VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  514.82         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6147         	|167            	|  436.65         	|  84.816         	|
run_training_batch                 	|  0.38326        	|1000           	|  383.26         	|  74.446         	|
optimizer_step_with_closure_0      	|  0.38053        	|1000           	|  380.53         	|  73.915         	|
training_step_and_backward         	|  0.29971        	|1000           	|  299.71         	|  58.216         	|
model_forward                      	|  0.17347        	|1000           	|  173.47         	|  33.694         	|
training_step                      	|  0.17332        	|1000           	|  173.32         	|  33.666         	|
backward                           	|  0.1249         	|1000           	|  124.9          	|  24.261         	|
run_validate_evaluation            	|  34.936         	|1              	|  34.936         	|  6.7861         	|
evaluation_step_and_end            	|  0.27448        	|125            	|  34.31          	|  6.6645         	|
validation_step                    	|  0.27442        	|125            	|  34.303         	|  6.6631         	|
get_train_batch                    	|  0.01399        	|1167           	|  16.326         	|  3.1713         	|
fetch_next_train_batch             	|  0.013966       	|1167           	|  16.299         	|  3.1659         	|
zero_grad                          	|  0.0013165      	|1000           	|  1.3165         	|  0.25572        	|
on_train_batch_end                 	|  0.0012334      	|1000           	|  1.2334         	|  0.23957        	|
get_validate_batch                 	|  0.0026927      	|126            	|  0.33928        	|  0.065903       	|
fetch_next_validate_batch          	|  0.0026777      	|126            	|  0.33739        	|  0.065535       	|
training_batch_to_device           	|  0.00032229     	|1000           	|  0.32229        	|  0.062602       	|
on_train_batch_start               	|  9.6535e-05     	|1000           	|  0.096535       	|  0.018751       	|
on_train_epoch_start               	|  0.00028204     	|167            	|  0.0471         	|  0.0091488      	|
on_train_epoch_end                 	|  0.00026056     	|167            	|  0.043513       	|  0.0084521      	|
evaluation_batch_to_device         	|  0.00021886     	|125            	|  0.027357       	|  0.0053139      	|
on_train_end                       	|  0.025567       	|1              	|  0.025567       	|  0.0049662      	|
on_pretrain_routine_start          	|  0.022661       	|1              	|  0.022661       	|  0.0044017      	|
on_batch_start                     	|  2.069e-05      	|1000           	|  0.02069        	|  0.004019       	|
on_before_zero_grad                	|  1.5693e-05     	|1000           	|  0.015693       	|  0.0030483      	|
on_batch_end                       	|  1.4781e-05     	|1000           	|  0.014781       	|  0.002871       	|
on_after_backward                  	|  1.2935e-05     	|1000           	|  0.012935       	|  0.0025126      	|
on_before_optimizer_step           	|  1.1528e-05     	|1000           	|  0.011528       	|  0.0022393      	|
on_before_backward                 	|  1.0953e-05     	|1000           	|  0.010953       	|  0.0021275      	|
configure_optimizers               	|  0.0087722      	|1              	|  0.0087722      	|  0.0017039      	|
training_step_end                  	|  6.7893e-06     	|1000           	|  0.0067893      	|  0.0013188      	|
on_validation_model_eval           	|  0.0042206      	|1              	|  0.0042206      	|  0.00081982     	|
on_validation_batch_end            	|  2.0995e-05     	|125            	|  0.0026244      	|  0.00050978     	|
on_epoch_start                     	|  1.1127e-05     	|168            	|  0.0018693      	|  0.00036309     	|
on_epoch_end                       	|  1.0727e-05     	|168            	|  0.0018021      	|  0.00035005     	|
on_validation_batch_start          	|  1.046e-05      	|125            	|  0.0013074      	|  0.00025396     	|
