1000           	|  0.014236       	|  0.0020922      	|
on_before_optimizer_step           	|  1.4061e-05     	|1000           	|  0.014061       	|  0.0020665      	|
configure_optimizers               	|  0.0097209      	|1              	|  0.0097209      	|  0.0014286      	|
training_step_end                  	|  8.7492e-06     	|1000           	|  0.0087492      	|  0.0012858      	|
on_validation_batch_end            	|  4.1008e-05     	|139            	|  0.0057001      	|  0.00083772     	|
on_validation_model_eval           	|  0.0041107      	|1              	|  0.0041107      	|  0.00060414     	|
on_epoch_end                       	|  1.2575e-05     	|201            	|  0.0025275      	|  0.00037146     	|
on_validation_batch_start          	|  1.7946e-05     	|139            	|  0.0024945      	|  0.0003666      	|
on_epoch_start                     	|  1.1298e-05     	|201            	|  0.002271       	|  0.00033375     	|
validation_step_end                	|  1.0437e-05     	|139            	|  0.0014508      	|  0.00021322     	|
on_train_start                     	|  0.0010195      	|1              	|  0.0010195      	|  0.00014984     	|
on_validation_start                	|  0.00057115     	|1              	|  0.00057115     	|  8.394e-05      	|
on_validation_end                  	|  0.00020563     	|1              	|  0.00020563     	|  3.0221e-05     	|
on_configure_sharded_model         	|  2.7035e-05     	|2              	|  5.4071e-05     	|  7.9466e-06     	|
setup                              	|  2.6534e-05     	|2              	|  5.3069e-05     	|  7.7993e-06     	|
on_before_accelerator_backend_setup	|  2.3635e-05     	|2              	|  4.727e-05      	|  6.9471e-06     	|
teardown                           	|  2.3517e-05     	|2              	|  4.7034e-05     	|  6.9124e-06     	|
on_fit_start                       	|  4.3677e-05     	|1              	|  4.3677e-05     	|  6.4191e-06     	|
on_validation_epoch_end            	|  3.5217e-05     	|1              	|  3.5217e-05     	|  5.1757e-06     	|
on_fit_end                         	|  2.9251e-05     	|1              	|  2.9251e-05     	|  4.2989e-06     	|
on_val_dataloader                  	|  1.3205e-05     	|2              	|  2.641e-05      	|  3.8814e-06     	|
on_pretrain_routine_end            	|  1.6864e-05     	|1              	|  1.6864e-05     	|  2.4785e-06     	|
configure_sharded_model            	|  8.1118e-06     	|2              	|  1.6224e-05     	|  2.3843e-06     	|
prepare_data                       	|  6.6124e-06     	|2              	|  1.3225e-05     	|  1.9436e-06     	|
configure_callbacks                	|  6.2473e-06     	|2              	|  1.2495e-05     	|  1.8363e-06     	|
on_validation_epoch_start          	|  1.1276e-05     	|1              	|  1.1276e-05     	|  1.6573e-06     	|
on_train_dataloader                	|  6.7409e-06     	|1              	|  6.7409e-06     	|  9.9069e-07     	|
