VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  416.37         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.7023         	|63             	|  359.24         	|  86.28          	|
run_training_batch                 	|  0.33255        	|1000           	|  332.55         	|  79.868         	|
optimizer_step_with_closure_0      	|  0.32986        	|1000           	|  329.86         	|  79.223         	|
training_step_and_backward         	|  0.2474         	|1000           	|  247.4          	|  59.417         	|
model_forward                      	|  0.15382        	|1000           	|  153.82         	|  36.943         	|
training_step                      	|  0.15369        	|1000           	|  153.69         	|  36.911         	|
backward                           	|  0.092273       	|1000           	|  92.273         	|  22.161         	|
run_validate_evaluation            	|  12.357         	|1              	|  12.357         	|  2.9678         	|
evaluation_step_and_end            	|  0.24706        	|48             	|  11.859         	|  2.8482         	|
validation_step                    	|  0.24701        	|48             	|  11.857         	|  2.8476         	|
get_train_batch                    	|  0.0080322      	|1063           	|  8.5383         	|  2.0506         	|
fetch_next_train_batch             	|  0.0080132      	|1063           	|  8.518          	|  2.0458         	|
zero_grad                          	|  0.0012771      	|1000           	|  1.2771         	|  0.30672        	|
on_train_batch_end                 	|  0.0012156      	|1000           	|  1.2156         	|  0.29195        	|
training_batch_to_device           	|  0.00022575     	|1000           	|  0.22575        	|  0.054218       	|
get_validate_batch                 	|  0.0044358      	|49             	|  0.21735        	|  0.052202       	|
fetch_next_validate_batch          	|  0.0044205      	|49             	|  0.2166         	|  0.052021       	|
on_train_batch_start               	|  9.2837e-05     	|1000           	|  0.092837       	|  0.022297       	|
on_train_end                       	|  0.025143       	|1              	|  0.025143       	|  0.0060385      	|
on_pretrain_routine_start          	|  0.022588       	|1              	|  0.022588       	|  0.0054248      	|
on_train_epoch_start               	|  0.00029799     	|63             	|  0.018773       	|  0.0045087      	|
on_train_epoch_end                 	|  0.00029378     	|63             	|  0.018508       	|  0.0044451      	|
on_batch_start                     	|  1.5927e-05     	|1000           	|  0.015927       	|  0.0038251      	|
on_before_zero_grad                	|  1.3951e-05     	|1000           	|  0.013951       	|  0.0033505      	|
on_batch_end                       	|  1.3156e-05     	|1000           	|  0.013156       	|  0.0031598      	|
on_after_backward                  	|  1.1931e-05     	|1000           	|  0.011931       	|  0.0028655      	|
on_before_optimizer_step           	|  1.0718e-05     	|1000           	|  0.010718       	|  0.0025742      	|
evaluation_batch_to_device         	|  0.00021925     	|48             	|  0.010524       	|  0.0025275      	|
on_before_backward                 	|  1.0471e-05     	|1000           	|  0.010471       	|  0.0025147      	|
configure_optimizers               	|  0.0087213      	|1              	|  0.0087213      	|  0.0020946      	|
training_step_end                  	|  5.5839e-06     	|1000           	|  0.0055839      	|  0.0013411      	|
on_validation_model_eval           	|  0.0040414      	|1              	|  0.0040414      	|  0.00097062     	|
on_validation_batch_end            	|  2.0866e-05     	|48             	|  0.0010016      	|  0.00024055     	|
on_train_start                     	|  0.00074871     	|1              	|  0.00074871     	|  0.00017982     	|
on_epoch_end                       	|  1.1191e-05     	|64             	|  0.0007162      	|  0.00017201     	|
on_epoch_start                     	|  1.0472e-05     	|64             	|  0.00067021     	|  0.00016096     	|
