VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  419.89         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.7553         	|63             	|  362.59         	|  86.352         	|
run_training_batch                 	|  0.33592        	|1000           	|  335.92         	|  80.001         	|
optimizer_step_with_closure_0      	|  0.33332        	|1000           	|  333.32         	|  79.382         	|
training_step_and_backward         	|  0.24883        	|1000           	|  248.83         	|  59.26          	|
model_forward                      	|  0.15495        	|1000           	|  154.95         	|  36.901         	|
training_step                      	|  0.15481        	|1000           	|  154.81         	|  36.869         	|
backward                           	|  0.092575       	|1000           	|  92.575         	|  22.047         	|
run_validate_evaluation            	|  12.48          	|1              	|  12.48          	|  2.9721         	|
evaluation_step_and_end            	|  0.24952        	|48             	|  11.977         	|  2.8523         	|
validation_step                    	|  0.24946        	|48             	|  11.974         	|  2.8517         	|
get_train_batch                    	|  0.0081737      	|1063           	|  8.6886         	|  2.0692         	|
fetch_next_train_batch             	|  0.008155       	|1063           	|  8.6688         	|  2.0645         	|
zero_grad                          	|  0.0012815      	|1000           	|  1.2815         	|  0.30519        	|
on_train_batch_end                 	|  0.0011931      	|1000           	|  1.1931         	|  0.28415        	|
training_batch_to_device           	|  0.00022818     	|1000           	|  0.22818        	|  0.054343       	|
get_validate_batch                 	|  0.0045114      	|49             	|  0.22106        	|  0.052646       	|
fetch_next_validate_batch          	|  0.004496       	|49             	|  0.2203         	|  0.052466       	|
on_train_batch_start               	|  9.2148e-05     	|1000           	|  0.092148       	|  0.021945       	|
on_train_end                       	|  0.025605       	|1              	|  0.025605       	|  0.0060979      	|
on_pretrain_routine_start          	|  0.024667       	|1              	|  0.024667       	|  0.0058745      	|
on_train_epoch_start               	|  0.0002859      	|63             	|  0.018012       	|  0.0042896      	|
on_train_epoch_end                 	|  0.00026866     	|63             	|  0.016926       	|  0.0040309      	|
on_batch_start                     	|  1.6672e-05     	|1000           	|  0.016672       	|  0.0039705      	|
on_before_zero_grad                	|  1.4085e-05     	|1000           	|  0.014085       	|  0.0033544      	|
on_batch_end                       	|  1.3219e-05     	|1000           	|  0.013219       	|  0.0031481      	|
on_after_backward                  	|  1.1744e-05     	|1000           	|  0.011744       	|  0.002797       	|
on_before_backward                 	|  1.0764e-05     	|1000           	|  0.010764       	|  0.0025634      	|
on_before_optimizer_step           	|  1.0593e-05     	|1000           	|  0.010593       	|  0.0025228      	|
evaluation_batch_to_device         	|  0.00021664     	|48             	|  0.010399       	|  0.0024765      	|
configure_optimizers               	|  0.008207       	|1              	|  0.008207       	|  0.0019545      	|
training_step_end                  	|  6.137e-06      	|1000           	|  0.006137       	|  0.0014616      	|
on_validation_model_eval           	|  0.0041526      	|1              	|  0.0041526      	|  0.00098896     	|
on_validation_batch_end            	|  2.1632e-05     	|48             	|  0.0010383      	|  0.00024729     	|
on_train_start                     	|  0.00072065     	|1              	|  0.00072065     	|  0.00017163     	|
on_epoch_end                       	|  1.1152e-05     	|64             	|  0.00071372     	|  0.00016998     	|
on_epoch_start                     	|  1.0764e-05     	|64             	|  0.00068892     	|  0.00016407     	|
