Instructions to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-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 mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Nanbeige-4.1-Python-DeepThink-3B-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 mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Nanbeige-4.1-Python-DeepThink-3B-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/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/Nanbeige-4.1-Python-DeepThink-3B-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/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with Ollama:
```
ollama run hf.co/mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-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/Nanbeige-4.1-Python-DeepThink-3B-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/Nanbeige-4.1-Python-DeepThink-3B-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/Nanbeige-4.1-Python-DeepThink-3B-GGUF to start chatting

How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/Nanbeige-4.1-Python-DeepThink-3B-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/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Nanbeige-4.1-Python-DeepThink-3B-GGUF-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/Nanbeige-4.1-Python-DeepThink-3B-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/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "mradermacher/Nanbeige-4.1-Python-DeepThink-3B-GGUF:Q4_K_M" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

@@ -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
+Nanbeige-4.1-Python-DeepThink-3B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Nanbeige-4.1-Python-DeepThink-3B.f16.gguf filter=lfs diff=lfs merge=lfs -text

mradermacher
/

Nanbeige-4.1-Python-DeepThink-3B-GGUF

uploaded from rich1

+version https://git-lfs.github.com/spec/v1
+oid sha256:e65b67e939d27f4774ba4f077c883f9a24c6fb697db2fa57b71bf5e913c377b1
+size 2240585920

+version https://git-lfs.github.com/spec/v1
+oid sha256:dbca3f9f2cf9b5e79d8daa1b0dbce4414473ca5380dc74e1984f85df6de4d0fb
+size 1623103680

+version https://git-lfs.github.com/spec/v1
+oid sha256:ebb228238052b0e6e2f6cd833279ca88f9aac9f36ad8d0495f719e71845185d9
+size 2147499200

+version https://git-lfs.github.com/spec/v1
+oid sha256:93ca8bf54e651a83c8665a86d82035754cd08d4316b1bdf97f35d0806cd45578
+size 2015608000

+version https://git-lfs.github.com/spec/v1
+oid sha256:8c56baa54ae449379973eed5eefa41966685b364f61ae07f4ab0ccf3f211a8c5
+size 1860943040

+version https://git-lfs.github.com/spec/v1
+oid sha256:dcb06555543a0ccba0ec66f17506342e841abd867de83eb51271cc27cada37e6
+size 2443112640

+version https://git-lfs.github.com/spec/v1
+oid sha256:53d1f06672b4f6ee844d3aaee2a9cc8cdca2834ae655a244b40a6398de75994e
+size 2340958400

+version https://git-lfs.github.com/spec/v1
+oid sha256:9e966a987b90edd206665326ceff499d07ba8804408490e68ae895dc9de10139
+size 2825269440

+version https://git-lfs.github.com/spec/v1
+oid sha256:8c39ed360a7251a3ec52ff78665531fc9d292c7e04364500dac62ad9eda3c809
+size 2765385920

+version https://git-lfs.github.com/spec/v1
+oid sha256:69ea5602077088effb4641598227c340470440c3a027692e397a56f25573b342
+size 3231311040

	@@ -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:c44c3fe56cfefe565fdc7f708d079d62ecdc1f2cf04a18fb19312dc92852619f
+size 4183948480

+version https://git-lfs.github.com/spec/v1
+oid sha256:4a133eec67a383de7040f9e90d9d87bdc490bcbd726eb493cca3f016931a3653
+size 7871577280