on_train_start                     	|  0.00075261     	|1              	|  0.00075261     	|  0.00014619     	|
validation_step_end                	|  5.1197e-06     	|125            	|  0.00063996     	|  0.00012431     	|
on_validation_start                	|  0.00032668     	|1              	|  0.00032668     	|  6.3456e-05     	|
on_validation_end                  	|  0.00011056     	|1              	|  0.00011056     	|  2.1475e-05     	|
on_before_accelerator_backend_setup	|  2.0764e-05     	|2              	|  4.1528e-05     	|  8.0665e-06     	|
setup                              	|  1.4988e-05     	|2              	|  2.9975e-05     	|  5.8224e-06     	|
teardown                           	|  1.4983e-05     	|2              	|  2.9966e-05     	|  5.8207e-06     	|
on_configure_sharded_model         	|  1.4908e-05     	|2              	|  2.9815e-05     	|  5.7914e-06     	|
on_fit_end                         	|  2.2292e-05     	|1              	|  2.2292e-05     	|  4.33e-06       	|
on_fit_start                       	|  1.8475e-05     	|1              	|  1.8475e-05     	|  3.5886e-06     	|
on_validation_epoch_end            	|  1.7873e-05     	|1              	|  1.7873e-05     	|  3.4717e-06     	|
prepare_data                       	|  6.6026e-06     	|2              	|  1.3205e-05     	|  2.565e-06      	|
on_val_dataloader                  	|  5.9255e-06     	|2              	|  1.1851e-05     	|  2.302e-06      	|
on_pretrain_routine_end            	|  1.074e-05      	|1              	|  1.074e-05      	|  2.0862e-06     	|
configure_callbacks                	|  5.3405e-06     	|2              	|  1.0681e-05     	|  2.0747e-06     	|
configure_sharded_model            	|  5.0496e-06     	|2              	|  1.0099e-05     	|  1.9617e-06     	|
on_validation_epoch_start          	|  9.9579e-06     	|1              	|  9.9579e-06     	|  1.9343e-06     	|
on_train_dataloader                	|  4.639e-06      	|1              	|  4.639e-06      	|  9.011e-07      	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1687.3         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.2347         	|167            	|  1542.2         	|  91.4           	|
run_training_batch                 	|  0.18689        	|8000           	|  1495.1         	|  88.607         	|
training_step_and_backward         	|  0.17682        	|8000           	|  1414.5         	|  83.833         	|
model_forward                      	|  0.093909       	|8000           	|  751.27         	|  44.524         	|
training_step                      	|  0.093773       	|8000           	|  750.18         	|  44.46          	|
backward                           	|  0.082724       	|8000           	|  661.8          	|  39.222         	|
optimizer_step_with_closure_0      	|  0.23431        	|1000           	|  234.31         	|  13.886         	|
run_validate_evaluation            	|  101.53         	|1              	|  101.53         	|  6.017          	|
evaluation_step_and_end            	|  0.099522       	|1000           	|  99.522         	|  5.8982         	|
validation_step                    	|  0.099472       	|1000           	|  99.472         	|  5.8953         	|
get_train_batch                    	|  0.0033442      	|8167           	|  27.312         	|  1.6187         	|
fetch_next_train_batch             	|  0.003327       	|8167           	|  27.171         	|  1.6103         	|
on_train_batch_end                 	|  0.0010745      	|8000           	|  8.5959         	|  0.50944        	|
training_batch_to_device           	|  0.00021874     	|8000           	|  1.7499         	|  0.10371        	|
get_validate_batch                 	|  0.0014706      	|1001           	|  1.472          	|  0.087242       	|
fetch_next_validate_batch          	|  0.0014573      	|1001           	|  1.4588         	|  0.086455       	|
zero_grad                          	|  0.0013291      	|1000           	|  1.3291         	|  0.078767       	|
on_train_batch_start               	|  9.0843e-05     	|8000           	|  0.72674        	|  0.043071       	|
