VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  421.83         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.7864         	|63             	|  364.54         	|  86.418         	|
run_training_batch                 	|  0.3379         	|1000           	|  337.9          	|  80.102         	|
optimizer_step_with_closure_0      	|  0.33518        	|1000           	|  335.18         	|  79.459         	|
training_step_and_backward         	|  0.25026        	|1000           	|  250.26         	|  59.327         	|
model_forward                      	|  0.15516        	|1000           	|  155.16         	|  36.783         	|
training_step                      	|  0.15502        	|1000           	|  155.02         	|  36.749         	|
backward                           	|  0.093758       	|1000           	|  93.758         	|  22.226         	|
run_validate_evaluation            	|  12.466         	|1              	|  12.466         	|  2.9551         	|
evaluation_step_and_end            	|  0.24943        	|48             	|  11.973         	|  2.8383         	|
validation_step                    	|  0.24938        	|48             	|  11.97          	|  2.8377         	|
get_train_batch                    	|  0.0080861      	|1063           	|  8.5955         	|  2.0377         	|
fetch_next_train_batch             	|  0.0080673      	|1063           	|  8.5755         	|  2.0329         	|
zero_grad                          	|  0.0013159      	|1000           	|  1.3159         	|  0.31196        	|
on_train_batch_end                 	|  0.0011879      	|1000           	|  1.1879         	|  0.28161        	|
training_batch_to_device           	|  0.00022474     	|1000           	|  0.22474        	|  0.053277       	|
get_validate_batch                 	|  0.0042875      	|49             	|  0.21009        	|  0.049803       	|
fetch_next_validate_batch          	|  0.0042727      	|49             	|  0.20936        	|  0.049632       	|
on_train_batch_start               	|  9.2552e-05     	|1000           	|  0.092552       	|  0.02194        	|
on_train_end                       	|  0.026537       	|1              	|  0.026537       	|  0.006291       	|
on_pretrain_routine_start          	|  0.02246        	|1              	|  0.02246        	|  0.0053243      	|
on_train_epoch_end                 	|  0.00029854     	|63             	|  0.018808       	|  0.0044586      	|
on_batch_start                     	|  1.7733e-05     	|1000           	|  0.017733       	|  0.0042039      	|
on_train_epoch_start               	|  0.00028058     	|63             	|  0.017677       	|  0.0041904      	|
on_before_zero_grad                	|  1.4295e-05     	|1000           	|  0.014295       	|  0.0033888      	|
on_batch_end                       	|  1.3383e-05     	|1000           	|  0.013383       	|  0.0031726      	|
on_after_backward                  	|  1.1749e-05     	|1000           	|  0.011749       	|  0.0027853      	|
on_before_backward                 	|  1.0938e-05     	|1000           	|  0.010938       	|  0.0025929      	|
on_before_optimizer_step           	|  1.0599e-05     	|1000           	|  0.010599       	|  0.0025126      	|
evaluation_batch_to_device         	|  0.00021324     	|48             	|  0.010235       	|  0.0024264      	|
configure_optimizers               	|  0.0083389      	|1              	|  0.0083389      	|  0.0019768      	|
training_step_end                  	|  6.405e-06      	|1000           	|  0.006405       	|  0.0015184      	|
on_validation_model_eval           	|  0.0045904      	|1              	|  0.0045904      	|  0.0010882      	|
on_validation_batch_end            	|  2.0743e-05     	|48             	|  0.00099566     	|  0.00023603     	|
on_train_start                     	|  0.00073762     	|1              	|  0.00073762     	|  0.00017486     	|
on_epoch_end                       	|  1.0647e-05     	|64             	|  0.00068143     	|  0.00016154     	|
on_epoch_start                     	|  1.0479e-05     	|64             	|  0.00067065     	|  0.00015898     	|
