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DSRs - A high-performance DSPy rewrite in Rust DSRs is a rewrite of the DSPy framework, built from the ground up in Rust for programming robust, LM-powered applications. By leveraging Rust’s type system, memory safety, and concurrency, DSRs offers a more efficient and reliable foundation for language model workflows.
  • Not just a port: DSRs reimagines DSPy’s abstractions with Rust’s strengths in mind.
  • Modern Rust API: Take advantage of Rust’s ecosystem, async support, and strong typing.
  • Core features: Includes signatures, modules, adapters, etc.
  • Easy to get started: Install via Cargo, and follow the Quickstart to build your first pipeline in minutes.
Inspired by the original DSPy framework, DSRs brings LM application development to the Rust community.

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Quickstart

Start here

Get up and running with DSRs in under 5 minutes. Install, configure, and run your first pipeline.

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Learn more

Dive deeper into DSRs to gain an in-depth understanding.

Building Blocks

Learn about the foundational concepts of DSRs

Data

Understand data currency in DSRs.

Optimizers

Optimize your LM applications with COPRO, MIPROv2, and GEPA.