VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  416.31         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.6973         	|63             	|  358.93         	|  86.216         	|
run_training_batch                 	|  0.33231        	|1000           	|  332.31         	|  79.823         	|
optimizer_step_with_closure_0      	|  0.32966        	|1000           	|  329.66         	|  79.186         	|
training_step_and_backward         	|  0.24537        	|1000           	|  245.37         	|  58.939         	|
model_forward                      	|  0.15246        	|1000           	|  152.46         	|  36.622         	|
training_step                      	|  0.15232        	|1000           	|  152.32         	|  36.589         	|
backward                           	|  0.091552       	|1000           	|  91.552         	|  21.991         	|
run_validate_evaluation            	|  12.438         	|1              	|  12.438         	|  2.9877         	|
evaluation_step_and_end            	|  0.2493         	|48             	|  11.967         	|  2.8744         	|
validation_step                    	|  0.24925        	|48             	|  11.964         	|  2.8738         	|
get_train_batch                    	|  0.0080566      	|1063           	|  8.5641         	|  2.0571         	|
fetch_next_train_batch             	|  0.008038       	|1063           	|  8.5444         	|  2.0524         	|
zero_grad                          	|  0.0013333      	|1000           	|  1.3333         	|  0.32027        	|
on_train_batch_end                 	|  0.001204       	|1000           	|  1.204          	|  0.2892         	|
training_batch_to_device           	|  0.00023198     	|1000           	|  0.23198        	|  0.055722       	|
get_validate_batch                 	|  0.0040689      	|49             	|  0.19938        	|  0.047891       	|
fetch_next_validate_batch          	|  0.0040545      	|49             	|  0.19867        	|  0.047721       	|
on_train_batch_start               	|  9.2995e-05     	|1000           	|  0.092995       	|  0.022338       	|
on_train_end                       	|  0.025482       	|1              	|  0.025482       	|  0.0061208      	|
on_pretrain_routine_start          	|  0.023743       	|1              	|  0.023743       	|  0.0057031      	|
on_train_epoch_start               	|  0.00029386     	|63             	|  0.018513       	|  0.0044469      	|
on_batch_start                     	|  1.8103e-05     	|1000           	|  0.018103       	|  0.0043485      	|
on_train_epoch_end                 	|  0.00028157     	|63             	|  0.017739       	|  0.004261       	|
on_before_zero_grad                	|  1.4654e-05     	|1000           	|  0.014654       	|  0.0035199      	|
on_batch_end                       	|  1.3352e-05     	|1000           	|  0.013352       	|  0.0032072      	|
on_after_backward                  	|  1.1704e-05     	|1000           	|  0.011704       	|  0.0028114      	|
on_before_optimizer_step           	|  1.0756e-05     	|1000           	|  0.010756       	|  0.0025835      	|
on_before_backward                 	|  1.071e-05      	|1000           	|  0.01071        	|  0.0025726      	|
evaluation_batch_to_device         	|  0.00021325     	|48             	|  0.010236       	|  0.0024587      	|
configure_optimizers               	|  0.0080753      	|1              	|  0.0080753      	|  0.0019397      	|
training_step_end                  	|  6.2007e-06     	|1000           	|  0.0062007      	|  0.0014894      	|
on_validation_model_eval           	|  0.0041097      	|1              	|  0.0041097      	|  0.00098718     	|
on_validation_batch_end            	|  1.9439e-05     	|48             	|  0.00093309     	|  0.00022413     	|
on_train_start                     	|  0.00072989     	|1              	|  0.00072989     	|  0.00017532     	|
on_epoch_start                     	|  1.1159e-05     	|64             	|  0.00071415     	|  0.00017154     	|
on_epoch_end                       	|  1.0585e-05     	|64             	|  0.00067746     	|  0.00016273     	|
