VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  504.79         	|  100 %          	|
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run_training_epoch                 	|  2.118          	|200            	|  423.6          	|  83.917         	|
run_training_batch                 	|  0.3508         	|1000           	|  350.8          	|  69.495         	|
optimizer_step_with_closure_0      	|  0.34813        	|1000           	|  348.13         	|  68.965         	|
training_step_and_backward         	|  0.27096        	|1000           	|  270.96         	|  53.678         	|
model_forward                      	|  0.16065        	|1000           	|  160.65         	|  31.825         	|
training_step                      	|  0.1605         	|1000           	|  160.5          	|  31.796         	|
backward                           	|  0.10896        	|1000           	|  108.96         	|  21.586         	|
run_validate_evaluation            	|  36.223         	|1              	|  36.223         	|  7.176          	|
evaluation_step_and_end            	|  0.25579        	|139            	|  35.554         	|  7.0435         	|
validation_step                    	|  0.25573        	|139            	|  35.547         	|  7.042          	|
get_train_batch                    	|  0.016736       	|1200           	|  20.083         	|  3.9785         	|
fetch_next_train_batch             	|  0.016708       	|1200           	|  20.05          	|  3.972          	|
zero_grad                          	|  0.0013218      	|1000           	|  1.3218         	|  0.26185        	|
on_train_batch_end                 	|  0.0012599      	|1000           	|  1.2599         	|  0.24959        	|
get_validate_batch                 	|  0.0025053      	|140            	|  0.35075        	|  0.069484       	|
fetch_next_validate_batch          	|  0.0024912      	|140            	|  0.34877        	|  0.069092       	|
training_batch_to_device           	|  0.00033838     	|1000           	|  0.33838        	|  0.067034       	|
on_train_batch_start               	|  9.7254e-05     	|1000           	|  0.097254       	|  0.019266       	|
on_train_epoch_start               	|  0.00027484     	|200            	|  0.054967       	|  0.010889       	|
on_train_epoch_end                 	|  0.00025037     	|200            	|  0.050074       	|  0.0099199      	|
evaluation_batch_to_device         	|  0.00024846     	|139            	|  0.034537       	|  0.0068418      	|
on_train_end                       	|  0.023954       	|1              	|  0.023954       	|  0.0047454      	|
on_pretrain_routine_start          	|  0.023122       	|1              	|  0.023122       	|  0.0045805      	|
on_batch_start                     	|  2.2938e-05     	|1000           	|  0.022938       	|  0.0045442      	|
on_before_zero_grad                	|  1.6763e-05     	|1000           	|  0.016763       	|  0.0033208      	|
on_batch_end                       	|  1.3924e-05     	|1000           	|  0.013924       	|  0.0027583      	|
on_after_backward                  	|  1.1982e-05     	|1000           	|  0.011982       	|  0.0023736      	|
on_before_optimizer_step           	|  1.1376e-05     	|1000           	|  0.011376       	|  0.0022537      	|
on_before_backward                 	|  1.095e-05      	|1000           	|  0.01095        	|  0.0021692      	|
configure_optimizers               	|  0.0083616      	|1              	|  0.0083616      	|  0.0016565      	|
training_step_end                  	|  6.7816e-06     	|1000           	|  0.0067816      	|  0.0013435      	|
on_validation_model_eval           	|  0.0045334      	|1              	|  0.0045334      	|  0.00089809     	|
on_validation_batch_end            	|  2.0561e-05     	|139            	|  0.0028579      	|  0.00056617     	|
on_epoch_end                       	|  1.1253e-05     	|201            	|  0.0022619      	|  0.0004481      	|
on_epoch_start                     	|  1.0662e-05     	|201            	|  0.002143       	|  0.00042454     	|
on_validation_batch_start          	|  1.0589e-05     	|139            	|  0.0014718      	|  0.00029157     	|
on_train_start                     	|  0.000778       	|1              	|  0.000778       	|  0.00015412     	|
validation_step_end                	|  5.064e-06      	|139            	|  0.00070389     	|  0.00013944     	|
on_validation_start                	|  0.00033314     	|1              	|  0.00033314     	|  6.5997e-05     	|
on_validation_end                  	|  0.00011058     	|1              	|  0.00011058     	|  2.1906e-05     	|
on_before_accelerator_backend_setup	|  1.7298e-05     	|2              	|  3.4595e-05     	|  6.8534e-06     	|
teardown                           	|  1.5724e-05     	|2              	|  3.1448e-05     	|  6.23e-06       	|
setup                              	|  1.3566e-05     	|2              	|  2.7131e-05     	|  5.3748e-06     	|
on_configure_sharded_model         	|  1.3224e-05     	|2              	|  2.6449e-05     	|  5.2396e-06     	|
on_fit_end                         	|  2.2963e-05     	|1              	|  2.2963e-05     	|  4.5491e-06     	|
on_validation_epoch_end            	|  1.8935e-05     	|1              	|  1.8935e-05     	|  3.7511e-06     	|
on_fit_start                       	|  1.6681e-05     	|1              	|  1.6681e-05     	|  3.3046e-06     	|
on_pretrain_routine_end            	|  1.2584e-05     	|1              	|  1.2584e-05     	|  2.4929e-06     	|
prepare_data                       	|  5.946e-06      	|2              	|  1.1892e-05     	|  2.3558e-06     	|
configure_callbacks                	|  5.7155e-06     	|2              	|  1.1431e-05     	|  2.2645e-06     	|
on_val_dataloader                  	|  5.566e-06      	|2              	|  1.1132e-05     	|  2.2053e-06     	|
on_validation_epoch_start          	|  1.0029e-05     	|1              	|  1.0029e-05     	|  1.9868e-06     	|
configure_sharded_model            	|  4.904e-06      	|2              	|  9.808e-06      	|  1.943e-06      	|
on_train_dataloader                	|  4.258e-06      	|1              	|  4.258e-06      	|  8.4353e-07     	|
