langkit โ€” Agent Tool by whylabs

by whylabs · Agent Tool · ★ 976

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About langkit

LangKit LangKit is an open-source text metrics toolkit for monitoring language models. It offers an array of methods for extracting relevant signals from the input and/or output text, which are compatible with the open-source data logging library whylogs. ๐Ÿ’ก Want to experience LangKit? Go to this notebook! Table of Contents ๐Ÿ“– Motivation Features Installation Usage Modules Motivation ๐ŸŽฏ Productionizing language models, including LLMs, comes with a range of risks due to the infinite amount of input combinations, which can elicit an infinite amount of outputs. The unstructured nature of text poses a challenge in the ML observability space - a challenge worth solving, since the lack of visibility on the model's behavior can have serious consequences. Features ๐Ÿ› ๏ธ The out of the box metrics include: Text Quality readability score complexity and grade scores Text Relevance Similarity scores between prompt/responses Similarity scores against user-defined themes [Security and Privacy](https://github.com/whylabs/la

large-language-modelsmachine-learningnlgnlpobservabilityprompt-engineeringprompt-injection

Quick Facts

Stars976
Forks71
LanguageJupyter Notebook
CategoryAgent Tool
LicenseApache-2.0
Quality Score43.3/100
Open Issues36
Last Updated2024-11-22
Created2023-04-26
Est. Tokens~351k

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Frequently Asked Questions

What is langkit?

langkit is ๐Ÿ” LangKit: An open-source toolkit for monitoring Large Language Models (LLMs). ๐Ÿ“š Extracts signals from prompts & responses, ensuring safety & security. ๐Ÿ›ก๏ธ Features include text quality, relevance m. It is categorized as a Agent Tool with 976 GitHub stars.

What programming language is langkit written in?

langkit is primarily written in Jupyter Notebook. It covers topics such as large-language-models, machine-learning, nlg.

How do I install or use langkit?

You can find installation instructions and usage details in the langkit GitHub repository at github.com/whylabs/langkit. The project has 976 stars and 71 forks, indicating an active community.

What license does langkit use?

langkit is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to langkit?

The top alternatives to langkit on Agent Skills Hub include spacy-llm, free-ai-resources-x, prompttools. Each offers a different approach to the same problem space โ€” compare them side-by-side by stars, quality score, and community activity.

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