Instructions to use christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf",
	filename="phi3-mini-instruct-pii-redactor-q4_k_m.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 christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-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 christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-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 christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-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 christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M

Use Docker

docker model run hf.co/christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M

LM Studio
Jan

vLLM

How to use christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-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": "christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M

Ollama
How to use christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf with Ollama:
```
ollama run hf.co/christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M
```

Unsloth Studio

How to use christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-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 christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-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 christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf to start chatting

Docker Model Runner
How to use christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf with Docker Model Runner:
```
docker model run hf.co/christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M
```

Lemonade

How to use christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf:Q4_K_M

Run and chat with the model

lemonade run user.phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf-Q4_K_M

List all available models

lemonade list

⚡ Phi-3 Mini Instruct Redactor - GGUF (Q4_K_M)

This is a GGUF-format, Q4_K_M quantized version of phi3-mini-4k-instruct-pii-redactor, optimized for local inference with llama.cpp and other GGUF-compatible tools.

The model was LoRA-finetuned for redaction/instruction tasks and fully merged before conversion and quantization.

🛠 Format & Details

Model Base: microsoft/Phi-3-mini-4k-instruct
LoRA Merged: ✅
GGUF Format: ✅
Quantization: Q4_K_M (4-bit grouped, high quality)
File: phi3-mini-instruct-redactor-q4km.gguf
Model Size: ~2–3 GB

💻 Usage with `llama.cpp`

./llama-cli.exe -m phi3-mini-instruct-redactor-q4km.gguf --prompt "John Doe, born in 1985, lives in Berlin." -n 128 -ngl 100

✅ Works with:

llama.cpp (CUDA build)
text-generation-webui
KoboldCpp
llamacpp-python
LM Studio

📖 Dataset Attribution

This model was fine-tuned using a modified version of the NinjaMasker-PII-Redaction Dataset by King-Harry, which is licensed under the Apache 2.0 License. The dataset was reformatted to suit the training requirements of this model.

⚠️ Disclaimer:

This model is provided "as-is" without any warranties or guarantees regarding its performance, accuracy, or reliability in detecting and redacting personally identifiable information (PII) or other sensitive data.

The model may fail to identify or fully redact all forms of PII, depending on input format, context, or model limitations.

Use of this model is at your own risk.

The authors and maintainers of this model accept no responsibility or liability for any data leakage, compliance violations, or security breaches that may occur as a result of using this model.

📜 License

MIT License

Downloads last month: 37

GGUF

Model size

4B params

Architecture

phi3

Hardware compatibility

4-bit

Model tree for christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf

Base model

microsoft/Phi-3-mini-4k-instruct

Adapter

christopherheuer/phi3-mini-4k-instruct-pii-redactor

Quantized

(1)

this model

christopherheuer
/

phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf

⚡ Phi-3 Mini Instruct Redactor - GGUF (Q4_K_M)

🛠 Format & Details

💻 Usage with `llama.cpp`

✅ Works with:

📖 Dataset Attribution

⚠️ Disclaimer:

📜 License

Model tree for christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf

Dataset used to train christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf

⚡ Phi-3 Mini Instruct Redactor - GGUF (Q4_K_M)

🛠 Format & Details

💻 Usage with llama.cpp

✅ Works with:

📖 Dataset Attribution

⚠️ Disclaimer:

📜 License

Model tree for christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf

Dataset used to train christopherheuer/phi3-mini-4k-instruct-pii-redactor-q4_k_m-gguf

💻 Usage with `llama.cpp`