on_validation_batch_start          	|  1.0547e-05     	|48             	|  0.00050628     	|  0.00012002     	|
on_validation_start                	|  0.00032362     	|1              	|  0.00032362     	|  7.6717e-05     	|
validation_step_end                	|  5.3227e-06     	|48             	|  0.00025549     	|  6.0566e-05     	|
on_validation_end                  	|  0.00010921     	|1              	|  0.00010921     	|  2.5888e-05     	|
on_before_accelerator_backend_setup	|  1.845e-05      	|2              	|  3.6899e-05     	|  8.7473e-06     	|
teardown                           	|  1.5319e-05     	|2              	|  3.0638e-05     	|  7.2631e-06     	|
on_configure_sharded_model         	|  1.3946e-05     	|2              	|  2.7893e-05     	|  6.6123e-06     	|
setup                              	|  1.3115e-05     	|2              	|  2.623e-05      	|  6.2181e-06     	|
on_fit_end                         	|  2.152e-05      	|1              	|  2.152e-05      	|  5.1016e-06     	|
on_validation_epoch_end            	|  1.8064e-05     	|1              	|  1.8064e-05     	|  4.2822e-06     	|
on_fit_start                       	|  1.6852e-05     	|1              	|  1.6852e-05     	|  3.995e-06      	|
on_val_dataloader                  	|  6.2965e-06     	|2              	|  1.2593e-05     	|  2.9853e-06     	|
prepare_data                       	|  6.0265e-06     	|2              	|  1.2053e-05     	|  2.8573e-06     	|
configure_callbacks                	|  5.0591e-06     	|2              	|  1.0118e-05     	|  2.3986e-06     	|
on_pretrain_routine_end            	|  9.9089e-06     	|1              	|  9.9089e-06     	|  2.349e-06      	|
on_validation_epoch_start          	|  9.818e-06      	|1              	|  9.818e-06      	|  2.3275e-06     	|
configure_sharded_model            	|  4.8845e-06     	|2              	|  9.769e-06      	|  2.3158e-06     	|
on_train_dataloader                	|  4.368e-06      	|1              	|  4.368e-06      	|  1.0355e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1607.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.245         	|63             	|  1527.5         	|  94.996         	|
run_training_batch                 	|  0.18654        	|8000           	|  1492.3         	|  92.81          	|
training_step_and_backward         	|  0.17638        	|8000           	|  1411.1         	|  87.757         	|
model_forward                      	|  0.092523       	|8000           	|  740.19         	|  46.034         	|
training_step                      	|  0.092389       	|8000           	|  739.11         	|  45.967         	|
backward                           	|  0.083678       	|8000           	|  669.43         	|  41.633         	|
optimizer_step_with_closure_0      	|  0.23519        	|1000           	|  235.19         	|  14.627         	|
run_validate_evaluation            	|  37.246         	|1              	|  37.246         	|  2.3164         	|
evaluation_step_and_end            	|  0.096567       	|377            	|  36.406         	|  2.2642         	|
validation_step                    	|  0.096517       	|377            	|  36.387         	|  2.263          	|
get_train_batch                    	|  0.0022763      	|8063           	|  18.354         	|  1.1415         	|
fetch_next_train_batch             	|  0.0022595      	|8063           	|  18.219         	|  1.1331         	|
on_train_batch_end                 	|  0.001072       	|8000           	|  8.5763         	|  0.53338        	|
training_batch_to_device           	|  0.0002139      	|8000           	|  1.7112         	|  0.10642        	|
zero_grad                          	|  0.0013039      	|1000           	|  1.3039         	|  0.081091       	|
on_train_batch_start               	|  9.0771e-05     	|8000           	|  0.72617        	|  0.045162       	|
get_validate_batch                 	|  0.0015825      	|378            	|  0.5982         	|  0.037203       	|
fetch_next_validate_batch          	|  0.001569       	|378            	|  0.59307        	|  0.036884       	|
