zilliztech/GPTCache

[Feature]: Cache answer diversity

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#551 opened on Oct 9, 2023

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Description

Is your feature request related to a problem? Please describe.

Currently, when GPTCache evaluates similarity, it retrieves cached answers that meet the similarity threshold. However, in many generation scenarios, users may desire a range of answers that exhibit similar meaning but offer more content diversity.

Are you looking for a lightweight model that can easily rewrite text?

Describe the solution you'd like.

No response

Describe an alternate solution.

No response

Anything else? (Additional Context)

No response

Contributor guide

Research direction
Investigate how to modify the similarity retrieval to include diversity criteria, possibly by adjusting the threshold or using a diversity aware ranking.
Tech stack
python
Domain
backend
Issue type
Feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-2 days
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Mostly clear
Prerequisites
PythonGit
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
60