VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1688.9         	|  100 %          	|
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run_training_epoch                 	|  9.2429         	|167            	|  1543.6         	|  91.393         	|
run_training_batch                 	|  0.18705        	|8000           	|  1496.4         	|  88.599         	|
training_step_and_backward         	|  0.17688        	|8000           	|  1415.0         	|  83.783         	|
model_forward                      	|  0.093783       	|8000           	|  750.27         	|  44.422         	|
training_step                      	|  0.093649       	|8000           	|  749.19         	|  44.358         	|
backward                           	|  0.082909       	|8000           	|  663.27         	|  39.272         	|
optimizer_step_with_closure_0      	|  0.2355         	|1000           	|  235.5          	|  13.944         	|
run_validate_evaluation            	|  101.5          	|1              	|  101.5          	|  6.0095         	|
evaluation_step_and_end            	|  0.099492       	|1000           	|  99.492         	|  5.8908         	|
validation_step                    	|  0.099442       	|1000           	|  99.442         	|  5.8878         	|
get_train_batch                    	|  0.0033528      	|8167           	|  27.382         	|  1.6213         	|
fetch_next_train_batch             	|  0.0033353      	|8167           	|  27.239         	|  1.6128         	|
on_train_batch_end                 	|  0.0010707      	|8000           	|  8.5656         	|  0.50716        	|
training_batch_to_device           	|  0.00021962     	|8000           	|  1.7569         	|  0.10403        	|
get_validate_batch                 	|  0.0014692      	|1001           	|  1.4706         	|  0.087075       	|
fetch_next_validate_batch          	|  0.0014557      	|1001           	|  1.4571         	|  0.086276       	|
zero_grad                          	|  0.0013571      	|1000           	|  1.3571         	|  0.080351       	|
on_train_batch_start               	|  9.0532e-05     	|8000           	|  0.72426        	|  0.042882       	|
evaluation_batch_to_device         	|  0.00020626     	|1000           	|  0.20626        	|  0.012212       	|
on_batch_start                     	|  1.5351e-05     	|8000           	|  0.12281        	|  0.0072712      	|
on_batch_end                       	|  1.3195e-05     	|8000           	|  0.10556        	|  0.0062499      	|
on_before_backward                 	|  1.3161e-05     	|8000           	|  0.10529        	|  0.0062341      	|
on_after_backward                  	|  1.194e-05      	|8000           	|  0.095517       	|  0.0056554      	|
on_train_epoch_start               	|  0.00028764     	|167            	|  0.048035       	|  0.0028441      	|
training_step_end                  	|  5.978e-06      	|8000           	|  0.047824       	|  0.0028316      	|
on_train_epoch_end                 	|  0.0002577      	|167            	|  0.043036       	|  0.0025481      	|
on_train_end                       	|  0.026286       	|1              	|  0.026286       	|  0.0015564      	|
on_pretrain_routine_start          	|  0.022833       	|1              	|  0.022833       	|  0.0013519      	|
on_validation_batch_end            	|  1.8966e-05     	|1000           	|  0.018966       	|  0.001123       	|
on_before_zero_grad                	|  1.6166e-05     	|1000           	|  0.016166       	|  0.00095718     	|
on_before_optimizer_step           	|  1.3028e-05     	|1000           	|  0.013028       	|  0.00077136     	|
on_validation_batch_start          	|  1.0203e-05     	|1000           	|  0.010203       	|  0.00060408     	|
configure_optimizers               	|  0.0089357      	|1              	|  0.0089357      	|  0.00052907     	|
on_validation_model_eval           	|  0.0044779      	|1              	|  0.0044779      	|  0.00026513     	|
validation_step_end                	|  4.4752e-06     	|1000           	|  0.0044752      	|  0.00026497     	|
on_epoch_start                     	|  1.1151e-05     	|168            	|  0.0018734      	|  0.00011092     	|
on_epoch_end                       	|  1.0438e-05     	|168            	|  0.0017537      	|  0.00010383     	|
on_train_start                     	|  0.00074149     	|1              	|  0.00074149     	|  4.3903e-05     	|
on_validation_start                	|  0.00032022     	|1              	|  0.00032022     	|  1.896e-05      	|
on_validation_end                  	|  0.00011184     	|1              	|  0.00011184     	|  6.6219e-06     	|
on_before_accelerator_backend_setup	|  1.9422e-05     	|2              	|  3.8843e-05     	|  2.2998e-06     	|
teardown                           	|  1.613e-05      	|2              	|  3.226e-05      	|  1.9101e-06     	|
setup                              	|  1.4973e-05     	|2              	|  2.9945e-05     	|  1.773e-06      	|
on_configure_sharded_model         	|  1.3385e-05     	|2              	|  2.677e-05      	|  1.585e-06      	|
on_fit_end                         	|  1.9997e-05     	|1              	|  1.9997e-05     	|  1.184e-06      	|
on_fit_start                       	|  1.8906e-05     	|1              	|  1.8906e-05     	|  1.1194e-06     	|
on_validation_epoch_end            	|  1.8194e-05     	|1              	|  1.8194e-05     	|  1.0772e-06     	|
on_val_dataloader                  	|  6.512e-06      	|2              	|  1.3024e-05     	|  7.7114e-07     	|
on_pretrain_routine_end            	|  1.2875e-05     	|1              	|  1.2875e-05     	|  7.623e-07      	|
prepare_data                       	|  6.3871e-06     	|2              	|  1.2774e-05     	|  7.5635e-07     	|
configure_callbacks                	|  5.485e-06      	|2              	|  1.097e-05      	|  6.4952e-07     	|
configure_sharded_model            	|  4.955e-06      	|2              	|  9.91e-06       	|  5.8676e-07     	|
on_validation_epoch_start          	|  9.4681e-06     	|1              	|  9.4681e-06     	|  5.6059e-07     	|
on_train_dataloader                	|  4.5691e-06     	|1              	|  4.5691e-06     	|  2.7053e-07     	|
