VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  432.4          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.954          	|63             	|  375.1          	|  86.748         	|
run_training_batch                 	|  0.34845        	|1000           	|  348.45         	|  80.585         	|
optimizer_step_with_closure_0      	|  0.34569        	|1000           	|  345.69         	|  79.946         	|
training_step_and_backward         	|  0.25909        	|1000           	|  259.09         	|  59.918         	|
model_forward                      	|  0.16026        	|1000           	|  160.26         	|  37.063         	|
training_step                      	|  0.16012        	|1000           	|  160.12         	|  37.031         	|
backward                           	|  0.097481       	|1000           	|  97.481         	|  22.544         	|
run_validate_evaluation            	|  12.336         	|1              	|  12.336         	|  2.8528         	|
evaluation_step_and_end            	|  0.247          	|48             	|  11.856         	|  2.7418         	|
validation_step                    	|  0.24694        	|48             	|  11.853         	|  2.7412         	|
get_train_batch                    	|  0.008039       	|1063           	|  8.5455         	|  1.9763         	|
fetch_next_train_batch             	|  0.0080197      	|1063           	|  8.5249         	|  1.9715         	|
zero_grad                          	|  0.0013199      	|1000           	|  1.3199         	|  0.30524        	|
on_train_batch_end                 	|  0.0012119      	|1000           	|  1.2119         	|  0.28027        	|
training_batch_to_device           	|  0.00023021     	|1000           	|  0.23021        	|  0.053239       	|
get_validate_batch                 	|  0.0043931      	|49             	|  0.21526        	|  0.049783       	|
fetch_next_validate_batch          	|  0.0043783      	|49             	|  0.21454        	|  0.049615       	|
on_train_batch_start               	|  9.2241e-05     	|1000           	|  0.092241       	|  0.021332       	|
on_train_end                       	|  0.025943       	|1              	|  0.025943       	|  0.0059998      	|
on_pretrain_routine_start          	|  0.022795       	|1              	|  0.022795       	|  0.0052718      	|
on_train_epoch_start               	|  0.00029272     	|63             	|  0.018441       	|  0.0042648      	|
on_train_epoch_end                 	|  0.00027123     	|63             	|  0.017088       	|  0.0039518      	|
on_batch_start                     	|  1.6602e-05     	|1000           	|  0.016602       	|  0.0038394      	|
on_before_zero_grad                	|  1.4236e-05     	|1000           	|  0.014236       	|  0.0032923      	|
on_batch_end                       	|  1.3086e-05     	|1000           	|  0.013086       	|  0.0030263      	|
on_after_backward                  	|  1.1669e-05     	|1000           	|  0.011669       	|  0.0026987      	|
on_before_backward                 	|  1.087e-05      	|1000           	|  0.01087        	|  0.0025139      	|
evaluation_batch_to_device         	|  0.00022141     	|48             	|  0.010628       	|  0.0024579      	|
on_before_optimizer_step           	|  1.0552e-05     	|1000           	|  0.010552       	|  0.0024403      	|
configure_optimizers               	|  0.0082211      	|1              	|  0.0082211      	|  0.0019013      	|
training_step_end                  	|  5.9104e-06     	|1000           	|  0.0059104      	|  0.0013669      	|
on_validation_model_eval           	|  0.0045475      	|1              	|  0.0045475      	|  0.0010517      	|
on_validation_batch_end            	|  2.214e-05      	|48             	|  0.0010627      	|  0.00024577     	|
on_train_start                     	|  0.00069991     	|1              	|  0.00069991     	|  0.00016186     	|
on_epoch_start                     	|  1.0418e-05     	|64             	|  0.00066673     	|  0.00015419     	|
on_epoch_end                       	|  1.0375e-05     	|64             	|  0.00066397     	|  0.00015355     	|
