VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  533.97         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.7231         	|167            	|  454.76         	|  85.165         	|
run_training_batch                 	|  0.39429        	|1000           	|  394.29         	|  73.842         	|
optimizer_step_with_closure_0      	|  0.39161        	|1000           	|  391.61         	|  73.339         	|
training_step_and_backward         	|  0.30907        	|1000           	|  309.07         	|  57.882         	|
model_forward                      	|  0.17805        	|1000           	|  178.05         	|  33.345         	|
training_step                      	|  0.1779         	|1000           	|  177.9          	|  33.317         	|
backward                           	|  0.12964        	|1000           	|  129.64         	|  24.278         	|
run_validate_evaluation            	|  34.893         	|1              	|  34.893         	|  6.5347         	|
evaluation_step_and_end            	|  0.27411        	|125            	|  34.264         	|  6.4169         	|
validation_step                    	|  0.27406        	|125            	|  34.257         	|  6.4155         	|
get_train_batch                    	|  0.014925       	|1167           	|  17.418         	|  3.2619         	|
fetch_next_train_batch             	|  0.014901       	|1167           	|  17.39          	|  3.2567         	|
zero_grad                          	|  0.0013562      	|1000           	|  1.3562         	|  0.25398        	|
on_train_batch_end                 	|  0.0012415      	|1000           	|  1.2415         	|  0.2325         	|
training_batch_to_device           	|  0.00033002     	|1000           	|  0.33002        	|  0.061805       	|
get_validate_batch                 	|  0.0025477      	|126            	|  0.32101        	|  0.060117       	|
fetch_next_validate_batch          	|  0.0025326      	|126            	|  0.31911        	|  0.059762       	|
on_train_batch_start               	|  9.6256e-05     	|1000           	|  0.096256       	|  0.018027       	|
on_train_epoch_start               	|  0.00027999     	|167            	|  0.046759       	|  0.0087568      	|
on_train_epoch_end                 	|  0.00026446     	|167            	|  0.044164       	|  0.008271       	|
evaluation_batch_to_device         	|  0.00024278     	|125            	|  0.030347       	|  0.0056833      	|
on_train_end                       	|  0.02573        	|1              	|  0.02573        	|  0.0048186      	|
on_pretrain_routine_start          	|  0.022508       	|1              	|  0.022508       	|  0.0042152      	|
on_batch_start                     	|  2.0866e-05     	|1000           	|  0.020866       	|  0.0039077      	|
on_before_zero_grad                	|  1.5362e-05     	|1000           	|  0.015362       	|  0.0028769      	|
on_batch_end                       	|  1.4258e-05     	|1000           	|  0.014258       	|  0.0026702      	|
on_after_backward                  	|  1.1583e-05     	|1000           	|  0.011583       	|  0.0021692      	|
on_before_optimizer_step           	|  1.1221e-05     	|1000           	|  0.011221       	|  0.0021014      	|
on_before_backward                 	|  1.0145e-05     	|1000           	|  0.010145       	|  0.0018999      	|
configure_optimizers               	|  0.0083481      	|1              	|  0.0083481      	|  0.0015634      	|
training_step_end                  	|  6.5732e-06     	|1000           	|  0.0065732      	|  0.001231       	|
on_validation_model_eval           	|  0.0039535      	|1              	|  0.0039535      	|  0.0007404      	|
on_validation_batch_end            	|  2.2486e-05     	|125            	|  0.0028107      	|  0.00052638     	|
on_epoch_start                     	|  1.037e-05      	|168            	|  0.0017422      	|  0.00032628     	|
on_epoch_end                       	|  1.0352e-05     	|168            	|  0.0017391      	|  0.0003257      	|
on_validation_batch_start          	|  1.0026e-05     	|125            	|  0.0012533      	|  0.00023471     	|
