VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  649.04         	|  100 %          	|
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run_training_epoch                 	|  3.5819         	|167            	|  598.17         	|  92.162         	|
run_training_batch                 	|  0.27355        	|1000           	|  273.55         	|  42.146         	|
optimizer_step_with_closure_0      	|  0.2696         	|1000           	|  269.6          	|  41.539         	|
training_step_and_backward         	|  0.20526        	|1000           	|  205.26         	|  31.625         	|
model_forward                      	|  0.108          	|1000           	|  108.0          	|  16.64          	|
training_step                      	|  0.10781        	|1000           	|  107.81         	|  16.611         	|
backward                           	|  0.095796       	|1000           	|  95.796         	|  14.76          	|
get_train_batch                    	|  0.060059       	|1167           	|  70.089         	|  10.799         	|
fetch_next_train_batch             	|  0.060033       	|1167           	|  70.058         	|  10.794         	|
run_validate_evaluation            	|  17.416         	|1              	|  17.416         	|  2.6834         	|
evaluation_step_and_end            	|  0.1071         	|125            	|  13.388         	|  2.0627         	|
validation_step                    	|  0.10701        	|125            	|  13.377         	|  2.061          	|
on_train_batch_end                 	|  0.0019914      	|1000           	|  1.9914         	|  0.30682        	|
zero_grad                          	|  0.0014328      	|1000           	|  1.4328         	|  0.22076        	|
get_validate_batch                 	|  0.0060185      	|126            	|  0.75833        	|  0.11684        	|
fetch_next_validate_batch          	|  0.0059988      	|126            	|  0.75585        	|  0.11646        	|
training_batch_to_device           	|  0.00034729     	|1000           	|  0.34729        	|  0.053509       	|
on_train_batch_start               	|  9.9388e-05     	|1000           	|  0.099388       	|  0.015313       	|
on_train_end                       	|  0.091797       	|1              	|  0.091797       	|  0.014143       	|
on_train_epoch_end                 	|  0.00033735     	|167            	|  0.056337       	|  0.0086801      	|
on_train_epoch_start               	|  0.00033354     	|167            	|  0.0557         	|  0.0085819      	|
evaluation_batch_to_device         	|  0.00024847     	|125            	|  0.031058       	|  0.0047853      	|
on_batch_start                     	|  2.8518e-05     	|1000           	|  0.028518       	|  0.0043938      	|
on_pretrain_routine_start          	|  0.021656       	|1              	|  0.021656       	|  0.0033366      	|
on_after_backward                  	|  2.0894e-05     	|1000           	|  0.020894       	|  0.0032192      	|
on_before_zero_grad                	|  1.7378e-05     	|1000           	|  0.017378       	|  0.0026774      	|
on_batch_end                       	|  1.531e-05      	|1000           	|  0.01531        	|  0.0023588      	|
on_before_optimizer_step           	|  1.2797e-05     	|1000           	|  0.012797       	|  0.0019717      	|
on_before_backward                 	|  1.2129e-05     	|1000           	|  0.012129       	|  0.0018687      	|
configure_optimizers               	|  0.01122        	|1              	|  0.01122        	|  0.0017286      	|
training_step_end                  	|  7.0595e-06     	|1000           	|  0.0070595      	|  0.0010877      	|
on_validation_model_eval           	|  0.0045893      	|1              	|  0.0045893      	|  0.00070708     	|
on_validation_batch_end            	|  3.2154e-05     	|125            	|  0.0040192      	|  0.00061926     	|
on_epoch_start                     	|  1.159e-05      	|168            	|  0.0019472      	|  0.0003         	|
on_epoch_end                       	|  1.1024e-05     	|168            	|  0.001852       	|  0.00028534     	|
on_validation_batch_start          	|  1.391e-05      	|125            	|  0.0017388      	|  0.0002679      	|
on_train_start                     	|  0.00164        	|1              	|  0.00164        	|  0.00025268     	|
validation_step_end                	|  7.2017e-06     	|125            	|  0.00090021     	|  0.0001387      	|
on_validation_start                	|  0.0005908      	|1              	|  0.0005908      	|  9.1025e-05     	|
on_validation_end                  	|  0.00029898     	|1              	|  0.00029898     	|  4.6064e-05     	|
on_before_accelerator_backend_setup	|  2.6038e-05     	|2              	|  5.2076e-05     	|  8.0235e-06     	|
setup                              	|  2.376e-05      	|2              	|  4.752e-05      	|  7.3215e-06     	|
on_configure_sharded_model         	|  2.3594e-05     	|2              	|  4.7188e-05     	|  7.2704e-06     	|
teardown                           	|  2.1744e-05     	|2              	|  4.3487e-05     	|  6.7002e-06     	|
on_fit_start                       	|  4.2476e-05     	|1              	|  4.2476e-05     	|  6.5444e-06     	|
on_validation_epoch_end            	|  4.1459e-05     	|1              	|  4.1459e-05     	|  6.3877e-06     	|
on_pretrain_routine_end            	|  2.851e-05      	|1              	|  2.851e-05      	|  4.3926e-06     	|
on_val_dataloader                  	|  1.3522e-05     	|2              	|  2.7044e-05     	|  4.1667e-06     	|
on_fit_end                         	|  2.5436e-05     	|1              	|  2.5436e-05     	|  3.919e-06      	|
configure_callbacks                	|  8.3521e-06     	|2              	|  1.6704e-05     	|  2.5737e-06     	|
prepare_data                       	|  8.0075e-06     	|2              	|  1.6015e-05     	|  2.4675e-06     	|
configure_sharded_model            	|  7.2457e-06     	|2              	|  1.4491e-05     	|  2.2327e-06     	|
on_validation_epoch_start          	|  1.0364e-05     	|1              	|  1.0364e-05     	|  1.5968e-06     	|
on_train_dataloader                	|  6.4839e-06     	|1              	|  6.4839e-06     	|  9.9899e-07     	|