on_validation_batch_start          	|  1.0713e-05     	|48             	|  0.00051422     	|  0.0001235      	|
on_validation_start                	|  0.000345       	|1              	|  0.000345       	|  8.286e-05      	|
validation_step_end                	|  5.1598e-06     	|48             	|  0.00024767     	|  5.9483e-05     	|
on_validation_end                  	|  0.00011262     	|1              	|  0.00011262     	|  2.7048e-05     	|
on_before_accelerator_backend_setup	|  1.8785e-05     	|2              	|  3.757e-05      	|  9.0232e-06     	|
teardown                           	|  1.5078e-05     	|2              	|  3.0157e-05     	|  7.2428e-06     	|
on_configure_sharded_model         	|  1.4442e-05     	|2              	|  2.8884e-05     	|  6.9371e-06     	|
setup                              	|  1.3786e-05     	|2              	|  2.7571e-05     	|  6.6217e-06     	|
on_fit_end                         	|  2.1611e-05     	|1              	|  2.1611e-05     	|  5.1903e-06     	|
on_fit_start                       	|  1.8706e-05     	|1              	|  1.8706e-05     	|  4.4926e-06     	|
on_validation_epoch_end            	|  1.7653e-05     	|1              	|  1.7653e-05     	|  4.2397e-06     	|
on_val_dataloader                  	|  6.287e-06      	|2              	|  1.2574e-05     	|  3.0199e-06     	|
prepare_data                       	|  6.1014e-06     	|2              	|  1.2203e-05     	|  2.9308e-06     	|
on_pretrain_routine_end            	|  1.0009e-05     	|1              	|  1.0009e-05     	|  2.4039e-06     	|
on_validation_epoch_start          	|  1.0009e-05     	|1              	|  1.0009e-05     	|  2.4038e-06     	|
configure_callbacks                	|  4.8085e-06     	|2              	|  9.6171e-06     	|  2.3097e-06     	|
configure_sharded_model            	|  4.7645e-06     	|2              	|  9.5291e-06     	|  2.2886e-06     	|
on_train_dataloader                	|  4.689e-06      	|1              	|  4.689e-06      	|  1.1262e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1610.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.293         	|63             	|  1530.5         	|  95.007         	|
run_training_batch                 	|  0.18692        	|8000           	|  1495.4         	|  92.828         	|
training_step_and_backward         	|  0.17674        	|8000           	|  1413.9         	|  87.769         	|
model_forward                      	|  0.092507       	|8000           	|  740.05         	|  45.94          	|
training_step                      	|  0.092374       	|8000           	|  738.99         	|  45.874         	|
backward                           	|  0.084043       	|8000           	|  672.34         	|  41.737         	|
optimizer_step_with_closure_0      	|  0.23626        	|1000           	|  236.26         	|  14.666         	|
run_validate_evaluation            	|  37.345         	|1              	|  37.345         	|  2.3182         	|
evaluation_step_and_end            	|  0.096756       	|377            	|  36.477         	|  2.2644         	|
validation_step                    	|  0.096703       	|377            	|  36.457         	|  2.2631         	|
get_train_batch                    	|  0.0022764      	|8063           	|  18.355         	|  1.1394         	|
fetch_next_train_batch             	|  0.00226        	|8063           	|  18.223         	|  1.1312         	|
on_train_batch_end                 	|  0.0010793      	|8000           	|  8.6344         	|  0.536          	|
training_batch_to_device           	|  0.00021436     	|8000           	|  1.7149         	|  0.10645        	|
zero_grad                          	|  0.0013426      	|1000           	|  1.3426         	|  0.083341       	|
on_train_batch_start               	|  8.9991e-05     	|8000           	|  0.71993        	|  0.044691       	|
get_validate_batch                 	|  0.0016418      	|378            	|  0.6206         	|  0.038524       	|
fetch_next_validate_batch          	|  0.0016278      	|378            	|  0.61531        	|  0.038197       	|
