Content
## 🍋 Lemonade: Local LLM Serving with GPU and NPU acceleration
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<h3 align="center">
<a href="https://lemonade-server.ai">Download</a> |
<a href="https://lemonade-server.ai/docs/">Documentation</a> |
<a href="https://discord.gg/5xXzkMu8Zk">Discord</a>
</h3>
Lemonade helps users run local LLMs with the highest performance by configuring state-of-the-art inference engines for their NPUs and GPUs.
Startups such as [Styrk AI](https://styrk.ai/styrk-ai-and-amd-guardrails-for-your-on-device-ai-revolution/), research teams like [Hazy Research at Stanford](https://www.amd.com/en/developer/resources/technical-articles/2025/minions--on-device-and-cloud-language-model-collaboration-on-ryz.html), and large companies like [AMD](https://www.amd.com/en/developer/resources/technical-articles/unlocking-a-wave-of-llm-apps-on-ryzen-ai-through-lemonade-server.html) use Lemonade to run LLMs.
## Getting Started
<div align="center">
| Step 1: Download & Install | Step 2: Launch and Pull Models | Step 3: Start chatting! |
|:---------------------------:|:-------------------------------:|:------------------------:|
| <img src="https://github.com/lemonade-sdk/assets/blob/main/docs/install.gif?raw=true" alt="Download & Install" width="245" /> | <img src="https://github.com/lemonade-sdk/assets/blob/main/docs/launch_and_pull.gif?raw=true" alt="Launch and Pull Models" width="245" /> | <img src="https://github.com/lemonade-sdk/assets/blob/main/docs/chat.gif?raw=true" alt="Start chatting!" width="245" /> |
|Install using a [GUI](https://github.com/lemonade-sdk/lemonade/releases/latest/download/lemonade-server-minimal.msi) (Windows only), [pip](https://lemonade-server.ai/install_options.html), or [from source](https://lemonade-server.ai/install_options.html). |Use the [Model Manager](#model-library) to install models|A built-in chat interface is available!|
</div>
### Use it with your favorite OpenAI-compatible app!
<p align="center">
<a href="https://lemonade-server.ai/docs/server/apps/open-webui/" title="Open WebUI" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/assets/refs/heads/main/partner_logos/openwebui.jpg" alt="Open WebUI" width="60" /></a> <a href="https://lemonade-server.ai/docs/server/apps/continue/" title="Continue" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/assets/refs/heads/main/partner_logos/continue_dev.png" alt="Continue" width="60" /></a> <a href="https://github.com/amd/gaia" title="Gaia" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/assets/refs/heads/main/partner_logos/gaia.ico" alt="Gaia" width="60" /></a> <a href="https://lemonade-server.ai/docs/server/apps/anythingLLM/" title="AnythingLLM" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/assets/refs/heads/main/partner_logos/anything_llm.png" alt="AnythingLLM" width="60" /></a> <a href="https://lemonade-server.ai/docs/server/apps/ai-dev-gallery/" title="AI Dev Gallery" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/assets/refs/heads/main/partner_logos/ai_dev_gallery.webp" alt="AI Dev Gallery" width="60" /></a> <a href="https://lemonade-server.ai/docs/server/apps/lm-eval/" title="LM-Eval" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/assets/refs/heads/main/partner_logos/lm_eval.png" alt="LM-Eval" width="60" /></a> <a href="https://github.com/lemonade-sdk/lemonade-arcade" title="Lemonade Arcade" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/lemonade-arcade/refs/heads/main/docs/assets/favicon.ico" alt="Lemonade Arcade" width="60" /></a> <a href="https://github.com/lemonade-sdk/lemonade/blob/main/docs/server/apps/ai-toolkit.md" title="AI Toolkit" target="_blank"><img src="https://raw.githubusercontent.com/lemonade-sdk/assets/refs/heads/main/partner_logos/ai_toolkit.png" alt="AI Toolkit" width="60" /></a>
</p>
> [!TIP]
> Want your app featured here? Let's do it! Shoot us a message on [Discord](https://discord.gg/5xXzkMu8Zk), [create an issue](https://github.com/lemonade-sdk/lemonade/issues), or [email](lemonade@amd.com).
## Using the CLI
To run and chat with Gemma 3:
```
lemonade-server run Gemma-3-4b-it-GGUF
```
To install models ahead of time, use the `pull` command:
```
lemonade-server pull Gemma-3-4b-it-GGUF
```
To check all models available, use the `list` command:
```
lemonade-server list
```
> **Tip**: You can use `--llamacpp vulkan/rocm` to select a backend when running GGUF models.
## Model Library
Lemonade supports both GGUF and ONNX models as detailed in the [Supported Configuration](#supported-configurations) section. A list of all built-in models is available [here](https://lemonade-server.ai/docs/server/server_models/).
You can also import custom GGUF and ONNX models from Hugging Face by using our [Model Manager](http://localhost:8000/#model-management) (requires server to be running).
