VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  420.35         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.7624         	|63             	|  363.03         	|  86.364         	|
run_training_batch                 	|  0.33641        	|1000           	|  336.41         	|  80.032         	|
optimizer_step_with_closure_0      	|  0.33377        	|1000           	|  333.77         	|  79.404         	|
training_step_and_backward         	|  0.24923        	|1000           	|  249.23         	|  59.292         	|
model_forward                      	|  0.15475        	|1000           	|  154.75         	|  36.815         	|
training_step                      	|  0.15461        	|1000           	|  154.61         	|  36.782         	|
backward                           	|  0.093124       	|1000           	|  93.124         	|  22.154         	|
run_validate_evaluation            	|  12.374         	|1              	|  12.374         	|  2.9437         	|
evaluation_step_and_end            	|  0.24742        	|48             	|  11.876         	|  2.8254         	|
validation_step                    	|  0.24737        	|48             	|  11.874         	|  2.8247         	|
get_train_batch                    	|  0.0080702      	|1063           	|  8.5786         	|  2.0408         	|
fetch_next_train_batch             	|  0.0080513      	|1063           	|  8.5586         	|  2.0361         	|
zero_grad                          	|  0.0013327      	|1000           	|  1.3327         	|  0.31704        	|
on_train_batch_end                 	|  0.0011931      	|1000           	|  1.1931         	|  0.28383        	|
training_batch_to_device           	|  0.00022848     	|1000           	|  0.22848        	|  0.054355       	|
get_validate_batch                 	|  0.0046165      	|49             	|  0.22621        	|  0.053815       	|
fetch_next_validate_batch          	|  0.0046013      	|49             	|  0.22546        	|  0.053637       	|
on_train_batch_start               	|  9.0874e-05     	|1000           	|  0.090874       	|  0.021619       	|
on_pretrain_routine_start          	|  0.029694       	|1              	|  0.029694       	|  0.0070641      	|
on_train_end                       	|  0.02563        	|1              	|  0.02563        	|  0.0060973      	|
on_train_epoch_start               	|  0.00028341     	|63             	|  0.017855       	|  0.0042476      	|
on_train_epoch_end                 	|  0.00027562     	|63             	|  0.017364       	|  0.0041308      	|
on_batch_start                     	|  1.6208e-05     	|1000           	|  0.016208       	|  0.0038557      	|
on_before_zero_grad                	|  1.3627e-05     	|1000           	|  0.013627       	|  0.0032418      	|
on_batch_end                       	|  1.3318e-05     	|1000           	|  0.013318       	|  0.0031684      	|
on_after_backward                  	|  1.1372e-05     	|1000           	|  0.011372       	|  0.0027054      	|
on_before_optimizer_step           	|  1.0856e-05     	|1000           	|  0.010856       	|  0.0025825      	|
evaluation_batch_to_device         	|  0.00021564     	|48             	|  0.010351       	|  0.0024625      	|
on_before_backward                 	|  1.0058e-05     	|1000           	|  0.010058       	|  0.0023928      	|
configure_optimizers               	|  0.0082953      	|1              	|  0.0082953      	|  0.0019734      	|
training_step_end                  	|  5.9416e-06     	|1000           	|  0.0059416      	|  0.0014135      	|
on_validation_model_eval           	|  0.0038616      	|1              	|  0.0038616      	|  0.00091866     	|
on_validation_batch_end            	|  2.1503e-05     	|48             	|  0.0010322      	|  0.00024555     	|
on_train_start                     	|  0.00075662     	|1              	|  0.00075662     	|  0.00018        	|
on_epoch_start                     	|  1.04e-05       	|64             	|  0.00066563     	|  0.00015835     	|
on_epoch_end                       	|  1.0065e-05     	|64             	|  0.00064416     	|  0.00015325     	|
