VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  363.24         	|  100 %          	|
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run_training_epoch                 	|  12.342         	|25             	|  308.56         	|  84.946         	|
run_training_batch                 	|  0.26547        	|1000           	|  265.47         	|  73.082         	|
optimizer_step_with_closure_0      	|  0.26224        	|1000           	|  262.24         	|  72.195         	|
training_step_and_backward         	|  0.20209        	|1000           	|  202.09         	|  55.634         	|
model_forward                      	|  0.10061        	|1000           	|  100.61         	|  27.698         	|
training_step                      	|  0.10042        	|1000           	|  100.42         	|  27.646         	|
backward                           	|  0.10002        	|1000           	|  100.02         	|  27.535         	|
run_validate_evaluation            	|  16.864         	|1              	|  16.864         	|  4.6425         	|
evaluation_step_and_end            	|  0.10334        	|139            	|  14.365         	|  3.9545         	|
validation_step                    	|  0.10323        	|139            	|  14.349         	|  3.9502         	|
get_train_batch                    	|  0.0089505      	|1025           	|  9.1743         	|  2.5257         	|
fetch_next_train_batch             	|  0.0089277      	|1025           	|  9.1509         	|  2.5192         	|
on_train_batch_end                 	|  0.0020733      	|1000           	|  2.0733         	|  0.57078        	|
zero_grad                          	|  0.0014226      	|1000           	|  1.4226         	|  0.39163        	|
get_validate_batch                 	|  0.0047154      	|140            	|  0.66015        	|  0.18174        	|
fetch_next_validate_batch          	|  0.0046912      	|140            	|  0.65676        	|  0.1808         	|
training_batch_to_device           	|  0.0002843      	|1000           	|  0.2843         	|  0.078267       	|
on_train_batch_start               	|  9.4475e-05     	|1000           	|  0.094475       	|  0.026009       	|
on_train_end                       	|  0.041626       	|1              	|  0.041626       	|  0.011459       	|
evaluation_batch_to_device         	|  0.00025867     	|139            	|  0.035955       	|  0.0098984      	|
on_after_backward                  	|  2.5433e-05     	|1000           	|  0.025433       	|  0.0070017      	|
on_pretrain_routine_start          	|  0.022427       	|1              	|  0.022427       	|  0.006174       	|
on_batch_start                     	|  2.0359e-05     	|1000           	|  0.020359       	|  0.0056048      	|
on_before_zero_grad                	|  1.7017e-05     	|1000           	|  0.017017       	|  0.0046846      	|
on_batch_end                       	|  1.6009e-05     	|1000           	|  0.016009       	|  0.0044072      	|
on_before_optimizer_step           	|  1.3779e-05     	|1000           	|  0.013779       	|  0.0037933      	|
on_before_backward                 	|  1.3307e-05     	|1000           	|  0.013307       	|  0.0036632      	|
configure_optimizers               	|  0.0097813      	|1              	|  0.0097813      	|  0.0026928      	|
on_train_epoch_start               	|  0.0003765      	|25             	|  0.0094124      	|  0.0025912      	|
on_train_epoch_end                 	|  0.00035204     	|25             	|  0.0088009      	|  0.0024229      	|
training_step_end                  	|  7.0537e-06     	|1000           	|  0.0070537      	|  0.0019419      	|
on_validation_batch_end            	|  3.9403e-05     	|139            	|  0.005477       	|  0.0015078      	|
on_validation_model_eval           	|  0.0045784      	|1              	|  0.0045784      	|  0.0012604      	|
on_validation_batch_start          	|  1.6856e-05     	|139            	|  0.002343       	|  0.00064501     	|
validation_step_end                	|  8.4896e-06     	|139            	|  0.0011801      	|  0.00032487     	|
on_train_start                     	|  0.0010902      	|1              	|  0.0010902      	|  0.00030012     	|
on_validation_start                	|  0.0007336      	|1              	|  0.0007336      	|  0.00020196     	|
on_epoch_end                       	|  1.214e-05      	|26             	|  0.00031563     	|  8.6892e-05     	|
on_epoch_start                     	|  1.1814e-05     	|26             	|  0.00030717     	|  8.4562e-05     	|
on_validation_end                  	|  0.00015518     	|1              	|  0.00015518     	|  4.2721e-05     	|
on_configure_sharded_model         	|  4.4139e-05     	|2              	|  8.8278e-05     	|  2.4303e-05     	|
setup                              	|  3.301e-05      	|2              	|  6.602e-05      	|  1.8175e-05     	|
teardown                           	|  2.9527e-05     	|2              	|  5.9053e-05     	|  1.6257e-05     	|
on_before_accelerator_backend_setup	|  2.594e-05      	|2              	|  5.188e-05      	|  1.4282e-05     	|
on_val_dataloader                  	|  1.984e-05      	|2              	|  3.968e-05      	|  1.0924e-05     	|
on_fit_end                         	|  3.876e-05      	|1              	|  3.876e-05      	|  1.067e-05      	|
on_fit_start                       	|  3.8486e-05     	|1              	|  3.8486e-05     	|  1.0595e-05     	|
on_validation_epoch_end            	|  3.3917e-05     	|1              	|  3.3917e-05     	|  9.3372e-06     	|
configure_sharded_model            	|  1.2186e-05     	|2              	|  2.4373e-05     	|  6.7097e-06     	|
prepare_data                       	|  7.6536e-06     	|2              	|  1.5307e-05     	|  4.214e-06      	|
configure_callbacks                	|  7.1134e-06     	|2              	|  1.4227e-05     	|  3.9166e-06     	|
on_pretrain_routine_end            	|  1.3841e-05     	|1              	|  1.3841e-05     	|  3.8105e-06     	|
on_validation_epoch_start          	|  1.2787e-05     	|1              	|  1.2787e-05     	|  3.5202e-06     	|
on_train_dataloader                	|  6.7391e-06     	|1              	|  6.7391e-06     	|  1.8552e-06     	|
