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outlines - Generate structurally constrained model outputs

Use Outlines to generate valid JSON, XML, code, regex-matching text, and typed outputs with constrained token sampling.

Tags

Updated: 2026-09-30

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Constrain token sampling
  • Generate valid JSON
  • Generate regex-matching text
  • Generate typed values
  • Apply Pydantic schemas
  • Load supported model backends

Inputs

  • Generation prompt
  • JSON schema
  • Pydantic model
  • Regular expression
  • Choice list
  • Model identifier
  • Local model file

Outputs

  • Valid JSON output
  • Structured text output
  • Regex-matching text
  • Choice value
  • Integer or float value
  • Pydantic model instance

Requirements

  • Python environment
  • outlines package
  • Pydantic package
  • Supported model backend
  • Available language model

Source

  • Spec: SKILL.md
Structured generation
JSON Schema
Pydantic
Grammar-based generation
Constrained decoding
Local models
Transformers
vLLM
Constrain token sampling
Generate valid JSON
Generate regex-matching text
Generate typed values
Generation prompt
JSON schema
Pydantic model
Valid JSON output
Structured text output
Regex-matching text