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BentoML

Build fast and reliable model serving systems

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🍱 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 875

  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 770

  3. Yatai Yatai Public

    Model Deployment at Scale on Kubernetes 🦄️

    TypeScript 822 77

  4. BentoVLLM BentoVLLM Public

    Self-host LLMs with vLLM and BentoML

    Jinja 149 18

  5. BentoDiffusion BentoDiffusion Public

    BentoDiffusion: A collection of diffusion models served with BentoML

    Python 374 29

  6. comfy-pack comfy-pack Public

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

    Python 179 25

Repositories

Showing 10 of 111 repositories
  • 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 8,073 Apache-2.0 875 135 6 Updated Sep 15, 2025
  • yatai-common Public
    bentoml/yatai-common’s past year of commit activity
    Go 1 6 0 2 Updated Sep 15, 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 11,777 Apache-2.0 770 3 1 Updated Sep 15, 2025
  • BentoYolo Public

    BentoML service of YOLO v8

    bentoml/BentoYolo’s past year of commit activity
    Python 12 Apache-2.0 3 1 0 Updated Sep 15, 2025
  • BentoVLLM Public

    Self-host LLMs with vLLM and BentoML

    bentoml/BentoVLLM’s past year of commit activity
    Jinja 149 Apache-2.0 18 2 0 Updated Sep 12, 2025
  • llm-optimizer Public

    Benchmark and optimize LLM inference across frameworks with ease

    bentoml/llm-optimizer’s past year of commit activity
    Python 67 Apache-2.0 3 1 0 Updated Sep 12, 2025
  • llm-inference-handbook Public

    Everything you need to know about LLM inference

    bentoml/llm-inference-handbook’s past year of commit activity
    TypeScript 231 MIT 21 3 0 Updated Sep 11, 2025
  • bentoml/bentocloud-homepage-news’s past year of commit activity
    3 2 0 0 Updated Sep 9, 2025
  • helm-charts Public
    bentoml/helm-charts’s past year of commit activity
    2 0 0 0 Updated Sep 3, 2025
  • yatai-image-builder Public

    🐳 Build OCI images for Bentos in k8s

    bentoml/yatai-image-builder’s past year of commit activity
    Go 19 12 6 12 Updated Sep 4, 2025

Sponsoring

  • @pdm-project

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