Instructions to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF",
	filename="PowerInfer.SmallThinker-3B-Preview.Q2_K.gguf",
)

llm.create_chat_completion(
	messages = [
		{
			"role": "user",
			"content": "What is the capital of France?"
		}
	]
)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf DevQuasar/PowerInfer.SmallThinker-3B-Preview-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 DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf DevQuasar/PowerInfer.SmallThinker-3B-Preview-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 DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M

Use Docker

docker model run hf.co/DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M

Ollama
How to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with Ollama:
```
ollama run hf.co/DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M
```

Unsloth Studio new

How to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF to start chatting

Docker Model Runner
How to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with Docker Model Runner:
```
docker model run hf.co/DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M
```

Lemonade

How to use DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull DevQuasar/PowerInfer.SmallThinker-3B-Preview-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.PowerInfer.SmallThinker-3B-Preview-GGUF-Q4_K_M

List all available models

lemonade list

csabakecskemeti commited on Jul 28, 2025

Commit

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@@ -6,7 +6,15 @@ pipeline_tag: text-generation
 [<img src="https://raw.githubusercontent.com/csabakecskemeti/devquasar/main/dq_logo_black-transparent.png" width="200"/>](https://devquasar.com)
 'Make knowledge free for everyone'
-Quantized version of: [PowerInfer/SmallThinker-3B-Preview](https://huggingface.co/PowerInfer/SmallThinker-3B-Preview)
 <a href='https://ko-fi.com/L4L416YX7C' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://storage.ko-fi.com/cdn/kofi6.png?v=6' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a>

 [<img src="https://raw.githubusercontent.com/csabakecskemeti/devquasar/main/dq_logo_black-transparent.png" width="200"/>](https://devquasar.com)
+Quantized version of: [PowerInfer/SmallThinker-3B-Preview](https://huggingface.co/PowerInfer/SmallThinker-3B-Preview)
 'Make knowledge free for everyone'
+<p align="center">
+  Made with <br>
+  <a href="https://www.civo.com/" target="_blank">
+    <img src="https://www.civo.com/assets/public/brand-assets/civo-logo-colour-60cc1622dedf346f7afde1fff760523f731b0aac106a5465af98ff4073114b74.svg" width="100"/>
+  </a>
+</p>
 <a href='https://ko-fi.com/L4L416YX7C' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://storage.ko-fi.com/cdn/kofi6.png?v=6' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a>