VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1884.8         	|  100 %          	|
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run_training_epoch                 	|  3.4057         	|500            	|  1702.8         	|  90.344         	|
run_training_batch                 	|  0.20197        	|8000           	|  1615.8         	|  85.726         	|
training_step_and_backward         	|  0.19105        	|8000           	|  1528.4         	|  81.087         	|
model_forward                      	|  0.10628        	|8000           	|  850.23         	|  45.109         	|
training_step                      	|  0.10614        	|8000           	|  849.14         	|  45.051         	|
backward                           	|  0.084573       	|8000           	|  676.58         	|  35.896         	|
optimizer_step_with_closure_0      	|  0.2498         	|1000           	|  249.8          	|  13.253         	|
run_validate_evaluation            	|  137.89         	|1              	|  137.89         	|  7.316          	|
evaluation_step_and_end            	|  0.13591        	|1000           	|  135.91         	|  7.2105         	|
validation_step                    	|  0.13586        	|1000           	|  135.86         	|  7.2079         	|
get_train_batch                    	|  0.0067777      	|8500           	|  57.61          	|  3.0565         	|
fetch_next_train_batch             	|  0.0067587      	|8500           	|  57.449         	|  3.0479         	|
on_train_batch_end                 	|  0.0010949      	|8000           	|  8.7592         	|  0.46472        	|
training_batch_to_device           	|  0.00023394     	|8000           	|  1.8715         	|  0.099294       	|
get_validate_batch                 	|  0.0014643      	|1001           	|  1.4658         	|  0.077767       	|
fetch_next_validate_batch          	|  0.0014504      	|1001           	|  1.4519         	|  0.077029       	|
zero_grad                          	|  0.0013999      	|1000           	|  1.3999         	|  0.074269       	|
on_train_batch_start               	|  9.1818e-05     	|8000           	|  0.73454        	|  0.038971       	|
evaluation_batch_to_device         	|  0.00020118     	|1000           	|  0.20118        	|  0.010674       	|
on_train_epoch_start               	|  0.00027942     	|500            	|  0.13971        	|  0.0074122      	|
on_batch_start                     	|  1.6889e-05     	|8000           	|  0.13511        	|  0.0071682      	|
on_train_epoch_end                 	|  0.00025882     	|500            	|  0.12941        	|  0.0068658      	|
on_batch_end                       	|  1.3187e-05     	|8000           	|  0.10549        	|  0.005597       	|
on_before_backward                 	|  1.286e-05      	|8000           	|  0.10288        	|  0.0054583      	|
on_after_backward                  	|  1.2399e-05     	|8000           	|  0.099196       	|  0.0052628      	|
training_step_end                  	|  6.3075e-06     	|8000           	|  0.05046        	|  0.0026772      	|
on_train_end                       	|  0.024139       	|1              	|  0.024139       	|  0.0012807      	|
on_pretrain_routine_start          	|  0.023045       	|1              	|  0.023045       	|  0.0012227      	|
on_before_zero_grad                	|  2.0712e-05     	|1000           	|  0.020712       	|  0.0010989      	|
on_validation_batch_end            	|  1.8573e-05     	|1000           	|  0.018573       	|  0.0009854      	|
on_before_optimizer_step           	|  1.6314e-05     	|1000           	|  0.016314       	|  0.00086553     	|
on_validation_batch_start          	|  9.7947e-06     	|1000           	|  0.0097947      	|  0.00051966     	|
configure_optimizers               	|  0.0082387      	|1              	|  0.0082387      	|  0.00043711     	|
on_epoch_start                     	|  1.0892e-05     	|501            	|  0.005457       	|  0.00028952     	|
on_epoch_end                       	|  1.0215e-05     	|501            	|  0.0051178      	|  0.00027152     	|
validation_step_end                	|  4.5686e-06     	|1000           	|  0.0045686      	|  0.00024238     	|
on_validation_model_eval           	|  0.0039675      	|1              	|  0.0039675      	|  0.00021049     	|
on_train_start                     	|  0.00076058     	|1              	|  0.00076058     	|  4.0353e-05     	|
on_validation_start                	|  0.00032634     	|1              	|  0.00032634     	|  1.7314e-05     	|
on_validation_end                  	|  0.00011635     	|1              	|  0.00011635     	|  6.1728e-06     	|
setup                              	|  2.1981e-05     	|2              	|  4.3962e-05     	|  2.3324e-06     	|
on_before_accelerator_backend_setup	|  1.855e-05      	|2              	|  3.71e-05       	|  1.9683e-06     	|
on_configure_sharded_model         	|  1.7913e-05     	|2              	|  3.5827e-05     	|  1.9008e-06     	|
teardown                           	|  1.584e-05      	|2              	|  3.168e-05      	|  1.6808e-06     	|
on_fit_end                         	|  2.2662e-05     	|1              	|  2.2662e-05     	|  1.2023e-06     	|
on_validation_epoch_end            	|  1.7192e-05     	|1              	|  1.7192e-05     	|  9.1212e-07     	|
on_fit_start                       	|  1.6691e-05     	|1              	|  1.6691e-05     	|  8.8554e-07     	|
prepare_data                       	|  5.8811e-06     	|2              	|  1.1762e-05     	|  6.2404e-07     	|
on_val_dataloader                  	|  5.7305e-06     	|2              	|  1.1461e-05     	|  6.0807e-07     	|
configure_callbacks                	|  5.6706e-06     	|2              	|  1.1341e-05     	|  6.0171e-07     	|
configure_sharded_model            	|  5.5855e-06     	|2              	|  1.1171e-05     	|  5.9268e-07     	|
on_pretrain_routine_end            	|  9.7081e-06     	|1              	|  9.7081e-06     	|  5.1506e-07     	|
on_validation_epoch_start          	|  9.0369e-06     	|1              	|  9.0369e-06     	|  4.7945e-07     	|
on_train_dataloader                	|  4.3381e-06     	|1              	|  4.3381e-06     	|  2.3016e-07     	|
