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Lmql
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Open-source programming language for LLMs that adds types, templates, constraints and an optimizing runtime to prompting.

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Core features
  • Constraint-based, typed prompting
  • Python control flow and string interpolation
  • Nested/modular queries
  • Portable across llama.cpp, OpenAI, Transformers
  • Tool augmentation and chatbots
Use cases
  • Enforce output format and constraints on LLM responses
  • Build reusable, modular prompts
  • Write model-portable LLM programs
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