VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1287.0         	|  100 %          	|
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run_training_epoch                 	|  2.5015         	|500            	|  1250.7         	|  97.185         	|
run_training_batch                 	|  0.26806        	|1000           	|  268.06         	|  20.828         	|
optimizer_step_with_closure_0      	|  0.26461        	|1000           	|  264.61         	|  20.561         	|
training_step_and_backward         	|  0.20086        	|1000           	|  200.86         	|  15.607         	|
get_train_batch                    	|  0.12688        	|1500           	|  190.31         	|  14.788         	|
fetch_next_train_batch             	|  0.12682        	|1500           	|  190.24         	|  14.782         	|
model_forward                      	|  0.10467        	|1000           	|  104.67         	|  8.1328         	|
training_step                      	|  0.10443        	|1000           	|  104.43         	|  8.1143         	|
backward                           	|  0.094684       	|1000           	|  94.684         	|  7.3571         	|
run_validate_evaluation            	|  7.0836         	|1              	|  7.0836         	|  0.5504         	|
evaluation_step_and_end            	|  0.097811       	|48             	|  4.6949         	|  0.3648         	|
validation_step                    	|  0.097701       	|48             	|  4.6896         	|  0.36439        	|
on_train_batch_end                 	|  0.0023036      	|1000           	|  2.3036         	|  0.179          	|
zero_grad                          	|  0.0014707      	|1000           	|  1.4707         	|  0.11427        	|
get_validate_batch                 	|  0.014566       	|49             	|  0.71374        	|  0.055459       	|
fetch_next_validate_batch          	|  0.014542       	|49             	|  0.71256        	|  0.055367       	|
training_batch_to_device           	|  0.00069317     	|1000           	|  0.69317        	|  0.053861       	|
on_train_epoch_start               	|  0.0003326      	|500            	|  0.1663         	|  0.012922       	|
on_train_epoch_end                 	|  0.00033016     	|500            	|  0.16508        	|  0.012827       	|
on_train_batch_start               	|  0.00010983     	|1000           	|  0.10983        	|  0.0085336      	|
on_batch_start                     	|  4.923e-05      	|1000           	|  0.04923        	|  0.0038252      	|
on_train_end                       	|  0.043808       	|1              	|  0.043808       	|  0.003404       	|
on_after_backward                  	|  2.8071e-05     	|1000           	|  0.028071       	|  0.0021812      	|
on_before_zero_grad                	|  2.2952e-05     	|1000           	|  0.022952       	|  0.0017834      	|
on_pretrain_routine_start          	|  0.022291       	|1              	|  0.022291       	|  0.001732       	|
on_before_backward                 	|  1.907e-05      	|1000           	|  0.01907        	|  0.0014818      	|
on_before_optimizer_step           	|  1.7166e-05     	|1000           	|  0.017166       	|  0.0013338      	|
on_batch_end                       	|  1.6528e-05     	|1000           	|  0.016528       	|  0.0012843      	|
evaluation_batch_to_device         	|  0.000285       	|48             	|  0.01368        	|  0.001063       	|
configure_optimizers               	|  0.011409       	|1              	|  0.011409       	|  0.00088646     	|
training_step_end                  	|  9.9447e-06     	|1000           	|  0.0099447      	|  0.00077272     	|
on_epoch_end                       	|  1.1131e-05     	|501            	|  0.0055767      	|  0.00043332     	|
on_epoch_start                     	|  1.0431e-05     	|501            	|  0.0052261      	|  0.00040608     	|
on_validation_model_eval           	|  0.004278       	|1              	|  0.004278       	|  0.00033241     	|
on_validation_batch_end            	|  4.007e-05      	|48             	|  0.0019233      	|  0.00014945     	|
on_train_start                     	|  0.001637       	|1              	|  0.001637       	|  0.00012719     	|
on_validation_batch_start          	|  1.9336e-05     	|48             	|  0.00092812     	|  7.2116e-05     	|
on_validation_start                	|  0.00062372     	|1              	|  0.00062372     	|  4.8464e-05     	|
validation_step_end                	|  9.1621e-06     	|48             	|  0.00043978     	|  3.4172e-05     	|
on_validation_end                  	|  0.00013295     	|1              	|  0.00013295     	|  1.033e-05      	|
teardown                           	|  3.5964e-05     	|2              	|  7.1928e-05     	|  5.5889e-06     	|
setup                              	|  3.1277e-05     	|2              	|  6.2553e-05     	|  4.8605e-06     	|
on_before_accelerator_backend_setup	|  2.3628e-05     	|2              	|  4.7255e-05     	|  3.6718e-06     	|
on_configure_sharded_model         	|  2.346e-05      	|2              	|  4.692e-05      	|  3.6458e-06     	|
on_fit_start                       	|  4.4048e-05     	|1              	|  4.4048e-05     	|  3.4226e-06     	|
on_fit_end                         	|  3.9548e-05     	|1              	|  3.9548e-05     	|  3.0729e-06     	|
on_validation_epoch_end            	|  2.8195e-05     	|1              	|  2.8195e-05     	|  2.1908e-06     	|
on_val_dataloader                  	|  1.2805e-05     	|2              	|  2.561e-05      	|  1.9899e-06     	|
configure_sharded_model            	|  7.3267e-06     	|2              	|  1.4653e-05     	|  1.1386e-06     	|
prepare_data                       	|  6.8815e-06     	|2              	|  1.3763e-05     	|  1.0694e-06     	|
on_pretrain_routine_end            	|  1.3331e-05     	|1              	|  1.3331e-05     	|  1.0358e-06     	|
configure_callbacks                	|  6.5602e-06     	|2              	|  1.312e-05      	|  1.0195e-06     	|
on_validation_epoch_start          	|  1.063e-05      	|1              	|  1.063e-05      	|  8.2598e-07     	|
on_train_dataloader                	|  8.4154e-06     	|1              	|  8.4154e-06     	|  6.5389e-07     	|