on_validation_batch_start          	|  1.0578e-05     	|48             	|  0.00050773     	|  0.00012079     	|
on_validation_start                	|  0.00033877     	|1              	|  0.00033877     	|  8.0594e-05     	|
validation_step_end                	|  5.2491e-06     	|48             	|  0.00025196     	|  5.994e-05      	|
on_validation_end                  	|  0.00011098     	|1              	|  0.00011098     	|  2.6402e-05     	|
on_before_accelerator_backend_setup	|  1.88e-05       	|2              	|  3.7599e-05     	|  8.9448e-06     	|
teardown                           	|  1.6459e-05     	|2              	|  3.2919e-05     	|  7.8314e-06     	|
setup                              	|  1.3645e-05     	|2              	|  2.729e-05      	|  6.4922e-06     	|
on_configure_sharded_model         	|  1.361e-05      	|2              	|  2.7221e-05     	|  6.4758e-06     	|
on_fit_end                         	|  2.3734e-05     	|1              	|  2.3734e-05     	|  5.6463e-06     	|
on_validation_epoch_end            	|  1.8102e-05     	|1              	|  1.8102e-05     	|  4.3064e-06     	|
on_fit_start                       	|  1.6962e-05     	|1              	|  1.6962e-05     	|  4.0352e-06     	|
on_val_dataloader                  	|  6.7325e-06     	|2              	|  1.3465e-05     	|  3.2033e-06     	|
prepare_data                       	|  6.4725e-06     	|2              	|  1.2945e-05     	|  3.0796e-06     	|
configure_sharded_model            	|  5.2445e-06     	|2              	|  1.0489e-05     	|  2.4953e-06     	|
on_pretrain_routine_end            	|  1.0139e-05     	|1              	|  1.0139e-05     	|  2.412e-06      	|
configure_callbacks                	|  4.884e-06      	|2              	|  9.7681e-06     	|  2.3238e-06     	|
on_validation_epoch_start          	|  9.677e-06      	|1              	|  9.677e-06      	|  2.3021e-06     	|
on_train_dataloader                	|  4.228e-06      	|1              	|  4.228e-06      	|  1.0058e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1618.0         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.332         	|63             	|  1532.9         	|  94.738         	|
run_training_batch                 	|  0.18724        	|8000           	|  1497.9         	|  92.576         	|
training_step_and_backward         	|  0.1769         	|8000           	|  1415.2         	|  87.467         	|
model_forward                      	|  0.093752       	|8000           	|  750.02         	|  46.354         	|
training_step                      	|  0.093622       	|8000           	|  748.97         	|  46.289         	|
backward                           	|  0.082972       	|8000           	|  663.78         	|  41.024         	|
optimizer_step_with_closure_0      	|  0.23608        	|1000           	|  236.08         	|  14.591         	|
run_validate_evaluation            	|  41.913         	|1              	|  41.913         	|  2.5904         	|
evaluation_step_and_end            	|  0.10893        	|377            	|  41.066         	|  2.5381         	|
validation_step                    	|  0.10888        	|377            	|  41.047         	|  2.5369         	|
get_train_batch                    	|  0.0022582      	|8063           	|  18.208         	|  1.1253         	|
fetch_next_train_batch             	|  0.0022417      	|8063           	|  18.075         	|  1.1171         	|
on_train_batch_end                 	|  0.0010767      	|8000           	|  8.6132         	|  0.53233        	|
training_batch_to_device           	|  0.00021338     	|8000           	|  1.7071         	|  0.1055         	|
zero_grad                          	|  0.001295       	|1000           	|  1.295          	|  0.080037       	|
on_train_batch_start               	|  8.9844e-05     	|8000           	|  0.71875        	|  0.044422       	|
get_validate_batch                 	|  0.0015968      	|378            	|  0.60358        	|  0.037303       	|
fetch_next_validate_batch          	|  0.0015829      	|378            	|  0.59833        	|  0.036979       	|
