VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1311.3         	|  100 %          	|
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run_training_epoch                 	|  2.5023         	|500            	|  1251.2         	|  95.413         	|
run_training_batch                 	|  0.25301        	|1000           	|  253.01         	|  19.294         	|
optimizer_step_with_closure_0      	|  0.25081        	|1000           	|  250.81         	|  19.127         	|
get_train_batch                    	|  0.12752        	|1500           	|  191.28         	|  14.587         	|
fetch_next_train_batch             	|  0.12748        	|1500           	|  191.22         	|  14.582         	|
training_step_and_backward         	|  0.19041        	|1000           	|  190.41         	|  14.521         	|
model_forward                      	|  0.099474       	|1000           	|  99.474         	|  7.5859         	|
training_step                      	|  0.099262       	|1000           	|  99.262         	|  7.5697         	|
backward                           	|  0.089521       	|1000           	|  89.521         	|  6.8268         	|
run_validate_evaluation            	|  30.702         	|1              	|  30.702         	|  2.3414         	|
evaluation_step_and_end            	|  0.084798       	|313            	|  26.542         	|  2.0241         	|
validation_step                    	|  0.084734       	|313            	|  26.522         	|  2.0225         	|
on_train_batch_end                 	|  0.0017088      	|1000           	|  1.7088         	|  0.13031        	|
zero_grad                          	|  0.0013807      	|1000           	|  1.3807         	|  0.10529        	|
get_validate_batch                 	|  0.003286       	|314            	|  1.0318         	|  0.078684       	|
fetch_next_validate_batch          	|  0.0032694      	|314            	|  1.0266         	|  0.078288       	|
training_batch_to_device           	|  0.00063955     	|1000           	|  0.63955        	|  0.048771       	|
on_train_epoch_start               	|  0.00031751     	|500            	|  0.15875        	|  0.012107       	|
on_train_epoch_end                 	|  0.00029863     	|500            	|  0.14931        	|  0.011387       	|
on_train_batch_start               	|  0.00011358     	|1000           	|  0.11358        	|  0.0086617      	|
evaluation_batch_to_device         	|  0.00022444     	|313            	|  0.070251       	|  0.0053573      	|
on_batch_start                     	|  4.4846e-05     	|1000           	|  0.044846       	|  0.00342        	|
on_train_end                       	|  0.041267       	|1              	|  0.041267       	|  0.003147       	|
on_pretrain_routine_start          	|  0.022146       	|1              	|  0.022146       	|  0.0016888      	|
on_before_zero_grad                	|  2.0705e-05     	|1000           	|  0.020705       	|  0.0015789      	|
on_after_backward                  	|  1.8124e-05     	|1000           	|  0.018124       	|  0.0013821      	|
on_batch_end                       	|  1.7269e-05     	|1000           	|  0.017269       	|  0.001317       	|
on_before_optimizer_step           	|  1.3467e-05     	|1000           	|  0.013467       	|  0.001027       	|
on_before_backward                 	|  1.204e-05      	|1000           	|  0.01204        	|  0.00091819     	|
configure_optimizers               	|  0.010961       	|1              	|  0.010961       	|  0.00083586     	|
training_step_end                  	|  7.7635e-06     	|1000           	|  0.0077635      	|  0.00059204     	|
on_validation_batch_end            	|  2.2538e-05     	|313            	|  0.0070544      	|  0.00053796     	|
on_epoch_end                       	|  1.0947e-05     	|501            	|  0.0054847      	|  0.00041826     	|
on_epoch_start                     	|  1.036e-05      	|501            	|  0.0051903      	|  0.00039581     	|
on_validation_model_eval           	|  0.0042035      	|1              	|  0.0042035      	|  0.00032055     	|
on_validation_batch_start          	|  1.13e-05       	|313            	|  0.0035368      	|  0.00026972     	|
validation_step_end                	|  5.4704e-06     	|313            	|  0.0017122      	|  0.00013057     	|
on_train_start                     	|  0.0010436      	|1              	|  0.0010436      	|  7.9586e-05     	|
on_validation_start                	|  0.00061109     	|1              	|  0.00061109     	|  4.6601e-05     	|
on_validation_end                  	|  0.00014376     	|1              	|  0.00014376     	|  1.0963e-05     	|
setup                              	|  2.8128e-05     	|2              	|  5.6256e-05     	|  4.29e-06       	|
teardown                           	|  2.4447e-05     	|2              	|  4.8894e-05     	|  3.7287e-06     	|
on_before_accelerator_backend_setup	|  2.4231e-05     	|2              	|  4.8462e-05     	|  3.6957e-06     	|
on_fit_start                       	|  4.6209e-05     	|1              	|  4.6209e-05     	|  3.5238e-06     	|
on_configure_sharded_model         	|  2.0199e-05     	|2              	|  4.0399e-05     	|  3.0808e-06     	|
on_validation_epoch_end            	|  3.8272e-05     	|1              	|  3.8272e-05     	|  2.9186e-06     	|
on_fit_end                         	|  2.8064e-05     	|1              	|  2.8064e-05     	|  2.1402e-06     	|
on_val_dataloader                  	|  1.1754e-05     	|2              	|  2.3508e-05     	|  1.7927e-06     	|
configure_sharded_model            	|  1.0823e-05     	|2              	|  2.1646e-05     	|  1.6507e-06     	|
prepare_data                       	|  9.5479e-06     	|2              	|  1.9096e-05     	|  1.4562e-06     	|
on_pretrain_routine_end            	|  1.5449e-05     	|1              	|  1.5449e-05     	|  1.1781e-06     	|
configure_callbacks                	|  6.9747e-06     	|2              	|  1.3949e-05     	|  1.0638e-06     	|
on_validation_epoch_start          	|  1.003e-05      	|1              	|  1.003e-05      	|  7.6491e-07     	|
on_train_dataloader                	|  5.9102e-06     	|1              	|  5.9102e-06     	|  4.5071e-07     	|
