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API StatusChangelog
Outlines

Outlines

#160in Text & Language Models
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OverviewDiscussions

What is Outlines?

It is a Python library that offers mechanisms to specify high level constraints on text completions by generative language models. It is already used in production by many companies.

Outlines is a tool in the Text & Language Models category of a tech stack.

Key Features

Simple and powerful prompting primitives based on the Jinja templating engineMultiple choices, type constraints and dynamic stoppingMultiple model integrationsFast regex-guided generationBatch inferenceServe with vLLM

Outlines Pros & Cons

Pros of Outlines

No pros listed yet.

Cons of Outlines

No cons listed yet.

Outlines Alternatives & Comparisons

What are some alternatives to Outlines?

LangChain

LangChain

It is a framework built around LLMs. It can be used for chatbots, generative question-answering, summarization, and much more. The core idea of the library is that we can “chain” together different components to create more advanced use cases around LLMs.

Vercel AI SDK

Vercel AI SDK

It is an open-source library designed to help developers build conversational streaming user interfaces in JavaScript and TypeScript. The SDK supports React/Next.js, Svelte/SvelteKit, and Vue/Nuxt as well as Node.js, Serverless, and the Edge Runtime.

Hugging Face

Hugging Face

Build, train, and deploy state of the art models powered by the reference open source in machine learning.

Ollama

Ollama

It allows you to run open-source large language models, such as Llama 2, locally.

LlamaIndex

LlamaIndex

It is a project that provides a central interface to connect your LLMs with external data. It offers you a comprehensive toolset trading off cost and performance.

LLM

LLM

It is a Rust ecosystem of libraries for running inference on large language models, inspired by llama.cpp. On top of llm, there is a CLI application, llm-cli, which provides a convenient interface for running inference on supported models.

Outlines Integrations

Transformers, vLLM, Python, OpenAI are some of the popular tools that integrate with Outlines. Here's a list of all 4 tools that integrate with Outlines.

Transformers
Transformers
vLLM
vLLM
Python
Python
OpenAI
OpenAI

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