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ai-agent

gpustack: High-Performance AI Serving

Get on-demand GPU instances for AI model deployment with gpustack, ideal for founders. 5.2k+ GitHub stars
intermediateโฑ 1-2 hours๐Ÿ’ต Free + LLM API costs
5,334 stars572 forksPythonQuality 8/10Updated 7/17/2026100% free ยท open source
What it is

Manage a group of computers with good graphics cards to work together on AI tasks.

What you can make with it

High-performance AI model deployments like image classification systems, natural language processing services, and automated chatbots.

How it helps

It lets you control and speed up complex AI tasks by using many computers at the same time, and it's especially useful for large AI models that take a long time to train.

Real use case example

"A founder wants to build a high-quality chatbot for their e-commerce website. They create a virtual cluster using GpuStack, connect it to their preferred AI model, and start processing customers' queries in real-time. The founder can easily scale their cluster up or down as needed to handle changing traffic."

If you're new

Beginners should focus on understanding the basics of AI and computing before learning to use GpuStack.

If you're senior

Senior engineers and professionals should reach for GpuStack when they need to deploy high-performance AI models at scale and manage distributed computing resources efficiently.

Common confusion cleared up

GpuStack is specifically designed for managing GPU clusters, but it can be used with any machine learning model, not just those that are exclusively GPU-accelerated.

Best inside these AI tools
Claude DesktopCursor
Pairs with
Stripe webhookNotion databaseClaude API
Why we list it on WorkflowStacks: It's open-source and free to use.
What it does

Gpustack provisions and manages GPU instances for high-performance AI model deployment, allowing founders to easily scale their AI applications.

Install / run
pip install gpustack
When to use it
  • โ€ขWhen deploying large-scale AI models that require significant GPU resources
  • โ€ขWhen needing to orchestrate multiple AI models and inference engines
  • โ€ขWhen requiring a scalable and configurable GPU cluster for AI workloads
Quick start
  1. 1Create a configuration file using the example config in the README: `cp config.example.yml config.yml`
  2. 2Modify the `config.yml` file to specify your desired GPU instance type and AI model settings
  3. 3Initialize the gpustack cluster using the command: `gpustack init`
  4. 4Deploy your AI model using the command: `gpustack deploy --model my_model --engine vLLM`
  5. 5Monitor and manage your gpustack cluster using the command: `gpustack status`
Ready-to-paste prompt
gpustack deploy --model resnet50 --engine vLLM --gpu-type NVIDIA_A100 --num-gpus 4
Heads up: Ensure you have a compatible NVIDIA GPU driver installed and configured on your system, as gpustack requires this to function correctly
Saves to your device

Topics

ascend
cuda
deepseek
distributed-inference
genai
high-performance-inference
inference
llama
llm
llm-inference
llm-serving
maas
mindie
openai
qwen
rocm
sglang
vllm
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

16
top-level files
10
folders
200.7M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
README_CN.md
README_JP.md
README.md
File tree
.gemini/
.github/
charts/
docker-compose/
docs/
gpustack/
hack/
pack/
static/
tests/
.dockerignore
.flake8
.gitattributes
.gitignore
.pre-commit-config.yaml
alembic.ini
conftest.py
LICENSE
Makefile
mkdocs.yml
pyproject.toml
pytest.ini
README_CN.md
README_JP.md
Quick Actions
Details
Creator
gpustack
Language
Python
Category
ai-agent
Published
5/11/2024

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