<p align="center">
<img src="https://github.com/lemonade-sdk/assets/blob/main/docs/model_manager.png?raw=true" alt="Model Manager" width="650" />
</p>
## Supported Configurations
Lemonade supports the following configurations, while also making it easy to switch between them at runtime. Find more information about it [here](./docs/README.md#software-and-hardware-overview).
| Hardware | Engine: OGA | Engine: llamacpp | Engine: FLM | Windows | Linux | macOS |
|----------|-------------|------------------|------------|---------|-------|-------|
| **🧠 CPU** | All platforms | All platforms | - | ✅ | ✅ | ✅ |
| **🎮 GPU** | — | Vulkan: All platforms<br>ROCm: Selected AMD platforms*<br>Metal: Apple Silicon | — | ✅ | ✅ | ✅ |
| **🤖 NPU** | AMD Ryzen™ AI 300 series | — | Ryzen™ AI 300 series | ✅ | — | — |
<details>
<summary><small><i>* See supported AMD ROCm platforms</i></small></summary>
<br>
<table>
<thead>
<tr>
<th>Architecture</th>
<th>Platform Support</th>
<th>GPU Models</th>
</tr>
</thead>
<tbody>
<tr>
<td><b>gfx1151</b> (STX Halo)</td>
<td>Windows, Ubuntu</td>
<td>Ryzen AI MAX+ Pro 395</td>
</tr>
<tr>
<td><b>gfx120X</b> (RDNA4)</td>
<td>Windows, Ubuntu</td>
<td>Radeon AI PRO R9700, RX 9070 XT/GRE/9070, RX 9060 XT</td>
</tr>
<tr>
<td><b>gfx110X</b> (RDNA3)</td>
<td>Windows, Ubuntu</td>
<td>Radeon PRO W7900/W7800/W7700/V710, RX 7900 XTX/XT/GRE, RX 7800 XT, RX 7700 XT</td>
</tr>
</tbody>
</table>
</details>
## Project Roadmap
| Under Development | Under Consideration | Recently Completed |
|-----------------------------------------|------------------------------------------------|---------------------------|
| Electron desktop app (replacing web ui) | General speech-to-text support (whisper.cpp) | Rewrite the server in C++ |
| Multiple models loaded at the same time | vLLM integration | .msi and .deb installers |
| FastFlowLM speech-to-text | Handheld devices: Ryzen AI Z2 Extreme APUs | Ryzen AI SW 1.6 |
| | ROCm support for Ryzen AI 360-375 (Strix) APUs | FastFlowLM integration |
## Integrate Lemonade Server with Your Application
You can use any OpenAI-compatible client library by configuring it to use `http://localhost:8000/api/v1` as the base URL. A table containing official and popular OpenAI clients on different languages is shown below.
Feel free to pick and choose your preferred language.
| Python | C++ | Java | C# | Node.js | Go | Ruby | Rust | PHP |
|--------|-----|------|----|---------|----|-------|------|-----|
| [openai-python](https://github.com/openai/openai-python) | [openai-cpp](https://github.com/olrea/openai-cpp) | [openai-java](https://github.com/openai/openai-java) | [openai-dotnet](https://github.com/openai/openai-dotnet) | [openai-node](https://github.com/openai/openai-node) | [go-openai](https://github.com/sashabaranov/go-openai) | [ruby-openai](https://github.com/alexrudall/ruby-openai) | [async-openai](https://github.com/64bit/async-openai) | [openai-php](https://github.com/openai-php/client) |
### Python Client Example
```python
from openai import OpenAI
# Initialize the client to use Lemonade Server
client = OpenAI(
base_url="http://localhost:8000/api/v1",
api_key="lemonade" # required but unused
)
# Create a chat completion
completion = client.chat.completions.create(
model="Llama-3.2-1B-Instruct-Hybrid", # or any other available model
messages=[
{"role": "user", "content": "What is the capital of France?"}
]
)
# Print the response
print(completion.choices[0].message.content)
```
For more detailed integration instructions, see the [Integration Guide](./docs/server/server_integration.md).
## Beyond an LLM Server
The [Lemonade SDK](./docs/README.md) also include the following components:
- 🐍 **[Lemonade API](./docs/lemonade_api.md)**: High-level Python API to directly integrate Lemonade LLMs into Python applications.
- 🖥️ **[Lemonade CLI](./docs/dev_cli/README.md)**: The `lemonade` CLI lets you mix-and-match LLMs (ONNX, GGUF, SafeTensors) with prompting templates, accuracy testing, performance benchmarking, and memory profiling to characterize your models on your hardware.
## FAQ
To read our frequently asked questions, see our [FAQ Guide](./docs/faq.md)
## Contributing
We are actively seeking collaborators from across the industry. If you would like to contribute to this project, please check out our [contribution guide](./docs/contribute.md).
New contributors can find beginner-friendly issues tagged with "Good First Issue" to get started.
<a href="https://github.com/lemonade-sdk/lemonade/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22">
<img src="https://img.shields.io/badge/🍋Lemonade-Good%20First%20Issue-yellowgreen?colorA=38b000&colorB=cccccc" alt="Good First Issue" />
</a>
## Maintainers
This project is sponsored by AMD. It is maintained by @danielholanda @jeremyfowers @ramkrishna @vgodsoe in equal measure. You can reach us by filing an [issue](https://github.com/lemonade-sdk/lemonade/issues), emailing [lemonade@amd.com](mailto:lemonade@amd.com), or joining our [Discord](https://discord.gg/5xXzkMu8Zk).
## License and Attribution
This project is:
- Built with C++ (server) and Python (SDK) with ❤️ for the open source community,
- Standing on the shoulders of great tools from:
- [ggml/llama.cpp](https://github.com/ggml-org/llama.cpp)
- [OnnxRuntime GenAI](https://github.com/microsoft/onnxruntime-genai)
- [Hugging Face Hub](https://github.com/huggingface/huggingface_hub)
- [OpenAI API](https://github.com/openai/openai-python)
- [IRON/MLIR-AIE](https://github.com/Xilinx/mlir-aie)
- and more...
- Accelerated by mentorship from the OCV Catalyst program.
- Licensed under the [Apache 2.0 License](https://github.com/lemonade-sdk/lemonade/blob/main/LICENSE).
- Portions of the project are licensed as described in [NOTICE.md](./NOTICE.md).
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