VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  500.23         	|  100 %          	|
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run_training_epoch                 	|  2.0957         	|200            	|  419.14         	|  83.791         	|
run_training_batch                 	|  0.34608        	|1000           	|  346.08         	|  69.184         	|
optimizer_step_with_closure_0      	|  0.34336        	|1000           	|  343.36         	|  68.64          	|
training_step_and_backward         	|  0.26607        	|1000           	|  266.07         	|  53.189         	|
model_forward                      	|  0.15816        	|1000           	|  158.16         	|  31.618         	|
training_step                      	|  0.15801        	|1000           	|  158.01         	|  31.588         	|
backward                           	|  0.10653        	|1000           	|  106.53         	|  21.296         	|
run_validate_evaluation            	|  35.877         	|1              	|  35.877         	|  7.1722         	|
evaluation_step_and_end            	|  0.25336        	|139            	|  35.217         	|  7.0402         	|
validation_step                    	|  0.25331        	|139            	|  35.209         	|  7.0387         	|
get_train_batch                    	|  0.016767       	|1200           	|  20.12          	|  4.0222         	|
fetch_next_train_batch             	|  0.016742       	|1200           	|  20.09          	|  4.0162         	|
zero_grad                          	|  0.0013451      	|1000           	|  1.3451         	|  0.2689         	|
on_train_batch_end                 	|  0.0012689      	|1000           	|  1.2689         	|  0.25367        	|
get_validate_batch                 	|  0.0024119      	|140            	|  0.33767        	|  0.067503       	|
training_batch_to_device           	|  0.00033646     	|1000           	|  0.33646        	|  0.067261       	|
fetch_next_validate_batch          	|  0.0023972      	|140            	|  0.33561        	|  0.067091       	|
on_train_batch_start               	|  0.00010014     	|1000           	|  0.10014        	|  0.020018       	|
on_train_epoch_start               	|  0.00027031     	|200            	|  0.054062       	|  0.010807       	|
on_train_epoch_end                 	|  0.00026168     	|200            	|  0.052337       	|  0.010463       	|
evaluation_batch_to_device         	|  0.00022475     	|139            	|  0.03124        	|  0.0062452      	|
on_train_end                       	|  0.023922       	|1              	|  0.023922       	|  0.0047823      	|
on_batch_start                     	|  2.3441e-05     	|1000           	|  0.023441       	|  0.0046862      	|
on_pretrain_routine_start          	|  0.022899       	|1              	|  0.022899       	|  0.0045777      	|
on_before_zero_grad                	|  1.6523e-05     	|1000           	|  0.016523       	|  0.003303       	|
on_batch_end                       	|  1.3733e-05     	|1000           	|  0.013733       	|  0.0027453      	|
on_after_backward                  	|  1.1708e-05     	|1000           	|  0.011708       	|  0.0023406      	|
on_before_optimizer_step           	|  1.1563e-05     	|1000           	|  0.011563       	|  0.0023116      	|
on_before_backward                 	|  1.0833e-05     	|1000           	|  0.010833       	|  0.0021656      	|
configure_optimizers               	|  0.008531       	|1              	|  0.008531       	|  0.0017054      	|
training_step_end                  	|  6.6166e-06     	|1000           	|  0.0066166      	|  0.0013227      	|
on_validation_model_eval           	|  0.0045715      	|1              	|  0.0045715      	|  0.00091389     	|
on_validation_batch_end            	|  2.0625e-05     	|139            	|  0.0028669      	|  0.00057313     	|
on_epoch_start                     	|  1.0562e-05     	|201            	|  0.0021229      	|  0.00042438     	|
on_epoch_end                       	|  1.0236e-05     	|201            	|  0.0020574      	|  0.00041129     	|
on_validation_batch_start          	|  1.0087e-05     	|139            	|  0.0014021      	|  0.0002803      	|
on_train_start                     	|  0.00077011     	|1              	|  0.00077011     	|  0.00015395     	|
validation_step_end                	|  5.0907e-06     	|139            	|  0.00070761     	|  0.00014146     	|
on_validation_start                	|  0.00033696     	|1              	|  0.00033696     	|  6.7362e-05     	|
on_validation_end                  	|  0.00011749     	|1              	|  0.00011749     	|  2.3487e-05     	|
on_before_accelerator_backend_setup	|  1.9857e-05     	|2              	|  3.9714e-05     	|  7.9392e-06     	|
teardown                           	|  1.4462e-05     	|2              	|  2.8923e-05     	|  5.782e-06      	|
setup                              	|  1.4097e-05     	|2              	|  2.8194e-05     	|  5.6363e-06     	|
on_configure_sharded_model         	|  1.3821e-05     	|2              	|  2.7642e-05     	|  5.5259e-06     	|
on_fit_end                         	|  2.2833e-05     	|1              	|  2.2833e-05     	|  4.5645e-06     	|
on_validation_epoch_end            	|  2.2041e-05     	|1              	|  2.2041e-05     	|  4.4062e-06     	|
on_fit_start                       	|  1.5549e-05     	|1              	|  1.5549e-05     	|  3.1084e-06     	|
on_val_dataloader                  	|  5.9555e-06     	|2              	|  1.1911e-05     	|  2.3811e-06     	|
prepare_data                       	|  5.701e-06      	|2              	|  1.1402e-05     	|  2.2794e-06     	|
configure_sharded_model            	|  5.049e-06      	|2              	|  1.0098e-05     	|  2.0187e-06     	|
on_pretrain_routine_end            	|  9.799e-06      	|1              	|  9.799e-06      	|  1.9589e-06     	|
configure_callbacks                	|  4.7885e-06     	|2              	|  9.577e-06      	|  1.9145e-06     	|
on_validation_epoch_start          	|  9.558e-06      	|1              	|  9.558e-06      	|  1.9107e-06     	|
on_train_dataloader                	|  4.278e-06      	|1              	|  4.278e-06      	|  8.5522e-07     	|
