VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1837.7         	|  100 %          	|
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run_training_epoch                 	|  26.307         	|63             	|  1657.3         	|  90.185         	|
run_training_batch                 	|  0.2028         	|8000           	|  1622.4         	|  88.287         	|
training_step_and_backward         	|  0.19167        	|8000           	|  1533.3         	|  83.439         	|
model_forward                      	|  0.10739        	|8000           	|  859.09         	|  46.749         	|
training_step                      	|  0.10725        	|8000           	|  858.03         	|  46.691         	|
backward                           	|  0.084097       	|8000           	|  672.78         	|  36.61          	|
optimizer_step_with_closure_0      	|  0.25051        	|1000           	|  250.51         	|  13.632         	|
run_validate_evaluation            	|  137.53         	|1              	|  137.53         	|  7.4842         	|
evaluation_step_and_end            	|  0.13552        	|1000           	|  135.52         	|  7.3745         	|
validation_step                    	|  0.13547        	|1000           	|  135.47         	|  7.3717         	|
get_train_batch                    	|  0.0022525      	|8063           	|  18.162         	|  0.98829        	|
fetch_next_train_batch             	|  0.0022358      	|8063           	|  18.027         	|  0.98097        	|
on_train_batch_end                 	|  0.0010794      	|8000           	|  8.6354         	|  0.46991        	|
training_batch_to_device           	|  0.00021533     	|8000           	|  1.7226         	|  0.093739       	|
get_validate_batch                 	|  0.0014717      	|1001           	|  1.4731         	|  0.080163       	|
fetch_next_validate_batch          	|  0.0014577      	|1001           	|  1.4591         	|  0.079401       	|
zero_grad                          	|  0.0013326      	|1000           	|  1.3326         	|  0.072515       	|
on_train_batch_start               	|  9.0856e-05     	|8000           	|  0.72685        	|  0.039552       	|
evaluation_batch_to_device         	|  0.00021292     	|1000           	|  0.21292        	|  0.011586       	|
on_batch_start                     	|  1.4844e-05     	|8000           	|  0.11875        	|  0.0064621      	|
on_batch_end                       	|  1.3583e-05     	|8000           	|  0.10866        	|  0.0059132      	|
on_before_backward                 	|  1.2506e-05     	|8000           	|  0.10004        	|  0.0054441      	|
on_after_backward                  	|  1.244e-05      	|8000           	|  0.099518       	|  0.0054154      	|
training_step_end                  	|  5.7912e-06     	|8000           	|  0.04633        	|  0.0025211      	|
on_train_end                       	|  0.025866       	|1              	|  0.025866       	|  0.0014075      	|
on_pretrain_routine_start          	|  0.022976       	|1              	|  0.022976       	|  0.0012503      	|
on_validation_batch_end            	|  1.9704e-05     	|1000           	|  0.019704       	|  0.0010722      	|
on_train_epoch_start               	|  0.00029311     	|63             	|  0.018466       	|  0.0010049      	|
on_train_epoch_end                 	|  0.00027491     	|63             	|  0.017319       	|  0.00094244     	|
on_before_zero_grad                	|  1.5052e-05     	|1000           	|  0.015052       	|  0.00081909     	|
on_before_optimizer_step           	|  1.2144e-05     	|1000           	|  0.012144       	|  0.00066082     	|
on_validation_batch_start          	|  9.7558e-06     	|1000           	|  0.0097558      	|  0.00053088     	|
configure_optimizers               	|  0.0077698      	|1              	|  0.0077698      	|  0.00042281     	|
validation_step_end                	|  4.9211e-06     	|1000           	|  0.0049211      	|  0.00026779     	|
on_validation_model_eval           	|  0.004457       	|1              	|  0.004457       	|  0.00024253     	|
on_train_start                     	|  0.00079457     	|1              	|  0.00079457     	|  4.3237e-05     	|
on_epoch_end                       	|  1.0817e-05     	|64             	|  0.00069229     	|  3.7672e-05     	|
on_epoch_start                     	|  1.068e-05      	|64             	|  0.00068354     	|  3.7196e-05     	|
on_validation_start                	|  0.00032641     	|1              	|  0.00032641     	|  1.7762e-05     	|
on_validation_end                  	|  0.0001132      	|1              	|  0.0001132      	|  6.1601e-06     	|
setup                              	|  2.0839e-05     	|2              	|  4.1678e-05     	|  2.268e-06      	|
on_before_accelerator_backend_setup	|  1.9742e-05     	|2              	|  3.9484e-05     	|  2.1486e-06     	|
on_configure_sharded_model         	|  1.8214e-05     	|2              	|  3.6428e-05     	|  1.9823e-06     	|
teardown                           	|  1.57e-05       	|2              	|  3.1399e-05     	|  1.7086e-06     	|
on_fit_end                         	|  2.1801e-05     	|1              	|  2.1801e-05     	|  1.1863e-06     	|
on_validation_epoch_end            	|  1.8544e-05     	|1              	|  1.8544e-05     	|  1.0091e-06     	|
on_fit_start                       	|  1.6872e-05     	|1              	|  1.6872e-05     	|  9.1812e-07     	|
prepare_data                       	|  6.5224e-06     	|2              	|  1.3045e-05     	|  7.0985e-07     	|
configure_sharded_model            	|  6.2714e-06     	|2              	|  1.2543e-05     	|  6.8254e-07     	|
on_val_dataloader                  	|  6.1915e-06     	|2              	|  1.2383e-05     	|  6.7385e-07     	|
configure_callbacks                	|  5.3e-06        	|2              	|  1.06e-05       	|  5.7682e-07     	|
on_pretrain_routine_end            	|  1.0059e-05     	|1              	|  1.0059e-05     	|  5.4738e-07     	|
on_validation_epoch_start          	|  9.5582e-06     	|1              	|  9.5582e-06     	|  5.2012e-07     	|
on_train_dataloader                	|  4.1879e-06     	|1              	|  4.1879e-06     	|  2.2789e-07     	|