on_batch_start                     	|  1.5167e-05     	|8000           	|  0.12134        	|  0.0075323      	|
on_batch_end                       	|  1.2961e-05     	|8000           	|  0.10369        	|  0.0064364      	|
on_before_backward                 	|  1.2549e-05     	|8000           	|  0.10039        	|  0.0062317      	|
on_after_backward                  	|  1.1335e-05     	|8000           	|  0.090676       	|  0.0056288      	|
evaluation_batch_to_device         	|  0.00021562     	|377            	|  0.081289       	|  0.0050461      	|
training_step_end                  	|  5.4814e-06     	|8000           	|  0.043851       	|  0.0027221      	|
on_train_end                       	|  0.025286       	|1              	|  0.025286       	|  0.0015697      	|
on_pretrain_routine_start          	|  0.022833       	|1              	|  0.022833       	|  0.0014174      	|
on_train_epoch_start               	|  0.00029481     	|63             	|  0.018573       	|  0.001153       	|
on_train_epoch_end                 	|  0.00029358     	|63             	|  0.018496       	|  0.0011481      	|
on_before_zero_grad                	|  1.4277e-05     	|1000           	|  0.014277       	|  0.00088629     	|
on_before_optimizer_step           	|  1.1769e-05     	|1000           	|  0.011769       	|  0.00073056     	|
configure_optimizers               	|  0.0081399      	|1              	|  0.0081399      	|  0.0005053      	|
on_validation_batch_end            	|  2.033e-05      	|377            	|  0.0076643      	|  0.00047577     	|
on_validation_batch_start          	|  1.3963e-05     	|377            	|  0.0052642      	|  0.00032678     	|
on_validation_model_eval           	|  0.003998       	|1              	|  0.003998       	|  0.00024818     	|
validation_step_end                	|  4.9578e-06     	|377            	|  0.0018691      	|  0.00011603     	|
on_train_start                     	|  0.00073096     	|1              	|  0.00073096     	|  4.5375e-05     	|
on_epoch_start                     	|  1.0279e-05     	|64             	|  0.00065783     	|  4.0836e-05     	|
on_epoch_end                       	|  1.0172e-05     	|64             	|  0.000651       	|  4.0412e-05     	|
on_validation_start                	|  0.00033365     	|1              	|  0.00033365     	|  2.0712e-05     	|
on_validation_end                  	|  0.00010839     	|1              	|  0.00010839     	|  6.7286e-06     	|
on_before_accelerator_backend_setup	|  1.862e-05      	|2              	|  3.724e-05      	|  2.3117e-06     	|
teardown                           	|  1.5544e-05     	|2              	|  3.1087e-05     	|  1.9298e-06     	|
on_configure_sharded_model         	|  1.3265e-05     	|2              	|  2.653e-05      	|  1.6469e-06     	|
setup                              	|  1.3059e-05     	|2              	|  2.6119e-05     	|  1.6214e-06     	|
on_fit_end                         	|  1.9367e-05     	|1              	|  1.9367e-05     	|  1.2022e-06     	|
on_validation_epoch_end            	|  1.8033e-05     	|1              	|  1.8033e-05     	|  1.1194e-06     	|
on_fit_start                       	|  1.6832e-05     	|1              	|  1.6832e-05     	|  1.0449e-06     	|
on_pretrain_routine_end            	|  1.2003e-05     	|1              	|  1.2003e-05     	|  7.4511e-07     	|
prepare_data                       	|  5.981e-06      	|2              	|  1.1962e-05     	|  7.4255e-07     	|
on_val_dataloader                  	|  5.7911e-06     	|2              	|  1.1582e-05     	|  7.1898e-07     	|
configure_callbacks                	|  5.2599e-06     	|2              	|  1.052e-05      	|  6.5303e-07     	|
on_validation_epoch_start          	|  9.2471e-06     	|1              	|  9.2471e-06     	|  5.7403e-07     	|
configure_sharded_model            	|  4.5636e-06     	|2              	|  9.1272e-06     	|  5.6658e-07     	|
on_train_dataloader                	|  4.5488e-06     	|1              	|  4.5488e-06     	|  2.8237e-07     	|
