VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1530.6         	|  100 %          	|
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run_training_epoch                 	|  2.9438         	|500            	|  1471.9         	|  96.162         	|
run_training_batch                 	|  0.39746        	|1000           	|  397.46         	|  25.967         	|
optimizer_step_with_closure_0      	|  0.39374        	|1000           	|  393.74         	|  25.724         	|
training_step_and_backward         	|  0.2875         	|1000           	|  287.5          	|  18.783         	|
get_train_batch                    	|  0.11583        	|1500           	|  173.75         	|  11.351         	|
fetch_next_train_batch             	|  0.11579        	|1500           	|  173.69         	|  11.348         	|
model_forward                      	|  0.15447        	|1000           	|  154.47         	|  10.092         	|
training_step                      	|  0.15425        	|1000           	|  154.25         	|  10.077         	|
backward                           	|  0.13142        	|1000           	|  131.42         	|  8.586          	|
run_validate_evaluation            	|  30.118         	|1              	|  30.118         	|  1.9677         	|
evaluation_step_and_end            	|  0.2202         	|125            	|  27.525         	|  1.7983         	|
validation_step                    	|  0.22009        	|125            	|  27.511         	|  1.7974         	|
on_train_batch_end                 	|  0.0022695      	|1000           	|  2.2695         	|  0.14827        	|
zero_grad                          	|  0.0015695      	|1000           	|  1.5695         	|  0.10254        	|
training_batch_to_device           	|  0.00063167     	|1000           	|  0.63167        	|  0.041269       	|
get_validate_batch                 	|  0.0045541      	|126            	|  0.57382        	|  0.037489       	|
fetch_next_validate_batch          	|  0.0045295      	|126            	|  0.57072        	|  0.037286       	|
on_train_epoch_end                 	|  0.00034534     	|500            	|  0.17267        	|  0.011281       	|
on_train_epoch_start               	|  0.00033855     	|500            	|  0.16927        	|  0.011059       	|
on_train_batch_start               	|  0.0001142      	|1000           	|  0.1142         	|  0.0074611      	|
on_batch_start                     	|  4.5121e-05     	|1000           	|  0.045121       	|  0.0029479      	|
on_train_end                       	|  0.044651       	|1              	|  0.044651       	|  0.0029172      	|
evaluation_batch_to_device         	|  0.00028906     	|125            	|  0.036133       	|  0.0023606      	|
on_after_backward                  	|  2.5119e-05     	|1000           	|  0.025119       	|  0.0016411      	|
on_pretrain_routine_start          	|  0.024151       	|1              	|  0.024151       	|  0.0015778      	|
on_before_zero_grad                	|  2.2801e-05     	|1000           	|  0.022801       	|  0.0014896      	|
on_batch_end                       	|  1.7388e-05     	|1000           	|  0.017388       	|  0.001136       	|
on_before_optimizer_step           	|  1.6547e-05     	|1000           	|  0.016547       	|  0.001081       	|
on_before_backward                 	|  1.3647e-05     	|1000           	|  0.013647       	|  0.00089159     	|
configure_optimizers               	|  0.011197       	|1              	|  0.011197       	|  0.00073151     	|
training_step_end                  	|  8.1153e-06     	|1000           	|  0.0081153      	|  0.00053019     	|
on_epoch_end                       	|  1.241e-05      	|501            	|  0.0062175      	|  0.00040621     	|
on_epoch_start                     	|  1.1064e-05     	|501            	|  0.0055429      	|  0.00036213     	|
on_validation_batch_end            	|  4.1645e-05     	|125            	|  0.0052057      	|  0.0003401      	|
on_validation_model_eval           	|  0.0038761      	|1              	|  0.0038761      	|  0.00025324     	|
on_train_start                     	|  0.0027763      	|1              	|  0.0027763      	|  0.00018138     	|
on_validation_batch_start          	|  1.7567e-05     	|125            	|  0.0021959      	|  0.00014346     	|
validation_step_end                	|  8.8325e-06     	|125            	|  0.0011041      	|  7.2131e-05     	|
on_validation_start                	|  0.00045375     	|1              	|  0.00045375     	|  2.9645e-05     	|
on_validation_end                  	|  0.00013105     	|1              	|  0.00013105     	|  8.5619e-06     	|
teardown                           	|  3.3748e-05     	|2              	|  6.7497e-05     	|  4.4097e-06     	|
on_before_accelerator_backend_setup	|  3.2488e-05     	|2              	|  6.4977e-05     	|  4.2451e-06     	|
on_fit_end                         	|  5.9742e-05     	|1              	|  5.9742e-05     	|  3.9031e-06     	|
on_configure_sharded_model         	|  2.836e-05      	|2              	|  5.6719e-05     	|  3.7056e-06     	|
setup                              	|  2.5507e-05     	|2              	|  5.1014e-05     	|  3.3329e-06     	|
on_fit_start                       	|  4.8514e-05     	|1              	|  4.8514e-05     	|  3.1696e-06     	|
on_validation_epoch_end            	|  3.5876e-05     	|1              	|  3.5876e-05     	|  2.3439e-06     	|
configure_callbacks                	|  1.2198e-05     	|2              	|  2.4395e-05     	|  1.5938e-06     	|
on_val_dataloader                  	|  8.841e-06      	|2              	|  1.7682e-05     	|  1.1552e-06     	|
configure_sharded_model            	|  7.1134e-06     	|2              	|  1.4227e-05     	|  9.2948e-07     	|
prepare_data                       	|  6.9188e-06     	|2              	|  1.3838e-05     	|  9.0404e-07     	|
on_pretrain_routine_end            	|  1.3411e-05     	|1              	|  1.3411e-05     	|  8.7618e-07     	|
on_validation_epoch_start          	|  9.8813e-06     	|1              	|  9.8813e-06     	|  6.4557e-07     	|
on_train_dataloader                	|  8.3279e-06     	|1              	|  8.3279e-06     	|  5.4408e-07     	|
