Instructions to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF", dtype="auto")

llama-cpp-python

How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF",
	filename="pii-redaction-healthcare-qwen3-4b.IQ4_XS.gguf",
)

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

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/pii-redaction-healthcare-qwen3-4b-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 mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/pii-redaction-healthcare-qwen3-4b-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 mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/pii-redaction-healthcare-qwen3-4b-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 mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with Ollama:
```
ollama run hf.co/mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/pii-redaction-healthcare-qwen3-4b-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 mradermacher/pii-redaction-healthcare-qwen3-4b-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 mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF to start chatting

How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @mariozechner/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf mradermacher/pii-redaction-healthcare-qwen3-4b-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 mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat new
Docker Model Runner
How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/pii-redaction-healthcare-qwen3-4b-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.pii-redaction-healthcare-qwen3-4b-GGUF-Q4_K_M

List all available models

lemonade list

mradermacher commited on Mar 3

Commit

f638fa3

verified ·

1 Parent(s): d7778d2

uploaded from leia

Browse files

Files changed (13) hide show

.gitattributes +12 -0
pii-redaction-healthcare-qwen3-4b.IQ4_XS.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q2_K.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q3_K_L.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q3_K_M.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q3_K_S.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q4_K_M.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q4_K_S.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q5_K_M.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q5_K_S.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q6_K.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.Q8_0.gguf +3 -0
pii-redaction-healthcare-qwen3-4b.f16.gguf +3 -0

@@ -33,3 +33,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+pii-redaction-healthcare-qwen3-4b.f16.gguf filter=lfs diff=lfs merge=lfs -text

+version https://git-lfs.github.com/spec/v1
+oid sha256:0b28668275c32374e418771e951352cbe0441715231288c5a2008d871ab7a90f
+size 2286314880

+version https://git-lfs.github.com/spec/v1
+oid sha256:b47801b4099dda3bcf758a25cbea8d9f3a1ffdca599612802a6a294e23ceeaab
+size 1669498240

+version https://git-lfs.github.com/spec/v1
+oid sha256:91f38ee48497afcc197b089b99f686fc03d5088d88408e98c8feb093e750c0d7
+size 2239784320

+version https://git-lfs.github.com/spec/v1
+oid sha256:d47eaf9993bf9b53fbd09ea30af33d907eda8e03a64b5d60ce36fdca6ab74027
+size 2075616640

+version https://git-lfs.github.com/spec/v1
+oid sha256:5976901bb048d0015d8820615b7064105c6d9b87366939825bad533dc9a3d125
+size 1886995840

+version https://git-lfs.github.com/spec/v1
+oid sha256:c5dd23c650cd40120f32950ee14bf88c35a2be4c6611d3f5361b6468855863e4
+size 2497279360

+version https://git-lfs.github.com/spec/v1
+oid sha256:8b63068fde8b8a17c790a0f7ae748964612510708b85b496881d265bc29319d8
+size 2383308160

+version https://git-lfs.github.com/spec/v1
+oid sha256:f5a5567765c54bfac851c07d52d00ee114d9cf021805ad7c23531fd69801c32b
+size 2889512320

+version https://git-lfs.github.com/spec/v1
+oid sha256:b9e23579e57f04c9e957b9ec661139aaa0dbde66faef84d072d19cf2a7036a29
+size 2823710080

+version https://git-lfs.github.com/spec/v1
+oid sha256:7407b6b4bb1063b07adfc66fe147fcba852049d4211c8a1b2664200169eead75
+size 3306259840

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:43eccb5ecf2241981618dbbfe99575a5f3936a4d51b7d5c0ac9c02f64d4bc765
+size 4280403840

+version https://git-lfs.github.com/spec/v1
+oid sha256:0fc523fd462014048d06347e16ffddf8e2fac54a77fbe79d8d225b8b06616559
+size 8051283840