on_validation_batch_start          	|  1.0857e-05     	|48             	|  0.00052113     	|  0.00012518     	|
on_validation_start                	|  0.00030527     	|1              	|  0.00030527     	|  7.3328e-05     	|
validation_step_end                	|  5.0763e-06     	|48             	|  0.00024366     	|  5.8529e-05     	|
on_validation_end                  	|  0.00011987     	|1              	|  0.00011987     	|  2.8793e-05     	|
on_before_accelerator_backend_setup	|  1.871e-05      	|2              	|  3.7421e-05     	|  8.9887e-06     	|
teardown                           	|  1.509e-05      	|2              	|  3.0179e-05     	|  7.2492e-06     	|
setup                              	|  1.4338e-05     	|2              	|  2.8675e-05     	|  6.8879e-06     	|
on_configure_sharded_model         	|  1.3551e-05     	|2              	|  2.7101e-05     	|  6.5098e-06     	|
on_fit_end                         	|  2.3525e-05     	|1              	|  2.3525e-05     	|  5.6508e-06     	|
on_validation_epoch_end            	|  1.7784e-05     	|1              	|  1.7784e-05     	|  4.2718e-06     	|
on_fit_start                       	|  1.5849e-05     	|1              	|  1.5849e-05     	|  3.807e-06      	|
on_val_dataloader                  	|  6.1365e-06     	|2              	|  1.2273e-05     	|  2.9481e-06     	|
prepare_data                       	|  5.951e-06      	|2              	|  1.1902e-05     	|  2.8589e-06     	|
configure_sharded_model            	|  5.2195e-06     	|2              	|  1.0439e-05     	|  2.5075e-06     	|
on_validation_epoch_start          	|  9.899e-06      	|1              	|  9.899e-06      	|  2.3778e-06     	|
on_pretrain_routine_end            	|  9.6781e-06     	|1              	|  9.6781e-06     	|  2.3247e-06     	|
configure_callbacks                	|  4.794e-06      	|2              	|  9.5881e-06     	|  2.3031e-06     	|
on_train_dataloader                	|  3.968e-06      	|1              	|  3.968e-06      	|  9.5314e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1605.4         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.204         	|63             	|  1524.9         	|  94.982         	|
run_training_batch                 	|  0.1862         	|8000           	|  1489.6         	|  92.788         	|
training_step_and_backward         	|  0.17607        	|8000           	|  1408.6         	|  87.74          	|
model_forward                      	|  0.092309       	|8000           	|  738.47         	|  45.999         	|
training_step                      	|  0.092176       	|8000           	|  737.41         	|  45.933         	|
backward                           	|  0.083581       	|8000           	|  668.65         	|  41.65          	|
optimizer_step_with_closure_0      	|  0.23525        	|1000           	|  235.25         	|  14.654         	|
run_validate_evaluation            	|  37.321         	|1              	|  37.321         	|  2.3247         	|
evaluation_step_and_end            	|  0.096752       	|377            	|  36.476         	|  2.272          	|
validation_step                    	|  0.096703       	|377            	|  36.457         	|  2.2709         	|
get_train_batch                    	|  0.002295       	|8063           	|  18.505         	|  1.1526         	|
fetch_next_train_batch             	|  0.0022783      	|8063           	|  18.37          	|  1.1443         	|
on_train_batch_end                 	|  0.0010732      	|8000           	|  8.5852         	|  0.53477        	|
training_batch_to_device           	|  0.00021378     	|8000           	|  1.7103         	|  0.10653        	|
zero_grad                          	|  0.0013245      	|1000           	|  1.3245         	|  0.082502       	|
on_train_batch_start               	|  9.053e-05      	|8000           	|  0.72424        	|  0.045112       	|
get_validate_batch                 	|  0.0016053      	|378            	|  0.60679        	|  0.037796       	|
fetch_next_validate_batch          	|  0.0015914      	|378            	|  0.60155        	|  0.03747        	|
