VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  586.3          	|  100 %          	|
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run_training_epoch                 	|  8.1752         	|63             	|  515.04         	|  87.846         	|
run_training_batch                 	|  0.37676        	|1000           	|  376.76         	|  64.26          	|
optimizer_step_with_closure_0      	|  0.37359        	|1000           	|  373.59         	|  63.72          	|
training_step_and_backward         	|  0.26968        	|1000           	|  269.68         	|  45.998         	|
model_forward                      	|  0.13752        	|1000           	|  137.52         	|  23.456         	|
training_step                      	|  0.13733        	|1000           	|  137.33         	|  23.424         	|
backward                           	|  0.13064        	|1000           	|  130.64         	|  22.283         	|
get_train_batch                    	|  0.029781       	|1063           	|  31.657         	|  5.3995         	|
fetch_next_train_batch             	|  0.029756       	|1063           	|  31.631         	|  5.395          	|
run_validate_evaluation            	|  31.312         	|1              	|  31.312         	|  5.3406         	|
evaluation_step_and_end            	|  0.22391        	|125            	|  27.989         	|  4.7739         	|
validation_step                    	|  0.22379        	|125            	|  27.974         	|  4.7713         	|
on_train_batch_end                 	|  0.0021817      	|1000           	|  2.1817         	|  0.37211        	|
zero_grad                          	|  0.0014842      	|1000           	|  1.4842         	|  0.25315        	|
get_validate_batch                 	|  0.0072109      	|126            	|  0.90857        	|  0.15497        	|
fetch_next_validate_batch          	|  0.0071859      	|126            	|  0.90542        	|  0.15443        	|
training_batch_to_device           	|  0.0002795      	|1000           	|  0.2795         	|  0.047673       	|
on_train_batch_start               	|  9.7825e-05     	|1000           	|  0.097825       	|  0.016685       	|
on_train_end                       	|  0.047261       	|1              	|  0.047261       	|  0.0080609      	|
evaluation_batch_to_device         	|  0.00032522     	|125            	|  0.040653       	|  0.0069339      	|
on_train_epoch_end                 	|  0.00042662     	|63             	|  0.026877       	|  0.0045843      	|
on_train_epoch_start               	|  0.00041205     	|63             	|  0.025959       	|  0.0044277      	|
on_after_backward                  	|  2.5839e-05     	|1000           	|  0.025839       	|  0.0044072      	|
on_pretrain_routine_start          	|  0.023453       	|1              	|  0.023453       	|  0.0040002      	|
on_batch_start                     	|  2.2989e-05     	|1000           	|  0.022989       	|  0.0039211      	|
on_before_zero_grad                	|  1.8171e-05     	|1000           	|  0.018171       	|  0.0030992      	|
on_batch_end                       	|  1.5924e-05     	|1000           	|  0.015924       	|  0.0027161      	|
on_before_optimizer_step           	|  1.3913e-05     	|1000           	|  0.013913       	|  0.0023731      	|
on_before_backward                 	|  1.3824e-05     	|1000           	|  0.013824       	|  0.0023579      	|
configure_optimizers               	|  0.010426       	|1              	|  0.010426       	|  0.0017782      	|
training_step_end                  	|  7.5004e-06     	|1000           	|  0.0075004      	|  0.0012793      	|
on_validation_model_eval           	|  0.0065981      	|1              	|  0.0065981      	|  0.0011254      	|
on_validation_batch_end            	|  4.2098e-05     	|125            	|  0.0052622      	|  0.00089753     	|
on_validation_batch_start          	|  1.7752e-05     	|125            	|  0.002219       	|  0.00037848     	|
on_train_start                     	|  0.0019919      	|1              	|  0.0019919      	|  0.00033975     	|
validation_step_end                	|  9.0036e-06     	|125            	|  0.0011255      	|  0.00019196     	|
on_epoch_end                       	|  1.2183e-05     	|64             	|  0.00077968     	|  0.00013298     	|
on_epoch_start                     	|  1.1607e-05     	|64             	|  0.00074283     	|  0.0001267      	|
on_validation_start                	|  0.0004917      	|1              	|  0.0004917      	|  8.3865e-05     	|
on_validation_end                  	|  0.00021764     	|1              	|  0.00021764     	|  3.7121e-05     	|
on_configure_sharded_model         	|  3.3729e-05     	|2              	|  6.7458e-05     	|  1.1506e-05     	|
on_before_accelerator_backend_setup	|  3.3304e-05     	|2              	|  6.6608e-05     	|  1.1361e-05     	|
on_fit_end                         	|  5.5628e-05     	|1              	|  5.5628e-05     	|  9.488e-06      	|
setup                              	|  2.5555e-05     	|2              	|  5.1109e-05     	|  8.7173e-06     	|
teardown                           	|  2.5362e-05     	|2              	|  5.0724e-05     	|  8.6515e-06     	|
on_fit_start                       	|  4.2463e-05     	|1              	|  4.2463e-05     	|  7.2425e-06     	|
on_validation_epoch_end            	|  3.9225e-05     	|1              	|  3.9225e-05     	|  6.6904e-06     	|
configure_callbacks                	|  1.474e-05      	|2              	|  2.948e-05      	|  5.0282e-06     	|
prepare_data                       	|  9.9512e-06     	|2              	|  1.9902e-05     	|  3.3946e-06     	|
on_pretrain_routine_end            	|  1.5408e-05     	|1              	|  1.5408e-05     	|  2.628e-06      	|
configure_sharded_model            	|  7.6862e-06     	|2              	|  1.5372e-05     	|  2.622e-06      	|
on_val_dataloader                  	|  7.4022e-06     	|2              	|  1.4804e-05     	|  2.5251e-06     	|
on_validation_epoch_start          	|  9.8683e-06     	|1              	|  9.8683e-06     	|  1.6832e-06     	|
on_train_dataloader                	|  5.6271e-06     	|1              	|  5.6271e-06     	|  9.5976e-07     	|
