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@bentoml

BentoML

Build fast and reliable model serving systems

Welcome to BentoML 👋 Twitter Follow Slack

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What's cooking? 👩‍🍳

🍱 BentoML: The Unified Serving Framework for AI/ML Systems

BentoML is a Python library for building online serving systems optimized for AI apps and model inference. It supports serving any model format/runtime and custom Python code, offering the key primitives for serving optimizations, task queues, batching, multi-model chains, distributed orchestration, and multi-GPU serving.

🎨 Examples: Learn by doing!

A collection of examples for BentoML, from deploying OpenAI-compatible LLM service, to building voice phone calling agents and RAG applications. Use these examples to learn how to use BentoML and build your own solutions.

🦾 OpenLLM: Self-hosting Large Language Models Made Easy

Run any open-source LLMs (Llama, Mistral, Qwen, Phi and more) or custom fine-tuned models as OpenAI-compatible APIs with a single command. It features a built-in chat UI, state-of-the-art inference performance, and a simplified workflow for production-grade cloud deployment.

☁️ BentoCloud: Unified Inference Platform for any model, on any cloud

BentoCloud is the easist way to build and deploy with BentoML, in our cloud or yours. It brings fast and scalable inference infrastructure into any cloud, allowing AI teams to move 10x faster in building AI applications with ML/AI models, while reducing compute cost - by maxmizing compute utilization, fast GPU autoscaling, minimimal coldstarts and full observability. Sign up today!.

Get in touch 💬

👉 Join our Slack community!

👀 Follow us on X @bentomlai and LinkedIn

📖 Read our blog

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  1. BentoML BentoML Public

    The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

    Python 8.1k 873

  2. OpenLLM OpenLLM Public

    Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

    Python 11.8k 779

  3. Yatai Yatai Public

    Model Deployment at Scale on Kubernetes 🦄️

    TypeScript 824 77

  4. comfy-pack comfy-pack Public

    A comprehensive toolkit for reliably locking, packing and deploying environments for ComfyUI workflows.

    Python 183 26

  5. llm-inference-handbook llm-inference-handbook Public

    Everything you need to know about LLM inference

    TypeScript 238 22

  6. llm-optimizer llm-optimizer Public

    Benchmark and optimize LLM inference across frameworks with ease

    Python 119 8

Repositories

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Showing 10 of 112 repositories
  • sglang Public Forked from sgl-project/sglang

    SGLang is a fast serving framework for large language models and vision language models.

    bentoml/sglang’s past year of commit activity
    Python 0 Apache-2.0 3,043 0 0 Updated Oct 14, 2025
  • llm-inference-handbook Public

    Everything you need to know about LLM inference

    bentoml/llm-inference-handbook’s past year of commit activity
    TypeScript 238 Apache-2.0 22 3 0 Updated Oct 14, 2025
  • BentoML Public

    The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

    bentoml/BentoML’s past year of commit activity
    Python 8,125 Apache-2.0 873 136 4 Updated Oct 14, 2025
  • comfy-pack Public

    A comprehensive toolkit for reliably locking, packing and deploying environments for ComfyUI workflows.

    bentoml/comfy-pack’s past year of commit activity
    Python 183 Apache-2.0 26 10 2 Updated Oct 14, 2025
  • OpenLLM Public

    Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

    bentoml/OpenLLM’s past year of commit activity
    Python 11,841 Apache-2.0 779 3 3 Updated Oct 13, 2025
  • BentoVLLM Public

    Self-host LLMs with vLLM and BentoML

    bentoml/BentoVLLM’s past year of commit activity
    Python 151 Apache-2.0 18 2 3 Updated Oct 7, 2025
  • bentoml/bentocloud-homepage-news’s past year of commit activity
    3 2 0 0 Updated Sep 28, 2025
  • BentoSGLang Public
    bentoml/BentoSGLang’s past year of commit activity
    Python 2 1 0 1 Updated Sep 24, 2025
  • yatai-common Public
    bentoml/yatai-common’s past year of commit activity
    Go 2 6 0 2 Updated Sep 24, 2025
  • BentoYolo Public

    BentoML service of YOLO v8

    bentoml/BentoYolo’s past year of commit activity
    Python 14 Apache-2.0 3 1 0 Updated Sep 17, 2025
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