VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  558.7          	|  100 %          	|
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run_training_epoch                 	|  0.89017        	|500            	|  445.09         	|  79.665         	|
run_training_batch                 	|  0.29493        	|1000           	|  294.93         	|  52.789         	|
optimizer_step_with_closure_0      	|  0.29229        	|1000           	|  292.29         	|  52.316         	|
training_step_and_backward         	|  0.22125        	|1000           	|  221.25         	|  39.601         	|
model_forward                      	|  0.13428        	|1000           	|  134.28         	|  24.035         	|
training_step                      	|  0.13412        	|1000           	|  134.12         	|  24.005         	|
backward                           	|  0.085565       	|1000           	|  85.565         	|  15.315         	|
run_validate_evaluation            	|  70.336         	|1              	|  70.336         	|  12.589         	|
evaluation_step_and_end            	|  0.21964        	|313            	|  68.748         	|  12.305         	|
validation_step                    	|  0.21959        	|313            	|  68.732         	|  12.302         	|
get_train_batch                    	|  0.028681       	|1500           	|  43.021         	|  7.7002         	|
fetch_next_train_batch             	|  0.028648       	|1500           	|  42.971         	|  7.6913         	|
zero_grad                          	|  0.0013655      	|1000           	|  1.3655         	|  0.24441        	|
on_train_batch_end                 	|  0.0013076      	|1000           	|  1.3076         	|  0.23404        	|
training_batch_to_device           	|  0.00059644     	|1000           	|  0.59644        	|  0.10675        	|
get_validate_batch                 	|  0.0018257      	|314            	|  0.57328        	|  0.10261        	|
fetch_next_validate_batch          	|  0.001812       	|314            	|  0.56895        	|  0.10184        	|
on_train_epoch_start               	|  0.00028182     	|500            	|  0.14091        	|  0.025221       	|
on_train_epoch_end                 	|  0.00027643     	|500            	|  0.13821        	|  0.024738       	|
on_train_batch_start               	|  0.00010654     	|1000           	|  0.10654        	|  0.01907        	|
evaluation_batch_to_device         	|  0.00022195     	|313            	|  0.06947        	|  0.012434       	|
on_batch_start                     	|  3.4234e-05     	|1000           	|  0.034234       	|  0.0061275      	|
on_train_end                       	|  0.023966       	|1              	|  0.023966       	|  0.0042896      	|
on_pretrain_routine_start          	|  0.022354       	|1              	|  0.022354       	|  0.0040011      	|
on_before_zero_grad                	|  2.1656e-05     	|1000           	|  0.021656       	|  0.0038761      	|
on_batch_end                       	|  1.3587e-05     	|1000           	|  0.013587       	|  0.0024319      	|
on_before_optimizer_step           	|  1.2639e-05     	|1000           	|  0.012639       	|  0.0022622      	|
on_after_backward                  	|  1.1025e-05     	|1000           	|  0.011025       	|  0.0019733      	|
on_before_backward                 	|  1.0625e-05     	|1000           	|  0.010625       	|  0.0019017      	|
configure_optimizers               	|  0.0091193      	|1              	|  0.0091193      	|  0.0016322      	|
training_step_end                  	|  8.8721e-06     	|1000           	|  0.0088721      	|  0.001588       	|
on_validation_batch_end            	|  1.9019e-05     	|313            	|  0.0059529      	|  0.0010655      	|
on_epoch_start                     	|  1.0797e-05     	|501            	|  0.0054091      	|  0.00096815     	|
on_epoch_end                       	|  1.0741e-05     	|501            	|  0.005381       	|  0.00096313     	|
on_validation_model_eval           	|  0.003927       	|1              	|  0.003927       	|  0.00070289     	|
on_validation_batch_start          	|  1.0262e-05     	|313            	|  0.003212       	|  0.00057491     	|
validation_step_end                	|  4.9872e-06     	|313            	|  0.001561       	|  0.0002794      	|
on_train_start                     	|  0.00074588     	|1              	|  0.00074588     	|  0.0001335      	|
on_validation_start                	|  0.00033369     	|1              	|  0.00033369     	|  5.9727e-05     	|
on_validation_end                  	|  0.00010879     	|1              	|  0.00010879     	|  1.9473e-05     	|
on_before_accelerator_backend_setup	|  1.9822e-05     	|2              	|  3.9644e-05     	|  7.0958e-06     	|
on_validation_epoch_end            	|  3.3232e-05     	|1              	|  3.3232e-05     	|  5.9481e-06     	|
teardown                           	|  1.4808e-05     	|2              	|  2.9616e-05     	|  5.3009e-06     	|
setup                              	|  1.4647e-05     	|2              	|  2.9295e-05     	|  5.2434e-06     	|
on_configure_sharded_model         	|  1.3705e-05     	|2              	|  2.7411e-05     	|  4.9062e-06     	|
on_fit_end                         	|  2.2493e-05     	|1              	|  2.2493e-05     	|  4.0259e-06     	|
on_fit_start                       	|  1.8665e-05     	|1              	|  1.8665e-05     	|  3.3408e-06     	|
prepare_data                       	|  6.8725e-06     	|2              	|  1.3745e-05     	|  2.4602e-06     	|
on_val_dataloader                  	|  6.1719e-06     	|2              	|  1.2344e-05     	|  2.2094e-06     	|
on_pretrain_routine_end            	|  1.1461e-05     	|1              	|  1.1461e-05     	|  2.0514e-06     	|
configure_sharded_model            	|  4.9446e-06     	|2              	|  9.8891e-06     	|  1.77e-06       	|
configure_callbacks                	|  4.894e-06      	|2              	|  9.788e-06      	|  1.7519e-06     	|
on_validation_epoch_start          	|  9.417e-06      	|1              	|  9.417e-06      	|  1.6855e-06     	|
on_train_dataloader                	|  4.518e-06      	|1              	|  4.518e-06      	|  8.0866e-07     	|
