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Outlines Alternatives
Similar projects and alternatives to outlines
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Judoscale
Save 47% on cloud hosting with autoscaling that just works. Judoscale integrates with Django, FastAPI, Celery, and RQ to make autoscaling easy and reliable. Save big, and say goodbye to request timeouts and backed-up task queues.
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ollama
Get up and running with Llama 3.3, DeepSeek-R1, Phi-4, Gemma 3, Mistral Small 3.1 and other large language models.
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guidance
Discontinued A guidance language for controlling large language models. [Moved to: https://github.com/guidance-ai/guidance] (by microsoft)
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vosk-api
Offline speech recognition API for Android, iOS, Raspberry Pi and servers with Python, Java, C# and Node
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autogen
A programming framework for agentic AI 🤖 PyPi: autogen-agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-officehour
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InfluxDB
InfluxDB high-performance time series database. Collect, organize, and act on massive volumes of high-resolution data to power real-time intelligent systems.
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Constrained-Text-Generation-Studio
Code repo for "Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation Studio" at the (CAI2) workshop, jointly held at (COLING 2022)
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CodeRabbit
CodeRabbit: AI Code Reviews for Developers. Revolutionize your code reviews with AI. CodeRabbit offers PR summaries, code walkthroughs, 1-click suggestions, and AST-based analysis. Boost productivity and code quality across all major languages with each PR.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better outlines alternative or higher similarity.
outlines discussion
outlines reviews and mentions
Posts with mentions or reviews of outlines.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2025-04-14.
- Outlines – Structured Outputs from LLMs
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Albert Einstein's Theory of Relativity in Words of Four Letters or Less
Another beam could be "This way is solv-". With "ing" as the obvious next token.
It will select the best beam for the output.
[1]:https://github.com/dottxt-ai/outlines
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Universal Personal Assistant with LLMs
LLM answer quality directly relates to its given prompts, and therefore, effective prompt engineering is necessary. The landscape of prompt managing platforms and libraries increased manifold. Some tools now actively incorporate specific tweaks of the most recent commercial models, enabling the formulation of prompts that are injected with model-specific formulations. Example libraries are dspy, LMQL, Outlines, and Prompttools,
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How to Build a Chess Engine and Fail
That could now be achieved by precomputing all valid moves and using outlines[0] or Structured Outputs[1] to constrain the output.
[0]: https://github.com/dottxt-ai/outlines
[1]: https://openai.com/index/introducing-structured-outputs-in-t...
- Robust (Structured) Text Generation
- Outlines v0.1.0 release: 98% reduction in runtime overhead
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Introducing Structured Outputs in the API
Wow, this is cool-- first time I've seen generating well formed output has been made easy, the use of Pydantic is clever/easy...
Which has lead me to the prior art: using same Pydantic API to generate structured output from local LLMs
https://github.com/outlines-dev/outlines?tab=readme-ov-file#...
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Infini-Gram: Scaling unbounded n-gram language models to a trillion tokens
> [2]: https://github.com/outlines-dev/outlines?tab=readme-ov-file#...
It's interesting as speech recognition has become more popular than ever through services like Alexa, and other iot devices support for OS speech recognition
Unfortunately most implementations (especially those that are iot focused) don't have very important features for robust speech recognition.
1. Ability to enable and disable a grammar
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Show HN: LLM-powered NPCs running on your hardware
[4] https://github.com/outlines-dev/outlines/tree/main
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Advanced RAG with guided generation
The next step is defining how to guide generation. For this step, we'll use the Outlines library. Outlines is a library for controlling how tokens are generated. It applies logic to enforce schemas, regular expressions and/or specific output formats such as JSON.
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A note from our sponsor - Judoscale
judoscale.com | 17 Apr 2025
Stats
Basic outlines repo stats
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7 days ago
dottxt-ai/outlines is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of outlines is Python.
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