VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  727.7          	|  100 %          	|
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run_training_epoch                 	|  3.9939         	|167            	|  666.99         	|  91.658         	|
run_training_batch                 	|  0.26917        	|1000           	|  269.17         	|  36.989         	|
optimizer_step_with_closure_0      	|  0.26529        	|1000           	|  265.29         	|  36.456         	|
training_step_and_backward         	|  0.19732        	|1000           	|  197.32         	|  27.116         	|
model_forward                      	|  0.10161        	|1000           	|  101.61         	|  13.963         	|
training_step                      	|  0.10143        	|1000           	|  101.43         	|  13.938         	|
backward                           	|  0.094166       	|1000           	|  94.166         	|  12.94          	|
get_train_batch                    	|  0.063659       	|1167           	|  74.291         	|  10.209         	|
fetch_next_train_batch             	|  0.063632       	|1167           	|  74.259         	|  10.205         	|
run_validate_evaluation            	|  16.382         	|1              	|  16.382         	|  2.2512         	|
evaluation_step_and_end            	|  0.10452        	|125            	|  13.064         	|  1.7953         	|
validation_step                    	|  0.10444        	|125            	|  13.055         	|  1.7941         	|
on_train_end                       	|  2.1874         	|1              	|  2.1874         	|  0.3006         	|
on_train_batch_end                 	|  0.0018787      	|1000           	|  1.8787         	|  0.25817        	|
zero_grad                          	|  0.0015137      	|1000           	|  1.5137         	|  0.20801        	|
get_validate_batch                 	|  0.006598       	|126            	|  0.83135        	|  0.11424        	|
fetch_next_validate_batch          	|  0.0065798      	|126            	|  0.82905        	|  0.11393        	|
training_batch_to_device           	|  0.00036867     	|1000           	|  0.36867        	|  0.050663       	|
on_train_batch_start               	|  9.5193e-05     	|1000           	|  0.095193       	|  0.013081       	|
on_train_epoch_end                 	|  0.00038928     	|167            	|  0.06501        	|  0.0089336      	|
on_train_epoch_start               	|  0.00032904     	|167            	|  0.05495        	|  0.0075512      	|
evaluation_batch_to_device         	|  0.00022193     	|125            	|  0.027741       	|  0.0038122      	|
on_batch_start                     	|  2.6849e-05     	|1000           	|  0.026849       	|  0.0036896      	|
on_pretrain_routine_start          	|  0.021381       	|1              	|  0.021381       	|  0.0029381      	|
on_after_backward                  	|  1.8728e-05     	|1000           	|  0.018728       	|  0.0025736      	|
on_before_zero_grad                	|  1.6506e-05     	|1000           	|  0.016506       	|  0.0022682      	|
on_batch_end                       	|  1.5672e-05     	|1000           	|  0.015672       	|  0.0021537      	|
configure_optimizers               	|  0.01272        	|1              	|  0.01272        	|  0.001748       	|
on_before_optimizer_step           	|  1.1667e-05     	|1000           	|  0.011667       	|  0.0016032      	|
on_before_backward                 	|  1.1605e-05     	|1000           	|  0.011605       	|  0.0015948      	|
training_step_end                  	|  7.136e-06      	|1000           	|  0.007136       	|  0.00098063     	|
on_validation_model_eval           	|  0.0047769      	|1              	|  0.0047769      	|  0.00065645     	|
on_validation_batch_end            	|  2.9302e-05     	|125            	|  0.0036628      	|  0.00050334     	|
on_epoch_start                     	|  1.1667e-05     	|168            	|  0.0019601      	|  0.00026936     	|
on_epoch_end                       	|  1.1295e-05     	|168            	|  0.0018975      	|  0.00026075     	|
on_train_start                     	|  0.0017508      	|1              	|  0.0017508      	|  0.0002406      	|
on_validation_batch_start          	|  1.2595e-05     	|125            	|  0.0015743      	|  0.00021634     	|
validation_step_end                	|  6.526e-06      	|125            	|  0.00081575     	|  0.0001121      	|
on_validation_start                	|  0.00053727     	|1              	|  0.00053727     	|  7.3832e-05     	|
on_validation_end                  	|  0.00019372     	|1              	|  0.00019372     	|  2.6621e-05     	|
on_before_accelerator_backend_setup	|  2.6361e-05     	|2              	|  5.2722e-05     	|  7.2451e-06     	|
setup                              	|  2.4469e-05     	|2              	|  4.8937e-05     	|  6.725e-06      	|
on_configure_sharded_model         	|  2.4142e-05     	|2              	|  4.8283e-05     	|  6.6351e-06     	|
teardown                           	|  2.2073e-05     	|2              	|  4.4147e-05     	|  6.0666e-06     	|
on_fit_start                       	|  4.2228e-05     	|1              	|  4.2228e-05     	|  5.803e-06      	|
on_validation_epoch_end            	|  2.918e-05      	|1              	|  2.918e-05      	|  4.0099e-06     	|
on_fit_end                         	|  2.8241e-05     	|1              	|  2.8241e-05     	|  3.8809e-06     	|
on_val_dataloader                  	|  1.3882e-05     	|2              	|  2.7765e-05     	|  3.8154e-06     	|
configure_callbacks                	|  9.2443e-06     	|2              	|  1.8489e-05     	|  2.5407e-06     	|
configure_sharded_model            	|  8.6967e-06     	|2              	|  1.7393e-05     	|  2.3902e-06     	|
prepare_data                       	|  6.713e-06      	|2              	|  1.3426e-05     	|  1.845e-06      	|
on_pretrain_routine_end            	|  1.0952e-05     	|1              	|  1.0952e-05     	|  1.5051e-06     	|
on_validation_epoch_start          	|  1.0319e-05     	|1              	|  1.0319e-05     	|  1.418e-06      	|
on_train_dataloader                	|  7.3295e-06     	|1              	|  7.3295e-06     	|  1.0072e-06     	|
