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Weights & Biases Weave

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LLM tracing and evaluation toolkit from Weights & Biases for developing generative AI applications.

Logs and debugs LLM inputs, outputs, and execution traces via a lightweight decorator-based SDK, and provides an evaluation framework for comparative assessment of LLM use cases. The SDK is Apache-2.0 licensed, primarily Python with a TypeScript SDK, and reports into the Weights & Biases platform. Requires a W&B account, which has a free tier.

Strengths

  • Minimal instrumentation via the weave.op decorator
  • Evaluation framework for structured, comparative LLM assessments
  • Integrates with the broader Weights & Biases ML experiment platform
  • Apache-2.0 licensed client SDK

Tradeoffs

  • Tied to a W&B account and backend rather than a standalone self-hosted store
  • TypeScript SDK is less mature than the Python SDK

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