VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1384.7         	|  100 %          	|
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run_training_epoch                 	|  2.6423         	|500            	|  1321.1         	|  95.411         	|
run_training_batch                 	|  0.37233        	|1000           	|  372.33         	|  26.889         	|
optimizer_step_with_closure_0      	|  0.36918        	|1000           	|  369.18         	|  26.662         	|
training_step_and_backward         	|  0.26575        	|1000           	|  265.75         	|  19.193         	|
get_train_batch                    	|  0.10038        	|1500           	|  150.57         	|  10.874         	|
fetch_next_train_batch             	|  0.10034        	|1500           	|  150.51         	|  10.87          	|
model_forward                      	|  0.13888        	|1000           	|  138.88         	|  10.03          	|
training_step                      	|  0.13865        	|1000           	|  138.65         	|  10.014         	|
backward                           	|  0.12541        	|1000           	|  125.41         	|  9.0571         	|
run_validate_evaluation            	|  30.678         	|1              	|  30.678         	|  2.2156         	|
evaluation_step_and_end            	|  0.22024        	|125            	|  27.53          	|  1.9882         	|
validation_step                    	|  0.2201         	|125            	|  27.513         	|  1.987          	|
on_train_batch_end                 	|  0.002294       	|1000           	|  2.294          	|  0.16567        	|
zero_grad                          	|  0.0014248      	|1000           	|  1.4248         	|  0.1029         	|
get_validate_batch                 	|  0.0051279      	|126            	|  0.64612        	|  0.046662       	|
fetch_next_validate_batch          	|  0.0051012      	|126            	|  0.64275        	|  0.046419       	|
training_batch_to_device           	|  0.00059342     	|1000           	|  0.59342        	|  0.042856       	|
on_train_epoch_end                 	|  0.00035779     	|500            	|  0.17889        	|  0.01292        	|
on_train_epoch_start               	|  0.00035378     	|500            	|  0.17689        	|  0.012775       	|
on_train_batch_start               	|  0.0001097      	|1000           	|  0.1097         	|  0.0079222      	|
on_batch_start                     	|  4.4767e-05     	|1000           	|  0.044767       	|  0.003233       	|
on_train_end                       	|  0.044378       	|1              	|  0.044378       	|  0.0032049      	|
evaluation_batch_to_device         	|  0.00028158     	|125            	|  0.035197       	|  0.0025419      	|
on_pretrain_routine_start          	|  0.024309       	|1              	|  0.024309       	|  0.0017556      	|
on_after_backward                  	|  2.3999e-05     	|1000           	|  0.023999       	|  0.0017332      	|
on_before_zero_grad                	|  2.284e-05      	|1000           	|  0.02284        	|  0.0016495      	|
on_before_optimizer_step           	|  1.7328e-05     	|1000           	|  0.017328       	|  0.0012514      	|
on_batch_end                       	|  1.5778e-05     	|1000           	|  0.015778       	|  0.0011395      	|
on_before_backward                 	|  1.5044e-05     	|1000           	|  0.015044       	|  0.0010865      	|
configure_optimizers               	|  0.0095733      	|1              	|  0.0095733      	|  0.00069138     	|
training_step_end                  	|  8.3577e-06     	|1000           	|  0.0083577      	|  0.00060359     	|
on_epoch_end                       	|  1.1511e-05     	|501            	|  0.0057669      	|  0.00041648     	|
on_epoch_start                     	|  1.1042e-05     	|501            	|  0.0055321      	|  0.00039953     	|
on_validation_batch_end            	|  4.4164e-05     	|125            	|  0.0055205      	|  0.00039868     	|
on_validation_model_eval           	|  0.0046011      	|1              	|  0.0046011      	|  0.00033229     	|
on_validation_batch_start          	|  1.8381e-05     	|125            	|  0.0022977      	|  0.00016594     	|
on_train_start                     	|  0.0021722      	|1              	|  0.0021722      	|  0.00015688     	|
validation_step_end                	|  9.8122e-06     	|125            	|  0.0012265      	|  8.8579e-05     	|
on_validation_start                	|  0.0006874      	|1              	|  0.0006874      	|  4.9644e-05     	|
on_validation_end                  	|  0.00017873     	|1              	|  0.00017873     	|  1.2908e-05     	|
setup                              	|  3.1935e-05     	|2              	|  6.387e-05      	|  4.6127e-06     	|
on_before_accelerator_backend_setup	|  2.6298e-05     	|2              	|  5.2596e-05     	|  3.7984e-06     	|
on_configure_sharded_model         	|  2.4837e-05     	|2              	|  4.9673e-05     	|  3.5874e-06     	|
teardown                           	|  2.2033e-05     	|2              	|  4.4066e-05     	|  3.1825e-06     	|
on_fit_end                         	|  3.382e-05      	|1              	|  3.382e-05      	|  2.4425e-06     	|
on_validation_epoch_end            	|  3.0925e-05     	|1              	|  3.0925e-05     	|  2.2334e-06     	|
on_val_dataloader                  	|  1.2727e-05     	|2              	|  2.5453e-05     	|  1.8382e-06     	|
on_fit_start                       	|  2.2188e-05     	|1              	|  2.2188e-05     	|  1.6024e-06     	|
configure_sharded_model            	|  8.3474e-06     	|2              	|  1.6695e-05     	|  1.2057e-06     	|
prepare_data                       	|  7.9768e-06     	|2              	|  1.5954e-05     	|  1.1522e-06     	|
on_pretrain_routine_end            	|  1.3951e-05     	|1              	|  1.3951e-05     	|  1.0075e-06     	|
configure_callbacks                	|  6.9104e-06     	|2              	|  1.3821e-05     	|  9.9813e-07     	|
on_validation_epoch_start          	|  1.2055e-05     	|1              	|  1.2055e-05     	|  8.7061e-07     	|
on_train_dataloader                	|  7.5996e-06     	|1              	|  7.5996e-06     	|  5.4884e-07     	|
