VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  652.81         	|  100 %          	|
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run_training_epoch                 	|  3.6105         	|167            	|  602.96         	|  92.363         	|
run_training_batch                 	|  0.27972        	|1000           	|  279.72         	|  42.848         	|
optimizer_step_with_closure_0      	|  0.27568        	|1000           	|  275.68         	|  42.23          	|
training_step_and_backward         	|  0.20889        	|1000           	|  208.89         	|  31.998         	|
model_forward                      	|  0.11228        	|1000           	|  112.28         	|  17.199         	|
training_step                      	|  0.11209        	|1000           	|  112.09         	|  17.17          	|
backward                           	|  0.095068       	|1000           	|  95.068         	|  14.563         	|
get_train_batch                    	|  0.053672       	|1167           	|  62.636         	|  9.5947         	|
fetch_next_train_batch             	|  0.053645       	|1167           	|  62.603         	|  9.5898         	|
run_validate_evaluation            	|  16.477         	|1              	|  16.477         	|  2.524          	|
evaluation_step_and_end            	|  0.1085         	|125            	|  13.562         	|  2.0775         	|
validation_step                    	|  0.10841        	|125            	|  13.551         	|  2.0758         	|
on_train_batch_end                 	|  0.0020665      	|1000           	|  2.0665         	|  0.31655        	|
zero_grad                          	|  0.0015051      	|1000           	|  1.5051         	|  0.23056        	|
get_validate_batch                 	|  0.005802       	|126            	|  0.73105        	|  0.11198        	|
fetch_next_validate_batch          	|  0.0057818      	|126            	|  0.72851        	|  0.1116         	|
training_batch_to_device           	|  0.00040041     	|1000           	|  0.40041        	|  0.061337       	|
on_train_batch_start               	|  9.8512e-05     	|1000           	|  0.098512       	|  0.01509        	|
on_train_end                       	|  0.059922       	|1              	|  0.059922       	|  0.0091791      	|
on_train_epoch_start               	|  0.00035416     	|167            	|  0.059145       	|  0.00906        	|
on_train_epoch_end                 	|  0.00033396     	|167            	|  0.055771       	|  0.0085431      	|
evaluation_batch_to_device         	|  0.00024845     	|125            	|  0.031056       	|  0.0047573      	|
on_batch_start                     	|  2.7941e-05     	|1000           	|  0.027941       	|  0.0042801      	|
on_pretrain_routine_start          	|  0.027461       	|1              	|  0.027461       	|  0.0042065      	|
on_after_backward                  	|  2.1563e-05     	|1000           	|  0.021563       	|  0.0033032      	|
on_before_zero_grad                	|  1.7484e-05     	|1000           	|  0.017484       	|  0.0026782      	|
on_batch_end                       	|  1.5319e-05     	|1000           	|  0.015319       	|  0.0023466      	|
on_before_optimizer_step           	|  1.3724e-05     	|1000           	|  0.013724       	|  0.0021022      	|
on_before_backward                 	|  1.1929e-05     	|1000           	|  0.011929       	|  0.0018273      	|
configure_optimizers               	|  0.01055        	|1              	|  0.01055        	|  0.001616       	|
training_step_end                  	|  7.0762e-06     	|1000           	|  0.0070762      	|  0.0010839      	|
on_validation_batch_end            	|  3.4502e-05     	|125            	|  0.0043127      	|  0.00066064     	|
on_validation_model_eval           	|  0.0039278      	|1              	|  0.0039278      	|  0.00060168     	|
on_epoch_start                     	|  1.1589e-05     	|168            	|  0.0019469      	|  0.00029823     	|
on_epoch_end                       	|  1.0944e-05     	|168            	|  0.0018386      	|  0.00028164     	|
on_validation_batch_start          	|  1.4692e-05     	|125            	|  0.0018365      	|  0.00028132     	|
on_train_start                     	|  0.0017082      	|1              	|  0.0017082      	|  0.00026167     	|
validation_step_end                	|  7.6395e-06     	|125            	|  0.00095494     	|  0.00014628     	|
on_validation_start                	|  0.00056377     	|1              	|  0.00056377     	|  8.636e-05      	|
on_validation_end                  	|  0.00015587     	|1              	|  0.00015587     	|  2.3876e-05     	|
teardown                           	|  3.4538e-05     	|2              	|  6.9076e-05     	|  1.0581e-05     	|
on_before_accelerator_backend_setup	|  2.9847e-05     	|2              	|  5.9694e-05     	|  9.1441e-06     	|
on_validation_epoch_end            	|  4.7494e-05     	|1              	|  4.7494e-05     	|  7.2752e-06     	|
setup                              	|  2.1114e-05     	|2              	|  4.2228e-05     	|  6.4686e-06     	|
on_fit_start                       	|  4.1869e-05     	|1              	|  4.1869e-05     	|  6.4136e-06     	|
on_configure_sharded_model         	|  2.0366e-05     	|2              	|  4.0732e-05     	|  6.2395e-06     	|
on_fit_end                         	|  3.0003e-05     	|1              	|  3.0003e-05     	|  4.596e-06      	|
on_val_dataloader                  	|  1.2496e-05     	|2              	|  2.4993e-05     	|  3.8285e-06     	|
configure_callbacks                	|  8.5449e-06     	|2              	|  1.709e-05      	|  2.6179e-06     	|
configure_sharded_model            	|  6.8368e-06     	|2              	|  1.3674e-05     	|  2.0946e-06     	|
on_pretrain_routine_end            	|  1.3623e-05     	|1              	|  1.3623e-05     	|  2.0869e-06     	|
prepare_data                       	|  6.6329e-06     	|2              	|  1.3266e-05     	|  2.0321e-06     	|
on_validation_epoch_start          	|  1.1191e-05     	|1              	|  1.1191e-05     	|  1.7142e-06     	|
on_train_dataloader                	|  7.5195e-06     	|1              	|  7.5195e-06     	|  1.1519e-06     	|