on_batch_start                     	|  1.4292e-05     	|8000           	|  0.11434        	|  0.0070664      	|
on_batch_end                       	|  1.2615e-05     	|8000           	|  0.10092        	|  0.0062372      	|
on_before_backward                 	|  1.2491e-05     	|8000           	|  0.09993        	|  0.006176       	|
on_after_backward                  	|  1.1618e-05     	|8000           	|  0.092944       	|  0.0057443      	|
evaluation_batch_to_device         	|  0.0002023      	|377            	|  0.076268       	|  0.0047137      	|
training_step_end                  	|  5.7682e-06     	|8000           	|  0.046146       	|  0.002852       	|
on_train_end                       	|  0.024864       	|1              	|  0.024864       	|  0.0015367      	|
on_pretrain_routine_start          	|  0.023055       	|1              	|  0.023055       	|  0.0014249      	|
on_train_epoch_start               	|  0.00030547     	|63             	|  0.019245       	|  0.0011894      	|
on_train_epoch_end                 	|  0.00028521     	|63             	|  0.017968       	|  0.0011105      	|
on_before_zero_grad                	|  1.4052e-05     	|1000           	|  0.014052       	|  0.00086847     	|
on_before_optimizer_step           	|  1.1522e-05     	|1000           	|  0.011522       	|  0.00071211     	|
configure_optimizers               	|  0.0086347      	|1              	|  0.0086347      	|  0.00053366     	|
on_validation_batch_end            	|  1.958e-05      	|377            	|  0.0073816      	|  0.00045621     	|
on_validation_model_eval           	|  0.0042797      	|1              	|  0.0042797      	|  0.0002645      	|
on_validation_batch_start          	|  9.7696e-06     	|377            	|  0.0036831      	|  0.00022763     	|
validation_step_end                	|  4.8774e-06     	|377            	|  0.0018388      	|  0.00011364     	|
on_train_start                     	|  0.00073138     	|1              	|  0.00073138     	|  4.5202e-05     	|
on_epoch_start                     	|  1.0423e-05     	|64             	|  0.00066707     	|  4.1227e-05     	|
on_epoch_end                       	|  9.8855e-06     	|64             	|  0.00063267     	|  3.9101e-05     	|
on_validation_start                	|  0.00031952     	|1              	|  0.00031952     	|  1.9747e-05     	|
on_validation_end                  	|  0.0001065      	|1              	|  0.0001065      	|  6.5821e-06     	|
on_before_accelerator_backend_setup	|  1.9637e-05     	|2              	|  3.9274e-05     	|  2.4273e-06     	|
teardown                           	|  1.5784e-05     	|2              	|  3.1569e-05     	|  1.9511e-06     	|
setup                              	|  1.3049e-05     	|2              	|  2.6098e-05     	|  1.613e-06      	|
on_configure_sharded_model         	|  1.2784e-05     	|2              	|  2.5568e-05     	|  1.5802e-06     	|
on_fit_end                         	|  2.14e-05       	|1              	|  2.14e-05       	|  1.3226e-06     	|
on_fit_start                       	|  1.8244e-05     	|1              	|  1.8244e-05     	|  1.1276e-06     	|
on_validation_epoch_end            	|  1.6821e-05     	|1              	|  1.6821e-05     	|  1.0396e-06     	|
on_pretrain_routine_end            	|  1.2704e-05     	|1              	|  1.2704e-05     	|  7.8516e-07     	|
prepare_data                       	|  6.1515e-06     	|2              	|  1.2303e-05     	|  7.6037e-07     	|
on_val_dataloader                  	|  5.8509e-06     	|2              	|  1.1702e-05     	|  7.2322e-07     	|
configure_callbacks                	|  5.2096e-06     	|2              	|  1.0419e-05     	|  6.4394e-07     	|
on_validation_epoch_start          	|  9.638e-06      	|1              	|  9.638e-06      	|  5.9567e-07     	|
configure_sharded_model            	|  4.7686e-06     	|2              	|  9.5372e-06     	|  5.8943e-07     	|
on_train_dataloader                	|  4.5178e-06     	|1              	|  4.5178e-06     	|  2.7922e-07     	|