evaluation_batch_to_device         	|  0.00020825     	|1000           	|  0.20825        	|  0.012342       	|
on_batch_start                     	|  1.4959e-05     	|8000           	|  0.11967        	|  0.0070923      	|
on_batch_end                       	|  1.3072e-05     	|8000           	|  0.10457        	|  0.0061976      	|
on_before_backward                 	|  1.2981e-05     	|8000           	|  0.10385        	|  0.0061546      	|
on_after_backward                  	|  1.1541e-05     	|8000           	|  0.092325       	|  0.0054717      	|
on_train_epoch_start               	|  0.00029363     	|167            	|  0.049036       	|  0.0029061      	|
training_step_end                  	|  5.9871e-06     	|8000           	|  0.047897       	|  0.0028386      	|
on_train_epoch_end                 	|  0.00025822     	|167            	|  0.043123       	|  0.0025557      	|
on_train_end                       	|  0.026452       	|1              	|  0.026452       	|  0.0015677      	|
on_pretrain_routine_start          	|  0.023119       	|1              	|  0.023119       	|  0.0013702      	|
on_validation_batch_end            	|  1.842e-05      	|1000           	|  0.01842        	|  0.0010916      	|
on_before_zero_grad                	|  1.636e-05      	|1000           	|  0.01636        	|  0.00096956     	|
on_before_optimizer_step           	|  1.2842e-05     	|1000           	|  0.012842       	|  0.0007611      	|
on_validation_batch_start          	|  9.96e-06       	|1000           	|  0.00996        	|  0.00059028     	|
configure_optimizers               	|  0.0083531      	|1              	|  0.0083531      	|  0.00049505     	|
validation_step_end                	|  4.5419e-06     	|1000           	|  0.0045419      	|  0.00026918     	|
on_validation_model_eval           	|  0.0041364      	|1              	|  0.0041364      	|  0.00024515     	|
on_epoch_end                       	|  1.1188e-05     	|168            	|  0.0018797      	|  0.0001114      	|
on_epoch_start                     	|  1.0506e-05     	|168            	|  0.0017649      	|  0.0001046      	|
on_train_start                     	|  0.00073571     	|1              	|  0.00073571     	|  4.3602e-05     	|
on_validation_start                	|  0.00030924     	|1              	|  0.00030924     	|  1.8327e-05     	|
on_validation_end                  	|  0.00010731     	|1              	|  0.00010731     	|  6.3598e-06     	|
on_before_accelerator_backend_setup	|  1.9342e-05     	|2              	|  3.8683e-05     	|  2.2926e-06     	|
on_configure_sharded_model         	|  1.5509e-05     	|2              	|  3.1018e-05     	|  1.8383e-06     	|
teardown                           	|  1.5069e-05     	|2              	|  3.0137e-05     	|  1.7861e-06     	|
setup                              	|  1.36e-05       	|2              	|  2.7201e-05     	|  1.6121e-06     	|
on_fit_end                         	|  2.1891e-05     	|1              	|  2.1891e-05     	|  1.2974e-06     	|
on_fit_start                       	|  1.7783e-05     	|1              	|  1.7783e-05     	|  1.0539e-06     	|
on_validation_epoch_end            	|  1.6861e-05     	|1              	|  1.6861e-05     	|  9.9929e-07     	|
prepare_data                       	|  6.703e-06      	|2              	|  1.3406e-05     	|  7.9451e-07     	|
on_pretrain_routine_end            	|  1.3044e-05     	|1              	|  1.3044e-05     	|  7.7305e-07     	|
configure_callbacks                	|  6.442e-06      	|2              	|  1.2884e-05     	|  7.6357e-07     	|
configure_sharded_model            	|  5.5655e-06     	|2              	|  1.1131e-05     	|  6.5968e-07     	|
on_val_dataloader                  	|  5.5151e-06     	|2              	|  1.103e-05      	|  6.5371e-07     	|
on_validation_epoch_start          	|  9.0969e-06     	|1              	|  9.0969e-06     	|  5.3913e-07     	|
on_train_dataloader                	|  4.068e-06      	|1              	|  4.068e-06      	|  2.4109e-07     	|
