VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1600.3         	|  100 %          	|
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run_training_epoch                 	|  24.121         	|63             	|  1519.6         	|  94.959         	|
run_training_batch                 	|  0.18559        	|8000           	|  1484.7         	|  92.778         	|
training_step_and_backward         	|  0.17555        	|8000           	|  1404.4         	|  87.76          	|
model_forward                      	|  0.092434       	|8000           	|  739.47         	|  46.209         	|
training_step                      	|  0.092303       	|8000           	|  738.42         	|  46.144         	|
backward                           	|  0.082933       	|8000           	|  663.46         	|  41.46          	|
optimizer_step_with_closure_0      	|  0.23338        	|1000           	|  233.38         	|  14.584         	|
run_validate_evaluation            	|  37.313         	|1              	|  37.313         	|  2.3317         	|
evaluation_step_and_end            	|  0.096705       	|377            	|  36.458         	|  2.2783         	|
validation_step                    	|  0.096654       	|377            	|  36.439         	|  2.277          	|
get_train_batch                    	|  0.002253       	|8063           	|  18.166         	|  1.1352         	|
fetch_next_train_batch             	|  0.002237       	|8063           	|  18.037         	|  1.1271         	|
on_train_batch_end                 	|  0.0010821      	|8000           	|  8.6564         	|  0.54094        	|
training_batch_to_device           	|  0.00021124     	|8000           	|  1.6899         	|  0.1056         	|
zero_grad                          	|  0.0013153      	|1000           	|  1.3153         	|  0.082193       	|
on_train_batch_start               	|  8.9351e-05     	|8000           	|  0.71481        	|  0.044668       	|
get_validate_batch                 	|  0.0016061      	|378            	|  0.60712        	|  0.037939       	|
fetch_next_validate_batch          	|  0.0015922      	|378            	|  0.60186        	|  0.03761        	|
on_batch_start                     	|  1.4671e-05     	|8000           	|  0.11737        	|  0.0073344      	|
on_batch_end                       	|  1.2863e-05     	|8000           	|  0.1029         	|  0.0064304      	|
on_before_backward                 	|  1.2605e-05     	|8000           	|  0.10084        	|  0.0063014      	|
on_after_backward                  	|  1.1427e-05     	|8000           	|  0.091417       	|  0.0057127      	|
evaluation_batch_to_device         	|  0.0002133      	|377            	|  0.080415       	|  0.0050252      	|
training_step_end                  	|  5.6028e-06     	|8000           	|  0.044823       	|  0.002801       	|
on_train_end                       	|  0.025115       	|1              	|  0.025115       	|  0.0015694      	|
on_pretrain_routine_start          	|  0.023008       	|1              	|  0.023008       	|  0.0014378      	|
on_train_epoch_start               	|  0.00029651     	|63             	|  0.01868        	|  0.0011673      	|
on_train_epoch_end                 	|  0.00027457     	|63             	|  0.017298       	|  0.0010809      	|
on_before_zero_grad                	|  1.3983e-05     	|1000           	|  0.013983       	|  0.0008738      	|
on_before_optimizer_step           	|  1.1459e-05     	|1000           	|  0.011459       	|  0.00071609     	|
configure_optimizers               	|  0.0089006      	|1              	|  0.0089006      	|  0.0005562      	|
on_validation_batch_end            	|  1.961e-05      	|377            	|  0.007393       	|  0.00046199     	|
on_validation_model_eval           	|  0.0039664      	|1              	|  0.0039664      	|  0.00024786     	|
on_validation_batch_start          	|  9.8543e-06     	|377            	|  0.0037151      	|  0.00023215     	|
validation_step_end                	|  4.7375e-06     	|377            	|  0.0017861      	|  0.00011161     	|
on_train_start                     	|  0.00073376     	|1              	|  0.00073376     	|  4.5853e-05     	|
on_epoch_start                     	|  1.0594e-05     	|64             	|  0.00067801     	|  4.2369e-05     	|
on_epoch_end                       	|  1.0254e-05     	|64             	|  0.00065624     	|  4.1008e-05     	|
on_validation_start                	|  0.00031505     	|1              	|  0.00031505     	|  1.9687e-05     	|
on_validation_end                  	|  0.00011393     	|1              	|  0.00011393     	|  7.1197e-06     	|
on_before_accelerator_backend_setup	|  1.9326e-05     	|2              	|  3.8652e-05     	|  2.4154e-06     	|
teardown                           	|  1.5484e-05     	|2              	|  3.0968e-05     	|  1.9352e-06     	|
setup                              	|  1.363e-05      	|2              	|  2.7261e-05     	|  1.7035e-06     	|
on_configure_sharded_model         	|  1.331e-05      	|2              	|  2.662e-05      	|  1.6635e-06     	|
on_fit_end                         	|  2.2512e-05     	|1              	|  2.2512e-05     	|  1.4068e-06     	|
on_fit_start                       	|  1.9397e-05     	|1              	|  1.9397e-05     	|  1.2121e-06     	|
on_validation_epoch_end            	|  1.6751e-05     	|1              	|  1.6751e-05     	|  1.0468e-06     	|
prepare_data                       	|  6.5221e-06     	|2              	|  1.3044e-05     	|  8.1513e-07     	|
on_val_dataloader                  	|  6.0219e-06     	|2              	|  1.2044e-05     	|  7.5262e-07     	|
configure_callbacks                	|  5.7156e-06     	|2              	|  1.1431e-05     	|  7.1434e-07     	|
on_pretrain_routine_end            	|  1.0219e-05     	|1              	|  1.0219e-05     	|  6.3858e-07     	|
configure_sharded_model            	|  4.824e-06      	|2              	|  9.648e-06      	|  6.0291e-07     	|
on_validation_epoch_start          	|  9.458e-06      	|1              	|  9.458e-06      	|  5.9103e-07     	|
on_train_dataloader                	|  4.3169e-06     	|1              	|  4.3169e-06     	|  2.6976e-07     	|
