VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1840.1         	|  100 %          	|
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run_training_epoch                 	|  26.345         	|63             	|  1659.7         	|  90.195         	|
run_training_batch                 	|  0.20309        	|8000           	|  1624.7         	|  88.295         	|
training_step_and_backward         	|  0.19192        	|8000           	|  1535.4         	|  83.438         	|
model_forward                      	|  0.10782        	|8000           	|  862.54         	|  46.874         	|
training_step                      	|  0.10769        	|8000           	|  861.48         	|  46.816         	|
backward                           	|  0.083919       	|8000           	|  671.35         	|  36.484         	|
optimizer_step_with_closure_0      	|  0.25023        	|1000           	|  250.23         	|  13.599         	|
run_validate_evaluation            	|  137.5          	|1              	|  137.5          	|  7.4724         	|
evaluation_step_and_end            	|  0.13552        	|1000           	|  135.52         	|  7.3647         	|
validation_step                    	|  0.13547        	|1000           	|  135.47         	|  7.362          	|
get_train_batch                    	|  0.002263       	|8063           	|  18.247         	|  0.99161        	|
fetch_next_train_batch             	|  0.0022465      	|8063           	|  18.114         	|  0.98437        	|
on_train_batch_end                 	|  0.0010817      	|8000           	|  8.6534         	|  0.47026        	|
training_batch_to_device           	|  0.00021485     	|8000           	|  1.7188         	|  0.093407       	|
get_validate_batch                 	|  0.0014519      	|1001           	|  1.4534         	|  0.078981       	|
fetch_next_validate_batch          	|  0.0014383      	|1001           	|  1.4398         	|  0.078243       	|
zero_grad                          	|  0.0013364      	|1000           	|  1.3364         	|  0.072627       	|
on_train_batch_start               	|  9.0079e-05     	|8000           	|  0.72063        	|  0.039162       	|
evaluation_batch_to_device         	|  0.00020701     	|1000           	|  0.20701        	|  0.01125        	|
on_batch_start                     	|  1.5609e-05     	|8000           	|  0.12487        	|  0.0067858      	|
on_batch_end                       	|  1.3822e-05     	|8000           	|  0.11058        	|  0.0060092      	|
on_before_backward                 	|  1.2711e-05     	|8000           	|  0.10168        	|  0.0055259      	|
on_after_backward                  	|  1.1753e-05     	|8000           	|  0.09402        	|  0.0051094      	|
training_step_end                  	|  5.7732e-06     	|8000           	|  0.046185       	|  0.0025099      	|
on_train_end                       	|  0.025748       	|1              	|  0.025748       	|  0.0013992      	|
on_pretrain_routine_start          	|  0.022419       	|1              	|  0.022419       	|  0.0012183      	|
on_validation_batch_end            	|  1.888e-05      	|1000           	|  0.01888        	|  0.001026       	|
on_train_epoch_start               	|  0.00029619     	|63             	|  0.01866        	|  0.001014       	|
on_train_epoch_end                 	|  0.00029206     	|63             	|  0.0184         	|  0.00099991     	|
on_before_zero_grad                	|  1.4293e-05     	|1000           	|  0.014293       	|  0.00077676     	|
on_before_optimizer_step           	|  1.1473e-05     	|1000           	|  0.011473       	|  0.00062349     	|
on_validation_batch_start          	|  1.0786e-05     	|1000           	|  0.010786       	|  0.00058616     	|
configure_optimizers               	|  0.0088853      	|1              	|  0.0088853      	|  0.00048286     	|
validation_step_end                	|  4.9362e-06     	|1000           	|  0.0049362      	|  0.00026825     	|
on_validation_model_eval           	|  0.0039846      	|1              	|  0.0039846      	|  0.00021654     	|
on_train_start                     	|  0.00074986     	|1              	|  0.00074986     	|  4.075e-05      	|
on_epoch_start                     	|  1.0568e-05     	|64             	|  0.00067637     	|  3.6756e-05     	|
on_epoch_end                       	|  1.0357e-05     	|64             	|  0.00066283     	|  3.6021e-05     	|
on_validation_start                	|  0.00033769     	|1              	|  0.00033769     	|  1.8351e-05     	|
on_validation_end                  	|  0.0001244      	|1              	|  0.0001244      	|  6.7605e-06     	|
setup                              	|  2.3373e-05     	|2              	|  4.6747e-05     	|  2.5404e-06     	|
on_before_accelerator_backend_setup	|  1.9677e-05     	|2              	|  3.9353e-05     	|  2.1386e-06     	|
teardown                           	|  1.6862e-05     	|2              	|  3.3724e-05     	|  1.8327e-06     	|
on_configure_sharded_model         	|  1.6736e-05     	|2              	|  3.3473e-05     	|  1.819e-06      	|
on_fit_end                         	|  2.3334e-05     	|1              	|  2.3334e-05     	|  1.268e-06      	|
on_fit_start                       	|  1.7723e-05     	|1              	|  1.7723e-05     	|  9.6314e-07     	|
on_validation_epoch_end            	|  1.7623e-05     	|1              	|  1.7623e-05     	|  9.577e-07      	|
prepare_data                       	|  6.1166e-06     	|2              	|  1.2233e-05     	|  6.648e-07      	|
on_val_dataloader                  	|  6.0516e-06     	|2              	|  1.2103e-05     	|  6.5774e-07     	|
on_pretrain_routine_end            	|  1.1261e-05     	|1              	|  1.1261e-05     	|  6.1197e-07     	|
configure_sharded_model            	|  5.4504e-06     	|2              	|  1.0901e-05     	|  5.924e-07      	|
on_validation_epoch_start          	|  1.0189e-05     	|1              	|  1.0189e-05     	|  5.5372e-07     	|
configure_callbacks                	|  4.9595e-06     	|2              	|  9.9191e-06     	|  5.3904e-07     	|
on_train_dataloader                	|  4.058e-06      	|1              	|  4.058e-06      	|  2.2053e-07     	|
