Instructions to use pankajmathur/orca_mini_phi-4-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use pankajmathur/orca_mini_phi-4-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("pankajmathur/orca_mini_phi-4-GGUF", dtype="auto")

llama-cpp-python

How to use pankajmathur/orca_mini_phi-4-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="pankajmathur/orca_mini_phi-4-GGUF",
	filename="orca_mini_phi-4.IQ4_XS.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use pankajmathur/orca_mini_phi-4-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf pankajmathur/orca_mini_phi-4-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 pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf pankajmathur/orca_mini_phi-4-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 pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf pankajmathur/orca_mini_phi-4-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 pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M

Use Docker

docker model run hf.co/pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use pankajmathur/orca_mini_phi-4-GGUF with Ollama:
```
ollama run hf.co/pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M
```

Unsloth Studio new

How to use pankajmathur/orca_mini_phi-4-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 pankajmathur/orca_mini_phi-4-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 pankajmathur/orca_mini_phi-4-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for pankajmathur/orca_mini_phi-4-GGUF to start chatting

Docker Model Runner
How to use pankajmathur/orca_mini_phi-4-GGUF with Docker Model Runner:
```
docker model run hf.co/pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M
```

Lemonade

How to use pankajmathur/orca_mini_phi-4-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull pankajmathur/orca_mini_phi-4-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.orca_mini_phi-4-GGUF-Q4_K_M

List all available models

lemonade list

Model Name: orca_mini_phi-4-GGUF

orca_mini_phi-4-GGUF is static quant version of orca_mini_phi-4

"Obsessed with Open Source GenAI's potential? So am I ! Let's Contribute together 🚀 https://www.linkedin.com/in/pankajam"

NOTICE

By providing proper credit and attribution, you are granted permission to use this model as a foundational base for further Full fine tuning, DPO, PPO or ORPO tuning and any kind of Merges. I actively encourage users to customize and enhance the model according to their specific needs, as this version is designed to be a comprehensive general model. Dive in and innovate!

Example Usage on Your Personal Computer

My preferred method is Ollama but you can choose other ways to use this modle locally on your PC by going to right side of this repo card and select "Use this model".

Here are the steps for Ollama:

Install Ollama https://github.com/ollama/ollama
After Installing Ollama (choose various available quants size, depending upon your PC RAM) run below command on your terminal, for example for Nov 2023 MacBook Pro with 16GB RAM:

  ollama run hf.co/pankajmathur/orca_mini_phi-4-GGUF:Q4_K_S

Start Chatting with this model!
Optional: For ChatGPT like experience (or better), Install Open-Webui https://github.com/open-webui/open-webui

  pip install open-webui

  open-webui serve

open-webui will auto connect to Ollama running this model and you can start chatting right away

Downloads last month: 29

GGUF

Model size

15B params

Architecture

llama

Hardware compatibility

2-bit

3-bit

4-bit

5-bit

6-bit

8-bit

Inference Providers NEW

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Model tree for pankajmathur/orca_mini_phi-4-GGUF

Base model

microsoft/phi-4

Finetuned

pankajmathur/orca_mini_phi-4

Quantized

(5)

this model

pankajmathur
/

orca_mini_phi-4-GGUF

Model Name: orca_mini_phi-4-GGUF

NOTICE

Example Usage on Your Personal Computer

Model tree for pankajmathur/orca_mini_phi-4-GGUF

Datasets used to train pankajmathur/orca_mini_phi-4-GGUF