on_train_start                     	|  0.00073254     	|1              	|  0.00073254     	|  0.00013719     	|
validation_step_end                	|  5.0008e-06     	|125            	|  0.00062511     	|  0.00011707     	|
on_validation_start                	|  0.00031141     	|1              	|  0.00031141     	|  5.832e-05      	|
on_validation_end                  	|  0.00010491     	|1              	|  0.00010491     	|  1.9646e-05     	|
on_before_accelerator_backend_setup	|  1.9276e-05     	|2              	|  3.8551e-05     	|  7.2197e-06     	|
teardown                           	|  1.5594e-05     	|2              	|  3.1189e-05     	|  5.841e-06      	|
setup                              	|  1.4412e-05     	|2              	|  2.8824e-05     	|  5.3981e-06     	|
on_configure_sharded_model         	|  1.4011e-05     	|2              	|  2.8023e-05     	|  5.248e-06      	|
on_fit_end                         	|  2.1259e-05     	|1              	|  2.1259e-05     	|  3.9813e-06     	|
on_validation_epoch_end            	|  1.8174e-05     	|1              	|  1.8174e-05     	|  3.4036e-06     	|
on_fit_start                       	|  1.7863e-05     	|1              	|  1.7863e-05     	|  3.3453e-06     	|
prepare_data                       	|  6.553e-06      	|2              	|  1.3106e-05     	|  2.4544e-06     	|
on_val_dataloader                  	|  5.776e-06      	|2              	|  1.1552e-05     	|  2.1634e-06     	|
configure_callbacks                	|  5.1795e-06     	|2              	|  1.0359e-05     	|  1.94e-06       	|
configure_sharded_model            	|  4.9395e-06     	|2              	|  9.879e-06      	|  1.8501e-06     	|
on_pretrain_routine_end            	|  9.628e-06      	|1              	|  9.628e-06      	|  1.8031e-06     	|
on_validation_epoch_start          	|  9.067e-06      	|1              	|  9.067e-06      	|  1.698e-06      	|
on_train_dataloader                	|  4.358e-06      	|1              	|  4.358e-06      	|  8.1615e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1852.6         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  10.195         	|167            	|  1702.5         	|  91.899         	|
run_training_batch                 	|  0.20682        	|8000           	|  1654.5         	|  89.309         	|
training_step_and_backward         	|  0.19007        	|8000           	|  1520.5         	|  82.077         	|
model_forward                      	|  0.10804        	|8000           	|  864.35         	|  46.657         	|
training_step                      	|  0.10791        	|8000           	|  863.28         	|  46.599         	|
backward                           	|  0.081839       	|8000           	|  654.71         	|  35.341         	|
optimizer_step_with_closure_0      	|  0.28958        	|1000           	|  289.58         	|  15.631         	|
run_validate_evaluation            	|  103.04         	|1              	|  103.04         	|  5.5619         	|
evaluation_step_and_end            	|  0.10105        	|1000           	|  101.05         	|  5.4546         	|
validation_step                    	|  0.101          	|1000           	|  101.0          	|  5.4519         	|
get_train_batch                    	|  0.0034057      	|8167           	|  27.814         	|  1.5014         	|
fetch_next_train_batch             	|  0.0033889      	|8167           	|  27.677         	|  1.494          	|
on_train_batch_end                 	|  0.0010897      	|8000           	|  8.7179         	|  0.47058        	|
training_batch_to_device           	|  0.00021806     	|8000           	|  1.7445         	|  0.094165       	|
get_validate_batch                 	|  0.0014519      	|1001           	|  1.4534         	|  0.07845        	|
fetch_next_validate_batch          	|  0.0014388      	|1001           	|  1.4402         	|  0.07774        	|
zero_grad                          	|  0.0013229      	|1000           	|  1.3229         	|  0.071408       	|
on_train_batch_start               	|  9.1295e-05     	|8000           	|  0.73036        	|  0.039424       	|
