VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1339.6         	|  100 %          	|
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run_training_epoch                 	|  2.5516         	|500            	|  1275.8         	|  95.237         	|
run_training_batch                 	|  0.37392        	|1000           	|  373.92         	|  27.912         	|
optimizer_step_with_closure_0      	|  0.37054        	|1000           	|  370.54         	|  27.66          	|
training_step_and_backward         	|  0.26541        	|1000           	|  265.41         	|  19.812         	|
get_train_batch                    	|  0.097282       	|1500           	|  145.92         	|  10.893         	|
fetch_next_train_batch             	|  0.09724        	|1500           	|  145.86         	|  10.888         	|
model_forward                      	|  0.13707        	|1000           	|  137.07         	|  10.232         	|
training_step                      	|  0.13684        	|1000           	|  136.84         	|  10.215         	|
backward                           	|  0.12674        	|1000           	|  126.74         	|  9.4608         	|
run_validate_evaluation            	|  30.216         	|1              	|  30.216         	|  2.2556         	|
evaluation_step_and_end            	|  0.22114        	|125            	|  27.643         	|  2.0634         	|
validation_step                    	|  0.22102        	|125            	|  27.627         	|  2.0623         	|
on_train_batch_end                 	|  0.0022803      	|1000           	|  2.2803         	|  0.17022        	|
zero_grad                          	|  0.0015644      	|1000           	|  1.5644         	|  0.11678        	|
get_validate_batch                 	|  0.0055137      	|126            	|  0.69473        	|  0.051859       	|
fetch_next_validate_batch          	|  0.0054883      	|126            	|  0.69153        	|  0.051621       	|
training_batch_to_device           	|  0.00061914     	|1000           	|  0.61914        	|  0.046217       	|
on_train_epoch_start               	|  0.00040527     	|500            	|  0.20263        	|  0.015126       	|
on_train_epoch_end                 	|  0.00035456     	|500            	|  0.17728        	|  0.013233       	|
on_train_batch_start               	|  0.00011064     	|1000           	|  0.11064        	|  0.0082588      	|
on_batch_start                     	|  4.6432e-05     	|1000           	|  0.046432       	|  0.003466       	|
on_train_end                       	|  0.042053       	|1              	|  0.042053       	|  0.0031391      	|
evaluation_batch_to_device         	|  0.00027558     	|125            	|  0.034447       	|  0.0025714      	|
on_before_zero_grad                	|  2.4479e-05     	|1000           	|  0.024479       	|  0.0018273      	|
on_pretrain_routine_start          	|  0.024036       	|1              	|  0.024036       	|  0.0017943      	|
on_after_backward                  	|  2.3722e-05     	|1000           	|  0.023722       	|  0.0017708      	|
on_before_optimizer_step           	|  1.6692e-05     	|1000           	|  0.016692       	|  0.001246       	|
on_batch_end                       	|  1.6529e-05     	|1000           	|  0.016529       	|  0.0012339      	|
on_before_backward                 	|  1.331e-05      	|1000           	|  0.01331        	|  0.00099352     	|
configure_optimizers               	|  0.010825       	|1              	|  0.010825       	|  0.00080806     	|
training_step_end                  	|  8.8236e-06     	|1000           	|  0.0088236      	|  0.00065866     	|
on_epoch_end                       	|  1.1357e-05     	|501            	|  0.0056896      	|  0.00042472     	|
on_validation_batch_end            	|  4.4764e-05     	|125            	|  0.0055954      	|  0.00041769     	|
on_epoch_start                     	|  1.1158e-05     	|501            	|  0.0055899      	|  0.00041727     	|
on_validation_model_eval           	|  0.0044086      	|1              	|  0.0044086      	|  0.00032909     	|
on_train_start                     	|  0.0025698      	|1              	|  0.0025698      	|  0.00019183     	|
on_validation_batch_start          	|  1.7961e-05     	|125            	|  0.0022452      	|  0.0001676      	|
validation_step_end                	|  8.6568e-06     	|125            	|  0.0010821      	|  8.0776e-05     	|
on_validation_start                	|  0.00068972     	|1              	|  0.00068972     	|  5.1486e-05     	|
on_validation_end                  	|  0.00018917     	|1              	|  0.00018917     	|  1.4121e-05     	|
teardown                           	|  3.5868e-05     	|2              	|  7.1736e-05     	|  5.3549e-06     	|
setup                              	|  2.869e-05      	|2              	|  5.7381e-05     	|  4.2833e-06     	|
on_before_accelerator_backend_setup	|  2.5998e-05     	|2              	|  5.1996e-05     	|  3.8813e-06     	|
on_configure_sharded_model         	|  2.431e-05      	|2              	|  4.8621e-05     	|  3.6294e-06     	|
on_fit_start                       	|  4.7011e-05     	|1              	|  4.7011e-05     	|  3.5093e-06     	|
on_validation_epoch_end            	|  3.6776e-05     	|1              	|  3.6776e-05     	|  2.7452e-06     	|
on_fit_end                         	|  2.804e-05      	|1              	|  2.804e-05      	|  2.0931e-06     	|
on_val_dataloader                  	|  1.153e-05      	|2              	|  2.306e-05      	|  1.7213e-06     	|
on_pretrain_routine_end            	|  1.5454e-05     	|1              	|  1.5454e-05     	|  1.1536e-06     	|
configure_sharded_model            	|  7.3668e-06     	|2              	|  1.4734e-05     	|  1.0998e-06     	|
prepare_data                       	|  7.1013e-06     	|2              	|  1.4203e-05     	|  1.0602e-06     	|
on_validation_epoch_start          	|  1.3599e-05     	|1              	|  1.3599e-05     	|  1.0151e-06     	|
configure_callbacks                	|  6.7065e-06     	|2              	|  1.3413e-05     	|  1.0012e-06     	|
on_train_dataloader                	|  5.6047e-06     	|1              	|  5.6047e-06     	|  4.1838e-07     	|