on_validation_batch_start          	|  1.0701e-05     	|48             	|  0.00051365     	|  0.00012233     	|
on_validation_start                	|  0.00032243     	|1              	|  0.00032243     	|  7.6787e-05     	|
validation_step_end                	|  5.4633e-06     	|48             	|  0.00026224     	|  6.2453e-05     	|
on_validation_end                  	|  0.00011225     	|1              	|  0.00011225     	|  2.6733e-05     	|
on_before_accelerator_backend_setup	|  1.865e-05      	|2              	|  3.73e-05       	|  8.8832e-06     	|
teardown                           	|  1.5308e-05     	|2              	|  3.0617e-05     	|  7.2916e-06     	|
setup                              	|  1.4242e-05     	|2              	|  2.8484e-05     	|  6.7836e-06     	|
on_configure_sharded_model         	|  1.3831e-05     	|2              	|  2.7662e-05     	|  6.5879e-06     	|
on_fit_end                         	|  2.2613e-05     	|1              	|  2.2613e-05     	|  5.3854e-06     	|
on_validation_epoch_end            	|  1.9918e-05     	|1              	|  1.9918e-05     	|  4.7436e-06     	|
prepare_data                       	|  8.511e-06      	|2              	|  1.7022e-05     	|  4.0539e-06     	|
on_fit_start                       	|  1.6632e-05     	|1              	|  1.6632e-05     	|  3.961e-06      	|
on_val_dataloader                  	|  5.8705e-06     	|2              	|  1.1741e-05     	|  2.7962e-06     	|
configure_sharded_model            	|  5.7105e-06     	|2              	|  1.1421e-05     	|  2.72e-06       	|
on_pretrain_routine_end            	|  1.0149e-05     	|1              	|  1.0149e-05     	|  2.4171e-06     	|
configure_callbacks                	|  4.8545e-06     	|2              	|  9.7089e-06     	|  2.3122e-06     	|
on_validation_epoch_start          	|  9.257e-06      	|1              	|  9.257e-06      	|  2.2046e-06     	|
on_train_dataloader                	|  4.548e-06      	|1              	|  4.548e-06      	|  1.0831e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1589.4         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  23.951         	|63             	|  1508.9         	|  94.938         	|
run_training_batch                 	|  0.18423        	|8000           	|  1473.8         	|  92.731         	|
training_step_and_backward         	|  0.17409        	|8000           	|  1392.7         	|  87.628         	|
model_forward                      	|  0.092239       	|8000           	|  737.91         	|  46.428         	|
training_step                      	|  0.092108       	|8000           	|  736.86         	|  46.362         	|
backward                           	|  0.081672       	|8000           	|  653.37         	|  41.109         	|
optimizer_step_with_closure_0      	|  0.23196        	|1000           	|  231.96         	|  14.595         	|
run_validate_evaluation            	|  37.19          	|1              	|  37.19          	|  2.3399         	|
evaluation_step_and_end            	|  0.0964         	|377            	|  36.343         	|  2.2866         	|
validation_step                    	|  0.096349       	|377            	|  36.324         	|  2.2854         	|
get_train_batch                    	|  0.0022687      	|8063           	|  18.293         	|  1.1509         	|
fetch_next_train_batch             	|  0.0022521      	|8063           	|  18.158         	|  1.1425         	|
on_train_batch_end                 	|  0.0010771      	|8000           	|  8.6168         	|  0.54215        	|
training_batch_to_device           	|  0.00021266     	|8000           	|  1.7013         	|  0.10704        	|
zero_grad                          	|  0.0013125      	|1000           	|  1.3125         	|  0.082577       	|
on_train_batch_start               	|  8.9757e-05     	|8000           	|  0.71805        	|  0.045178       	|
get_validate_batch                 	|  0.0015873      	|378            	|  0.6            	|  0.037751       	|
fetch_next_validate_batch          	|  0.001573       	|378            	|  0.5946         	|  0.037411       	|
