VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1909.4         	|  100 %          	|
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run_training_epoch                 	|  3.4554         	|500            	|  1727.7         	|  90.486         	|
run_training_batch                 	|  0.20506        	|8000           	|  1640.4         	|  85.916         	|
training_step_and_backward         	|  0.19389        	|8000           	|  1551.1         	|  81.238         	|
model_forward                      	|  0.10779        	|8000           	|  862.35         	|  45.164         	|
training_step                      	|  0.10766        	|8000           	|  861.25         	|  45.107         	|
backward                           	|  0.085906       	|8000           	|  687.25         	|  35.994         	|
optimizer_step_with_closure_0      	|  0.25328        	|1000           	|  253.28         	|  13.265         	|
run_validate_evaluation            	|  137.82         	|1              	|  137.82         	|  7.2182         	|
evaluation_step_and_end            	|  0.13582        	|1000           	|  135.82         	|  7.1136         	|
validation_step                    	|  0.13577        	|1000           	|  135.77         	|  7.111          	|
get_train_batch                    	|  0.0067812      	|8500           	|  57.64          	|  3.0188         	|
fetch_next_train_batch             	|  0.0067619      	|8500           	|  57.476         	|  3.0102         	|
on_train_batch_end                 	|  0.0010998      	|8000           	|  8.798          	|  0.46078        	|
training_batch_to_device           	|  0.00023394     	|8000           	|  1.8715         	|  0.098017       	|
get_validate_batch                 	|  0.0014649      	|1001           	|  1.4664         	|  0.0768         	|
fetch_next_validate_batch          	|  0.0014511      	|1001           	|  1.4525         	|  0.076074       	|
zero_grad                          	|  0.0013723      	|1000           	|  1.3723         	|  0.071872       	|
on_train_batch_start               	|  9.1353e-05     	|8000           	|  0.73083        	|  0.038276       	|
evaluation_batch_to_device         	|  0.00020897     	|1000           	|  0.20897        	|  0.010944       	|
on_train_epoch_start               	|  0.00028475     	|500            	|  0.14237        	|  0.0074566      	|
on_batch_start                     	|  1.7542e-05     	|8000           	|  0.14033        	|  0.0073498      	|
on_train_epoch_end                 	|  0.00025846     	|500            	|  0.12923        	|  0.0067681      	|
on_before_backward                 	|  1.3386e-05     	|8000           	|  0.10709        	|  0.0056086      	|
on_batch_end                       	|  1.2767e-05     	|8000           	|  0.10214        	|  0.0053492      	|
on_after_backward                  	|  1.1956e-05     	|8000           	|  0.095644       	|  0.0050092      	|
training_step_end                  	|  6.3873e-06     	|8000           	|  0.051098       	|  0.0026762      	|
on_train_end                       	|  0.024965       	|1              	|  0.024965       	|  0.0013075      	|
on_pretrain_routine_start          	|  0.022583       	|1              	|  0.022583       	|  0.0011828      	|
on_before_zero_grad                	|  2.0856e-05     	|1000           	|  0.020856       	|  0.0010923      	|
on_validation_batch_end            	|  1.883e-05      	|1000           	|  0.01883        	|  0.0009862      	|
on_before_optimizer_step           	|  1.6317e-05     	|1000           	|  0.016317       	|  0.00085459     	|
on_validation_batch_start          	|  1.006e-05      	|1000           	|  0.01006        	|  0.00052686     	|
configure_optimizers               	|  0.0081512      	|1              	|  0.0081512      	|  0.00042691     	|
on_epoch_start                     	|  1.0697e-05     	|501            	|  0.005359       	|  0.00028067     	|
on_epoch_end                       	|  1.0168e-05     	|501            	|  0.0050942      	|  0.0002668      	|
validation_step_end                	|  4.7275e-06     	|1000           	|  0.0047275      	|  0.0002476      	|
on_validation_model_eval           	|  0.0045118      	|1              	|  0.0045118      	|  0.0002363      	|
on_train_start                     	|  0.00071352     	|1              	|  0.00071352     	|  3.737e-05      	|
on_validation_start                	|  0.00033448     	|1              	|  0.00033448     	|  1.7518e-05     	|
on_validation_end                  	|  0.00011347     	|1              	|  0.00011347     	|  5.9429e-06     	|
setup                              	|  2.2708e-05     	|2              	|  4.5415e-05     	|  2.3785e-06     	|
on_before_accelerator_backend_setup	|  1.8926e-05     	|2              	|  3.7851e-05     	|  1.9824e-06     	|
on_configure_sharded_model         	|  1.6682e-05     	|2              	|  3.3363e-05     	|  1.7473e-06     	|
teardown                           	|  1.6415e-05     	|2              	|  3.283e-05      	|  1.7194e-06     	|
on_fit_end                         	|  2.5578e-05     	|1              	|  2.5578e-05     	|  1.3396e-06     	|
on_validation_epoch_end            	|  2.4316e-05     	|1              	|  2.4316e-05     	|  1.2735e-06     	|
on_fit_start                       	|  1.7102e-05     	|1              	|  1.7102e-05     	|  8.957e-07      	|
on_val_dataloader                  	|  5.981e-06      	|2              	|  1.1962e-05     	|  6.2649e-07     	|
prepare_data                       	|  5.961e-06      	|2              	|  1.1922e-05     	|  6.244e-07      	|
configure_sharded_model            	|  5.831e-06      	|2              	|  1.1662e-05     	|  6.1078e-07     	|
configure_callbacks                	|  5.47e-06       	|2              	|  1.094e-05      	|  5.7297e-07     	|
on_pretrain_routine_end            	|  9.598e-06      	|1              	|  9.598e-06      	|  5.0268e-07     	|
on_validation_epoch_start          	|  9.2378e-06     	|1              	|  9.2378e-06     	|  4.8382e-07     	|
on_train_dataloader                	|  4.1078e-06     	|1              	|  4.1078e-06     	|  2.1514e-07     	|
