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outlines - Generate structurally valid model outputs

Constrains model generation to valid JSON, XML, code, schemas, regex patterns, and typed outputs using Outlines.

Tags

Updated: 2026-09-30

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Constrain token sampling
  • Generate valid JSON
  • Generate regex-matched text
  • Generate typed outputs
  • Integrate Pydantic models
  • Support local model backends
  • Support API model backends

Inputs

  • Generation prompt
  • JSON schema
  • Pydantic model
  • Regex pattern
  • Choice values
  • Model identifier
  • Local model file
  • API key

Outputs

  • Structured model output
  • Classification result
  • Generated text
  • Pydantic model instance

Requirements

  • Python environment
  • outlines package
  • Compatible model backend
  • Backend dependencies
  • Model access

Source

  • Spec: SKILL.md

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Structured generation
JSON schema
Pydantic
Grammar constraints
Local models
Transformers
vLLM
Type safety
Constrain token sampling
Generate valid JSON
Generate regex-matched text
Generate typed outputs
Generation prompt
JSON schema
Pydantic model
Structured model output
Classification result
Generated text