outlines

Structured Outputs

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dottxt-ai

dottxt-ai • individual

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13,614

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676

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0/100

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Created

Mar 17, 2023

Project creation date

README Summary

Outlines is a Python library that enables structured text generation with language models by constraining outputs to follow specific formats like JSON schemas, regular expressions, or grammars. It provides a simple API to ensure LLM outputs are valid and parseable, supporting various models including transformers, OpenAI, and others. The library uses guided generation techniques to guarantee outputs match the desired structure without post-processing.

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Tags

Constrained Text GenerationLanguage Model Output ControlSchema-based GenerationRegular Expression ParsingGrammar-based Text ProcessingJSON Schema ValidationFinite State Machine DesignLanguage Model Inference OptimizationForm Filling AutomationOn-premiseModel Output ControlSelf-hostedAPI DevelopmentRegex Pattern MatchingLanguage Model ConstrainingCloud APITextDeterministic AI OutputsProbabilistic SamplingEnterprise SoftwareConstrained DecodingConfiguration File GenerationDeveloper ToolsStructured Data ExtractionData Validation and FormattingData ProcessingTemplate-based Content CreationGuided GenerationTokenization and DecodingStructured Text GenerationStructured GenerationAPI Response GenerationModel Output ParsingPython

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Updated 1 months ago

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production

Quality: high
Maturity: production

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Languages

Python100.0%

Timeline

Project created: Mar 17, 2023
Forked: Mar 13, 2026
Your last push: 1 months ago
Upstream last push: 18 days ago
Tracked since: Mar 9, 2026

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