Text Generation
GGUF
English
Vietnamese
acne
dermatology
skincare
research
quantization
qwen3.5
imatrix
conversational
Instructions to use Acnoryx/Airy with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Acnoryx/Airy with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf Acnoryx/Airy:IQ1_M # Run inference directly in the terminal: llama cli -hf Acnoryx/Airy:IQ1_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Acnoryx/Airy:IQ1_M # Run inference directly in the terminal: llama cli -hf Acnoryx/Airy:IQ1_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf Acnoryx/Airy:IQ1_M # Run inference directly in the terminal: ./llama-cli -hf Acnoryx/Airy:IQ1_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf Acnoryx/Airy:IQ1_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf Acnoryx/Airy:IQ1_M
Use Docker
docker model run hf.co/Acnoryx/Airy:IQ1_M
- LM Studio
- Jan
- vLLM
How to use Acnoryx/Airy with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Acnoryx/Airy" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Acnoryx/Airy", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Acnoryx/Airy:IQ1_M
- Ollama
How to use Acnoryx/Airy with Ollama:
ollama run hf.co/Acnoryx/Airy:IQ1_M
- Unsloth Desktop
- Docker Model Runner
How to use Acnoryx/Airy with Docker Model Runner:
docker model run hf.co/Acnoryx/Airy:IQ1_M
- Lemonade
How to use Acnoryx/Airy with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Acnoryx/Airy:IQ1_M
Run and chat with the model
lemonade run user.Airy-IQ1_M
List all available models
lemonade list
- Atomic Chat
Update Airy research model card (0.8b)
Browse files
README.md
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@@ -30,7 +30,7 @@ Airy is the public research branch of the Acnoryx dermatology model family. It c
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- Languages: Vietnamese and English
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- Runtime format: GGUF for llama.cpp-style runtimes
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- Goal: identify the smallest research quant that still remains meaningfully useful
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- App: [Acnoryx on Google Play](
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## Intended use
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| Format | GGUF |
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| License | other |
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| Pipeline | text-generation |
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| App link | [Google Play](
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## Evaluation protocol
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- `Airy-0.8b-IQ2_M` marks the quality collapse point for this benchmark.
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- If you need stable app-facing behavior, use the release branch instead of this repo.
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## Public naming
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Public Hugging Face files in this repository are published with the `Airy-...` prefix for clarity. The local workspace may still keep the original `acnoryx-...` filenames for build compatibility.
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## Notes
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- IQ1 and IQ2 formats require an importance matrix.
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- Languages: Vietnamese and English
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- Runtime format: GGUF for llama.cpp-style runtimes
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- Goal: identify the smallest research quant that still remains meaningfully useful
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- App: [Acnoryx on Google Play](https://play.google.com/store/apps/details?id=com.fivecanh.acnoryx)
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## Intended use
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| Format | GGUF |
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| License | other |
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| Pipeline | text-generation |
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| App link | [Google Play](https://play.google.com/store/apps/details?id=com.fivecanh.acnoryx) |
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## Evaluation protocol
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- `Airy-0.8b-IQ2_M` marks the quality collapse point for this benchmark.
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- If you need stable app-facing behavior, use the release branch instead of this repo.
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## Notes
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- IQ1 and IQ2 formats require an importance matrix.
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