VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  710.53         	|  100 %          	|
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run_training_epoch                 	|  3.938          	|167            	|  657.65         	|  92.558         	|
run_training_batch                 	|  0.28559        	|1000           	|  285.59         	|  40.194         	|
optimizer_step_with_closure_0      	|  0.28287        	|1000           	|  282.87         	|  39.811         	|
training_step_and_backward         	|  0.21521        	|1000           	|  215.21         	|  30.289         	|
model_forward                      	|  0.11345        	|1000           	|  113.45         	|  15.968         	|
training_step                      	|  0.11327        	|1000           	|  113.27         	|  15.941         	|
backward                           	|  0.10017        	|1000           	|  100.17         	|  14.098         	|
get_train_batch                    	|  0.072834       	|1167           	|  84.997         	|  11.962         	|
fetch_next_train_batch             	|  0.072805       	|1167           	|  84.964         	|  11.958         	|
run_validate_evaluation            	|  16.6           	|1              	|  16.6           	|  2.3363         	|
evaluation_step_and_end            	|  0.10704        	|125            	|  13.379         	|  1.883          	|
validation_step                    	|  0.10693        	|125            	|  13.367         	|  1.8812         	|
on_train_batch_end                 	|  0.0018755      	|1000           	|  1.8755         	|  0.26396        	|
zero_grad                          	|  0.0015566      	|1000           	|  1.5566         	|  0.21907        	|
get_validate_batch                 	|  0.0065359      	|126            	|  0.82352        	|  0.1159         	|
fetch_next_validate_batch          	|  0.006516       	|126            	|  0.82102        	|  0.11555        	|
training_batch_to_device           	|  0.0003627      	|1000           	|  0.3627         	|  0.051047       	|
on_train_batch_start               	|  0.00010013     	|1000           	|  0.10013        	|  0.014092       	|
on_train_epoch_end                 	|  0.00039784     	|167            	|  0.06644        	|  0.0093508      	|
on_train_epoch_start               	|  0.00033387     	|167            	|  0.055756       	|  0.0078472      	|
on_train_end                       	|  0.044232       	|1              	|  0.044232       	|  0.0062252      	|
on_batch_start                     	|  3.1528e-05     	|1000           	|  0.031528       	|  0.0044373      	|
evaluation_batch_to_device         	|  0.0002253      	|125            	|  0.028162       	|  0.0039636      	|
on_pretrain_routine_start          	|  0.022074       	|1              	|  0.022074       	|  0.0031068      	|
on_after_backward                  	|  2.0954e-05     	|1000           	|  0.020954       	|  0.0029491      	|
on_before_zero_grad                	|  1.8139e-05     	|1000           	|  0.018139       	|  0.0025529      	|
on_batch_end                       	|  1.5036e-05     	|1000           	|  0.015036       	|  0.0021162      	|
configure_optimizers               	|  0.013057       	|1              	|  0.013057       	|  0.0018377      	|
on_before_optimizer_step           	|  1.2788e-05     	|1000           	|  0.012788       	|  0.0017997      	|
on_before_backward                 	|  1.1984e-05     	|1000           	|  0.011984       	|  0.0016866      	|
training_step_end                  	|  7.406e-06      	|1000           	|  0.007406       	|  0.0010423      	|
on_validation_model_eval           	|  0.0040328      	|1              	|  0.0040328      	|  0.00056757     	|
on_validation_batch_end            	|  3.0699e-05     	|125            	|  0.0038374      	|  0.00054007     	|
on_epoch_start                     	|  1.1716e-05     	|168            	|  0.0019683      	|  0.00027702     	|
on_epoch_end                       	|  1.14e-05       	|168            	|  0.0019153      	|  0.00026956     	|
on_validation_batch_start          	|  1.393e-05      	|125            	|  0.0017412      	|  0.00024506     	|
on_train_start                     	|  0.0016873      	|1              	|  0.0016873      	|  0.00023747     	|
validation_step_end                	|  6.8391e-06     	|125            	|  0.00085489     	|  0.00012032     	|
on_validation_start                	|  0.00048442     	|1              	|  0.00048442     	|  6.8177e-05     	|
on_validation_end                  	|  0.00015002     	|1              	|  0.00015002     	|  2.1115e-05     	|
on_fit_end                         	|  6.6483e-05     	|1              	|  6.6483e-05     	|  9.3569e-06     	|
setup                              	|  2.7684e-05     	|2              	|  5.5367e-05     	|  7.7924e-06     	|
on_before_accelerator_backend_setup	|  2.5246e-05     	|2              	|  5.0493e-05     	|  7.1063e-06     	|
on_configure_sharded_model         	|  2.4152e-05     	|2              	|  4.8304e-05     	|  6.7983e-06     	|
teardown                           	|  2.1546e-05     	|2              	|  4.3092e-05     	|  6.0648e-06     	|
on_fit_start                       	|  4.2545e-05     	|1              	|  4.2545e-05     	|  5.9878e-06     	|
on_validation_epoch_end            	|  2.8769e-05     	|1              	|  2.8769e-05     	|  4.0489e-06     	|
on_validation_epoch_start          	|  2.3676e-05     	|1              	|  2.3676e-05     	|  3.3322e-06     	|
configure_callbacks                	|  1.0636e-05     	|2              	|  2.1271e-05     	|  2.9937e-06     	|
prepare_data                       	|  9.6383e-06     	|2              	|  1.9277e-05     	|  2.713e-06      	|
on_val_dataloader                  	|  8.2003e-06     	|2              	|  1.6401e-05     	|  2.3082e-06     	|
configure_sharded_model            	|  7.6937e-06     	|2              	|  1.5387e-05     	|  2.1656e-06     	|
on_pretrain_routine_end            	|  1.1927e-05     	|1              	|  1.1927e-05     	|  1.6785e-06     	|
on_train_dataloader                	|  8.6688e-06     	|1              	|  8.6688e-06     	|  1.22e-06       	|
