VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  452.48         	|  100 %          	|
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run_training_epoch                 	|  6.5979         	|63             	|  415.67         	|  91.864         	|
run_training_batch                 	|  0.28014        	|1000           	|  280.14         	|  61.911         	|
optimizer_step_with_closure_0      	|  0.27696        	|1000           	|  276.96         	|  61.208         	|
training_step_and_backward         	|  0.21319        	|1000           	|  213.19         	|  47.115         	|
model_forward                      	|  0.10778        	|1000           	|  107.78         	|  23.819         	|
training_step                      	|  0.10759        	|1000           	|  107.59         	|  23.777         	|
backward                           	|  0.10387        	|1000           	|  103.87         	|  22.956         	|
get_train_batch                    	|  0.028925       	|1063           	|  30.748         	|  6.7953         	|
fetch_next_train_batch             	|  0.028902       	|1063           	|  30.723         	|  6.7898         	|
run_validate_evaluation            	|  7.723          	|1              	|  7.723          	|  1.7068         	|
evaluation_step_and_end            	|  0.1003         	|48             	|  4.8143         	|  1.064          	|
validation_step                    	|  0.10019        	|48             	|  4.8091         	|  1.0628         	|
on_train_batch_end                 	|  0.0020893      	|1000           	|  2.0893         	|  0.46175        	|
zero_grad                          	|  0.001503       	|1000           	|  1.503          	|  0.33217        	|
get_validate_batch                 	|  0.013141       	|49             	|  0.64391        	|  0.1423         	|
fetch_next_validate_batch          	|  0.013118       	|49             	|  0.64279        	|  0.14206        	|
training_batch_to_device           	|  0.00024626     	|1000           	|  0.24626        	|  0.054424       	|
on_train_batch_start               	|  9.6607e-05     	|1000           	|  0.096607       	|  0.02135        	|
on_train_end                       	|  0.064976       	|1              	|  0.064976       	|  0.01436        	|
on_after_backward                  	|  2.6594e-05     	|1000           	|  0.026594       	|  0.0058773      	|
on_pretrain_routine_start          	|  0.022183       	|1              	|  0.022183       	|  0.0049024      	|
on_batch_start                     	|  2.1568e-05     	|1000           	|  0.021568       	|  0.0047666      	|
on_train_epoch_end                 	|  0.00034174     	|63             	|  0.02153        	|  0.0047581      	|
on_train_epoch_start               	|  0.00033246     	|63             	|  0.020945       	|  0.0046289      	|
on_before_zero_grad                	|  1.7465e-05     	|1000           	|  0.017465       	|  0.0038598      	|
on_batch_end                       	|  1.5383e-05     	|1000           	|  0.015383       	|  0.0033996      	|
on_before_optimizer_step           	|  1.3243e-05     	|1000           	|  0.013243       	|  0.0029267      	|
on_before_backward                 	|  1.3178e-05     	|1000           	|  0.013178       	|  0.0029123      	|
evaluation_batch_to_device         	|  0.00026785     	|48             	|  0.012857       	|  0.0028414      	|
configure_optimizers               	|  0.0094648      	|1              	|  0.0094648      	|  0.0020917      	|
training_step_end                  	|  7.0313e-06     	|1000           	|  0.0070313      	|  0.0015539      	|
on_validation_model_eval           	|  0.0048787      	|1              	|  0.0048787      	|  0.0010782      	|
on_validation_batch_end            	|  3.8838e-05     	|48             	|  0.0018642      	|  0.00041199     	|
on_train_start                     	|  0.00085183     	|1              	|  0.00085183     	|  0.00018826     	|
on_validation_batch_start          	|  1.5995e-05     	|48             	|  0.00076775     	|  0.00016967     	|
on_epoch_end                       	|  1.123e-05      	|64             	|  0.00071873     	|  0.00015884     	|
on_epoch_start                     	|  1.0792e-05     	|64             	|  0.00069066     	|  0.00015264     	|
on_validation_start                	|  0.00066742     	|1              	|  0.00066742     	|  0.0001475      	|
validation_step_end                	|  8.7173e-06     	|48             	|  0.00041843     	|  9.2474e-05     	|
on_validation_end                  	|  0.00014845     	|1              	|  0.00014845     	|  3.2809e-05     	|
teardown                           	|  3.5422e-05     	|2              	|  7.0844e-05     	|  1.5657e-05     	|
setup                              	|  3.4926e-05     	|2              	|  6.9851e-05     	|  1.5437e-05     	|
on_before_accelerator_backend_setup	|  2.8311e-05     	|2              	|  5.6623e-05     	|  1.2514e-05     	|
on_fit_end                         	|  5.4508e-05     	|1              	|  5.4508e-05     	|  1.2046e-05     	|
on_configure_sharded_model         	|  2.4028e-05     	|2              	|  4.8056e-05     	|  1.0621e-05     	|
on_validation_epoch_end            	|  2.7621e-05     	|1              	|  2.7621e-05     	|  6.1043e-06     	|
on_val_dataloader                  	|  1.3549e-05     	|2              	|  2.7098e-05     	|  5.9887e-06     	|
on_fit_start                       	|  1.8548e-05     	|1              	|  1.8548e-05     	|  4.0992e-06     	|
configure_callbacks                	|  7.7989e-06     	|2              	|  1.5598e-05     	|  3.4471e-06     	|
prepare_data                       	|  7.7002e-06     	|2              	|  1.54e-05       	|  3.4035e-06     	|
configure_sharded_model            	|  6.8694e-06     	|2              	|  1.3739e-05     	|  3.0363e-06     	|
on_pretrain_routine_end            	|  1.2813e-05     	|1              	|  1.2813e-05     	|  2.8317e-06     	|
on_validation_epoch_start          	|  1.1463e-05     	|1              	|  1.1463e-05     	|  2.5333e-06     	|
on_train_dataloader                	|  6.9272e-06     	|1              	|  6.9272e-06     	|  1.5309e-06     	|
