VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1900.0         	|  100 %          	|
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run_training_epoch                 	|  3.4366         	|500            	|  1718.3         	|  90.439         	|
run_training_batch                 	|  0.20382        	|8000           	|  1630.6         	|  85.822         	|
training_step_and_backward         	|  0.19261        	|8000           	|  1540.9         	|  81.102         	|
model_forward                      	|  0.10688        	|8000           	|  855.06         	|  45.004         	|
training_step                      	|  0.10675        	|8000           	|  853.97         	|  44.947         	|
backward                           	|  0.085538       	|8000           	|  684.3          	|  36.017         	|
optimizer_step_with_closure_0      	|  0.2523         	|1000           	|  252.3          	|  13.279         	|
run_validate_evaluation            	|  137.76         	|1              	|  137.76         	|  7.2505         	|
evaluation_step_and_end            	|  0.13573        	|1000           	|  135.73         	|  7.1439         	|
validation_step                    	|  0.13568        	|1000           	|  135.68         	|  7.1412         	|
get_train_batch                    	|  0.0068002      	|8500           	|  57.801         	|  3.0422         	|
fetch_next_train_batch             	|  0.006781       	|8500           	|  57.638         	|  3.0336         	|
on_train_batch_end                 	|  0.0011006      	|8000           	|  8.805          	|  0.46343        	|
training_batch_to_device           	|  0.00023609     	|8000           	|  1.8887         	|  0.099408       	|
get_validate_batch                 	|  0.0014773      	|1001           	|  1.4788         	|  0.077832       	|
fetch_next_validate_batch          	|  0.0014633      	|1001           	|  1.4648         	|  0.077096       	|
zero_grad                          	|  0.0013865      	|1000           	|  1.3865         	|  0.072977       	|
on_train_batch_start               	|  9.1934e-05     	|8000           	|  0.73547        	|  0.03871        	|
evaluation_batch_to_device         	|  0.00021564     	|1000           	|  0.21564        	|  0.01135        	|
on_train_epoch_start               	|  0.00028353     	|500            	|  0.14177        	|  0.0074615      	|
on_batch_start                     	|  1.708e-05      	|8000           	|  0.13664        	|  0.0071916      	|
on_train_epoch_end                 	|  0.00027252     	|500            	|  0.13626        	|  0.0071716      	|
on_batch_end                       	|  1.3205e-05     	|8000           	|  0.10564        	|  0.0055602      	|
on_before_backward                 	|  1.2491e-05     	|8000           	|  0.099928       	|  0.0052595      	|
on_after_backward                  	|  1.1291e-05     	|8000           	|  0.090327       	|  0.0047541      	|
training_step_end                  	|  6.1384e-06     	|8000           	|  0.049107       	|  0.0025846      	|
on_train_end                       	|  0.024528       	|1              	|  0.024528       	|  0.001291       	|
on_pretrain_routine_start          	|  0.02292        	|1              	|  0.02292        	|  0.0012063      	|
on_validation_batch_end            	|  2.016e-05      	|1000           	|  0.02016        	|  0.0010611      	|
on_before_zero_grad                	|  1.965e-05      	|1000           	|  0.01965        	|  0.0010342      	|
on_before_optimizer_step           	|  1.8e-05        	|1000           	|  0.018          	|  0.00094738     	|
on_validation_batch_start          	|  9.9767e-06     	|1000           	|  0.0099767      	|  0.0005251      	|
configure_optimizers               	|  0.0078316      	|1              	|  0.0078316      	|  0.0004122      	|
on_epoch_start                     	|  1.0747e-05     	|501            	|  0.0053841      	|  0.00028338     	|
on_epoch_end                       	|  1.0455e-05     	|501            	|  0.0052378      	|  0.00027568     	|
validation_step_end                	|  4.6127e-06     	|1000           	|  0.0046127      	|  0.00024278     	|
on_validation_model_eval           	|  0.0038936      	|1              	|  0.0038936      	|  0.00020493     	|
on_train_start                     	|  0.00069989     	|1              	|  0.00069989     	|  3.6837e-05     	|
on_validation_start                	|  0.00030648     	|1              	|  0.00030648     	|  1.6131e-05     	|
on_validation_end                  	|  0.00010945     	|1              	|  0.00010945     	|  5.7608e-06     	|
setup                              	|  2.2087e-05     	|2              	|  4.4174e-05     	|  2.325e-06      	|
on_before_accelerator_backend_setup	|  1.847e-05      	|2              	|  3.694e-05      	|  1.9443e-06     	|
on_configure_sharded_model         	|  1.6962e-05     	|2              	|  3.3924e-05     	|  1.7855e-06     	|
teardown                           	|  1.618e-05      	|2              	|  3.2361e-05     	|  1.7032e-06     	|
on_fit_end                         	|  2.1751e-05     	|1              	|  2.1751e-05     	|  1.1448e-06     	|
on_fit_start                       	|  1.6912e-05     	|1              	|  1.6912e-05     	|  8.9013e-07     	|
on_validation_epoch_end            	|  1.6601e-05     	|1              	|  1.6601e-05     	|  8.7374e-07     	|
prepare_data                       	|  6.1016e-06     	|2              	|  1.2203e-05     	|  6.4228e-07     	|
on_val_dataloader                  	|  5.921e-06      	|2              	|  1.1842e-05     	|  6.2327e-07     	|
configure_sharded_model            	|  5.3999e-06     	|2              	|  1.08e-05       	|  5.6842e-07     	|
configure_callbacks                	|  5.135e-06      	|2              	|  1.027e-05      	|  5.4053e-07     	|
on_pretrain_routine_end            	|  9.4681e-06     	|1              	|  9.4681e-06     	|  4.9833e-07     	|
on_validation_epoch_start          	|  9.317e-06      	|1              	|  9.317e-06      	|  4.9037e-07     	|
on_train_dataloader                	|  4.028e-06      	|1              	|  4.028e-06      	|  2.12e-07       	|
