VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1303.0         	|  100 %          	|
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run_training_epoch                 	|  2.5153         	|500            	|  1257.6         	|  96.522         	|
run_training_batch                 	|  0.29497        	|1000           	|  294.97         	|  22.638         	|
optimizer_step_with_closure_0      	|  0.29146        	|1000           	|  291.46         	|  22.369         	|
training_step_and_backward         	|  0.22337        	|1000           	|  223.37         	|  17.143         	|
get_train_batch                    	|  0.11603        	|1500           	|  174.05         	|  13.358         	|
fetch_next_train_batch             	|  0.11598        	|1500           	|  173.97         	|  13.352         	|
model_forward                      	|  0.11563        	|1000           	|  115.63         	|  8.8742         	|
training_step                      	|  0.11537        	|1000           	|  115.37         	|  8.8547         	|
backward                           	|  0.10616        	|1000           	|  106.16         	|  8.1477         	|
run_validate_evaluation            	|  8.0565         	|1              	|  8.0565         	|  0.61832        	|
evaluation_step_and_end            	|  0.10381        	|48             	|  4.9831         	|  0.38244        	|
validation_step                    	|  0.10369        	|48             	|  4.9773         	|  0.38199        	|
on_train_batch_end                 	|  0.0027619      	|1000           	|  2.7619         	|  0.21197        	|
zero_grad                          	|  0.0015425      	|1000           	|  1.5425         	|  0.11838        	|
training_batch_to_device           	|  0.00074591     	|1000           	|  0.74591        	|  0.057247       	|
get_validate_batch                 	|  0.012868       	|49             	|  0.63051        	|  0.048391       	|
fetch_next_validate_batch          	|  0.012842       	|49             	|  0.62926        	|  0.048294       	|
on_train_epoch_end                 	|  0.00044144     	|500            	|  0.22072        	|  0.01694        	|
on_train_epoch_start               	|  0.00042689     	|500            	|  0.21345        	|  0.016382       	|
on_train_batch_start               	|  0.0001207      	|1000           	|  0.1207         	|  0.0092635      	|
on_batch_start                     	|  5.5351e-05     	|1000           	|  0.055351       	|  0.0042481      	|
on_train_end                       	|  0.047232       	|1              	|  0.047232       	|  0.003625       	|
on_after_backward                  	|  2.76e-05       	|1000           	|  0.0276         	|  0.0021182      	|
on_before_zero_grad                	|  2.4105e-05     	|1000           	|  0.024105       	|  0.00185        	|
on_pretrain_routine_start          	|  0.023108       	|1              	|  0.023108       	|  0.0017735      	|
on_before_optimizer_step           	|  1.7544e-05     	|1000           	|  0.017544       	|  0.0013464      	|
on_batch_end                       	|  1.6582e-05     	|1000           	|  0.016582       	|  0.0012726      	|
on_before_backward                 	|  1.6279e-05     	|1000           	|  0.016279       	|  0.0012493      	|
evaluation_batch_to_device         	|  0.00031811     	|48             	|  0.01527        	|  0.0011719      	|
configure_optimizers               	|  0.01334        	|1              	|  0.01334        	|  0.0010238      	|
training_step_end                  	|  1.1357e-05     	|1000           	|  0.011357       	|  0.00087163     	|
on_epoch_end                       	|  1.2677e-05     	|501            	|  0.0063511      	|  0.00048743     	|
on_epoch_start                     	|  1.1845e-05     	|501            	|  0.0059344      	|  0.00045545     	|
on_validation_model_eval           	|  0.0040576      	|1              	|  0.0040576      	|  0.00031141     	|
on_validation_batch_end            	|  4.536e-05      	|48             	|  0.0021773      	|  0.0001671      	|
on_train_start                     	|  0.0012659      	|1              	|  0.0012659      	|  9.7152e-05     	|
on_validation_batch_start          	|  1.831e-05      	|48             	|  0.00087886     	|  6.7451e-05     	|
on_validation_start                	|  0.0005003      	|1              	|  0.0005003      	|  3.8397e-05     	|
validation_step_end                	|  9.821e-06      	|48             	|  0.00047141     	|  3.6179e-05     	|
on_validation_end                  	|  0.00041365     	|1              	|  0.00041365     	|  3.1746e-05     	|
on_fit_end                         	|  6.8055e-05     	|1              	|  6.8055e-05     	|  5.2231e-06     	|
setup                              	|  2.9006e-05     	|2              	|  5.8012e-05     	|  4.4523e-06     	|
on_configure_sharded_model         	|  2.6753e-05     	|2              	|  5.3506e-05     	|  4.1065e-06     	|
on_before_accelerator_backend_setup	|  2.5816e-05     	|2              	|  5.1633e-05     	|  3.9627e-06     	|
teardown                           	|  2.5612e-05     	|2              	|  5.1225e-05     	|  3.9314e-06     	|
on_fit_start                       	|  4.5907e-05     	|1              	|  4.5907e-05     	|  3.5232e-06     	|
on_validation_epoch_end            	|  4.1921e-05     	|1              	|  4.1921e-05     	|  3.2173e-06     	|
on_val_dataloader                  	|  1.0413e-05     	|2              	|  2.0826e-05     	|  1.5984e-06     	|
configure_callbacks                	|  9.7901e-06     	|2              	|  1.958e-05      	|  1.5027e-06     	|
prepare_data                       	|  8.7768e-06     	|2              	|  1.7554e-05     	|  1.3472e-06     	|
configure_sharded_model            	|  8.3707e-06     	|2              	|  1.6741e-05     	|  1.2849e-06     	|
on_pretrain_routine_end            	|  1.3296e-05     	|1              	|  1.3296e-05     	|  1.0204e-06     	|
on_validation_epoch_start          	|  1.2029e-05     	|1              	|  1.2029e-05     	|  9.232e-07      	|
on_train_dataloader                	|  1.0975e-05     	|1              	|  1.0975e-05     	|  8.4228e-07     	|
