outlines
#32 of 54 by Downloads / month among PyPI packages
Probabilistic Generative Model Programming
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Made with ❤👷️ by the team at .txt Trusted by NVIDIA, Cohere, HuggingFace, vLLM, etc.
The .txt API is currently in early access. Request access here →
We're working with select partners to develop new interfaces to structured generation.
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LLMs are powerful but their outputs are unpredictable. Most solutions attempt to fix bad outputs after generation using parsing, regex, or fragile code that breaks easily.
Outlines guarantees structured outputs during generation —…
Excerpted from pypi.org/project/outlines/
Latest metrics
| Downloads / month | 1.9M | 2026-07-16 |
|---|---|---|
| Downloads / week | 460.3k | 2026-07-16 |
| Downloads / day | 70.9k | 2026-07-16 |