VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  558.66         	|  100 %          	|
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run_training_epoch                 	|  7.7737         	|63             	|  489.74         	|  87.664         	|
run_training_batch                 	|  0.37452        	|1000           	|  374.52         	|  67.04          	|
optimizer_step_with_closure_0      	|  0.37146        	|1000           	|  371.46         	|  66.492         	|
training_step_and_backward         	|  0.26725        	|1000           	|  267.25         	|  47.837         	|
model_forward                      	|  0.13581        	|1000           	|  135.81         	|  24.31          	|
training_step                      	|  0.13562        	|1000           	|  135.62         	|  24.276         	|
backward                           	|  0.12996        	|1000           	|  129.96         	|  23.263         	|
run_validate_evaluation            	|  30.486         	|1              	|  30.486         	|  5.4569         	|
evaluation_step_and_end            	|  0.22197        	|125            	|  27.746         	|  4.9666         	|
validation_step                    	|  0.22185        	|125            	|  27.732         	|  4.964          	|
get_train_batch                    	|  0.024272       	|1063           	|  25.802         	|  4.6185         	|
fetch_next_train_batch             	|  0.024245       	|1063           	|  25.773         	|  4.6133         	|
on_train_batch_end                 	|  0.0021978      	|1000           	|  2.1978         	|  0.39341        	|
zero_grad                          	|  0.0014394      	|1000           	|  1.4394         	|  0.25765        	|
get_validate_batch                 	|  0.0060699      	|126            	|  0.76481        	|  0.1369         	|
fetch_next_validate_batch          	|  0.0060447      	|126            	|  0.76163        	|  0.13633        	|
training_batch_to_device           	|  0.00027126     	|1000           	|  0.27126        	|  0.048556       	|
on_train_batch_start               	|  9.7108e-05     	|1000           	|  0.097108       	|  0.017382       	|
on_train_end                       	|  0.050573       	|1              	|  0.050573       	|  0.0090525      	|
evaluation_batch_to_device         	|  0.00029958     	|125            	|  0.037447       	|  0.006703       	|
on_train_epoch_end                 	|  0.0004167      	|63             	|  0.026252       	|  0.0046991      	|
on_after_backward                  	|  2.4406e-05     	|1000           	|  0.024406       	|  0.0043687      	|
on_train_epoch_start               	|  0.00038396     	|63             	|  0.02419        	|  0.0043299      	|
on_pretrain_routine_start          	|  0.023045       	|1              	|  0.023045       	|  0.004125       	|
on_batch_start                     	|  2.2042e-05     	|1000           	|  0.022042       	|  0.0039455      	|
on_before_zero_grad                	|  1.8568e-05     	|1000           	|  0.018568       	|  0.0033236      	|
on_batch_end                       	|  1.7575e-05     	|1000           	|  0.017575       	|  0.0031459      	|
on_before_optimizer_step           	|  1.3708e-05     	|1000           	|  0.013708       	|  0.0024538      	|
on_before_backward                 	|  1.3027e-05     	|1000           	|  0.013027       	|  0.0023318      	|
configure_optimizers               	|  0.010362       	|1              	|  0.010362       	|  0.0018548      	|
training_step_end                  	|  7.1304e-06     	|1000           	|  0.0071304      	|  0.0012763      	|
on_validation_batch_end            	|  4.2612e-05     	|125            	|  0.0053265      	|  0.00095344     	|
on_validation_model_eval           	|  0.0046394      	|1              	|  0.0046394      	|  0.00083045     	|
on_validation_batch_start          	|  1.6691e-05     	|125            	|  0.0020863      	|  0.00037345     	|
on_train_start                     	|  0.0020388      	|1              	|  0.0020388      	|  0.00036495     	|
validation_step_end                	|  9.4952e-06     	|125            	|  0.0011869      	|  0.00021245     	|
on_epoch_end                       	|  1.2098e-05     	|64             	|  0.00077429     	|  0.0001386      	|
on_epoch_start                     	|  1.1557e-05     	|64             	|  0.00073963     	|  0.00013239     	|
on_validation_start                	|  0.0006636      	|1              	|  0.0006636      	|  0.00011879     	|
on_validation_end                  	|  0.0001784      	|1              	|  0.0001784      	|  3.1934e-05     	|
teardown                           	|  3.5641e-05     	|2              	|  7.1282e-05     	|  1.2759e-05     	|
on_before_accelerator_backend_setup	|  3.3434e-05     	|2              	|  6.6867e-05     	|  1.1969e-05     	|
on_configure_sharded_model         	|  2.8046e-05     	|2              	|  5.6092e-05     	|  1.004e-05      	|
setup                              	|  2.604e-05      	|2              	|  5.208e-05      	|  9.3222e-06     	|
on_fit_start                       	|  4.776e-05      	|1              	|  4.776e-05      	|  8.549e-06      	|
on_validation_epoch_end            	|  3.9548e-05     	|1              	|  3.9548e-05     	|  7.079e-06      	|
on_fit_end                         	|  3.005e-05      	|1              	|  3.005e-05      	|  5.379e-06      	|
on_val_dataloader                  	|  1.4711e-05     	|2              	|  2.9422e-05     	|  5.2666e-06     	|
on_pretrain_routine_end            	|  1.758e-05      	|1              	|  1.758e-05      	|  3.1468e-06     	|
configure_sharded_model            	|  8.5849e-06     	|2              	|  1.717e-05      	|  3.0734e-06     	|
prepare_data                       	|  7.6834e-06     	|2              	|  1.5367e-05     	|  2.7507e-06     	|
configure_callbacks                	|  6.8592e-06     	|2              	|  1.3718e-05     	|  2.4556e-06     	|
on_validation_epoch_start          	|  1.2469e-05     	|1              	|  1.2469e-05     	|  2.2319e-06     	|
on_train_dataloader                	|  1.1908e-05     	|1              	|  1.1908e-05     	|  2.1315e-06     	|
