VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  488.58         	|  100 %          	|
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run_training_epoch                 	|  6.6437         	|63             	|  418.55         	|  85.666         	|
run_training_batch                 	|  0.28623        	|1000           	|  286.23         	|  58.583         	|
optimizer_step_with_closure_0      	|  0.28276        	|1000           	|  282.76         	|  57.874         	|
training_step_and_backward         	|  0.21559        	|1000           	|  215.59         	|  44.125         	|
model_forward                      	|  0.10797        	|1000           	|  107.97         	|  22.098         	|
training_step                      	|  0.10777        	|1000           	|  107.77         	|  22.058         	|
backward                           	|  0.106          	|1000           	|  106.0          	|  21.695         	|
run_validate_evaluation            	|  32.609         	|1              	|  32.609         	|  6.6742         	|
evaluation_step_and_end            	|  0.090497       	|313            	|  28.326         	|  5.7975         	|
validation_step                    	|  0.090379       	|313            	|  28.289         	|  5.7899         	|
get_train_batch                    	|  0.025735       	|1063           	|  27.356         	|  5.5991         	|
fetch_next_train_batch             	|  0.02571        	|1063           	|  27.33          	|  5.5937         	|
on_train_batch_end                 	|  0.0022183      	|1000           	|  2.2183         	|  0.45403        	|
zero_grad                          	|  0.0015826      	|1000           	|  1.5826         	|  0.32392        	|
get_validate_batch                 	|  0.0033696      	|314            	|  1.0581         	|  0.21656        	|
fetch_next_validate_batch          	|  0.0033446      	|314            	|  1.0502         	|  0.21495        	|
training_batch_to_device           	|  0.00026765     	|1000           	|  0.26765        	|  0.054781       	|
evaluation_batch_to_device         	|  0.0003117      	|313            	|  0.097562       	|  0.019968       	|
on_train_batch_start               	|  9.5858e-05     	|1000           	|  0.095858       	|  0.01962        	|
on_train_end                       	|  0.050715       	|1              	|  0.050715       	|  0.01038        	|
on_after_backward                  	|  2.6371e-05     	|1000           	|  0.026371       	|  0.0053975      	|
on_train_epoch_start               	|  0.00037411     	|63             	|  0.023569       	|  0.0048239      	|
on_train_epoch_end                 	|  0.00037138     	|63             	|  0.023397       	|  0.0047887      	|
on_pretrain_routine_start          	|  0.022828       	|1              	|  0.022828       	|  0.0046722      	|
on_batch_start                     	|  2.1785e-05     	|1000           	|  0.021785       	|  0.0044589      	|
on_before_zero_grad                	|  1.7672e-05     	|1000           	|  0.017672       	|  0.003617       	|
on_batch_end                       	|  1.5213e-05     	|1000           	|  0.015213       	|  0.0031137      	|
on_before_backward                 	|  1.3773e-05     	|1000           	|  0.013773       	|  0.002819       	|
on_validation_batch_end            	|  4.1879e-05     	|313            	|  0.013108       	|  0.0026829      	|
on_before_optimizer_step           	|  1.2951e-05     	|1000           	|  0.012951       	|  0.0026507      	|
configure_optimizers               	|  0.01073        	|1              	|  0.01073        	|  0.0021962      	|
training_step_end                  	|  7.3704e-06     	|1000           	|  0.0073704      	|  0.0015085      	|
on_validation_model_eval           	|  0.0047578      	|1              	|  0.0047578      	|  0.0009738      	|
on_validation_batch_start          	|  1.5149e-05     	|313            	|  0.0047418      	|  0.00097052     	|
validation_step_end                	|  8.9103e-06     	|313            	|  0.0027889      	|  0.00057082     	|
on_train_start                     	|  0.0013707      	|1              	|  0.0013707      	|  0.00028055     	|
on_epoch_end                       	|  1.2173e-05     	|64             	|  0.00077908     	|  0.00015946     	|
on_epoch_start                     	|  1.1536e-05     	|64             	|  0.00073828     	|  0.00015111     	|
on_validation_start                	|  0.00052826     	|1              	|  0.00052826     	|  0.00010812     	|
on_validation_end                  	|  0.00015451     	|1              	|  0.00015451     	|  3.1624e-05     	|
teardown                           	|  6.076e-05      	|2              	|  0.00012152     	|  2.4872e-05     	|
on_before_accelerator_backend_setup	|  3.8091e-05     	|2              	|  7.6182e-05     	|  1.5592e-05     	|
on_fit_end                         	|  6.33e-05       	|1              	|  6.33e-05       	|  1.2956e-05     	|
setup                              	|  2.6257e-05     	|2              	|  5.2514e-05     	|  1.0748e-05     	|
on_configure_sharded_model         	|  2.4404e-05     	|2              	|  4.8809e-05     	|  9.9899e-06     	|
on_fit_start                       	|  4.4905e-05     	|1              	|  4.4905e-05     	|  9.1908e-06     	|
on_validation_epoch_end            	|  4.0358e-05     	|1              	|  4.0358e-05     	|  8.2602e-06     	|
prepare_data                       	|  1.3102e-05     	|2              	|  2.6204e-05     	|  5.3632e-06     	|
configure_callbacks                	|  8.5216e-06     	|2              	|  1.7043e-05     	|  3.4883e-06     	|
on_val_dataloader                  	|  8.2999e-06     	|2              	|  1.66e-05       	|  3.3976e-06     	|
configure_sharded_model            	|  7.554e-06      	|2              	|  1.5108e-05     	|  3.0922e-06     	|
on_pretrain_routine_end            	|  1.2849e-05     	|1              	|  1.2849e-05     	|  2.6298e-06     	|
on_validation_epoch_start          	|  1.0246e-05     	|1              	|  1.0246e-05     	|  2.0972e-06     	|
on_train_dataloader                	|  7.594e-06      	|1              	|  7.594e-06      	|  1.5543e-06     	|