evaluation_batch_to_device         	|  0.00020693     	|1000           	|  0.20693        	|  0.01117        	|
on_batch_start                     	|  1.524e-05      	|8000           	|  0.12192        	|  0.0065813      	|
on_batch_end                       	|  1.334e-05      	|8000           	|  0.10672        	|  0.0057606      	|
on_before_backward                 	|  1.2994e-05     	|8000           	|  0.10395        	|  0.005611       	|
on_after_backward                  	|  1.1887e-05     	|8000           	|  0.095095       	|  0.0051331      	|
training_step_end                  	|  6.0156e-06     	|8000           	|  0.048125       	|  0.0025977      	|
on_train_epoch_start               	|  0.00028333     	|167            	|  0.047316       	|  0.002554       	|
on_train_epoch_end                 	|  0.00026188     	|167            	|  0.043735       	|  0.0023607      	|
on_train_end                       	|  0.02504        	|1              	|  0.02504        	|  0.0013516      	|
on_pretrain_routine_start          	|  0.022474       	|1              	|  0.022474       	|  0.0012131      	|
on_validation_batch_end            	|  1.8107e-05     	|1000           	|  0.018107       	|  0.00097741     	|
on_before_zero_grad                	|  1.6095e-05     	|1000           	|  0.016095       	|  0.00086879     	|
on_before_optimizer_step           	|  1.3342e-05     	|1000           	|  0.013342       	|  0.00072018     	|
on_validation_batch_start          	|  9.8965e-06     	|1000           	|  0.0098965      	|  0.0005342      	|
configure_optimizers               	|  0.0085761      	|1              	|  0.0085761      	|  0.00046293     	|
validation_step_end                	|  4.9717e-06     	|1000           	|  0.0049717      	|  0.00026837     	|
on_validation_model_eval           	|  0.0044452      	|1              	|  0.0044452      	|  0.00023994     	|
on_epoch_end                       	|  1.1258e-05     	|168            	|  0.0018913      	|  0.00010209     	|
on_epoch_start                     	|  1.0769e-05     	|168            	|  0.0018092      	|  9.7658e-05     	|
on_train_start                     	|  0.00070662     	|1              	|  0.00070662     	|  3.8143e-05     	|
on_validation_start                	|  0.00032559     	|1              	|  0.00032559     	|  1.7575e-05     	|
on_validation_end                  	|  0.00010377     	|1              	|  0.00010377     	|  5.6016e-06     	|
on_before_accelerator_backend_setup	|  1.826e-05      	|2              	|  3.6519e-05     	|  1.9713e-06     	|
teardown                           	|  1.5809e-05     	|2              	|  3.1619e-05     	|  1.7067e-06     	|
setup                              	|  1.4342e-05     	|2              	|  2.8684e-05     	|  1.5483e-06     	|
on_configure_sharded_model         	|  1.39e-05       	|2              	|  2.7801e-05     	|  1.5007e-06     	|
on_fit_end                         	|  2.0668e-05     	|1              	|  2.0668e-05     	|  1.1156e-06     	|
on_fit_start                       	|  1.6942e-05     	|1              	|  1.6942e-05     	|  9.1452e-07     	|
on_validation_epoch_end            	|  1.6692e-05     	|1              	|  1.6692e-05     	|  9.0102e-07     	|
on_val_dataloader                  	|  6.4719e-06     	|2              	|  1.2944e-05     	|  6.9869e-07     	|
on_pretrain_routine_end            	|  1.1792e-05     	|1              	|  1.1792e-05     	|  6.3651e-07     	|
prepare_data                       	|  5.8509e-06     	|2              	|  1.1702e-05     	|  6.3165e-07     	|
configure_callbacks                	|  5.4854e-06     	|2              	|  1.0971e-05     	|  5.9219e-07     	|
on_validation_epoch_start          	|  9.7081e-06     	|1              	|  9.7081e-06     	|  5.2403e-07     	|
configure_sharded_model            	|  4.724e-06      	|2              	|  9.448e-06      	|  5.0999e-07     	|
on_train_dataloader                	|  3.9069e-06     	|1              	|  3.9069e-06     	|  2.1089e-07     	|
