Instructions to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF",
	filename="Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-IQ4_XS.gguf",
)

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

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-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 featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-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 featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-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 featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-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 featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M

Use Docker

docker model run hf.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-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": "featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M

Ollama
How to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF with Ollama:
```
ollama run hf.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M
```

Unsloth Studio

How to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-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 featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-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 featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF to start chatting

Atomic Chat new
Docker Model Runner
How to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF with Docker Model Runner:
```
docker model run hf.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M
```

Lemonade

How to use featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF-Q4_K_M

List all available models

lemonade list

m8than commited on Mar 31, 2025

Commit

c24761a

verified ·

1 Parent(s): 44fc7e3

Upload folder using huggingface_hub

Browse files

Files changed (14) hide show

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+---
+base_model: Orion-zhen/Qwen2.5-7B-Instruct-Uncensored
+pipeline_tag: text-generation
+quantized_by: featherless-ai-quants
+---
+# Orion-zhen/Qwen2.5-7B-Instruct-Uncensored GGUF Quantizations 🚀
+![Featherless AI Quants](./featherless-quants.png)
+*Optimized GGUF quantization files for enhanced model performance*
+> Powered by [Featherless AI](https://featherless.ai) - run any model you'd like for a simple small fee.
+---
+## Available Quantizations 📊
+| Quantization Type | File | Size |
+|-------------------|------|------|
+| IQ4_XS | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-IQ4_XS.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-IQ4_XS.gguf) | 4053.40 MB |
+| Q2_K | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q2_K.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q2_K.gguf) | 2876.22 MB |
+| Q3_K_L | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_L.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_L.gguf) | 3899.06 MB |
+| Q3_K_M | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_M.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_M.gguf) | 3631.96 MB |
+| Q3_K_S | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_S.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_S.gguf) | 3330.58 MB |
+| Q4_K_M | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_M.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_M.gguf) | 4466.13 MB |
+| Q4_K_S | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_S.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_S.gguf) | 4251.26 MB |
+| Q5_K_M | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_M.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_M.gguf) | 5192.59 MB |
+| Q5_K_S | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_S.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_S.gguf) | 5068.95 MB |
+| Q6_K | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q6_K.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q6_K.gguf) | 5964.47 MB |
+| Q8_0 | [Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q8_0.gguf](https://huggingface.co/featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF/blob/main/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q8_0.gguf) | 7723.35 MB |
+---
+## ⚡ Powered by [Featherless AI](https://featherless.ai)
+### Key Features
+- 🔥 **Instant Hosting** - Deploy any Llama model on HuggingFace instantly
+- 🛠️ **Zero Infrastructure** - No server setup or maintenance required
+- 📚 **Vast Compatibility** - Support for 2400+ models and counting
+- 💎 **Affordable Pricing** - Starting at just $10/month
+---
+**Links:**
+[Get Started](https://featherless.ai) | [Documentation](https://featherless.ai/docs) | [Models](https://featherless.ai/models)

featherless-quants.png ADDED Viewed

Git LFS Details

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