langflow icon indicating copy to clipboard operation
langflow copied to clipboard

feat: LLM routing integration via NotDiamond

Open barabasicsongor opened this issue 1 year ago • 1 comments

Overview

Hi there Langflow team! I am a big fan of Langflow and would love to integrate Not Diamond into it. In case you're unfamiliar with Not Diamond, it automatically routes your prompts to the AI model best-suited to respond to that prompt. By using Not Diamond as an AI "meta-model," you can achieve state-of-the-art performance that beats every foundation model on every major benchmark.*

For Langflow we would like to integrate our router into your app as a component, so that users can automatically route their prompts across multiple models.

Description of approach

We have integrated NotDiamond as a new component under the Prototypes group. The call to NotDiamond is happening as a POST request API call. We have decided to go down this route, as integrating our Python SDK caused conflicts - since both ours and your library is inheriting from Langchain.

Users can choose the Not Diamond Router component, it accepts an input text/message/prompt, and the output will be a string that represents the model they should call next.

This output will be integrating perfectly with your conditional component soon.

Screenshots: image

image

Other relevant notes

*If you’d like to learn more about our routing, check out this example walkthrough video with Tomas, our CEO. You can also see how we work by using our Chat app, learn more at our website, or read our docs.

barabasicsongor avatar Nov 12 '24 18:11 barabasicsongor

CodSpeed Performance Report

Merging #4543 will degrade performances by 28.56%

Comparing Not-Diamond:nd-integration (9c0e8a8) with main (ab71e2f)

Summary

❌ 1 regressions ✅ 14 untouched benchmarks

:warning: Please fix the performance issues or acknowledge them on CodSpeed.

Benchmarks breakdown

Benchmark main Not-Diamond:nd-integration Change
test_successful_run_with_input_type_text 380 ms 531.9 ms -28.56%

codspeed-hq[bot] avatar Nov 12 '24 19:11 codspeed-hq[bot]