VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  487.62         	|  100 %          	|
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run_training_epoch                 	|  7.0464         	|63             	|  443.92         	|  91.038         	|
run_training_batch                 	|  0.29308        	|1000           	|  293.08         	|  60.103         	|
optimizer_step_with_closure_0      	|  0.28977        	|1000           	|  289.77         	|  59.424         	|
training_step_and_backward         	|  0.22367        	|1000           	|  223.67         	|  45.87          	|
backward                           	|  0.11146        	|1000           	|  111.46         	|  22.857         	|
model_forward                      	|  0.11064        	|1000           	|  110.64         	|  22.69          	|
training_step                      	|  0.11043        	|1000           	|  110.43         	|  22.648         	|
get_train_batch                    	|  0.027182       	|1063           	|  28.894         	|  5.9255         	|
fetch_next_train_batch             	|  0.027151       	|1063           	|  28.862         	|  5.9189         	|
run_validate_evaluation            	|  8.1996         	|1              	|  8.1996         	|  1.6815         	|
evaluation_step_and_end            	|  0.10368        	|48             	|  4.9765         	|  1.0206         	|
validation_step                    	|  0.10357        	|48             	|  4.9713         	|  1.0195         	|
on_train_batch_end                 	|  0.0025205      	|1000           	|  2.5205         	|  0.5169         	|
zero_grad                          	|  0.0015411      	|1000           	|  1.5411         	|  0.31604        	|
get_validate_batch                 	|  0.012686       	|49             	|  0.62163        	|  0.12748        	|
fetch_next_validate_batch          	|  0.012663       	|49             	|  0.62048        	|  0.12725        	|
training_batch_to_device           	|  0.00028904     	|1000           	|  0.28904        	|  0.059276       	|
on_train_end                       	|  0.19716        	|1              	|  0.19716        	|  0.040433       	|
on_train_batch_start               	|  9.8745e-05     	|1000           	|  0.098745       	|  0.02025        	|
on_train_epoch_end                 	|  0.00046589     	|63             	|  0.029351       	|  0.0060192      	|
on_after_backward                  	|  2.6765e-05     	|1000           	|  0.026765       	|  0.0054889      	|
on_train_epoch_start               	|  0.00041794     	|63             	|  0.026331       	|  0.0053998      	|
on_pretrain_routine_start          	|  0.024032       	|1              	|  0.024032       	|  0.0049283      	|
on_batch_start                     	|  2.3778e-05     	|1000           	|  0.023778       	|  0.0048764      	|
configure_optimizers               	|  0.020608       	|1              	|  0.020608       	|  0.0042261      	|
on_before_zero_grad                	|  1.8806e-05     	|1000           	|  0.018806       	|  0.0038567      	|
evaluation_batch_to_device         	|  0.00035976     	|48             	|  0.017268       	|  0.0035413      	|
on_batch_end                       	|  1.6569e-05     	|1000           	|  0.016569       	|  0.003398       	|
on_before_optimizer_step           	|  1.6226e-05     	|1000           	|  0.016226       	|  0.0033275      	|
on_before_backward                 	|  1.3941e-05     	|1000           	|  0.013941       	|  0.002859       	|
training_step_end                  	|  7.7453e-06     	|1000           	|  0.0077453      	|  0.0015884      	|
on_validation_model_eval           	|  0.0040261      	|1              	|  0.0040261      	|  0.00082567     	|
on_validation_batch_end            	|  4.1869e-05     	|48             	|  0.0020097      	|  0.00041215     	|
on_epoch_start                     	|  1.2735e-05     	|64             	|  0.00081502     	|  0.00016714     	|
on_epoch_end                       	|  1.2704e-05     	|64             	|  0.00081303     	|  0.00016673     	|
on_validation_batch_start          	|  1.6935e-05     	|48             	|  0.00081289     	|  0.0001667      	|
on_train_start                     	|  0.00077499     	|1              	|  0.00077499     	|  0.00015893     	|
on_validation_start                	|  0.00049431     	|1              	|  0.00049431     	|  0.00010137     	|
validation_step_end                	|  8.7171e-06     	|48             	|  0.00041842     	|  8.5809e-05     	|
on_validation_end                  	|  0.00020606     	|1              	|  0.00020606     	|  4.2259e-05     	|
teardown                           	|  4.3617e-05     	|2              	|  8.7233e-05     	|  1.789e-05      	|
on_before_accelerator_backend_setup	|  3.9581e-05     	|2              	|  7.9162e-05     	|  1.6234e-05     	|
on_fit_end                         	|  5.8128e-05     	|1              	|  5.8128e-05     	|  1.1921e-05     	|
on_configure_sharded_model         	|  2.8655e-05     	|2              	|  5.731e-05      	|  1.1753e-05     	|
setup                              	|  2.5031e-05     	|2              	|  5.0062e-05     	|  1.0267e-05     	|
on_validation_epoch_end            	|  3.8952e-05     	|1              	|  3.8952e-05     	|  7.9881e-06     	|
on_fit_start                       	|  2.6196e-05     	|1              	|  2.6196e-05     	|  5.3722e-06     	|
prepare_data                       	|  1.0784e-05     	|2              	|  2.1568e-05     	|  4.423e-06      	|
configure_callbacks                	|  1.0442e-05     	|2              	|  2.0884e-05     	|  4.2828e-06     	|
on_val_dataloader                  	|  1.0342e-05     	|2              	|  2.0685e-05     	|  4.242e-06      	|
configure_sharded_model            	|  9.6094e-06     	|2              	|  1.9219e-05     	|  3.9413e-06     	|
on_pretrain_routine_end            	|  1.6015e-05     	|1              	|  1.6015e-05     	|  3.2843e-06     	|
on_validation_epoch_start          	|  1.2131e-05     	|1              	|  1.2131e-05     	|  2.4879e-06     	|
on_train_dataloader                	|  9.3449e-06     	|1              	|  9.3449e-06     	|  1.9164e-06     	|
