VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1335.5         	|  100 %          	|
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run_training_epoch                 	|  2.5882         	|500            	|  1294.1         	|  96.902         	|
run_training_batch                 	|  0.30669        	|1000           	|  306.69         	|  22.965         	|
optimizer_step_with_closure_0      	|  0.30208        	|1000           	|  302.08         	|  22.619         	|
training_step_and_backward         	|  0.23181        	|1000           	|  231.81         	|  17.358         	|
get_train_batch                    	|  0.11583        	|1500           	|  173.75         	|  13.01          	|
fetch_next_train_batch             	|  0.11579        	|1500           	|  173.68         	|  13.005         	|
model_forward                      	|  0.11757        	|1000           	|  117.57         	|  8.8036         	|
training_step                      	|  0.11732        	|1000           	|  117.32         	|  8.7847         	|
backward                           	|  0.11257        	|1000           	|  112.57         	|  8.4295         	|
run_validate_evaluation            	|  7.9167         	|1              	|  7.9167         	|  0.5928         	|
evaluation_step_and_end            	|  0.10218        	|48             	|  4.9047         	|  0.36726        	|
validation_step                    	|  0.10207        	|48             	|  4.8994         	|  0.36687        	|
on_train_batch_end                 	|  0.0025167      	|1000           	|  2.5167         	|  0.18845        	|
zero_grad                          	|  0.0016228      	|1000           	|  1.6228         	|  0.12151        	|
training_batch_to_device           	|  0.00077822     	|1000           	|  0.77822        	|  0.058272       	|
get_validate_batch                 	|  0.012211       	|49             	|  0.59834        	|  0.044803       	|
fetch_next_validate_batch          	|  0.012187       	|49             	|  0.59717        	|  0.044715       	|
on_train_epoch_end                 	|  0.00038473     	|500            	|  0.19236        	|  0.014404       	|
on_train_epoch_start               	|  0.00034822     	|500            	|  0.17411        	|  0.013037       	|
on_train_batch_start               	|  0.00011431     	|1000           	|  0.11431        	|  0.0085594      	|
on_batch_start                     	|  5.4342e-05     	|1000           	|  0.054342       	|  0.0040691      	|
on_train_end                       	|  0.044093       	|1              	|  0.044093       	|  0.0033016      	|
on_after_backward                  	|  2.6688e-05     	|1000           	|  0.026688       	|  0.0019984      	|
on_before_zero_grad                	|  2.5664e-05     	|1000           	|  0.025664       	|  0.0019217      	|
on_pretrain_routine_start          	|  0.025061       	|1              	|  0.025061       	|  0.0018766      	|
on_before_optimizer_step           	|  1.7601e-05     	|1000           	|  0.017601       	|  0.001318       	|
on_batch_end                       	|  1.695e-05      	|1000           	|  0.01695        	|  0.0012692      	|
on_before_backward                 	|  1.657e-05      	|1000           	|  0.01657        	|  0.0012407      	|
evaluation_batch_to_device         	|  0.00026581     	|48             	|  0.012759       	|  0.00095539     	|
configure_optimizers               	|  0.011662       	|1              	|  0.011662       	|  0.00087323     	|
training_step_end                  	|  1.1204e-05     	|1000           	|  0.011204       	|  0.00083896     	|
on_epoch_end                       	|  1.1811e-05     	|501            	|  0.0059175      	|  0.0004431      	|
on_epoch_start                     	|  1.1637e-05     	|501            	|  0.0058301      	|  0.00043655     	|
on_validation_model_eval           	|  0.0045555      	|1              	|  0.0045555      	|  0.00034111     	|
on_validation_batch_end            	|  4.0449e-05     	|48             	|  0.0019415      	|  0.00014538     	|
on_train_start                     	|  0.001323       	|1              	|  0.001323       	|  9.9066e-05     	|
on_validation_batch_start          	|  1.803e-05      	|48             	|  0.00086546     	|  6.4805e-05     	|
on_validation_start                	|  0.0008102      	|1              	|  0.0008102      	|  6.0667e-05     	|
validation_step_end                	|  9.4679e-06     	|48             	|  0.00045446     	|  3.4029e-05     	|
on_validation_end                  	|  0.00016932     	|1              	|  0.00016932     	|  1.2679e-05     	|
teardown                           	|  4.9166e-05     	|2              	|  9.8333e-05     	|  7.3631e-06     	|
on_configure_sharded_model         	|  2.5912e-05     	|2              	|  5.1824e-05     	|  3.8806e-06     	|
setup                              	|  2.4997e-05     	|2              	|  4.9993e-05     	|  3.7435e-06     	|
on_before_accelerator_backend_setup	|  2.4297e-05     	|2              	|  4.8595e-05     	|  3.6387e-06     	|
on_fit_start                       	|  4.7237e-05     	|1              	|  4.7237e-05     	|  3.537e-06      	|
on_fit_end                         	|  3.0933e-05     	|1              	|  3.0933e-05     	|  2.3162e-06     	|
on_validation_epoch_end            	|  2.9314e-05     	|1              	|  2.9314e-05     	|  2.195e-06      	|
on_val_dataloader                  	|  1.4595e-05     	|2              	|  2.919e-05      	|  2.1857e-06     	|
on_pretrain_routine_end            	|  1.9869e-05     	|1              	|  1.9869e-05     	|  1.4878e-06     	|
configure_callbacks                	|  8.0653e-06     	|2              	|  1.6131e-05     	|  1.2078e-06     	|
prepare_data                       	|  7.9051e-06     	|2              	|  1.581e-05      	|  1.1838e-06     	|
configure_sharded_model            	|  7.6108e-06     	|2              	|  1.5222e-05     	|  1.1398e-06     	|
on_validation_epoch_start          	|  1.1897e-05     	|1              	|  1.1897e-05     	|  8.9082e-07     	|
on_train_dataloader                	|  1.1511e-05     	|1              	|  1.1511e-05     	|  8.6194e-07     	|
