VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  507.76         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5745         	|167            	|  429.95         	|  84.675         	|
run_training_batch                 	|  0.37624        	|1000           	|  376.24         	|  74.098         	|
optimizer_step_with_closure_0      	|  0.37355        	|1000           	|  373.55         	|  73.568         	|
training_step_and_backward         	|  0.29356        	|1000           	|  293.56         	|  57.815         	|
model_forward                      	|  0.17034        	|1000           	|  170.34         	|  33.548         	|
training_step                      	|  0.1702         	|1000           	|  170.2          	|  33.519         	|
backward                           	|  0.12186        	|1000           	|  121.86         	|  24.0           	|
run_validate_evaluation            	|  34.79          	|1              	|  34.79          	|  6.8517         	|
evaluation_step_and_end            	|  0.27334        	|125            	|  34.167         	|  6.729          	|
validation_step                    	|  0.27328        	|125            	|  34.161         	|  6.7277         	|
get_train_batch                    	|  0.014083       	|1167           	|  16.435         	|  3.2368         	|
fetch_next_train_batch             	|  0.01406        	|1167           	|  16.408         	|  3.2314         	|
zero_grad                          	|  0.0013317      	|1000           	|  1.3317         	|  0.26228        	|
on_train_batch_end                 	|  0.0012344      	|1000           	|  1.2344         	|  0.24311        	|
get_validate_batch                 	|  0.00271        	|126            	|  0.34145        	|  0.067247       	|
fetch_next_validate_batch          	|  0.0026954      	|126            	|  0.33962        	|  0.066885       	|
training_batch_to_device           	|  0.00031403     	|1000           	|  0.31403        	|  0.061846       	|
on_train_batch_start               	|  9.4887e-05     	|1000           	|  0.094887       	|  0.018687       	|
on_train_epoch_start               	|  0.00028085     	|167            	|  0.046902       	|  0.0092369      	|
on_train_epoch_end                 	|  0.00026421     	|167            	|  0.044123       	|  0.0086897      	|
evaluation_batch_to_device         	|  0.00022925     	|125            	|  0.028656       	|  0.0056437      	|
on_train_end                       	|  0.024877       	|1              	|  0.024877       	|  0.0048994      	|
on_pretrain_routine_start          	|  0.023428       	|1              	|  0.023428       	|  0.004614       	|
on_batch_start                     	|  2.1915e-05     	|1000           	|  0.021915       	|  0.004316       	|
on_before_zero_grad                	|  1.5871e-05     	|1000           	|  0.015871       	|  0.0031257      	|
on_batch_end                       	|  1.4058e-05     	|1000           	|  0.014058       	|  0.0027686      	|
on_after_backward                  	|  1.3677e-05     	|1000           	|  0.013677       	|  0.0026936      	|
on_before_optimizer_step           	|  1.1637e-05     	|1000           	|  0.011637       	|  0.0022919      	|
on_before_backward                 	|  1.0618e-05     	|1000           	|  0.010618       	|  0.0020911      	|
configure_optimizers               	|  0.0083681      	|1              	|  0.0083681      	|  0.001648       	|
training_step_end                  	|  6.2478e-06     	|1000           	|  0.0062478      	|  0.0012304      	|
on_validation_model_eval           	|  0.0041781      	|1              	|  0.0041781      	|  0.00082285     	|
on_validation_batch_end            	|  2.0091e-05     	|125            	|  0.0025114      	|  0.0004946      	|
on_epoch_start                     	|  1.0518e-05     	|168            	|  0.0017671      	|  0.00034802     	|
on_epoch_end                       	|  1.0138e-05     	|168            	|  0.0017031      	|  0.00033542     	|
on_validation_batch_start          	|  1.0323e-05     	|125            	|  0.0012904      	|  0.00025414     	|
