---

language:

- zh

- en

- it

license: apache-2.0

library_name: zorix-gguf-run

tags:

- zorix

- zorix-nano

- zorix-gguf-run

- gguf

- text-generation

- android

- termux

- linux

- debian

- ubuntu

model_name: Zorix Nano 2B

---

Zorix Nano 2B

Zorix Nano 2B is a compact multilingual language model released by Zorix.

• Official website: https://zorix.it
• Developer: Zorix
• Architecture: zorix-nano
• Model size: approximately 2B parameters
• Format: GGUF
• Quantization: Q5_K_M
• Languages: Chinese, English and Italian
• Context length: 262,144 tokens

Architecture

The model uses the custom GGUF architecture identifier:

general.architecture = zorix-nano

Main architecture parameters:

Parameter| Value
Hidden size| 2048
Layers| 24
Feed-forward size| 6144
Attention heads| 8
KV heads| 2
Context length| 262144
RoPE base frequency| 10000000
SSM state size| 128
Full-attention interval| 4

Runtime requirement

This model is officially supported only by:

Zorix GGUF Run

It is not officially supported by:

- llama.cpp
- Ollama
- LM Studio
- GPT4All
- Transformers
- Other standard GGUF runtimes

Other runtimes may return:

unknown model architecture: zorix-nano

Use this model

Android ARM64 and Termux

Create the required directories:

mkdir -p "$HOME/.zorix/bin"
mkdir -p "$HOME/.zorix/models"

Download the Android runtime:

curl -L \
  "https://huggingface.co/Zorix-official/Zorix-Nano-2B-GGUF/resolve/main/runtime/android-arm64/zorix-runtime" \
  -o "$HOME/.zorix/bin/zorix-runtime"

Download the launcher:

curl -L \
  "https://huggingface.co/Zorix-official/Zorix-Nano-2B-GGUF/resolve/main/runtime/android-arm64/zorix-gguf-run" \
  -o "$HOME/.zorix/bin/zorix-gguf-run"

Download Zorix Nano 2B:

curl -L \
  "https://huggingface.co/Zorix-official/Zorix-Nano-2B-GGUF/resolve/main/Zorix-Nano-2B-Q5_K_M.gguf" \
  -o "$HOME/.zorix/models/Zorix-Nano-2B-Q5_K_M.gguf"

Enable the commands:

chmod +x \
  "$HOME/.zorix/bin/zorix-runtime" \
  "$HOME/.zorix/bin/zorix-gguf-run"

export PATH="$HOME/.zorix/bin:$PATH"

Run the model by specifying its path:

zorix-gguf-run \
  -m "$HOME/.zorix/models/Zorix-Nano-2B-Q5_K_M.gguf"

Run one prompt:

zorix-gguf-run \
  -m "$HOME/.zorix/models/Zorix-Nano-2B-Q5_K_M.gguf" \
  -p "你好，请介绍一下你自己。"

Linux ARM64, Debian and Ubuntu

The Linux runtime supports ARM64/AArch64 systems using glibc.

Create the directories:

mkdir -p "$HOME/.zorix/bin"
mkdir -p "$HOME/.zorix/models"

Download the Linux ARM64 runtime:

curl -L \
  "https://huggingface.co/Zorix-official/Zorix-Nano-2B-GGUF/resolve/main/runtime/linux-arm64/zorix-runtime-linux-arm64" \
  -o "$HOME/.zorix/bin/zorix-runtime"

Download the launcher:

curl -L \
  "https://huggingface.co/Zorix-official/Zorix-Nano-2B-GGUF/resolve/main/runtime/linux-arm64/zorix-gguf-run" \
  -o "$HOME/.zorix/bin/zorix-gguf-run"

Download the model:

curl -L \
  "https://huggingface.co/Zorix-official/Zorix-Nano-2B-GGUF/resolve/main/Zorix-Nano-2B-Q5_K_M.gguf" \
  -o "$HOME/.zorix/models/Zorix-Nano-2B-Q5_K_M.gguf"

Install required libraries on Debian or Ubuntu:

sudo apt update
sudo apt install -y libc6 libstdc++6 libgomp1 libgcc-s1

Enable and run:

chmod +x "$HOME/.zorix/bin/zorix-runtime"
chmod +x "$HOME/.zorix/bin/zorix-gguf-run"

export PATH="$HOME/.zorix/bin:$PATH"

zorix-gguf-run \
  -m "$HOME/.zorix/models/Zorix-Nano-2B-Q5_K_M.gguf"

Supported platforms

Platform| Architecture| Status
Android Termux| ARM64| Supported
Linux| ARM64/AArch64| Supported
Debian| ARM64/AArch64| Supported
Ubuntu| ARM64/AArch64| Supported
Linux AMD64| Not currently supported| 
Windows| Not currently supported| 
macOS| Not currently supported| 

Model file

File| Description
"Zorix-Nano-2B-Q5_K_M.gguf"| Zorix Nano 2B Q5_K_M model
"config.json"| Model configuration and architecture information
"LICENSE"| Model license

Limitations

Zorix Nano 2B may:

- Generate incorrect information
- Misunderstand complex instructions
- Produce repetitive responses
- Generate unsuitable or biased content
- Perform worse than larger language models

Review important outputs before relying on them.

The model is not a substitute for qualified medical, legal, financial or safety professionals.

Developer

Zorix

Official website:

https://zorix.it

Model repository:

https://huggingface.co/Zorix-official/Zorix-Nano-2B-GGUF