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rlouf committed Feb 24, 2025
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## Features

- [x] πŸ€– [Multiple model integrations](https://dottxt-ai.github.io/outlines/latest/installation): OpenAI, transformers, llama.cpp, exllama2, mamba
- [x] πŸ–οΈ Simple and powerful prompting primitives based on the [Jinja templating engine](https://jinja.palletsprojects.com/)
- [x] πŸš„ [Multiple choices](#multiple-choices), [type constraints](#type-constraint) and dynamic stopping
- [x] ⚑ Fast [regex-structured generation](#efficient-regex-structured-generation)
- [x] πŸ”₯ Fast [JSON generation](#efficient-json-generation-following-a-pydantic-model) following a JSON schema or a Pydantic model
- [x] πŸ“ [Grammar-structured generation](#using-context-free-grammars-to-guide-generation)
- [x] 🐍 Interleave completions with loops, conditionals, and custom Python functions
- [x] πŸ’Ύ Caching of generations
- [x] πŸ—‚οΈ Batch inference
- [x] 🎲 Sample with the greedy, multinomial and beam search algorithms (and more to come!)
- [x] πŸš€ [Serve with vLLM](https://dottxt-ai.github.io/outlines/latest/reference/serve/vllm), with official Docker image, [`outlinesdev/outlines`](https://hub.docker.com/r/outlinesdev/outlines)!
- πŸ€– [Multiple model integrations](https://dottxt-ai.github.io/outlines/latest/installation): OpenAI, transformers, llama.cpp, exllama2, mamba
- πŸ”₯ Fast [JSON generation](#efficient-json-generation-following-a-pydantic-model) following a JSON schema or a Pydantic model
- πŸš„ [Multiple choices](#multiple-choices), [type constraints](#type-constraint) and dynamic stopping
- πŸ“ Generate text that follows a [regex](#efficient-regex-structured-generation) or a [context-free grammar](#using-context-free-grammars-to-guide-generation)
- πŸ–οΈ Simple and powerful prompting primitives based on the [Jinja templating engine](https://jinja.palletsprojects.com/)
- πŸš€ [Serve with vLLM](https://dottxt-ai.github.io/outlines/latest/reference/serve/vllm), with official Docker image, [`outlinesdev/outlines`](https://hub.docker.com/r/outlinesdev/outlines)!


Outlines has new releases and features coming every week. Make sure to ⭐ star and πŸ‘€ watch this repository, follow [@dottxtai][dottxt-twitter] to stay up to date!
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