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Code Issues 775 Packages Projects Releases 10 Wiki Activity

QA over cache database #604

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opened 2026-02-21 17:27:44 -05:00 by yindo · 1 comment
yindo commented 2026-02-21 17:27:44 -05:00
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Originally created by @Yash-1511 on GitHub (Oct 19, 2023).

Originally assigned to: @takatost on GitHub.

Description of the new feature / enhancement

Pattern to store the user's question and answer into some cache DB and build the Cached capability to improve the performance of the system. This is a pattern that can be used for any other use-case as well.

Scenario when this would be used?

  1. Cache Selection: Choose a cache database like pinecoin or chromadb.
  2. Key-Value Structure: Use user questions as keys and answers as values.
  3. Query Cache: Check if the question is in the cache before processing.
  4. Cache Hit: If the answer is in the cache, return it for faster response.
  5. Cache Miss: If not in the cache, generate and store the answer.
  6. Cache Invalidation: Set rules to remove outdated entries.
    It is used for less calls of LLMs. Question arrives then perform similarity search with our cache DB if answer is present the give it to user else call LLM API.

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Originally created by @Yash-1511 on GitHub (Oct 19, 2023). Originally assigned to: @takatost on GitHub. ### Description of the new feature / enhancement Pattern to store the user's question and answer into some cache DB and build the Cached capability to improve the performance of the system. This is a pattern that can be used for any other use-case as well. ### Scenario when this would be used? 1. Cache Selection: Choose a cache database like pinecoin or chromadb. 2. Key-Value Structure: Use user questions as keys and answers as values. 3. Query Cache: Check if the question is in the cache before processing. 4. Cache Hit: If the answer is in the cache, return it for faster response. 5. Cache Miss: If not in the cache, generate and store the answer. 6. Cache Invalidation: Set rules to remove outdated entries. It is used for less calls of LLMs. Question arrives then perform similarity search with our cache DB if answer is present the give it to user else call LLM API. ### Supporting information _No response_
yindo added the 💪 enhancement label 2026-02-21 17:27:44 -05:00
yindo closed this issue 2026-02-21 17:27:44 -05:00
yindo commented 2026-02-21 17:27:44 -05:00
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@github-actions[bot] commented on GitHub (Nov 15, 2023):

Close due to it's no longer active, if you have any questions, you can reopen it.

@github-actions[bot] commented on GitHub (Nov 15, 2023): Close due to it's no longer active, if you have any questions, you can reopen it.
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Reference: langgenius/dify#604
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