on_batch_start                     	|  1.5392e-05     	|8000           	|  0.12314        	|  0.0076701      	|
on_batch_end                       	|  1.2648e-05     	|8000           	|  0.10119        	|  0.0063028      	|
on_before_backward                 	|  1.2415e-05     	|8000           	|  0.099318       	|  0.0061864      	|
on_after_backward                  	|  1.1346e-05     	|8000           	|  0.090765       	|  0.0056537      	|
evaluation_batch_to_device         	|  0.00020068     	|377            	|  0.075656       	|  0.0047126      	|
training_step_end                  	|  5.8202e-06     	|8000           	|  0.046561       	|  0.0029003      	|
on_train_end                       	|  0.025578       	|1              	|  0.025578       	|  0.0015932      	|
on_pretrain_routine_start          	|  0.022251       	|1              	|  0.022251       	|  0.001386       	|
on_train_epoch_start               	|  0.00030256     	|63             	|  0.019062       	|  0.0011873      	|
on_train_epoch_end                 	|  0.00028553     	|63             	|  0.017988       	|  0.0011205      	|
on_before_zero_grad                	|  1.4697e-05     	|1000           	|  0.014697       	|  0.00091547     	|
on_before_optimizer_step           	|  1.1326e-05     	|1000           	|  0.011326       	|  0.00070546     	|
configure_optimizers               	|  0.0085258      	|1              	|  0.0085258      	|  0.00053107     	|
on_validation_batch_end            	|  1.7888e-05     	|377            	|  0.0067438      	|  0.00042007     	|
on_validation_model_eval           	|  0.0040135      	|1              	|  0.0040135      	|  0.00025        	|
on_validation_batch_start          	|  1.009e-05      	|377            	|  0.0038039      	|  0.00023694     	|
validation_step_end                	|  4.5671e-06     	|377            	|  0.0017218      	|  0.00010725     	|
on_train_start                     	|  0.00071599     	|1              	|  0.00071599     	|  4.4598e-05     	|
on_epoch_end                       	|  1.1068e-05     	|64             	|  0.00070833     	|  4.4121e-05     	|
on_epoch_start                     	|  1.045e-05      	|64             	|  0.00066881     	|  4.166e-05      	|
on_validation_start                	|  0.00031295     	|1              	|  0.00031295     	|  1.9494e-05     	|
on_validation_end                  	|  0.00011341     	|1              	|  0.00011341     	|  7.0644e-06     	|
on_before_accelerator_backend_setup	|  1.9773e-05     	|2              	|  3.9545e-05     	|  2.4633e-06     	|
on_configure_sharded_model         	|  1.4742e-05     	|2              	|  2.9484e-05     	|  1.8365e-06     	|
teardown                           	|  1.4587e-05     	|2              	|  2.9174e-05     	|  1.8172e-06     	|
setup                              	|  1.3115e-05     	|2              	|  2.6229e-05     	|  1.6338e-06     	|
on_fit_end                         	|  2.2342e-05     	|1              	|  2.2342e-05     	|  1.3917e-06     	|
on_fit_start                       	|  1.7273e-05     	|1              	|  1.7273e-05     	|  1.0759e-06     	|
on_validation_epoch_end            	|  1.6971e-05     	|1              	|  1.6971e-05     	|  1.0571e-06     	|
prepare_data                       	|  6.6576e-06     	|2              	|  1.3315e-05     	|  8.2939e-07     	|
on_pretrain_routine_end            	|  1.2563e-05     	|1              	|  1.2563e-05     	|  7.8253e-07     	|
on_val_dataloader                  	|  6.0064e-06     	|2              	|  1.2013e-05     	|  7.4827e-07     	|
configure_sharded_model            	|  5.6761e-06     	|2              	|  1.1352e-05     	|  7.0712e-07     	|
configure_callbacks                	|  5.6556e-06     	|2              	|  1.1311e-05     	|  7.0456e-07     	|
on_validation_epoch_start          	|  9.0068e-06     	|1              	|  9.0068e-06     	|  5.6103e-07     	|
on_train_dataloader                	|  4.258e-06      	|1              	|  4.258e-06      	|  2.6523e-07     	|