on_batch_start                     	|  1.4608e-05     	|8000           	|  0.11687        	|  0.0072681      	|
on_batch_end                       	|  1.3483e-05     	|8000           	|  0.10786        	|  0.0067082      	|
on_before_backward                 	|  1.3135e-05     	|8000           	|  0.10508        	|  0.0065351      	|
on_after_backward                  	|  1.1526e-05     	|8000           	|  0.092205       	|  0.0057344      	|
evaluation_batch_to_device         	|  0.00020693     	|377            	|  0.078011       	|  0.0048517      	|
training_step_end                  	|  5.7023e-06     	|8000           	|  0.045618       	|  0.0028371      	|
on_train_end                       	|  0.02497        	|1              	|  0.02497        	|  0.0015529      	|
on_pretrain_routine_start          	|  0.02294        	|1              	|  0.02294        	|  0.0014267      	|
on_train_epoch_end                 	|  0.00029288     	|63             	|  0.018451       	|  0.0011475      	|
on_train_epoch_start               	|  0.00029054     	|63             	|  0.018304       	|  0.0011384      	|
on_before_zero_grad                	|  1.4801e-05     	|1000           	|  0.014801       	|  0.00092053     	|
on_before_optimizer_step           	|  1.1268e-05     	|1000           	|  0.011268       	|  0.0007008      	|
configure_optimizers               	|  0.0090726      	|1              	|  0.0090726      	|  0.00056424     	|
on_validation_batch_end            	|  1.8491e-05     	|377            	|  0.0069711      	|  0.00043355     	|
on_validation_model_eval           	|  0.0041921      	|1              	|  0.0041921      	|  0.00026072     	|
on_validation_batch_start          	|  9.7585e-06     	|377            	|  0.0036789      	|  0.0002288      	|
validation_step_end                	|  4.8456e-06     	|377            	|  0.0018268      	|  0.00011361     	|
on_train_start                     	|  0.00073332     	|1              	|  0.00073332     	|  4.5607e-05     	|
on_epoch_start                     	|  1.0641e-05     	|64             	|  0.00068101     	|  4.2353e-05     	|
on_epoch_end                       	|  1.0069e-05     	|64             	|  0.00064441     	|  4.0077e-05     	|
on_validation_start                	|  0.00035149     	|1              	|  0.00035149     	|  2.186e-05      	|
on_validation_end                  	|  0.00011723     	|1              	|  0.00011723     	|  7.2908e-06     	|
on_before_accelerator_backend_setup	|  1.9617e-05     	|2              	|  3.9234e-05     	|  2.44e-06       	|
teardown                           	|  1.6256e-05     	|2              	|  3.2512e-05     	|  2.022e-06      	|
setup                              	|  1.4121e-05     	|2              	|  2.8243e-05     	|  1.7565e-06     	|
on_configure_sharded_model         	|  1.3605e-05     	|2              	|  2.7211e-05     	|  1.6923e-06     	|
on_fit_end                         	|  2.4276e-05     	|1              	|  2.4276e-05     	|  1.5098e-06     	|
on_validation_epoch_end            	|  1.9686e-05     	|1              	|  1.9686e-05     	|  1.2243e-06     	|
on_fit_start                       	|  1.8856e-05     	|1              	|  1.8856e-05     	|  1.1727e-06     	|
prepare_data                       	|  6.672e-06      	|2              	|  1.3344e-05     	|  8.2989e-07     	|
on_pretrain_routine_end            	|  1.2834e-05     	|1              	|  1.2834e-05     	|  7.9818e-07     	|
on_val_dataloader                  	|  6.3219e-06     	|2              	|  1.2644e-05     	|  7.8635e-07     	|
configure_callbacks                	|  5.7004e-06     	|2              	|  1.1401e-05     	|  7.0904e-07     	|
configure_sharded_model            	|  5.2101e-06     	|2              	|  1.042e-05      	|  6.4805e-07     	|
on_validation_epoch_start          	|  9.3079e-06     	|1              	|  9.3079e-06     	|  5.7887e-07     	|
on_train_dataloader                	|  4.197e-06      	|1              	|  4.197e-06      	|  2.6102e-07     	|