on_batch_start                     	|  1.5144e-05     	|8000           	|  0.12115        	|  0.0076225      	|
on_batch_end                       	|  1.3095e-05     	|8000           	|  0.10476        	|  0.0065912      	|
on_before_backward                 	|  1.2277e-05     	|8000           	|  0.098217       	|  0.0061796      	|
on_after_backward                  	|  1.1304e-05     	|8000           	|  0.090431       	|  0.0056897      	|
evaluation_batch_to_device         	|  0.00020645     	|377            	|  0.077833       	|  0.0048971      	|
training_step_end                  	|  5.702e-06      	|8000           	|  0.045616       	|  0.0028701      	|
on_train_end                       	|  0.025941       	|1              	|  0.025941       	|  0.0016322      	|
on_pretrain_routine_start          	|  0.022623       	|1              	|  0.022623       	|  0.0014234      	|
on_train_epoch_end                 	|  0.00028847     	|63             	|  0.018174       	|  0.0011435      	|
on_train_epoch_start               	|  0.00028534     	|63             	|  0.017976       	|  0.001131       	|
on_before_zero_grad                	|  1.4034e-05     	|1000           	|  0.014034       	|  0.00088298     	|
on_before_optimizer_step           	|  1.2172e-05     	|1000           	|  0.012172       	|  0.00076582     	|
configure_optimizers               	|  0.008511       	|1              	|  0.008511       	|  0.00053549     	|
on_validation_batch_end            	|  1.9794e-05     	|377            	|  0.0074622      	|  0.0004695      	|
on_validation_model_eval           	|  0.0045839      	|1              	|  0.0045839      	|  0.00028841     	|
on_validation_batch_start          	|  1.0138e-05     	|377            	|  0.0038221      	|  0.00024048     	|
validation_step_end                	|  4.9916e-06     	|377            	|  0.0018818      	|  0.0001184      	|
on_train_start                     	|  0.00073252     	|1              	|  0.00073252     	|  4.6089e-05     	|
on_epoch_end                       	|  1.0738e-05     	|64             	|  0.00068722     	|  4.3239e-05     	|
on_epoch_start                     	|  1.0657e-05     	|64             	|  0.00068204     	|  4.2912e-05     	|
on_validation_start                	|  0.00032423     	|1              	|  0.00032423     	|  2.04e-05       	|
on_validation_end                  	|  0.00010973     	|1              	|  0.00010973     	|  6.9037e-06     	|
on_before_accelerator_backend_setup	|  2.0188e-05     	|2              	|  4.0375e-05     	|  2.5403e-06     	|
teardown                           	|  1.6612e-05     	|2              	|  3.3223e-05     	|  2.0903e-06     	|
on_configure_sharded_model         	|  1.3611e-05     	|2              	|  2.7222e-05     	|  1.7127e-06     	|
setup                              	|  1.351e-05      	|2              	|  2.702e-05      	|  1.7001e-06     	|
on_fit_end                         	|  2.1471e-05     	|1              	|  2.1471e-05     	|  1.3509e-06     	|
on_validation_epoch_end            	|  1.9116e-05     	|1              	|  1.9116e-05     	|  1.2027e-06     	|
on_fit_start                       	|  1.8174e-05     	|1              	|  1.8174e-05     	|  1.1435e-06     	|
configure_callbacks                	|  6.6424e-06     	|2              	|  1.3285e-05     	|  8.3585e-07     	|
on_pretrain_routine_end            	|  1.2984e-05     	|1              	|  1.2984e-05     	|  8.1691e-07     	|
prepare_data                       	|  6.1064e-06     	|2              	|  1.2213e-05     	|  7.6841e-07     	|
on_val_dataloader                  	|  6.0765e-06     	|2              	|  1.2153e-05     	|  7.6464e-07     	|
on_validation_epoch_start          	|  1.0279e-05     	|1              	|  1.0279e-05     	|  6.4673e-07     	|
configure_sharded_model            	|  5.049e-06      	|2              	|  1.0098e-05     	|  6.3535e-07     	|
on_train_dataloader                	|  4.1369e-06     	|1              	|  4.1369e-06     	|  2.6029e-07     	|