on_train_start                     	|  0.00070441     	|1              	|  0.00070441     	|  0.00013873     	|
validation_step_end                	|  4.9557e-06     	|125            	|  0.00061946     	|  0.000122       	|
on_validation_start                	|  0.00031701     	|1              	|  0.00031701     	|  6.2433e-05     	|
on_validation_end                  	|  0.00011891     	|1              	|  0.00011891     	|  2.3419e-05     	|
on_before_accelerator_backend_setup	|  1.9542e-05     	|2              	|  3.9084e-05     	|  7.6973e-06     	|
teardown                           	|  1.6126e-05     	|2              	|  3.2251e-05     	|  6.3516e-06     	|
setup                              	|  1.4532e-05     	|2              	|  2.9065e-05     	|  5.7241e-06     	|
on_configure_sharded_model         	|  1.3555e-05     	|2              	|  2.7111e-05     	|  5.3393e-06     	|
on_fit_end                         	|  2.153e-05      	|1              	|  2.153e-05      	|  4.2402e-06     	|
on_validation_epoch_end            	|  2.0077e-05     	|1              	|  2.0077e-05     	|  3.954e-06      	|
on_fit_start                       	|  1.7353e-05     	|1              	|  1.7353e-05     	|  3.4175e-06     	|
on_val_dataloader                  	|  6.0761e-06     	|2              	|  1.2152e-05     	|  2.3933e-06     	|
prepare_data                       	|  5.9305e-06     	|2              	|  1.1861e-05     	|  2.3359e-06     	|
configure_callbacks                	|  5.4606e-06     	|2              	|  1.0921e-05     	|  2.1508e-06     	|
configure_sharded_model            	|  4.834e-06      	|2              	|  9.6681e-06     	|  1.9041e-06     	|
on_pretrain_routine_end            	|  9.488e-06      	|1              	|  9.488e-06      	|  1.8686e-06     	|
on_validation_epoch_start          	|  9.267e-06      	|1              	|  9.267e-06      	|  1.8251e-06     	|
on_train_dataloader                	|  4.0979e-06     	|1              	|  4.0979e-06     	|  8.0706e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1672.7         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.1456         	|167            	|  1527.3         	|  91.308         	|
run_training_batch                 	|  0.18502        	|8000           	|  1480.2         	|  88.491         	|
training_step_and_backward         	|  0.17504        	|8000           	|  1400.3         	|  83.717         	|
model_forward                      	|  0.093887       	|8000           	|  751.09         	|  44.903         	|
training_step                      	|  0.093755       	|8000           	|  750.04         	|  44.84          	|
backward                           	|  0.080975       	|8000           	|  647.8          	|  38.728         	|
optimizer_step_with_closure_0      	|  0.23188        	|1000           	|  231.88         	|  13.863         	|
run_validate_evaluation            	|  101.56         	|1              	|  101.56         	|  6.0714         	|
evaluation_step_and_end            	|  0.099579       	|1000           	|  99.579         	|  5.9532         	|
validation_step                    	|  0.09953        	|1000           	|  99.53          	|  5.9503         	|
get_train_batch                    	|  0.0033468      	|8167           	|  27.334         	|  1.6341         	|
fetch_next_train_batch             	|  0.0033292      	|8167           	|  27.19          	|  1.6255         	|
on_train_batch_end                 	|  0.0010731      	|8000           	|  8.5847         	|  0.51323        	|
training_batch_to_device           	|  0.00021828     	|8000           	|  1.7463         	|  0.1044         	|
get_validate_batch                 	|  0.001446       	|1001           	|  1.4474         	|  0.086531       	|
fetch_next_validate_batch          	|  0.0014325      	|1001           	|  1.434          	|  0.085727       	|
zero_grad                          	|  0.001295       	|1000           	|  1.295          	|  0.07742        	|
on_train_batch_start               	|  8.9768e-05     	|8000           	|  0.71815        	|  0.042933       	|
