VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  540.27         	|  100 %          	|
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run_training_epoch                 	|  0.85406        	|500            	|  427.03         	|  79.04          	|
run_training_batch                 	|  0.27667        	|1000           	|  276.67         	|  51.21          	|
optimizer_step_with_closure_0      	|  0.27402        	|1000           	|  274.02         	|  50.719         	|
training_step_and_backward         	|  0.21202        	|1000           	|  212.02         	|  39.243         	|
model_forward                      	|  0.1261         	|1000           	|  126.1          	|  23.34          	|
training_step                      	|  0.12594        	|1000           	|  125.94         	|  23.31          	|
backward                           	|  0.084544       	|1000           	|  84.544         	|  15.648         	|
run_validate_evaluation            	|  70.219         	|1              	|  70.219         	|  12.997         	|
evaluation_step_and_end            	|  0.2193         	|313            	|  68.642         	|  12.705         	|
validation_step                    	|  0.21925        	|313            	|  68.626         	|  12.702         	|
get_train_batch                    	|  0.02851        	|1500           	|  42.765         	|  7.9154         	|
fetch_next_train_batch             	|  0.028475       	|1500           	|  42.713         	|  7.9058         	|
zero_grad                          	|  0.001344       	|1000           	|  1.344          	|  0.24877        	|
on_train_batch_end                 	|  0.0012992      	|1000           	|  1.2992         	|  0.24047        	|
training_batch_to_device           	|  0.00060538     	|1000           	|  0.60538        	|  0.11205        	|
get_validate_batch                 	|  0.001793       	|314            	|  0.56301        	|  0.10421        	|
fetch_next_validate_batch          	|  0.001779       	|314            	|  0.5586         	|  0.10339        	|
on_train_epoch_end                 	|  0.00026913     	|500            	|  0.13457        	|  0.024907       	|
on_train_epoch_start               	|  0.00026724     	|500            	|  0.13362        	|  0.024732       	|
on_train_batch_start               	|  0.00011176     	|1000           	|  0.11176        	|  0.020685       	|
evaluation_batch_to_device         	|  0.00022539     	|313            	|  0.070546       	|  0.013057       	|
on_batch_start                     	|  3.7997e-05     	|1000           	|  0.037997       	|  0.007033       	|
on_train_end                       	|  0.023556       	|1              	|  0.023556       	|  0.0043601      	|
on_pretrain_routine_start          	|  0.022469       	|1              	|  0.022469       	|  0.0041588      	|
on_before_zero_grad                	|  2.1387e-05     	|1000           	|  0.021387       	|  0.0039586      	|
on_batch_end                       	|  1.4097e-05     	|1000           	|  0.014097       	|  0.0026092      	|
on_before_optimizer_step           	|  1.3652e-05     	|1000           	|  0.013652       	|  0.0025268      	|
on_after_backward                  	|  1.143e-05      	|1000           	|  0.01143        	|  0.0021155      	|
on_before_backward                 	|  1.1353e-05     	|1000           	|  0.011353       	|  0.0021014      	|
configure_optimizers               	|  0.0082995      	|1              	|  0.0082995      	|  0.0015362      	|
training_step_end                  	|  8.031e-06      	|1000           	|  0.008031       	|  0.0014865      	|
on_validation_batch_end            	|  1.8882e-05     	|313            	|  0.0059101      	|  0.0010939      	|
on_epoch_start                     	|  1.1208e-05     	|501            	|  0.0056154      	|  0.0010394      	|
on_epoch_end                       	|  1.0468e-05     	|501            	|  0.0052443      	|  0.00097068     	|
on_validation_model_eval           	|  0.0041057      	|1              	|  0.0041057      	|  0.00075994     	|
on_validation_batch_start          	|  1.0543e-05     	|313            	|  0.0033001      	|  0.00061082     	|
validation_step_end                	|  5.0291e-06     	|313            	|  0.0015741      	|  0.00029136     	|
on_train_start                     	|  0.00072819     	|1              	|  0.00072819     	|  0.00013478     	|
on_validation_start                	|  0.00032522     	|1              	|  0.00032522     	|  6.0195e-05     	|
on_validation_end                  	|  0.00010284     	|1              	|  0.00010284     	|  1.9035e-05     	|
on_before_accelerator_backend_setup	|  1.9571e-05     	|2              	|  3.9142e-05     	|  7.2449e-06     	|
teardown                           	|  1.5559e-05     	|2              	|  3.1118e-05     	|  5.7597e-06     	|
on_validation_epoch_end            	|  3.0998e-05     	|1              	|  3.0998e-05     	|  5.7375e-06     	|
setup                              	|  1.5063e-05     	|2              	|  3.0126e-05     	|  5.5761e-06     	|
on_configure_sharded_model         	|  1.4197e-05     	|2              	|  2.8394e-05     	|  5.2555e-06     	|
on_fit_end                         	|  2.4315e-05     	|1              	|  2.4315e-05     	|  4.5005e-06     	|
on_fit_start                       	|  1.7472e-05     	|1              	|  1.7472e-05     	|  3.2339e-06     	|
prepare_data                       	|  6.0965e-06     	|2              	|  1.2193e-05     	|  2.2568e-06     	|
on_val_dataloader                  	|  6.0715e-06     	|2              	|  1.2143e-05     	|  2.2476e-06     	|
configure_callbacks                	|  5.1394e-06     	|2              	|  1.0279e-05     	|  1.9025e-06     	|
on_pretrain_routine_end            	|  1.016e-05      	|1              	|  1.016e-05      	|  1.8805e-06     	|
configure_sharded_model            	|  4.954e-06      	|2              	|  9.908e-06      	|  1.8339e-06     	|
on_validation_epoch_start          	|  9.187e-06      	|1              	|  9.187e-06      	|  1.7004e-06     	|
on_train_dataloader                	|  4.388e-06      	|1              	|  4.388e-06      	|  8.1219e-07     	|
