VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  571.94         	|  100 %          	|
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run_training_epoch                 	|  7.9989         	|63             	|  503.93         	|  88.109         	|
run_training_batch                 	|  0.38162        	|1000           	|  381.62         	|  66.724         	|
optimizer_step_with_closure_0      	|  0.37777        	|1000           	|  377.77         	|  66.051         	|
training_step_and_backward         	|  0.27313        	|1000           	|  273.13         	|  47.755         	|
model_forward                      	|  0.13641        	|1000           	|  136.41         	|  23.851         	|
training_step                      	|  0.13624        	|1000           	|  136.24         	|  23.821         	|
backward                           	|  0.1352         	|1000           	|  135.2          	|  23.639         	|
run_validate_evaluation            	|  30.31          	|1              	|  30.31          	|  5.2996         	|
evaluation_step_and_end            	|  0.22261        	|125            	|  27.826         	|  4.8653         	|
validation_step                    	|  0.22251        	|125            	|  27.814         	|  4.8631         	|
get_train_batch                    	|  0.025493       	|1063           	|  27.099         	|  4.7381         	|
fetch_next_train_batch             	|  0.02547        	|1063           	|  27.075         	|  4.7339         	|
on_train_batch_end                 	|  0.0020313      	|1000           	|  2.0313         	|  0.35517        	|
zero_grad                          	|  0.0014814      	|1000           	|  1.4814         	|  0.25902        	|
get_validate_batch                 	|  0.0060701      	|126            	|  0.76483        	|  0.13373        	|
fetch_next_validate_batch          	|  0.0060476      	|126            	|  0.762          	|  0.13323        	|
training_batch_to_device           	|  0.00025259     	|1000           	|  0.25259        	|  0.044164       	|
on_train_batch_start               	|  9.5211e-05     	|1000           	|  0.095211       	|  0.016647       	|
on_train_end                       	|  0.044519       	|1              	|  0.044519       	|  0.007784       	|
evaluation_batch_to_device         	|  0.00028407     	|125            	|  0.035508       	|  0.0062084      	|
on_train_epoch_end                 	|  0.00037014     	|63             	|  0.023319       	|  0.0040772      	|
on_train_epoch_start               	|  0.00036937     	|63             	|  0.02327        	|  0.0040687      	|
on_after_backward                  	|  2.2132e-05     	|1000           	|  0.022132       	|  0.0038697      	|
on_pretrain_routine_start          	|  0.021855       	|1              	|  0.021855       	|  0.0038212      	|
on_batch_start                     	|  2.029e-05      	|1000           	|  0.02029        	|  0.0035475      	|
on_before_zero_grad                	|  1.694e-05      	|1000           	|  0.01694        	|  0.0029619      	|
on_batch_end                       	|  1.6199e-05     	|1000           	|  0.016199       	|  0.0028322      	|
on_before_optimizer_step           	|  1.2622e-05     	|1000           	|  0.012622       	|  0.0022069      	|
on_before_backward                 	|  1.2447e-05     	|1000           	|  0.012447       	|  0.0021763      	|
configure_optimizers               	|  0.01022        	|1              	|  0.01022        	|  0.0017869      	|
training_step_end                  	|  6.8081e-06     	|1000           	|  0.0068081      	|  0.0011904      	|
on_validation_batch_end            	|  3.8961e-05     	|125            	|  0.0048701      	|  0.00085152     	|
on_validation_model_eval           	|  0.0044589      	|1              	|  0.0044589      	|  0.00077961     	|
on_validation_batch_start          	|  1.5178e-05     	|125            	|  0.0018972      	|  0.00033172     	|
on_train_start                     	|  0.0015823      	|1              	|  0.0015823      	|  0.00027665     	|
validation_step_end                	|  7.8687e-06     	|125            	|  0.00098359     	|  0.00017198     	|
on_epoch_end                       	|  1.2396e-05     	|64             	|  0.00079335     	|  0.00013871     	|
on_epoch_start                     	|  1.1454e-05     	|64             	|  0.00073303     	|  0.00012817     	|
on_validation_start                	|  0.00059682     	|1              	|  0.00059682     	|  0.00010435     	|
on_validation_end                  	|  0.00014909     	|1              	|  0.00014909     	|  2.6067e-05     	|
on_before_accelerator_backend_setup	|  3.3341e-05     	|2              	|  6.6683e-05     	|  1.1659e-05     	|
setup                              	|  2.7875e-05     	|2              	|  5.5751e-05     	|  9.7477e-06     	|
on_configure_sharded_model         	|  2.3283e-05     	|2              	|  4.6566e-05     	|  8.1418e-06     	|
teardown                           	|  2.2848e-05     	|2              	|  4.5696e-05     	|  7.9897e-06     	|
on_fit_start                       	|  3.9881e-05     	|1              	|  3.9881e-05     	|  6.973e-06      	|
on_validation_epoch_end            	|  2.6707e-05     	|1              	|  2.6707e-05     	|  4.6695e-06     	|
on_fit_end                         	|  2.4641e-05     	|1              	|  2.4641e-05     	|  4.3083e-06     	|
on_val_dataloader                  	|  1.2131e-05     	|2              	|  2.4263e-05     	|  4.2422e-06     	|
prepare_data                       	|  1.0527e-05     	|2              	|  2.1053e-05     	|  3.6811e-06     	|
on_validation_epoch_start          	|  1.8567e-05     	|1              	|  1.8567e-05     	|  3.2463e-06     	|
on_pretrain_routine_end            	|  1.3445e-05     	|1              	|  1.3445e-05     	|  2.3507e-06     	|
configure_sharded_model            	|  6.4792e-06     	|2              	|  1.2958e-05     	|  2.2657e-06     	|
configure_callbacks                	|  6.3311e-06     	|2              	|  1.2662e-05     	|  2.2139e-06     	|
on_train_dataloader                	|  5.6345e-06     	|1              	|  5.6345e-06     	|  9.8516e-07     	|
