VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  450.92         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.822         	|25             	|  370.55         	|  82.176         	|
run_training_batch                 	|  0.35804        	|1000           	|  358.04         	|  79.401         	|
optimizer_step_with_closure_0      	|  0.35532        	|1000           	|  355.32         	|  78.798         	|
training_step_and_backward         	|  0.27671        	|1000           	|  276.71         	|  61.366         	|
model_forward                      	|  0.16331        	|1000           	|  163.31         	|  36.216         	|
training_step                      	|  0.16317        	|1000           	|  163.17         	|  36.186         	|
backward                           	|  0.11209        	|1000           	|  112.09         	|  24.857         	|
run_validate_evaluation            	|  35.959         	|1              	|  35.959         	|  7.9745         	|
evaluation_step_and_end            	|  0.25415        	|139            	|  35.326         	|  7.8343         	|
validation_step                    	|  0.25409        	|139            	|  35.319         	|  7.8326         	|
get_train_batch                    	|  0.0042637      	|1025           	|  4.3703         	|  0.96919        	|
fetch_next_train_batch             	|  0.0042463      	|1025           	|  4.3525         	|  0.96525        	|
zero_grad                          	|  0.0012943      	|1000           	|  1.2943         	|  0.28703        	|
on_train_batch_end                 	|  0.0011984      	|1000           	|  1.1984         	|  0.26577        	|
get_validate_batch                 	|  0.0022141      	|140            	|  0.30998        	|  0.068743       	|
fetch_next_validate_batch          	|  0.0021995      	|140            	|  0.30793        	|  0.06829        	|
training_batch_to_device           	|  0.00023896     	|1000           	|  0.23896        	|  0.052993       	|
on_train_batch_start               	|  9.0777e-05     	|1000           	|  0.090777       	|  0.020132       	|
evaluation_batch_to_device         	|  0.0002314      	|139            	|  0.032164       	|  0.007133       	|
on_train_end                       	|  0.023884       	|1              	|  0.023884       	|  0.0052967      	|
on_pretrain_routine_start          	|  0.022755       	|1              	|  0.022755       	|  0.0050463      	|
on_batch_start                     	|  1.505e-05      	|1000           	|  0.01505        	|  0.0033377      	|
on_before_zero_grad                	|  1.4287e-05     	|1000           	|  0.014287       	|  0.0031683      	|
on_batch_end                       	|  1.302e-05      	|1000           	|  0.01302        	|  0.0028873      	|
on_after_backward                  	|  1.1191e-05     	|1000           	|  0.011191       	|  0.0024818      	|
on_before_backward                 	|  1.0644e-05     	|1000           	|  0.010644       	|  0.0023606      	|
on_before_optimizer_step           	|  1.0393e-05     	|1000           	|  0.010393       	|  0.0023047      	|
configure_optimizers               	|  0.0083421      	|1              	|  0.0083421      	|  0.00185        	|
on_train_epoch_start               	|  0.00027823     	|25             	|  0.0069556      	|  0.0015425      	|
on_train_epoch_end                 	|  0.00027383     	|25             	|  0.0068458      	|  0.0015182      	|
training_step_end                  	|  6.2404e-06     	|1000           	|  0.0062404      	|  0.0013839      	|
on_validation_model_eval           	|  0.0046191      	|1              	|  0.0046191      	|  0.0010244      	|
on_validation_batch_end            	|  2.067e-05      	|139            	|  0.0028732      	|  0.00063718     	|
on_validation_batch_start          	|  1.0808e-05     	|139            	|  0.0015023      	|  0.00033317     	|
validation_step_end                	|  5.3103e-06     	|139            	|  0.00073813     	|  0.00016369     	|
on_train_start                     	|  0.00069387     	|1              	|  0.00069387     	|  0.00015388     	|
on_validation_start                	|  0.0003951      	|1              	|  0.0003951      	|  8.7621e-05     	|
on_epoch_start                     	|  1.075e-05      	|26             	|  0.0002795      	|  6.1985e-05     	|
on_epoch_end                       	|  1.0505e-05     	|26             	|  0.00027312     	|  6.057e-05      	|
on_validation_end                  	|  0.00011274     	|1              	|  0.00011274     	|  2.5002e-05     	|
on_before_accelerator_backend_setup	|  1.912e-05      	|2              	|  3.8241e-05     	|  8.4806e-06     	|
teardown                           	|  1.6245e-05     	|2              	|  3.2491e-05     	|  7.2055e-06     	|
on_configure_sharded_model         	|  1.4753e-05     	|2              	|  2.9505e-05     	|  6.5433e-06     	|
setup                              	|  1.4442e-05     	|2              	|  2.8884e-05     	|  6.4055e-06     	|
on_fit_end                         	|  2.2452e-05     	|1              	|  2.2452e-05     	|  4.9791e-06     	|
on_validation_epoch_end            	|  1.8094e-05     	|1              	|  1.8094e-05     	|  4.0127e-06     	|
on_fit_start                       	|  1.7773e-05     	|1              	|  1.7773e-05     	|  3.9415e-06     	|
prepare_data                       	|  6.237e-06      	|2              	|  1.2474e-05     	|  2.7663e-06     	|
on_pretrain_routine_end            	|  1.2463e-05     	|1              	|  1.2463e-05     	|  2.7639e-06     	|
on_val_dataloader                  	|  6.1115e-06     	|2              	|  1.2223e-05     	|  2.7107e-06     	|
configure_callbacks                	|  5.8211e-06     	|2              	|  1.1642e-05     	|  2.5819e-06     	|
configure_sharded_model            	|  5.39e-06       	|2              	|  1.078e-05      	|  2.3907e-06     	|
on_validation_epoch_start          	|  9.387e-06      	|1              	|  9.387e-06      	|  2.0817e-06     	|
on_train_dataloader                	|  4.5081e-06     	|1              	|  4.5081e-06     	|  9.9975e-07     	|
