LLMstudio  by TensorOpsAI

Framework for LLM application productionization

created 2 years ago
345 stars

Top 81.4% on sourcepulse

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Project Summary

LLMstudio is a framework designed to streamline the deployment of Large Language Model (LLM) applications into production environments. It targets developers and researchers seeking to manage, test, and monitor LLM interactions, offering a unified interface for various LLM providers and local models. The primary benefit is simplified LLM integration and operational oversight.

How It Works

LLMstudio acts as a proxy and management layer, providing a unified API to interact with multiple LLM providers (OpenAI, Anthropic, Google) and local models via Ollama. It features a Prompt Playground UI for prompt engineering and a Python SDK for programmatic integration. Key functionalities include smart routing and fallback mechanisms for high availability, batch calling for efficiency, and integrated monitoring and logging to track usage and performance.

Quick Start & Requirements

  • Install: pip install 'llmstudio[proxy,tracker]' (full) or pip install llmstudio (lightweight).
  • Prerequisites: API keys for supported LLM providers (OpenAI, Anthropic, Google) configured in a .env file. Conda environment recommended.
  • Run: llmstudio server --proxy --tracker
  • Docs: https://docs.llmstudio.ai

Highlighted Details

  • Unified access to major LLM providers (OpenAI, Anthropic, Google) and local models via Ollama.
  • Includes a Prompt Playground UI for interactive prompt engineering and fine-tuning.
  • Features smart routing and fallback for 24/7 LLM availability.
  • Offers monitoring and logging for usage and performance tracking.

Maintenance & Community

  • Community engagement encouraged via Discord.
  • Contribution guide available for developers.

Licensing & Compatibility

  • License details are not explicitly stated in the README.

Limitations & Caveats

Type casting functionality is listed as "soon." The README does not specify the license, which may impact commercial use or integration into closed-source projects.

Health Check
Last commit

1 month ago

Responsiveness

1 week

Pull Requests (30d)
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Issues (30d)
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Star History
19 stars in the last 90 days

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