VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1878.3         	|  100 %          	|
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run_training_epoch                 	|  3.3922         	|500            	|  1696.1         	|  90.297         	|
run_training_batch                 	|  0.2011         	|8000           	|  1608.8         	|  85.649         	|
training_step_and_backward         	|  0.18993        	|8000           	|  1519.4         	|  80.891         	|
model_forward                      	|  0.10668        	|8000           	|  853.47         	|  45.437         	|
training_step                      	|  0.10655        	|8000           	|  852.38         	|  45.379         	|
backward                           	|  0.083056       	|8000           	|  664.45         	|  35.374         	|
optimizer_step_with_closure_0      	|  0.24754        	|1000           	|  247.54         	|  13.179         	|
run_validate_evaluation            	|  138.04         	|1              	|  138.04         	|  7.3493         	|
evaluation_step_and_end            	|  0.13607        	|1000           	|  136.07         	|  7.2442         	|
validation_step                    	|  0.13602        	|1000           	|  136.02         	|  7.2416         	|
get_train_batch                    	|  0.0067806      	|8500           	|  57.635         	|  3.0684         	|
fetch_next_train_batch             	|  0.0067614      	|8500           	|  57.472         	|  3.0597         	|
on_train_batch_end                 	|  0.0011089      	|8000           	|  8.8711         	|  0.47228        	|
training_batch_to_device           	|  0.00023393     	|8000           	|  1.8714         	|  0.099631       	|
get_validate_batch                 	|  0.001457       	|1001           	|  1.4585         	|  0.077646       	|
fetch_next_validate_batch          	|  0.001443       	|1001           	|  1.4444         	|  0.0769         	|
zero_grad                          	|  0.0013478      	|1000           	|  1.3478         	|  0.071757       	|
on_train_batch_start               	|  9.1635e-05     	|8000           	|  0.73308        	|  0.039028       	|
evaluation_batch_to_device         	|  0.00020011     	|1000           	|  0.20011        	|  0.010654       	|
on_train_epoch_start               	|  0.00028628     	|500            	|  0.14314        	|  0.0076206      	|
on_batch_start                     	|  1.698e-05      	|8000           	|  0.13584        	|  0.007232       	|
on_train_epoch_end                 	|  0.00025914     	|500            	|  0.12957        	|  0.006898       	|
on_batch_end                       	|  1.3838e-05     	|8000           	|  0.11071        	|  0.0058939      	|
on_before_backward                 	|  1.2703e-05     	|8000           	|  0.10163        	|  0.0054104      	|
on_after_backward                  	|  1.1907e-05     	|8000           	|  0.095258       	|  0.0050714      	|
training_step_end                  	|  6.2823e-06     	|8000           	|  0.050259       	|  0.0026757      	|
on_train_end                       	|  0.024789       	|1              	|  0.024789       	|  0.0013197      	|
on_pretrain_routine_start          	|  0.022833       	|1              	|  0.022833       	|  0.0012156      	|
on_before_zero_grad                	|  2.0816e-05     	|1000           	|  0.020816       	|  0.0011082      	|
on_validation_batch_end            	|  1.8691e-05     	|1000           	|  0.018691       	|  0.0009951      	|
on_before_optimizer_step           	|  1.5236e-05     	|1000           	|  0.015236       	|  0.00081114     	|
on_validation_batch_start          	|  9.8729e-06     	|1000           	|  0.0098729      	|  0.00052562     	|
configure_optimizers               	|  0.0081441      	|1              	|  0.0081441      	|  0.00043358     	|
on_epoch_start                     	|  1.1064e-05     	|501            	|  0.0055428      	|  0.00029509     	|
on_epoch_end                       	|  1.0034e-05     	|501            	|  0.0050269      	|  0.00026762     	|
validation_step_end                	|  4.6476e-06     	|1000           	|  0.0046476      	|  0.00024743     	|
on_validation_model_eval           	|  0.0041853      	|1              	|  0.0041853      	|  0.00022282     	|
on_train_start                     	|  0.00071883     	|1              	|  0.00071883     	|  3.8269e-05     	|
on_validation_start                	|  0.00030845     	|1              	|  0.00030845     	|  1.6421e-05     	|
on_validation_end                  	|  0.00010559     	|1              	|  0.00010559     	|  5.6213e-06     	|
setup                              	|  2.3369e-05     	|2              	|  4.6737e-05     	|  2.4882e-06     	|
on_before_accelerator_backend_setup	|  1.8976e-05     	|2              	|  3.7952e-05     	|  2.0205e-06     	|
on_configure_sharded_model         	|  1.629e-05      	|2              	|  3.2581e-05     	|  1.7346e-06     	|
teardown                           	|  1.4828e-05     	|2              	|  2.9656e-05     	|  1.5788e-06     	|
on_fit_end                         	|  2.3934e-05     	|1              	|  2.3934e-05     	|  1.2742e-06     	|
on_validation_epoch_end            	|  1.7733e-05     	|1              	|  1.7733e-05     	|  9.4407e-07     	|
on_fit_start                       	|  1.6642e-05     	|1              	|  1.6642e-05     	|  8.86e-07       	|
prepare_data                       	|  6.1216e-06     	|2              	|  1.2243e-05     	|  6.5181e-07     	|
on_val_dataloader                  	|  5.6606e-06     	|2              	|  1.1321e-05     	|  6.0272e-07     	|
configure_sharded_model            	|  5.5149e-06     	|2              	|  1.103e-05      	|  5.8721e-07     	|
configure_callbacks                	|  5.3304e-06     	|2              	|  1.0661e-05     	|  5.6757e-07     	|
on_pretrain_routine_end            	|  9.879e-06      	|1              	|  9.879e-06      	|  5.2594e-07     	|
on_validation_epoch_start          	|  9.198e-06      	|1              	|  9.198e-06      	|  4.8969e-07     	|
on_train_dataloader                	|  3.9269e-06     	|1              	|  3.9269e-06     	|  2.0906e-07     	|