on_validation_batch_start          	|  1.1103e-05     	|48             	|  0.00053292     	|  0.00012325     	|
on_validation_start                	|  0.00034896     	|1              	|  0.00034896     	|  8.0703e-05     	|
validation_step_end                	|  5.6058e-06     	|48             	|  0.00026908     	|  6.2228e-05     	|
on_validation_end                  	|  0.00011287     	|1              	|  0.00011287     	|  2.6103e-05     	|
on_before_accelerator_backend_setup	|  1.9251e-05     	|2              	|  3.8502e-05     	|  8.9042e-06     	|
teardown                           	|  1.4386e-05     	|2              	|  2.8773e-05     	|  6.6542e-06     	|
on_configure_sharded_model         	|  1.358e-05      	|2              	|  2.716e-05      	|  6.2812e-06     	|
setup                              	|  1.3405e-05     	|2              	|  2.681e-05      	|  6.2002e-06     	|
on_fit_end                         	|  2.145e-05      	|1              	|  2.145e-05      	|  4.9606e-06     	|
on_validation_epoch_end            	|  1.7874e-05     	|1              	|  1.7874e-05     	|  4.1336e-06     	|
on_fit_start                       	|  1.6611e-05     	|1              	|  1.6611e-05     	|  3.8416e-06     	|
on_val_dataloader                  	|  6.2115e-06     	|2              	|  1.2423e-05     	|  2.873e-06      	|
on_validation_epoch_start          	|  1.2223e-05     	|1              	|  1.2223e-05     	|  2.8267e-06     	|
prepare_data                       	|  5.916e-06      	|2              	|  1.1832e-05     	|  2.7363e-06     	|
configure_callbacks                	|  5.2145e-06     	|2              	|  1.0429e-05     	|  2.4119e-06     	|
on_pretrain_routine_end            	|  1.0349e-05     	|1              	|  1.0349e-05     	|  2.3934e-06     	|
configure_sharded_model            	|  4.9394e-06     	|2              	|  9.8789e-06     	|  2.2846e-06     	|
on_train_dataloader                	|  4.729e-06      	|1              	|  4.729e-06      	|  1.0937e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1601.0         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.13          	|63             	|  1520.2         	|  94.952         	|
run_training_batch                 	|  0.18563        	|8000           	|  1485.1         	|  92.757         	|
training_step_and_backward         	|  0.17571        	|8000           	|  1405.7         	|  87.798         	|
model_forward                      	|  0.092483       	|8000           	|  739.86         	|  46.212         	|
training_step                      	|  0.09235        	|8000           	|  738.8          	|  46.146         	|
backward                           	|  0.083046       	|8000           	|  664.37         	|  41.496         	|
optimizer_step_with_closure_0      	|  0.23247        	|1000           	|  232.47         	|  14.52          	|
run_validate_evaluation            	|  37.269         	|1              	|  37.269         	|  2.3278         	|
evaluation_step_and_end            	|  0.096622       	|377            	|  36.426         	|  2.2752         	|
validation_step                    	|  0.09657        	|377            	|  36.407         	|  2.274          	|
get_train_batch                    	|  0.0022704      	|8063           	|  18.306         	|  1.1434         	|
fetch_next_train_batch             	|  0.0022536      	|8063           	|  18.171         	|  1.135          	|
on_train_batch_end                 	|  0.0010846      	|8000           	|  8.6768         	|  0.54196        	|
training_batch_to_device           	|  0.00021055     	|8000           	|  1.6844         	|  0.10521        	|
zero_grad                          	|  0.0012957      	|1000           	|  1.2957         	|  0.080933       	|
on_train_batch_start               	|  9.0414e-05     	|8000           	|  0.72331        	|  0.045178       	|
get_validate_batch                 	|  0.0015771      	|378            	|  0.59615        	|  0.037236       	|
fetch_next_validate_batch          	|  0.0015632      	|378            	|  0.59088        	|  0.036907       	|
