VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  489.76         	|  100 %          	|
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run_training_epoch                 	|  2.0458         	|200            	|  409.16         	|  83.543         	|
run_training_batch                 	|  0.33809        	|1000           	|  338.09         	|  69.031         	|
optimizer_step_with_closure_0      	|  0.33544        	|1000           	|  335.44         	|  68.492         	|
training_step_and_backward         	|  0.2605         	|1000           	|  260.5          	|  53.191         	|
model_forward                      	|  0.15566        	|1000           	|  155.66         	|  31.783         	|
training_step                      	|  0.15551        	|1000           	|  155.51         	|  31.753         	|
backward                           	|  0.10351        	|1000           	|  103.51         	|  21.135         	|
run_validate_evaluation            	|  36.028         	|1              	|  36.028         	|  7.3564         	|
evaluation_step_and_end            	|  0.25443        	|139            	|  35.366         	|  7.2211         	|
validation_step                    	|  0.25437        	|139            	|  35.358         	|  7.2195         	|
get_train_batch                    	|  0.016658       	|1200           	|  19.989         	|  4.0815         	|
fetch_next_train_batch             	|  0.016632       	|1200           	|  19.959         	|  4.0752         	|
zero_grad                          	|  0.0013111      	|1000           	|  1.3111         	|  0.2677         	|
on_train_batch_end                 	|  0.0012497      	|1000           	|  1.2497         	|  0.25518        	|
get_validate_batch                 	|  0.0025211      	|140            	|  0.35296        	|  0.072069       	|
fetch_next_validate_batch          	|  0.0025069      	|140            	|  0.35096        	|  0.071661       	|
training_batch_to_device           	|  0.00034542     	|1000           	|  0.34542        	|  0.07053        	|
on_train_batch_start               	|  9.6869e-05     	|1000           	|  0.096869       	|  0.019779       	|
on_train_epoch_start               	|  0.00027003     	|200            	|  0.054007       	|  0.011027       	|
on_train_epoch_end                 	|  0.00024964     	|200            	|  0.049927       	|  0.010194       	|
evaluation_batch_to_device         	|  0.00023919     	|139            	|  0.033248       	|  0.0067886      	|
on_train_end                       	|  0.023555       	|1              	|  0.023555       	|  0.0048095      	|
on_batch_start                     	|  2.3272e-05     	|1000           	|  0.023272       	|  0.0047517      	|
on_pretrain_routine_start          	|  0.022156       	|1              	|  0.022156       	|  0.0045239      	|
on_before_zero_grad                	|  1.6555e-05     	|1000           	|  0.016555       	|  0.0033803      	|
on_batch_end                       	|  1.3731e-05     	|1000           	|  0.013731       	|  0.0028037      	|
on_before_backward                 	|  1.2125e-05     	|1000           	|  0.012125       	|  0.0024756      	|
on_after_backward                  	|  1.131e-05      	|1000           	|  0.01131        	|  0.0023093      	|
on_before_optimizer_step           	|  1.1178e-05     	|1000           	|  0.011178       	|  0.0022823      	|
configure_optimizers               	|  0.0082229      	|1              	|  0.0082229      	|  0.001679       	|
training_step_end                  	|  6.8083e-06     	|1000           	|  0.0068083      	|  0.0013901      	|
on_validation_model_eval           	|  0.0040493      	|1              	|  0.0040493      	|  0.00082681     	|
on_validation_batch_end            	|  2.3765e-05     	|139            	|  0.0033034      	|  0.0006745      	|
on_epoch_end                       	|  1.1267e-05     	|201            	|  0.0022647      	|  0.00046242     	|
on_epoch_start                     	|  1.1126e-05     	|201            	|  0.0022364      	|  0.00045663     	|
on_validation_batch_start          	|  1.075e-05      	|139            	|  0.0014943      	|  0.00030511     	|
on_train_start                     	|  0.00080923     	|1              	|  0.00080923     	|  0.00016523     	|
validation_step_end                	|  5.6187e-06     	|139            	|  0.000781       	|  0.00015947     	|
on_validation_start                	|  0.00031684     	|1              	|  0.00031684     	|  6.4694e-05     	|
on_validation_end                  	|  0.00011724     	|1              	|  0.00011724     	|  2.3938e-05     	|
on_before_accelerator_backend_setup	|  1.8719e-05     	|2              	|  3.7439e-05     	|  7.6444e-06     	|
teardown                           	|  1.6e-05        	|2              	|  3.2e-05        	|  6.5339e-06     	|
setup                              	|  1.4222e-05     	|2              	|  2.8443e-05     	|  5.8076e-06     	|
on_configure_sharded_model         	|  1.3761e-05     	|2              	|  2.7521e-05     	|  5.6193e-06     	|
on_fit_end                         	|  2.0167e-05     	|1              	|  2.0167e-05     	|  4.1178e-06     	|
on_validation_epoch_end            	|  1.8525e-05     	|1              	|  1.8525e-05     	|  3.7825e-06     	|
on_fit_start                       	|  1.7953e-05     	|1              	|  1.7953e-05     	|  3.6657e-06     	|
prepare_data                       	|  7.0636e-06     	|2              	|  1.4127e-05     	|  2.8845e-06     	|
on_val_dataloader                  	|  6.277e-06      	|2              	|  1.2554e-05     	|  2.5633e-06     	|
configure_callbacks                	|  5.906e-06      	|2              	|  1.1812e-05     	|  2.4118e-06     	|
configure_sharded_model            	|  5.5504e-06     	|2              	|  1.1101e-05     	|  2.2666e-06     	|
on_pretrain_routine_end            	|  1.094e-05      	|1              	|  1.094e-05      	|  2.2338e-06     	|
on_validation_epoch_start          	|  1.0079e-05     	|1              	|  1.0079e-05     	|  2.058e-06      	|
on_train_dataloader                	|  4.2879e-06     	|1              	|  4.2879e-06     	|  8.7552e-07     	|
