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sparse feature importance support by DeepRec #1000

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welsonzhang opened this issue Jun 20, 2024 · 1 comment
Open

sparse feature importance support by DeepRec #1000

welsonzhang opened this issue Jun 20, 2024 · 1 comment

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@welsonzhang
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welsonzhang commented Jun 20, 2024

System information

  • DeepRec version (you are using): 1.15.5+deeprec2208
  • Are you willing to contribute it (Yes/No): Yes

Describe the feature and the current behavior/state.
how deeprec analyze the sparse feature importance ? just like https://github.com/PaddlePaddle/PaddleRec/blob/master/doc/feature_importance.md
https://github.com/PaddlePaddle/PaddleRec/blob/master/tools/feature_importance.py

it will shuffle sparse slots in the dataset, then eval. Comparing the baseline AUC and the AUC after slot_shuffle, the greater the AUC decrease, the more important the feature.

Will this change the current api? How?

Who will benefit with this feature?
it help to analyze the sparse feature importance

Any Other info.

@candyzone
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Thanks for your issue.
DeepRec does not support analysis of sparse feature importance.
Welcome to submit design proposal to DeepRec.

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