Instructions to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with Transformers:

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf 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 artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_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 artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_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 artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

Use Docker

docker model run hf.co/artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

LM Studio
Jan
Ollama
How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with Ollama:
```
ollama run hf.co/artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M
```
Unsloth Desktop

How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with Docker Model Runner:
```
docker model run hf.co/artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M
```

Lemonade

How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

Run and chat with the model

lemonade run user.QWEN-2.5-0.5B-Synthia-II-gguf-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf:Q4_K_M" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

About

Thanks Redmond.AI for GPU Sponsor!

🌐 Website

You can find more of my models, projects, and information on my official website:

artificialguy.com

🚀 Prompt Hub

Need high-quality prompts for image models and LLMs? Explore findgoodprompt.com.

💖 Support My Work

If you find this model useful, please consider supporting my work. It helps me cover server costs and dedicate more time to new open-source projects.

Patreon: Support on Patreon
Ko-fi: Buy me a Ko-fi
Buy Me a Coffee: Buy me a Coffee

Quantization for: https://huggingface.co/artificialguybr/QWEN-2.5-0.5B-Synthia-II

How to use

If you are unsure how to use GGUF files, look at the TheBloke READMEs for more details, including on how to concatenate multi-part files.

Explore More

Discover more of my models, projects, and practical AI resources:

AI tools directory: JustGoodAI — a curated directory of useful AI tools.

Downloads last month: 290

GGUF

Model size

0.6B params

Architecture

qwen2

Hardware compatibility

2-bit

3-bit

4-bit

5-bit

6-bit

8-bit

16-bit

Inference Providers NEW

This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Model tree for artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf

Base model

Qwen/Qwen2.5-0.5B

Finetuned

artificialguybr/QWEN-2.5-0.5B-Synthia-II

Quantized

(3)

this model

artificialguybr
/

QWEN-2.5-0.5B-Synthia-II-gguf

About

🌐 Website

🚀 Prompt Hub

💖 Support My Work

How to use

Explore More

Model tree for artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf

Dataset used to train artificialguybr/QWEN-2.5-0.5B-Synthia-II-gguf