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Deafult value for missing features #8140

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sumitbinnani opened this issue Apr 10, 2025 · 0 comments
Open

Deafult value for missing features #8140

sumitbinnani opened this issue Apr 10, 2025 · 0 comments

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@sumitbinnani
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Is your feature request related to a problem? Please describe.
For models with sparse features, passing a default value to the model server ballons the packet size by as much as 80%. Maybe we can define the default value of the features in model config?

Describe the solution you'd like
Define default value in model config. If the feature is not passed, use default value.

Describe alternatives you've considered
Use ensemble model. First model does the msg parsing and creating a full feature list, then pass it to the main model. This is however still expensive and adds to deserialization and serialization.

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