VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1345.0         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5723         	|500            	|  1286.1         	|  95.62          	|
run_training_batch                 	|  0.26981        	|1000           	|  269.81         	|  20.06          	|
optimizer_step_with_closure_0      	|  0.26617        	|1000           	|  266.17         	|  19.789         	|
training_step_and_backward         	|  0.20485        	|1000           	|  204.85         	|  15.23          	|
get_train_batch                    	|  0.13566        	|1500           	|  203.49         	|  15.129         	|
fetch_next_train_batch             	|  0.13562        	|1500           	|  203.44         	|  15.125         	|
backward                           	|  0.10401        	|1000           	|  104.01         	|  7.7326         	|
model_forward                      	|  0.099428       	|1000           	|  99.428         	|  7.3922         	|
training_step                      	|  0.099222       	|1000           	|  99.222         	|  7.3769         	|
run_validate_evaluation            	|  30.87          	|1              	|  30.87          	|  2.2951         	|
evaluation_step_and_end            	|  0.084034       	|313            	|  26.303         	|  1.9555         	|
validation_step                    	|  0.083968       	|313            	|  26.282         	|  1.954          	|
on_train_batch_end                 	|  0.0019614      	|1000           	|  1.9614         	|  0.14582        	|
zero_grad                          	|  0.0013788      	|1000           	|  1.3788         	|  0.10251        	|
get_validate_batch                 	|  0.0034873      	|314            	|  1.095          	|  0.081411       	|
fetch_next_validate_batch          	|  0.0034702      	|314            	|  1.0896         	|  0.081012       	|
training_batch_to_device           	|  0.00063099     	|1000           	|  0.63099        	|  0.046912       	|
on_train_epoch_start               	|  0.00031083     	|500            	|  0.15541        	|  0.011555       	|
on_train_epoch_end                 	|  0.00030979     	|500            	|  0.15489        	|  0.011516       	|
on_train_batch_start               	|  0.00011211     	|1000           	|  0.11211        	|  0.0083348      	|
evaluation_batch_to_device         	|  0.00022297     	|313            	|  0.069789       	|  0.0051886      	|
on_batch_start                     	|  4.5698e-05     	|1000           	|  0.045698       	|  0.0033975      	|
on_train_end                       	|  0.04192        	|1              	|  0.04192        	|  0.0031166      	|
on_pretrain_routine_start          	|  0.022336       	|1              	|  0.022336       	|  0.0016606      	|
on_before_zero_grad                	|  2.0379e-05     	|1000           	|  0.020379       	|  0.0015151      	|
on_after_backward                  	|  1.9327e-05     	|1000           	|  0.019327       	|  0.0014369      	|
on_batch_end                       	|  1.6648e-05     	|1000           	|  0.016648       	|  0.0012377      	|
on_before_optimizer_step           	|  1.3268e-05     	|1000           	|  0.013268       	|  0.00098647     	|
on_before_backward                 	|  1.2031e-05     	|1000           	|  0.012031       	|  0.00089446     	|
configure_optimizers               	|  0.010433       	|1              	|  0.010433       	|  0.00077563     	|
training_step_end                  	|  8.0081e-06     	|1000           	|  0.0080081      	|  0.00059538     	|
on_validation_batch_end            	|  2.4508e-05     	|313            	|  0.007671       	|  0.00057031     	|
on_epoch_start                     	|  1.0691e-05     	|501            	|  0.0053563      	|  0.00039822     	|
on_epoch_end                       	|  1.0547e-05     	|501            	|  0.0052841      	|  0.00039286     	|
on_validation_model_eval           	|  0.0039262      	|1              	|  0.0039262      	|  0.0002919      	|
on_validation_batch_start          	|  1.1545e-05     	|313            	|  0.0036135      	|  0.00026865     	|
validation_step_end                	|  5.3793e-06     	|313            	|  0.0016837      	|  0.00012518     	|
on_train_start                     	|  0.00109        	|1              	|  0.00109        	|  8.1042e-05     	|
on_validation_start                	|  0.00047203     	|1              	|  0.00047203     	|  3.5094e-05     	|
on_validation_end                  	|  0.00012488     	|1              	|  0.00012488     	|  9.2845e-06     	|
on_fit_end                         	|  6.6031e-05     	|1              	|  6.6031e-05     	|  4.9092e-06     	|
on_before_accelerator_backend_setup	|  2.7794e-05     	|2              	|  5.5589e-05     	|  4.1329e-06     	|
setup                              	|  2.4593e-05     	|2              	|  4.9185e-05     	|  3.6568e-06     	|
teardown                           	|  2.4051e-05     	|2              	|  4.8103e-05     	|  3.5763e-06     	|
on_configure_sharded_model         	|  2.2692e-05     	|2              	|  4.5383e-05     	|  3.3741e-06     	|
on_fit_start                       	|  4.1937e-05     	|1              	|  4.1937e-05     	|  3.1179e-06     	|
on_validation_epoch_end            	|  3.1453e-05     	|1              	|  3.1453e-05     	|  2.3384e-06     	|
prepare_data                       	|  1.0501e-05     	|2              	|  2.1001e-05     	|  1.5614e-06     	|
on_val_dataloader                  	|  8.3363e-06     	|2              	|  1.6673e-05     	|  1.2396e-06     	|
on_pretrain_routine_end            	|  1.6483e-05     	|1              	|  1.6483e-05     	|  1.2254e-06     	|
configure_callbacks                	|  7.7328e-06     	|2              	|  1.5466e-05     	|  1.1498e-06     	|
configure_sharded_model            	|  6.0732e-06     	|2              	|  1.2146e-05     	|  9.0304e-07     	|
on_validation_epoch_start          	|  8.9519e-06     	|1              	|  8.9519e-06     	|  6.6554e-07     	|
on_train_dataloader                	|  5.1912e-06     	|1              	|  5.1912e-06     	|  3.8595e-07     	|
