VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  484.66         	|  100 %          	|
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run_training_epoch                 	|  6.5707         	|63             	|  413.96         	|  85.412         	|
run_training_batch                 	|  0.2721         	|1000           	|  272.1          	|  56.143         	|
optimizer_step_with_closure_0      	|  0.26771        	|1000           	|  267.71         	|  55.236         	|
training_step_and_backward         	|  0.20173        	|1000           	|  201.73         	|  41.622         	|
model_forward                      	|  0.10716        	|1000           	|  107.16         	|  22.111         	|
training_step                      	|  0.10697        	|1000           	|  106.97         	|  22.071         	|
backward                           	|  0.09296        	|1000           	|  92.96          	|  19.18          	|
run_validate_evaluation            	|  30.752         	|1              	|  30.752         	|  6.3451         	|
get_train_batch                    	|  0.025362       	|1063           	|  26.96          	|  5.5626         	|
fetch_next_train_batch             	|  0.025337       	|1063           	|  26.934         	|  5.5572         	|
evaluation_step_and_end            	|  0.084885       	|313            	|  26.569         	|  5.482          	|
validation_step                    	|  0.084796       	|313            	|  26.541         	|  5.4762         	|
on_train_batch_end                 	|  0.0023997      	|1000           	|  2.3997         	|  0.49513        	|
zero_grad                          	|  0.0015618      	|1000           	|  1.5618         	|  0.32225        	|
get_validate_batch                 	|  0.0030473      	|314            	|  0.95687        	|  0.19743        	|
fetch_next_validate_batch          	|  0.0030266      	|314            	|  0.95036        	|  0.19609        	|
training_batch_to_device           	|  0.00027046     	|1000           	|  0.27046        	|  0.055805       	|
on_train_batch_start               	|  9.6343e-05     	|1000           	|  0.096343       	|  0.019879       	|
evaluation_batch_to_device         	|  0.00023307     	|313            	|  0.07295        	|  0.015052       	|
on_train_end                       	|  0.051359       	|1              	|  0.051359       	|  0.010597       	|
on_train_epoch_start               	|  0.00042062     	|63             	|  0.026499       	|  0.0054676      	|
on_after_backward                  	|  2.5943e-05     	|1000           	|  0.025943       	|  0.0053529      	|
on_pretrain_routine_start          	|  0.022779       	|1              	|  0.022779       	|  0.0046999      	|
on_batch_start                     	|  2.2762e-05     	|1000           	|  0.022762       	|  0.0046965      	|
on_train_epoch_end                 	|  0.00035816     	|63             	|  0.022564       	|  0.0046556      	|
on_before_zero_grad                	|  1.7948e-05     	|1000           	|  0.017948       	|  0.0037031      	|
on_batch_end                       	|  1.5615e-05     	|1000           	|  0.015615       	|  0.0032218      	|
on_before_optimizer_step           	|  1.3548e-05     	|1000           	|  0.013548       	|  0.0027954      	|
on_before_backward                 	|  1.3496e-05     	|1000           	|  0.013496       	|  0.0027847      	|
configure_optimizers               	|  0.010288       	|1              	|  0.010288       	|  0.0021227      	|
on_validation_batch_end            	|  3.2214e-05     	|313            	|  0.010083       	|  0.0020805      	|
training_step_end                  	|  7.2694e-06     	|1000           	|  0.0072694      	|  0.0014999      	|
on_validation_model_eval           	|  0.0042137      	|1              	|  0.0042137      	|  0.00086943     	|
on_validation_batch_start          	|  1.3046e-05     	|313            	|  0.0040832      	|  0.0008425      	|
validation_step_end                	|  7.2199e-06     	|313            	|  0.0022598      	|  0.00046627     	|
on_train_start                     	|  0.0012937      	|1              	|  0.0012937      	|  0.00026692     	|
on_epoch_end                       	|  1.1868e-05     	|64             	|  0.00075954     	|  0.00015672     	|
on_epoch_start                     	|  1.1288e-05     	|64             	|  0.00072244     	|  0.00014906     	|
on_validation_start                	|  0.0005566      	|1              	|  0.0005566      	|  0.00011484     	|
on_validation_end                  	|  0.0001579      	|1              	|  0.0001579      	|  3.2579e-05     	|
on_configure_sharded_model         	|  3.3002e-05     	|2              	|  6.6005e-05     	|  1.3619e-05     	|
teardown                           	|  2.6398e-05     	|2              	|  5.2797e-05     	|  1.0894e-05     	|
setup                              	|  2.4957e-05     	|2              	|  4.9913e-05     	|  1.0299e-05     	|
on_before_accelerator_backend_setup	|  2.3476e-05     	|2              	|  4.6952e-05     	|  9.6876e-06     	|
on_fit_start                       	|  4.236e-05      	|1              	|  4.236e-05      	|  8.7402e-06     	|
on_validation_epoch_end            	|  3.2445e-05     	|1              	|  3.2445e-05     	|  6.6945e-06     	|
on_fit_end                         	|  3.178e-05      	|1              	|  3.178e-05      	|  6.5573e-06     	|
on_val_dataloader                  	|  1.3088e-05     	|2              	|  2.6176e-05     	|  5.4009e-06     	|
configure_sharded_model            	|  1.1316e-05     	|2              	|  2.2631e-05     	|  4.6695e-06     	|
on_pretrain_routine_end            	|  1.9794e-05     	|1              	|  1.9794e-05     	|  4.0842e-06     	|
prepare_data                       	|  8.0336e-06     	|2              	|  1.6067e-05     	|  3.3152e-06     	|
configure_callbacks                	|  7.1209e-06     	|2              	|  1.4242e-05     	|  2.9385e-06     	|
on_validation_epoch_start          	|  1.0703e-05     	|1              	|  1.0703e-05     	|  2.2083e-06     	|
on_train_dataloader                	|  8.1267e-06     	|1              	|  8.1267e-06     	|  1.6768e-06     	|
