VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1671.1         	|  100 %          	|
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run_training_epoch                 	|  72.679         	|21             	|  1526.3         	|  91.333         	|
run_training_batch                 	|  0.18701        	|8000           	|  1496.1         	|  89.529         	|
training_step_and_backward         	|  0.17672        	|8000           	|  1413.8         	|  84.602         	|
model_forward                      	|  0.09348        	|8000           	|  747.84         	|  44.751         	|
training_step                      	|  0.093348       	|8000           	|  746.79         	|  44.688         	|
backward                           	|  0.083059       	|8000           	|  664.47         	|  39.763         	|
optimizer_step_with_closure_0      	|  0.23674        	|1000           	|  236.74         	|  14.167         	|
run_validate_evaluation            	|  101.35         	|1              	|  101.35         	|  6.0647         	|
evaluation_step_and_end            	|  0.099346       	|1000           	|  99.346         	|  5.9449         	|
validation_step                    	|  0.099296       	|1000           	|  99.296         	|  5.9419         	|
get_train_batch                    	|  0.0018306      	|8021           	|  14.683         	|  0.87866        	|
fetch_next_train_batch             	|  0.0018147      	|8021           	|  14.556         	|  0.87102        	|
on_train_batch_end                 	|  0.0010716      	|8000           	|  8.5726         	|  0.51299        	|
training_batch_to_device           	|  0.00021027     	|8000           	|  1.6821         	|  0.10066        	|
get_validate_batch                 	|  0.0014688      	|1001           	|  1.4703         	|  0.087982       	|
fetch_next_validate_batch          	|  0.001455       	|1001           	|  1.4565         	|  0.087156       	|
zero_grad                          	|  0.0013297      	|1000           	|  1.3297         	|  0.079573       	|
on_train_batch_start               	|  9.0133e-05     	|8000           	|  0.72106        	|  0.043149       	|
evaluation_batch_to_device         	|  0.0002019      	|1000           	|  0.2019         	|  0.012082       	|
on_batch_start                     	|  1.4734e-05     	|8000           	|  0.11787        	|  0.0070536      	|
on_before_backward                 	|  1.3476e-05     	|8000           	|  0.10781        	|  0.0064515      	|
on_batch_end                       	|  1.2989e-05     	|8000           	|  0.10391        	|  0.006218       	|
on_after_backward                  	|  1.1972e-05     	|8000           	|  0.095778       	|  0.0057315      	|
training_step_end                  	|  5.3693e-06     	|8000           	|  0.042955       	|  0.0025704      	|
on_train_end                       	|  0.026412       	|1              	|  0.026412       	|  0.0015805      	|
on_pretrain_routine_start          	|  0.023076       	|1              	|  0.023076       	|  0.0013809      	|
on_validation_batch_end            	|  1.829e-05      	|1000           	|  0.01829        	|  0.0010945      	|
on_before_zero_grad                	|  1.4354e-05     	|1000           	|  0.014354       	|  0.00085894     	|
on_before_optimizer_step           	|  1.0705e-05     	|1000           	|  0.010705       	|  0.0006406      	|
on_validation_batch_start          	|  9.8162e-06     	|1000           	|  0.0098162      	|  0.00058741     	|
configure_optimizers               	|  0.0085697      	|1              	|  0.0085697      	|  0.00051282     	|
on_train_epoch_end                 	|  0.00028605     	|21             	|  0.0060071      	|  0.00035947     	|
on_train_epoch_start               	|  0.00028436     	|21             	|  0.0059715      	|  0.00035734     	|
validation_step_end                	|  4.624e-06      	|1000           	|  0.004624       	|  0.0002767      	|
on_validation_model_eval           	|  0.0045815      	|1              	|  0.0045815      	|  0.00027416     	|
on_train_start                     	|  0.00071255     	|1              	|  0.00071255     	|  4.264e-05      	|
on_validation_start                	|  0.00032366     	|1              	|  0.00032366     	|  1.9368e-05     	|
on_epoch_start                     	|  1.0857e-05     	|22             	|  0.00023886     	|  1.4293e-05     	|
on_epoch_end                       	|  1.0558e-05     	|22             	|  0.00023229     	|  1.39e-05       	|
on_validation_end                  	|  0.00011377     	|1              	|  0.00011377     	|  6.8083e-06     	|
on_before_accelerator_backend_setup	|  1.864e-05      	|2              	|  3.728e-05      	|  2.2309e-06     	|
teardown                           	|  1.6481e-05     	|2              	|  3.2962e-05     	|  1.9725e-06     	|
on_configure_sharded_model         	|  1.3881e-05     	|2              	|  2.7762e-05     	|  1.6613e-06     	|
setup                              	|  1.336e-05      	|2              	|  2.672e-05      	|  1.599e-06      	|
on_fit_end                         	|  2.131e-05      	|1              	|  2.131e-05      	|  1.2752e-06     	|
on_validation_epoch_end            	|  2.0629e-05     	|1              	|  2.0629e-05     	|  1.2345e-06     	|
on_fit_start                       	|  1.8044e-05     	|1              	|  1.8044e-05     	|  1.0798e-06     	|
on_val_dataloader                  	|  6.818e-06      	|2              	|  1.3636e-05     	|  8.1599e-07     	|
prepare_data                       	|  5.5251e-06     	|2              	|  1.105e-05      	|  6.6125e-07     	|
configure_callbacks                	|  5.505e-06      	|2              	|  1.101e-05      	|  6.5885e-07     	|
configure_sharded_model            	|  5.425e-06      	|2              	|  1.085e-05      	|  6.4927e-07     	|
on_pretrain_routine_end            	|  1.044e-05      	|1              	|  1.044e-05      	|  6.2473e-07     	|
on_validation_epoch_start          	|  1.0249e-05     	|1              	|  1.0249e-05     	|  6.1331e-07     	|
on_train_dataloader                	|  4.1681e-06     	|1              	|  4.1681e-06     	|  2.4942e-07     	|
