VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1840.9         	|  100 %          	|
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run_training_epoch                 	|  26.355         	|63             	|  1660.4         	|  90.19          	|
run_training_batch                 	|  0.20319        	|8000           	|  1625.5         	|  88.297         	|
training_step_and_backward         	|  0.19211        	|8000           	|  1536.9         	|  83.485         	|
model_forward                      	|  0.10788        	|8000           	|  863.03         	|  46.88          	|
training_step                      	|  0.10775        	|8000           	|  861.98         	|  46.823         	|
backward                           	|  0.084053       	|8000           	|  672.43         	|  36.526         	|
optimizer_step_with_closure_0      	|  0.25097        	|1000           	|  250.97         	|  13.633         	|
run_validate_evaluation            	|  137.61         	|1              	|  137.61         	|  7.4748         	|
evaluation_step_and_end            	|  0.13561        	|1000           	|  135.61         	|  7.3664         	|
validation_step                    	|  0.13556        	|1000           	|  135.56         	|  7.3636         	|
get_train_batch                    	|  0.0022536      	|8063           	|  18.171         	|  0.98705        	|
fetch_next_train_batch             	|  0.002237       	|8063           	|  18.037         	|  0.97977        	|
on_train_batch_end                 	|  0.0010793      	|8000           	|  8.6347         	|  0.46904        	|
training_batch_to_device           	|  0.00021347     	|8000           	|  1.7078         	|  0.092767       	|
get_validate_batch                 	|  0.001463       	|1001           	|  1.4644         	|  0.079547       	|
fetch_next_validate_batch          	|  0.001449       	|1001           	|  1.4504         	|  0.078786       	|
zero_grad                          	|  0.0012977      	|1000           	|  1.2977         	|  0.070492       	|
on_train_batch_start               	|  9.039e-05      	|8000           	|  0.72312        	|  0.03928        	|
evaluation_batch_to_device         	|  0.00020617     	|1000           	|  0.20617        	|  0.011199       	|
on_batch_start                     	|  1.4468e-05     	|8000           	|  0.11574        	|  0.006287       	|
on_before_backward                 	|  1.3481e-05     	|8000           	|  0.10785        	|  0.0058582      	|
on_batch_end                       	|  1.329e-05      	|8000           	|  0.10632        	|  0.0057754      	|
on_after_backward                  	|  1.2269e-05     	|8000           	|  0.098149       	|  0.0053315      	|
training_step_end                  	|  5.5129e-06     	|8000           	|  0.044103       	|  0.0023957      	|
on_train_end                       	|  0.025916       	|1              	|  0.025916       	|  0.0014078      	|
on_pretrain_routine_start          	|  0.022918       	|1              	|  0.022918       	|  0.0012449      	|
on_validation_batch_end            	|  1.9595e-05     	|1000           	|  0.019595       	|  0.0010644      	|
on_train_epoch_start               	|  0.0002884      	|63             	|  0.018169       	|  0.00098695     	|
on_train_epoch_end                 	|  0.00027315     	|63             	|  0.017209       	|  0.00093478     	|
on_before_zero_grad                	|  1.4705e-05     	|1000           	|  0.014705       	|  0.00079876     	|
on_before_optimizer_step           	|  1.226e-05      	|1000           	|  0.01226        	|  0.00066597     	|
on_validation_batch_start          	|  9.9864e-06     	|1000           	|  0.0099864      	|  0.00054246     	|
configure_optimizers               	|  0.0083483      	|1              	|  0.0083483      	|  0.00045348     	|
validation_step_end                	|  4.4879e-06     	|1000           	|  0.0044879      	|  0.00024378     	|
on_validation_model_eval           	|  0.003833       	|1              	|  0.003833       	|  0.00020821     	|
on_train_start                     	|  0.00080967     	|1              	|  0.00080967     	|  4.3981e-05     	|
on_epoch_start                     	|  1.1063e-05     	|64             	|  0.00070804     	|  3.8461e-05     	|
on_epoch_end                       	|  1.007e-05      	|64             	|  0.00064449     	|  3.5009e-05     	|
on_validation_start                	|  0.00032932     	|1              	|  0.00032932     	|  1.7889e-05     	|
on_validation_end                  	|  0.00011234     	|1              	|  0.00011234     	|  6.1024e-06     	|
setup                              	|  2.4096e-05     	|2              	|  4.8191e-05     	|  2.6178e-06     	|
on_before_accelerator_backend_setup	|  2.0689e-05     	|2              	|  4.1377e-05     	|  2.2476e-06     	|
on_configure_sharded_model         	|  1.6486e-05     	|2              	|  3.2972e-05     	|  1.791e-06      	|
teardown                           	|  1.603e-05      	|2              	|  3.206e-05      	|  1.7415e-06     	|
on_fit_end                         	|  2.5537e-05     	|1              	|  2.5537e-05     	|  1.3872e-06     	|
on_validation_epoch_end            	|  1.7483e-05     	|1              	|  1.7483e-05     	|  9.4967e-07     	|
on_fit_start                       	|  1.6641e-05     	|1              	|  1.6641e-05     	|  9.0395e-07     	|
prepare_data                       	|  6.3726e-06     	|2              	|  1.2745e-05     	|  6.9232e-07     	|
on_pretrain_routine_end            	|  1.1923e-05     	|1              	|  1.1923e-05     	|  6.4766e-07     	|
on_val_dataloader                  	|  5.6755e-06     	|2              	|  1.1351e-05     	|  6.1659e-07     	|
configure_sharded_model            	|  5.4201e-06     	|2              	|  1.084e-05      	|  5.8884e-07     	|
configure_callbacks                	|  5.3149e-06     	|2              	|  1.063e-05      	|  5.7742e-07     	|
on_validation_epoch_start          	|  1.0139e-05     	|1              	|  1.0139e-05     	|  5.5076e-07     	|
on_train_dataloader                	|  4.1381e-06     	|1              	|  4.1381e-06     	|  2.2478e-07     	|
