VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  444.92         	|  100 %          	|
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run_training_epoch                 	|  6.4634         	|63             	|  407.19         	|  91.52          	|
run_training_batch                 	|  0.26913        	|1000           	|  269.13         	|  60.49          	|
optimizer_step_with_closure_0      	|  0.26583        	|1000           	|  265.83         	|  59.747         	|
training_step_and_backward         	|  0.20382        	|1000           	|  203.82         	|  45.81          	|
model_forward                      	|  0.10244        	|1000           	|  102.44         	|  23.023         	|
training_step                      	|  0.10224        	|1000           	|  102.24         	|  22.98          	|
backward                           	|  0.099915       	|1000           	|  99.915         	|  22.457         	|
get_train_batch                    	|  0.030459       	|1063           	|  32.378         	|  7.2773         	|
fetch_next_train_batch             	|  0.030436       	|1063           	|  32.354         	|  7.2718         	|
run_validate_evaluation            	|  7.8579         	|1              	|  7.8579         	|  1.7661         	|
evaluation_step_and_end            	|  0.10211        	|48             	|  4.9012         	|  1.1016         	|
validation_step                    	|  0.102          	|48             	|  4.8958         	|  1.1004         	|
on_train_batch_end                 	|  0.0021378      	|1000           	|  2.1378         	|  0.48049        	|
zero_grad                          	|  0.0014361      	|1000           	|  1.4361         	|  0.32278        	|
get_validate_batch                 	|  0.013419       	|49             	|  0.65751        	|  0.14778        	|
fetch_next_validate_batch          	|  0.013394       	|49             	|  0.65631        	|  0.14751        	|
training_batch_to_device           	|  0.00024794     	|1000           	|  0.24794        	|  0.055728       	|
on_train_batch_start               	|  9.5119e-05     	|1000           	|  0.095119       	|  0.021379       	|
on_train_end                       	|  0.05944        	|1              	|  0.05944        	|  0.01336        	|
on_after_backward                  	|  2.6074e-05     	|1000           	|  0.026074       	|  0.0058604      	|
configure_optimizers               	|  0.023147       	|1              	|  0.023147       	|  0.0052026      	|
on_train_epoch_start               	|  0.00036393     	|63             	|  0.022927       	|  0.0051532      	|
on_pretrain_routine_start          	|  0.022504       	|1              	|  0.022504       	|  0.0050579      	|
on_train_epoch_end                 	|  0.00034429     	|63             	|  0.02169        	|  0.0048751      	|
on_batch_start                     	|  2.1541e-05     	|1000           	|  0.021541       	|  0.0048416      	|
on_before_zero_grad                	|  1.8487e-05     	|1000           	|  0.018487       	|  0.0041551      	|
on_batch_end                       	|  1.6546e-05     	|1000           	|  0.016546       	|  0.0037189      	|
on_before_optimizer_step           	|  1.4794e-05     	|1000           	|  0.014794       	|  0.0033251      	|
evaluation_batch_to_device         	|  0.00029578     	|48             	|  0.014198       	|  0.0031911      	|
on_before_backward                 	|  1.29e-05       	|1000           	|  0.0129         	|  0.0028995      	|
training_step_end                  	|  7.3255e-06     	|1000           	|  0.0073255      	|  0.0016465      	|
on_validation_model_eval           	|  0.0040397      	|1              	|  0.0040397      	|  0.00090795     	|
on_validation_batch_end            	|  4.0573e-05     	|48             	|  0.0019475      	|  0.00043772     	|
on_train_start                     	|  0.0012227      	|1              	|  0.0012227      	|  0.00027482     	|
on_validation_batch_start          	|  1.6394e-05     	|48             	|  0.00078692     	|  0.00017687     	|
on_epoch_end                       	|  1.1626e-05     	|64             	|  0.00074405     	|  0.00016723     	|
on_epoch_start                     	|  1.0803e-05     	|64             	|  0.0006914      	|  0.0001554      	|
on_validation_start                	|  0.00042344     	|1              	|  0.00042344     	|  9.5171e-05     	|
validation_step_end                	|  8.8136e-06     	|48             	|  0.00042306     	|  9.5086e-05     	|
on_validation_end                  	|  0.0003029      	|1              	|  0.0003029      	|  6.808e-05      	|
teardown                           	|  2.4407e-05     	|2              	|  4.8814e-05     	|  1.0971e-05     	|
on_configure_sharded_model         	|  2.3516e-05     	|2              	|  4.7032e-05     	|  1.0571e-05     	|
on_before_accelerator_backend_setup	|  2.2992e-05     	|2              	|  4.5985e-05     	|  1.0336e-05     	|
setup                              	|  2.2052e-05     	|2              	|  4.4104e-05     	|  9.9127e-06     	|
on_fit_start                       	|  4.096e-05      	|1              	|  4.096e-05      	|  9.206e-06      	|
on_validation_epoch_end            	|  3.0829e-05     	|1              	|  3.0829e-05     	|  6.929e-06      	|
on_fit_end                         	|  3.0322e-05     	|1              	|  3.0322e-05     	|  6.8152e-06     	|
configure_sharded_model            	|  9.7593e-06     	|2              	|  1.9519e-05     	|  4.387e-06      	|
on_val_dataloader                  	|  8.2543e-06     	|2              	|  1.6509e-05     	|  3.7105e-06     	|
configure_callbacks                	|  7.5037e-06     	|2              	|  1.5007e-05     	|  3.373e-06      	|
prepare_data                       	|  7.1181e-06     	|2              	|  1.4236e-05     	|  3.1997e-06     	|
on_pretrain_routine_end            	|  1.3441e-05     	|1              	|  1.3441e-05     	|  3.021e-06      	|
on_validation_epoch_start          	|  9.4436e-06     	|1              	|  9.4436e-06     	|  2.1225e-06     	|
on_train_dataloader                	|  7.0129e-06     	|1              	|  7.0129e-06     	|  1.5762e-06     	|
