VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  527.07         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.681          	|167            	|  447.73         	|  84.947         	|
run_training_batch                 	|  0.38663        	|1000           	|  386.63         	|  73.355         	|
optimizer_step_with_closure_0      	|  0.38397        	|1000           	|  383.97         	|  72.85          	|
training_step_and_backward         	|  0.303          	|1000           	|  303.0          	|  57.487         	|
model_forward                      	|  0.175          	|1000           	|  175.0          	|  33.202         	|
training_step                      	|  0.17485        	|1000           	|  174.85         	|  33.174         	|
backward                           	|  0.12667        	|1000           	|  126.67         	|  24.033         	|
run_validate_evaluation            	|  35.181         	|1              	|  35.181         	|  6.6747         	|
evaluation_step_and_end            	|  0.2762         	|125            	|  34.525         	|  6.5504         	|
validation_step                    	|  0.27615        	|125            	|  34.518         	|  6.5491         	|
get_train_batch                    	|  0.015256       	|1167           	|  17.804         	|  3.3779         	|
fetch_next_train_batch             	|  0.015233       	|1167           	|  17.777         	|  3.3728         	|
zero_grad                          	|  0.0013028      	|1000           	|  1.3028         	|  0.24719        	|
on_train_batch_end                 	|  0.001232       	|1000           	|  1.232          	|  0.23374        	|
get_validate_batch                 	|  0.002662       	|126            	|  0.33542        	|  0.063638       	|
fetch_next_validate_batch          	|  0.0026473      	|126            	|  0.33356        	|  0.063285       	|
training_batch_to_device           	|  0.00031698     	|1000           	|  0.31698        	|  0.06014        	|
on_train_batch_start               	|  9.4919e-05     	|1000           	|  0.094919       	|  0.018009       	|
on_train_epoch_start               	|  0.00027137     	|167            	|  0.045319       	|  0.0085983      	|
on_train_epoch_end                 	|  0.00026304     	|167            	|  0.043927       	|  0.0083342      	|
evaluation_batch_to_device         	|  0.00025377     	|125            	|  0.031721       	|  0.0060183      	|
on_train_end                       	|  0.024787       	|1              	|  0.024787       	|  0.0047029      	|
on_pretrain_routine_start          	|  0.022464       	|1              	|  0.022464       	|  0.004262       	|
on_batch_start                     	|  2.0731e-05     	|1000           	|  0.020731       	|  0.0039332      	|
on_before_zero_grad                	|  1.514e-05      	|1000           	|  0.01514        	|  0.0028725      	|
on_batch_end                       	|  1.4777e-05     	|1000           	|  0.014777       	|  0.0028037      	|
on_after_backward                  	|  1.21e-05       	|1000           	|  0.0121         	|  0.0022957      	|
on_before_optimizer_step           	|  1.1484e-05     	|1000           	|  0.011484       	|  0.0021788      	|
on_before_backward                 	|  1.0516e-05     	|1000           	|  0.010516       	|  0.0019951      	|
configure_optimizers               	|  0.008211       	|1              	|  0.008211       	|  0.0015579      	|
training_step_end                  	|  6.6212e-06     	|1000           	|  0.0066212      	|  0.0012562      	|
on_validation_model_eval           	|  0.0041095      	|1              	|  0.0041095      	|  0.00077969     	|
on_validation_batch_end            	|  2.21e-05       	|125            	|  0.0027625      	|  0.00052412     	|
on_epoch_start                     	|  1.0655e-05     	|168            	|  0.0017901      	|  0.00033963     	|
on_epoch_end                       	|  1.023e-05      	|168            	|  0.0017187      	|  0.00032609     	|
on_validation_batch_start          	|  1.1007e-05     	|125            	|  0.0013759      	|  0.00026105     	|
