VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  755.28         	|  100 %          	|
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run_training_epoch                 	|  3.5403         	|200            	|  708.06         	|  93.747         	|
run_training_batch                 	|  0.30518        	|1000           	|  305.18         	|  40.406         	|
optimizer_step_with_closure_0      	|  0.30077        	|1000           	|  300.77         	|  39.822         	|
training_step_and_backward         	|  0.23554        	|1000           	|  235.54         	|  31.185         	|
backward                           	|  0.12174        	|1000           	|  121.74         	|  16.118         	|
model_forward                      	|  0.11224        	|1000           	|  112.24         	|  14.86          	|
training_step                      	|  0.11202        	|1000           	|  112.02         	|  14.832         	|
get_train_batch                    	|  0.065096       	|1200           	|  78.115         	|  10.342         	|
fetch_next_train_batch             	|  0.065063       	|1200           	|  78.075         	|  10.337         	|
run_validate_evaluation            	|  16.702         	|1              	|  16.702         	|  2.2113         	|
evaluation_step_and_end            	|  0.099185       	|139            	|  13.787         	|  1.8254         	|
validation_step                    	|  0.099064       	|139            	|  13.77          	|  1.8231         	|
on_train_batch_end                 	|  0.0023509      	|1000           	|  2.3509         	|  0.31125        	|
zero_grad                          	|  0.0015247      	|1000           	|  1.5247         	|  0.20188        	|
get_validate_batch                 	|  0.0056089      	|140            	|  0.78524        	|  0.10397        	|
fetch_next_validate_batch          	|  0.0055832      	|140            	|  0.78165        	|  0.10349        	|
training_batch_to_device           	|  0.00041582     	|1000           	|  0.41582        	|  0.055055       	|
on_train_batch_start               	|  0.0001086      	|1000           	|  0.1086         	|  0.014378       	|
on_train_epoch_start               	|  0.00033682     	|200            	|  0.067365       	|  0.0089191      	|
on_train_epoch_end                 	|  0.00032383     	|200            	|  0.064765       	|  0.0085749      	|
on_train_end                       	|  0.044034       	|1              	|  0.044034       	|  0.0058302      	|
evaluation_batch_to_device         	|  0.00031422     	|139            	|  0.043677       	|  0.0057829      	|
on_batch_start                     	|  3.3019e-05     	|1000           	|  0.033019       	|  0.0043718      	|
on_after_backward                  	|  3.0222e-05     	|1000           	|  0.030222       	|  0.0040013      	|
on_pretrain_routine_start          	|  0.023228       	|1              	|  0.023228       	|  0.0030753      	|
on_before_zero_grad                	|  2.172e-05      	|1000           	|  0.02172        	|  0.0028757      	|
on_batch_end                       	|  1.5974e-05     	|1000           	|  0.015974       	|  0.002115       	|
on_before_optimizer_step           	|  1.4525e-05     	|1000           	|  0.014525       	|  0.0019231      	|
configure_optimizers               	|  0.014352       	|1              	|  0.014352       	|  0.0019002      	|
on_before_backward                 	|  1.3894e-05     	|1000           	|  0.013894       	|  0.0018396      	|
training_step_end                  	|  8.462e-06      	|1000           	|  0.008462       	|  0.0011204      	|
on_validation_batch_end            	|  4.3206e-05     	|139            	|  0.0060057      	|  0.00079515     	|
on_validation_model_eval           	|  0.0040207      	|1              	|  0.0040207      	|  0.00053234     	|
on_epoch_end                       	|  1.2127e-05     	|201            	|  0.0024376      	|  0.00032274     	|
on_validation_batch_start          	|  1.7099e-05     	|139            	|  0.0023768      	|  0.00031469     	|
on_epoch_start                     	|  1.178e-05      	|201            	|  0.0023678      	|  0.0003135      	|
validation_step_end                	|  9.7553e-06     	|139            	|  0.001356       	|  0.00017953     	|
on_train_start                     	|  0.0012703      	|1              	|  0.0012703      	|  0.00016819     	|
on_validation_start                	|  0.00048223     	|1              	|  0.00048223     	|  6.3847e-05     	|
on_validation_end                  	|  0.00018215     	|1              	|  0.00018215     	|  2.4117e-05     	|
setup                              	|  3.3872e-05     	|2              	|  6.7744e-05     	|  8.9694e-06     	|
on_fit_end                         	|  6.7178e-05     	|1              	|  6.7178e-05     	|  8.8944e-06     	|
on_before_accelerator_backend_setup	|  3.1468e-05     	|2              	|  6.2935e-05     	|  8.3326e-06     	|
on_configure_sharded_model         	|  3.0936e-05     	|2              	|  6.1871e-05     	|  8.1918e-06     	|
on_fit_start                       	|  4.638e-05      	|1              	|  4.638e-05      	|  6.1407e-06     	|
teardown                           	|  2.1797e-05     	|2              	|  4.3593e-05     	|  5.7718e-06     	|
on_validation_epoch_end            	|  2.7878e-05     	|1              	|  2.7878e-05     	|  3.6911e-06     	|
configure_callbacks                	|  9.7658e-06     	|2              	|  1.9532e-05     	|  2.586e-06      	|
prepare_data                       	|  9.3877e-06     	|2              	|  1.8775e-05     	|  2.4859e-06     	|
on_val_dataloader                  	|  9.2257e-06     	|2              	|  1.8451e-05     	|  2.443e-06      	|
configure_sharded_model            	|  8.3987e-06     	|2              	|  1.6797e-05     	|  2.224e-06      	|
on_pretrain_routine_end            	|  1.5654e-05     	|1              	|  1.5654e-05     	|  2.0726e-06     	|
on_validation_epoch_start          	|  1.1886e-05     	|1              	|  1.1886e-05     	|  1.5737e-06     	|
on_train_dataloader                	|  1.0516e-05     	|1              	|  1.0516e-05     	|  1.3924e-06     	|
