VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  584.42         	|  100 %          	|
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run_training_epoch                 	|  8.1306         	|63             	|  512.23         	|  87.647         	|
run_training_batch                 	|  0.37584        	|1000           	|  375.84         	|  64.31          	|
optimizer_step_with_closure_0      	|  0.373          	|1000           	|  373.0          	|  63.824         	|
training_step_and_backward         	|  0.26614        	|1000           	|  266.14         	|  45.539         	|
model_forward                      	|  0.13749        	|1000           	|  137.49         	|  23.525         	|
training_step                      	|  0.13731        	|1000           	|  137.31         	|  23.495         	|
backward                           	|  0.12712        	|1000           	|  127.12         	|  21.752         	|
get_train_batch                    	|  0.029273       	|1063           	|  31.117         	|  5.3244         	|
fetch_next_train_batch             	|  0.029248       	|1063           	|  31.091         	|  5.32           	|
run_validate_evaluation            	|  30.887         	|1              	|  30.887         	|  5.2851         	|
evaluation_step_and_end            	|  0.22084        	|125            	|  27.605         	|  4.7234         	|
validation_step                    	|  0.22073        	|125            	|  27.592         	|  4.7212         	|
on_train_batch_end                 	|  0.0018244      	|1000           	|  1.8244         	|  0.31217        	|
zero_grad                          	|  0.0014985      	|1000           	|  1.4985         	|  0.25641        	|
get_validate_batch                 	|  0.0067466      	|126            	|  0.85008        	|  0.14546        	|
fetch_next_validate_batch          	|  0.0067235      	|126            	|  0.84716        	|  0.14496        	|
training_batch_to_device           	|  0.0002718      	|1000           	|  0.2718         	|  0.046508       	|
on_train_batch_start               	|  9.5967e-05     	|1000           	|  0.095967       	|  0.016421       	|
on_train_end                       	|  0.044575       	|1              	|  0.044575       	|  0.0076272      	|
evaluation_batch_to_device         	|  0.00028317     	|125            	|  0.035396       	|  0.0060567      	|
on_train_epoch_end                 	|  0.0003544      	|63             	|  0.022327       	|  0.0038204      	|
on_train_epoch_start               	|  0.00035277     	|63             	|  0.022224       	|  0.0038028      	|
on_pretrain_routine_start          	|  0.021383       	|1              	|  0.021383       	|  0.0036589      	|
on_batch_start                     	|  2.0655e-05     	|1000           	|  0.020655       	|  0.0035343      	|
on_after_backward                  	|  2.0297e-05     	|1000           	|  0.020297       	|  0.0034731      	|
on_before_zero_grad                	|  1.5483e-05     	|1000           	|  0.015483       	|  0.0026493      	|
on_batch_end                       	|  1.5316e-05     	|1000           	|  0.015316       	|  0.0026206      	|
on_before_optimizer_step           	|  1.2915e-05     	|1000           	|  0.012915       	|  0.0022099      	|
on_before_backward                 	|  1.1965e-05     	|1000           	|  0.011965       	|  0.0020473      	|
configure_optimizers               	|  0.010781       	|1              	|  0.010781       	|  0.0018447      	|
training_step_end                  	|  6.9723e-06     	|1000           	|  0.0069723      	|  0.001193       	|
on_validation_batch_end            	|  3.7574e-05     	|125            	|  0.0046968      	|  0.00080366     	|
on_validation_model_eval           	|  0.004105       	|1              	|  0.004105       	|  0.00070241     	|
on_validation_batch_start          	|  1.6832e-05     	|125            	|  0.0021039      	|  0.00036001     	|
on_train_start                     	|  0.0018963      	|1              	|  0.0018963      	|  0.00032447     	|
validation_step_end                	|  7.8409e-06     	|125            	|  0.00098011     	|  0.00016771     	|
on_epoch_end                       	|  1.5276e-05     	|64             	|  0.00097767     	|  0.00016729     	|
on_epoch_start                     	|  1.1082e-05     	|64             	|  0.00070923     	|  0.00012136     	|
on_validation_start                	|  0.0005343      	|1              	|  0.0005343      	|  9.1425e-05     	|
on_validation_end                  	|  0.00020865     	|1              	|  0.00020865     	|  3.5702e-05     	|
on_fit_start                       	|  4.86e-05       	|1              	|  4.86e-05       	|  8.316e-06      	|
on_before_accelerator_backend_setup	|  2.3612e-05     	|2              	|  4.7224e-05     	|  8.0804e-06     	|
teardown                           	|  2.2865e-05     	|2              	|  4.573e-05      	|  7.8248e-06     	|
on_configure_sharded_model         	|  2.1907e-05     	|2              	|  4.3813e-05     	|  7.4969e-06     	|
setup                              	|  2.1626e-05     	|2              	|  4.3252e-05     	|  7.4009e-06     	|
on_pretrain_routine_end            	|  2.8629e-05     	|1              	|  2.8629e-05     	|  4.8987e-06     	|
on_val_dataloader                  	|  1.3359e-05     	|2              	|  2.6718e-05     	|  4.5717e-06     	|
on_validation_epoch_end            	|  2.5921e-05     	|1              	|  2.5921e-05     	|  4.4353e-06     	|
on_fit_end                         	|  2.4855e-05     	|1              	|  2.4855e-05     	|  4.253e-06      	|
configure_sharded_model            	|  7.3863e-06     	|2              	|  1.4773e-05     	|  2.5277e-06     	|
configure_callbacks                	|  6.7502e-06     	|2              	|  1.35e-05       	|  2.3101e-06     	|
prepare_data                       	|  6.6832e-06     	|2              	|  1.3366e-05     	|  2.2871e-06     	|
on_validation_epoch_start          	|  1.2837e-05     	|1              	|  1.2837e-05     	|  2.1966e-06     	|
on_train_dataloader                	|  5.912e-06      	|1              	|  5.912e-06      	|  1.0116e-06     	|