on_train_start                     	|  0.00073038     	|1              	|  0.00073038     	|  0.00013857     	|
validation_step_end                	|  5.2383e-06     	|125            	|  0.00065478     	|  0.00012423     	|
on_validation_start                	|  0.00031606     	|1              	|  0.00031606     	|  5.9966e-05     	|
on_validation_end                  	|  0.00010815     	|1              	|  0.00010815     	|  2.052e-05      	|
on_before_accelerator_backend_setup	|  2.0979e-05     	|2              	|  4.1958e-05     	|  7.9606e-06     	|
setup                              	|  1.7227e-05     	|2              	|  3.4455e-05     	|  6.537e-06      	|
on_configure_sharded_model         	|  1.6436e-05     	|2              	|  3.2871e-05     	|  6.2365e-06     	|
teardown                           	|  1.4917e-05     	|2              	|  2.9835e-05     	|  5.6605e-06     	|
on_fit_end                         	|  2.1269e-05     	|1              	|  2.1269e-05     	|  4.0353e-06     	|
on_validation_epoch_end            	|  1.8345e-05     	|1              	|  1.8345e-05     	|  3.4805e-06     	|
on_fit_start                       	|  1.7663e-05     	|1              	|  1.7663e-05     	|  3.3512e-06     	|
on_val_dataloader                  	|  6.0815e-06     	|2              	|  1.2163e-05     	|  2.3077e-06     	|
prepare_data                       	|  5.621e-06      	|2              	|  1.1242e-05     	|  2.1329e-06     	|
configure_callbacks                	|  5.5855e-06     	|2              	|  1.1171e-05     	|  2.1195e-06     	|
configure_sharded_model            	|  5.4495e-06     	|2              	|  1.0899e-05     	|  2.0678e-06     	|
on_pretrain_routine_end            	|  1.0009e-05     	|1              	|  1.0009e-05     	|  1.899e-06      	|
on_validation_epoch_start          	|  9.0169e-06     	|1              	|  9.0169e-06     	|  1.7108e-06     	|
on_train_dataloader                	|  4.399e-06      	|1              	|  4.399e-06      	|  8.3461e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1691.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.2589         	|167            	|  1546.2         	|  91.391         	|
run_training_batch                 	|  0.18724        	|8000           	|  1497.9         	|  88.534         	|
training_step_and_backward         	|  0.17707        	|8000           	|  1416.5         	|  83.724         	|
model_forward                      	|  0.094243       	|8000           	|  753.95         	|  44.562         	|
training_step                      	|  0.094108       	|8000           	|  752.86         	|  44.498         	|
backward                           	|  0.082637       	|8000           	|  661.09         	|  39.074         	|
optimizer_step_with_closure_0      	|  0.23575        	|1000           	|  235.75         	|  13.934         	|
run_validate_evaluation            	|  101.7          	|1              	|  101.7          	|  6.0112         	|
evaluation_step_and_end            	|  0.099698       	|1000           	|  99.698         	|  5.8927         	|
validation_step                    	|  0.099648       	|1000           	|  99.648         	|  5.8897         	|
get_train_batch                    	|  0.0034373      	|8167           	|  28.072         	|  1.6592         	|
fetch_next_train_batch             	|  0.0034194      	|8167           	|  27.926         	|  1.6506         	|
on_train_batch_end                 	|  0.0010875      	|8000           	|  8.7004         	|  0.51424        	|
training_batch_to_device           	|  0.00021737     	|8000           	|  1.739          	|  0.10278        	|
get_validate_batch                 	|  0.0014676      	|1001           	|  1.469          	|  0.086829       	|
fetch_next_validate_batch          	|  0.0014539      	|1001           	|  1.4554         	|  0.08602        	|
zero_grad                          	|  0.0013391      	|1000           	|  1.3391         	|  0.079149       	|
on_train_batch_start               	|  9.1795e-05     	|8000           	|  0.73436        	|  0.043404       	|
