VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  530.43         	|  100 %          	|
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run_training_epoch                 	|  0.94878        	|500            	|  474.39         	|  89.435         	|
run_training_batch                 	|  0.32136        	|1000           	|  321.36         	|  60.586         	|
optimizer_step_with_closure_0      	|  0.31869        	|1000           	|  318.69         	|  60.082         	|
training_step_and_backward         	|  0.23997        	|1000           	|  239.97         	|  45.241         	|
model_forward                      	|  0.14886        	|1000           	|  148.86         	|  28.064         	|
training_step                      	|  0.14869        	|1000           	|  148.69         	|  28.033         	|
backward                           	|  0.089731       	|1000           	|  89.731         	|  16.917         	|
get_train_batch                    	|  0.029377       	|1500           	|  44.065         	|  8.3074         	|
fetch_next_train_batch             	|  0.029343       	|1500           	|  44.014         	|  8.2979         	|
run_validate_evaluation            	|  12.157         	|1              	|  12.157         	|  2.292          	|
evaluation_step_and_end            	|  0.24431        	|48             	|  11.727         	|  2.2108         	|
validation_step                    	|  0.24425        	|48             	|  11.724         	|  2.2103         	|
zero_grad                          	|  0.0013476      	|1000           	|  1.3476         	|  0.25405        	|
on_train_batch_end                 	|  0.0013086      	|1000           	|  1.3086         	|  0.2467         	|
training_batch_to_device           	|  0.00060121     	|1000           	|  0.60121        	|  0.11334        	|
get_validate_batch                 	|  0.0039696      	|49             	|  0.19451        	|  0.036671       	|
fetch_next_validate_batch          	|  0.0039547      	|49             	|  0.19378        	|  0.036533       	|
on_train_epoch_start               	|  0.00028287     	|500            	|  0.14143        	|  0.026664       	|
on_train_epoch_end                 	|  0.00026953     	|500            	|  0.13476        	|  0.025407       	|
on_train_batch_start               	|  0.0001084      	|1000           	|  0.1084         	|  0.020436       	|
on_train_end                       	|  0.048843       	|1              	|  0.048843       	|  0.0092081      	|
on_batch_start                     	|  3.6087e-05     	|1000           	|  0.036087       	|  0.0068034      	|
on_pretrain_routine_start          	|  0.022311       	|1              	|  0.022311       	|  0.0042062      	|
on_before_zero_grad                	|  2.1465e-05     	|1000           	|  0.021465       	|  0.0040468      	|
on_batch_end                       	|  1.4143e-05     	|1000           	|  0.014143       	|  0.0026664      	|
on_before_backward                 	|  1.2759e-05     	|1000           	|  0.012759       	|  0.0024054      	|
on_before_optimizer_step           	|  1.2696e-05     	|1000           	|  0.012696       	|  0.0023935      	|
on_after_backward                  	|  1.1797e-05     	|1000           	|  0.011797       	|  0.002224       	|
evaluation_batch_to_device         	|  0.00021922     	|48             	|  0.010522       	|  0.0019838      	|
configure_optimizers               	|  0.0081809      	|1              	|  0.0081809      	|  0.0015423      	|
training_step_end                  	|  7.8253e-06     	|1000           	|  0.0078253      	|  0.0014753      	|
on_epoch_end                       	|  1.1103e-05     	|501            	|  0.0055626      	|  0.0010487      	|
on_epoch_start                     	|  1.1056e-05     	|501            	|  0.0055388      	|  0.0010442      	|
on_validation_model_eval           	|  0.0040418      	|1              	|  0.0040418      	|  0.00076199     	|
on_validation_batch_end            	|  2.2444e-05     	|48             	|  0.0010773      	|  0.0002031      	|
on_train_start                     	|  0.00073291     	|1              	|  0.00073291     	|  0.00013817     	|
on_validation_batch_start          	|  1.1257e-05     	|48             	|  0.00054034     	|  0.00010187     	|
on_validation_start                	|  0.00033429     	|1              	|  0.00033429     	|  6.3022e-05     	|
validation_step_end                	|  5.6398e-06     	|48             	|  0.00027071     	|  5.1036e-05     	|
on_validation_end                  	|  0.00010595     	|1              	|  0.00010595     	|  1.9974e-05     	|
on_before_accelerator_backend_setup	|  1.9065e-05     	|2              	|  3.813e-05      	|  7.1885e-06     	|
teardown                           	|  1.6942e-05     	|2              	|  3.3884e-05     	|  6.388e-06      	|
on_configure_sharded_model         	|  1.4512e-05     	|2              	|  2.9024e-05     	|  5.4718e-06     	|
setup                              	|  1.3651e-05     	|2              	|  2.7301e-05     	|  5.147e-06      	|
on_fit_end                         	|  2.3544e-05     	|1              	|  2.3544e-05     	|  4.4387e-06     	|
on_validation_epoch_end            	|  1.9055e-05     	|1              	|  1.9055e-05     	|  3.5924e-06     	|
on_fit_start                       	|  1.6712e-05     	|1              	|  1.6712e-05     	|  3.1507e-06     	|
on_val_dataloader                  	|  6.7624e-06     	|2              	|  1.3525e-05     	|  2.5498e-06     	|
on_pretrain_routine_end            	|  1.1341e-05     	|1              	|  1.1341e-05     	|  2.1381e-06     	|
prepare_data                       	|  5.6455e-06     	|2              	|  1.1291e-05     	|  2.1287e-06     	|
on_validation_epoch_start          	|  9.648e-06      	|1              	|  9.648e-06      	|  1.8189e-06     	|
configure_sharded_model            	|  4.784e-06      	|2              	|  9.5679e-06     	|  1.8038e-06     	|
configure_callbacks                	|  4.3725e-06     	|2              	|  8.745e-06      	|  1.6487e-06     	|
on_train_dataloader                	|  4.348e-06      	|1              	|  4.348e-06      	|  8.1971e-07     	|