evaluation_batch_to_device         	|  0.00020333     	|1000           	|  0.20333        	|  0.012156       	|
on_batch_start                     	|  1.4878e-05     	|8000           	|  0.11903        	|  0.0071159      	|
on_batch_end                       	|  1.299e-05      	|8000           	|  0.10392        	|  0.0062125      	|
on_before_backward                 	|  1.2679e-05     	|8000           	|  0.10143        	|  0.006064       	|
on_after_backward                  	|  1.2149e-05     	|8000           	|  0.097194       	|  0.0058106      	|
on_train_epoch_start               	|  0.00028965     	|167            	|  0.048371       	|  0.0028918      	|
training_step_end                  	|  5.9938e-06     	|8000           	|  0.04795        	|  0.0028666      	|
on_train_epoch_end                 	|  0.00026418     	|167            	|  0.044119       	|  0.0026376      	|
on_train_end                       	|  0.026582       	|1              	|  0.026582       	|  0.0015891      	|
on_pretrain_routine_start          	|  0.022506       	|1              	|  0.022506       	|  0.0013455      	|
on_validation_batch_end            	|  1.7828e-05     	|1000           	|  0.017828       	|  0.0010658      	|
on_before_zero_grad                	|  1.5947e-05     	|1000           	|  0.015947       	|  0.00095334     	|
on_before_optimizer_step           	|  1.2753e-05     	|1000           	|  0.012753       	|  0.00076241     	|
on_validation_batch_start          	|  9.6643e-06     	|1000           	|  0.0096643      	|  0.00057776     	|
configure_optimizers               	|  0.0087951      	|1              	|  0.0087951      	|  0.0005258      	|
validation_step_end                	|  4.7627e-06     	|1000           	|  0.0047627      	|  0.00028473     	|
on_validation_model_eval           	|  0.0044968      	|1              	|  0.0044968      	|  0.00026883     	|
on_epoch_end                       	|  1.1363e-05     	|168            	|  0.0019089      	|  0.00011412     	|
on_epoch_start                     	|  1.0696e-05     	|168            	|  0.001797       	|  0.00010743     	|
on_train_start                     	|  0.00072913     	|1              	|  0.00072913     	|  4.359e-05      	|
on_validation_start                	|  0.00032746     	|1              	|  0.00032746     	|  1.9577e-05     	|
on_validation_end                  	|  0.00011383     	|1              	|  0.00011383     	|  6.8053e-06     	|
on_before_accelerator_backend_setup	|  1.865e-05      	|2              	|  3.73e-05       	|  2.2299e-06     	|
teardown                           	|  1.5875e-05     	|2              	|  3.175e-05      	|  1.8981e-06     	|
setup                              	|  1.3505e-05     	|2              	|  2.7011e-05     	|  1.6148e-06     	|
on_configure_sharded_model         	|  1.32e-05       	|2              	|  2.64e-05       	|  1.5783e-06     	|
on_fit_end                         	|  2.3184e-05     	|1              	|  2.3184e-05     	|  1.386e-06      	|
on_validation_epoch_end            	|  1.7983e-05     	|1              	|  1.7983e-05     	|  1.0751e-06     	|
on_fit_start                       	|  1.7112e-05     	|1              	|  1.7112e-05     	|  1.023e-06      	|
prepare_data                       	|  6.9175e-06     	|2              	|  1.3835e-05     	|  8.2711e-07     	|
on_val_dataloader                  	|  6.818e-06      	|2              	|  1.3636e-05     	|  8.152e-07      	|
on_pretrain_routine_end            	|  1.1983e-05     	|1              	|  1.1983e-05     	|  7.1639e-07     	|
configure_callbacks                	|  5.561e-06      	|2              	|  1.1122e-05     	|  6.6492e-07     	|
configure_sharded_model            	|  5.204e-06      	|2              	|  1.0408e-05     	|  6.2223e-07     	|
on_validation_epoch_start          	|  9.3479e-06     	|1              	|  9.3479e-06     	|  5.5885e-07     	|
on_train_dataloader                	|  4.3081e-06     	|1              	|  4.3081e-06     	|  2.5755e-07     	|