on_batch_start                     	|  1.4592e-05     	|8000           	|  0.11674        	|  0.0072915      	|
on_before_backward                 	|  1.3677e-05     	|8000           	|  0.10942        	|  0.0068342      	|
on_batch_end                       	|  1.3278e-05     	|8000           	|  0.10623        	|  0.006635       	|
on_after_backward                  	|  1.1848e-05     	|8000           	|  0.094782       	|  0.0059201      	|
evaluation_batch_to_device         	|  0.00020967     	|377            	|  0.079047       	|  0.0049373      	|
training_step_end                  	|  5.8492e-06     	|8000           	|  0.046793       	|  0.0029227      	|
on_train_end                       	|  0.025506       	|1              	|  0.025506       	|  0.0015931      	|
on_pretrain_routine_start          	|  0.022765       	|1              	|  0.022765       	|  0.0014219      	|
on_train_epoch_start               	|  0.00030175     	|63             	|  0.01901        	|  0.0011874      	|
on_train_epoch_end                 	|  0.0002806      	|63             	|  0.017678       	|  0.0011041      	|
on_before_zero_grad                	|  1.4669e-05     	|1000           	|  0.014669       	|  0.00091624     	|
on_before_optimizer_step           	|  1.1978e-05     	|1000           	|  0.011978       	|  0.00074816     	|
configure_optimizers               	|  0.0083394      	|1              	|  0.0083394      	|  0.00052088     	|
on_validation_batch_end            	|  1.9497e-05     	|377            	|  0.0073504      	|  0.00045911     	|
on_validation_model_eval           	|  0.004169       	|1              	|  0.004169       	|  0.0002604      	|
on_validation_batch_start          	|  1.0126e-05     	|377            	|  0.0038176      	|  0.00023845     	|
validation_step_end                	|  5.1359e-06     	|377            	|  0.0019362      	|  0.00012094     	|
on_train_start                     	|  0.00074705     	|1              	|  0.00074705     	|  4.6661e-05     	|
on_epoch_start                     	|  1.0545e-05     	|64             	|  0.00067486     	|  4.2152e-05     	|
on_epoch_end                       	|  1.0305e-05     	|64             	|  0.00065954     	|  4.1195e-05     	|
on_validation_start                	|  0.00032933     	|1              	|  0.00032933     	|  2.057e-05      	|
on_validation_end                  	|  0.00010713     	|1              	|  0.00010713     	|  6.6914e-06     	|
on_before_accelerator_backend_setup	|  1.9221e-05     	|2              	|  3.8442e-05     	|  2.4011e-06     	|
teardown                           	|  1.5333e-05     	|2              	|  3.0666e-05     	|  1.9154e-06     	|
setup                              	|  1.4016e-05     	|2              	|  2.8032e-05     	|  1.7509e-06     	|
on_configure_sharded_model         	|  1.3735e-05     	|2              	|  2.747e-05      	|  1.7158e-06     	|
on_fit_end                         	|  1.9977e-05     	|1              	|  1.9977e-05     	|  1.2478e-06     	|
on_fit_start                       	|  1.6762e-05     	|1              	|  1.6762e-05     	|  1.047e-06      	|
on_validation_epoch_end            	|  1.6692e-05     	|1              	|  1.6692e-05     	|  1.0426e-06     	|
on_val_dataloader                  	|  5.951e-06      	|2              	|  1.1902e-05     	|  7.4341e-07     	|
prepare_data                       	|  5.435e-06      	|2              	|  1.087e-05      	|  6.7894e-07     	|
configure_callbacks                	|  5.33e-06       	|2              	|  1.066e-05      	|  6.6582e-07     	|
on_pretrain_routine_end            	|  1.0049e-05     	|1              	|  1.0049e-05     	|  6.2766e-07     	|
configure_sharded_model            	|  4.8492e-06     	|2              	|  9.6983e-06     	|  6.0576e-07     	|
on_validation_epoch_start          	|  9.6981e-06     	|1              	|  9.6981e-06     	|  6.0574e-07     	|
on_train_dataloader                	|  4.3178e-06     	|1              	|  4.3178e-06     	|  2.6969e-07     	|