evaluation_batch_to_device         	|  0.00020165     	|1000           	|  0.20165        	|  0.011919       	|
on_batch_start                     	|  1.6268e-05     	|8000           	|  0.13014        	|  0.0076921      	|
on_batch_end                       	|  1.3885e-05     	|8000           	|  0.11108        	|  0.0065652      	|
on_before_backward                 	|  1.3046e-05     	|8000           	|  0.10437        	|  0.0061687      	|
on_after_backward                  	|  1.2287e-05     	|8000           	|  0.098297       	|  0.0058099      	|
training_step_end                  	|  6.0742e-06     	|8000           	|  0.048594       	|  0.0028722      	|
on_train_epoch_start               	|  0.00028852     	|167            	|  0.048184       	|  0.0028479      	|
on_train_epoch_end                 	|  0.00025944     	|167            	|  0.043326       	|  0.0025608      	|
on_train_end                       	|  0.025017       	|1              	|  0.025017       	|  0.0014787      	|
on_pretrain_routine_start          	|  0.022808       	|1              	|  0.022808       	|  0.0013481      	|
on_validation_batch_end            	|  1.8436e-05     	|1000           	|  0.018436       	|  0.0010896      	|
on_before_zero_grad                	|  1.6472e-05     	|1000           	|  0.016472       	|  0.00097359     	|
on_before_optimizer_step           	|  1.3114e-05     	|1000           	|  0.013114       	|  0.00077511     	|
on_validation_batch_start          	|  1.0067e-05     	|1000           	|  0.010067       	|  0.00059501     	|
configure_optimizers               	|  0.0081555      	|1              	|  0.0081555      	|  0.00048204     	|
validation_step_end                	|  4.7837e-06     	|1000           	|  0.0047837      	|  0.00028274     	|
on_validation_model_eval           	|  0.0045376      	|1              	|  0.0045376      	|  0.00026819     	|
on_epoch_end                       	|  1.1895e-05     	|168            	|  0.0019983      	|  0.00011811     	|
on_epoch_start                     	|  1.1227e-05     	|168            	|  0.0018862      	|  0.00011148     	|
on_train_start                     	|  0.00072405     	|1              	|  0.00072405     	|  4.2795e-05     	|
on_validation_start                	|  0.0003174      	|1              	|  0.0003174      	|  1.876e-05      	|
on_validation_end                  	|  0.00012077     	|1              	|  0.00012077     	|  7.1379e-06     	|
on_before_accelerator_backend_setup	|  1.8399e-05     	|2              	|  3.6799e-05     	|  2.175e-06      	|
teardown                           	|  1.5775e-05     	|2              	|  3.155e-05      	|  1.8648e-06     	|
setup                              	|  1.4998e-05     	|2              	|  2.9995e-05     	|  1.7729e-06     	|
on_configure_sharded_model         	|  1.4046e-05     	|2              	|  2.8093e-05     	|  1.6604e-06     	|
on_fit_end                         	|  2.143e-05      	|1              	|  2.143e-05      	|  1.2666e-06     	|
on_validation_epoch_end            	|  1.7924e-05     	|1              	|  1.7924e-05     	|  1.0594e-06     	|
on_fit_start                       	|  1.7693e-05     	|1              	|  1.7693e-05     	|  1.0458e-06     	|
configure_callbacks                	|  6.773e-06      	|2              	|  1.3546e-05     	|  8.0065e-07     	|
on_val_dataloader                  	|  6.5119e-06     	|2              	|  1.3024e-05     	|  7.6978e-07     	|
prepare_data                       	|  6.4019e-06     	|2              	|  1.2804e-05     	|  7.5677e-07     	|
on_pretrain_routine_end            	|  1.2594e-05     	|1              	|  1.2594e-05     	|  7.4438e-07     	|
configure_sharded_model            	|  5.445e-06      	|2              	|  1.089e-05      	|  6.4366e-07     	|
on_validation_epoch_start          	|  9.818e-06      	|1              	|  9.818e-06      	|  5.803e-07      	|
on_train_dataloader                	|  4.038e-06      	|1              	|  4.038e-06      	|  2.3867e-07     	|
