VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  543.37         	|  100 %          	|
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run_training_epoch                 	|  0.97436        	|500            	|  487.18         	|  89.659         	|
run_training_batch                 	|  0.33297        	|1000           	|  332.97         	|  61.279         	|
optimizer_step_with_closure_0      	|  0.33027        	|1000           	|  330.27         	|  60.781         	|
training_step_and_backward         	|  0.24646        	|1000           	|  246.46         	|  45.357         	|
model_forward                      	|  0.15329        	|1000           	|  153.29         	|  28.211         	|
training_step                      	|  0.15313        	|1000           	|  153.13         	|  28.181         	|
backward                           	|  0.091752       	|1000           	|  91.752         	|  16.886         	|
get_train_batch                    	|  0.029355       	|1500           	|  44.032         	|  8.1036         	|
fetch_next_train_batch             	|  0.029322       	|1500           	|  43.982         	|  8.0944         	|
run_validate_evaluation            	|  12.157         	|1              	|  12.157         	|  2.2373         	|
evaluation_step_and_end            	|  0.24405        	|48             	|  11.714         	|  2.1559         	|
validation_step                    	|  0.244          	|48             	|  11.712         	|  2.1554         	|
zero_grad                          	|  0.0013785      	|1000           	|  1.3785         	|  0.25369        	|
on_train_batch_end                 	|  0.0013309      	|1000           	|  1.3309         	|  0.24493        	|
training_batch_to_device           	|  0.00059248     	|1000           	|  0.59248        	|  0.10904        	|
get_validate_batch                 	|  0.0042951      	|49             	|  0.21046        	|  0.038733       	|
fetch_next_validate_batch          	|  0.0042799      	|49             	|  0.20971        	|  0.038595       	|
on_train_epoch_start               	|  0.00027385     	|500            	|  0.13692        	|  0.025199       	|
on_train_epoch_end                 	|  0.00026831     	|500            	|  0.13415        	|  0.024689       	|
on_train_batch_start               	|  0.00010562     	|1000           	|  0.10562        	|  0.019437       	|
on_batch_start                     	|  3.3242e-05     	|1000           	|  0.033242       	|  0.0061177      	|
on_train_end                       	|  0.024009       	|1              	|  0.024009       	|  0.0044185      	|
on_pretrain_routine_start          	|  0.022506       	|1              	|  0.022506       	|  0.0041419      	|
on_before_zero_grad                	|  2.1487e-05     	|1000           	|  0.021487       	|  0.0039543      	|
on_batch_end                       	|  1.4015e-05     	|1000           	|  0.014015       	|  0.0025793      	|
on_before_optimizer_step           	|  1.2432e-05     	|1000           	|  0.012432       	|  0.002288       	|
on_before_backward                 	|  1.2255e-05     	|1000           	|  0.012255       	|  0.0022554      	|
on_after_backward                  	|  1.2027e-05     	|1000           	|  0.012027       	|  0.0022135      	|
evaluation_batch_to_device         	|  0.00022511     	|48             	|  0.010805       	|  0.0019885      	|
configure_optimizers               	|  0.0085621      	|1              	|  0.0085621      	|  0.0015757      	|
training_step_end                  	|  8.0126e-06     	|1000           	|  0.0080126      	|  0.0014746      	|
on_epoch_start                     	|  1.0762e-05     	|501            	|  0.0053918      	|  0.00099229     	|
on_epoch_end                       	|  1.0281e-05     	|501            	|  0.0051506      	|  0.00094789     	|
on_validation_model_eval           	|  0.0044929      	|1              	|  0.0044929      	|  0.00082686     	|
on_validation_batch_end            	|  2.095e-05      	|48             	|  0.0010056      	|  0.00018507     	|
on_train_start                     	|  0.00070864     	|1              	|  0.00070864     	|  0.00013041     	|
on_validation_batch_start          	|  1.088e-05      	|48             	|  0.00052222     	|  9.6108e-05     	|
on_validation_start                	|  0.00033088     	|1              	|  0.00033088     	|  6.0894e-05     	|
validation_step_end                	|  5.0985e-06     	|48             	|  0.00024473     	|  4.5039e-05     	|
on_validation_end                  	|  0.00011477     	|1              	|  0.00011477     	|  2.1121e-05     	|
on_before_accelerator_backend_setup	|  1.9607e-05     	|2              	|  3.9214e-05     	|  7.2168e-06     	|
teardown                           	|  1.5349e-05     	|2              	|  3.0698e-05     	|  5.6496e-06     	|
setup                              	|  1.37e-05       	|2              	|  2.74e-05       	|  5.0426e-06     	|
on_configure_sharded_model         	|  1.3506e-05     	|2              	|  2.7011e-05     	|  4.971e-06      	|
on_fit_end                         	|  2.1901e-05     	|1              	|  2.1901e-05     	|  4.0306e-06     	|
on_validation_epoch_end            	|  2.0578e-05     	|1              	|  2.0578e-05     	|  3.7871e-06     	|
on_fit_start                       	|  1.7432e-05     	|1              	|  1.7432e-05     	|  3.2081e-06     	|
on_val_dataloader                  	|  6.2115e-06     	|2              	|  1.2423e-05     	|  2.2863e-06     	|
prepare_data                       	|  5.936e-06      	|2              	|  1.1872e-05     	|  2.1849e-06     	|
on_pretrain_routine_end            	|  1.087e-05      	|1              	|  1.087e-05      	|  2.0005e-06     	|
configure_callbacks                	|  5.0751e-06     	|2              	|  1.015e-05      	|  1.868e-06      	|
on_validation_epoch_start          	|  9.959e-06      	|1              	|  9.959e-06      	|  1.8328e-06     	|
configure_sharded_model            	|  4.869e-06      	|2              	|  9.738e-06      	|  1.7922e-06     	|
on_train_dataloader                	|  4.357e-06      	|1              	|  4.357e-06      	|  8.0184e-07     	|
