Instructions to use distil-labs/Distil-Localdoc-Qwen3-0.6B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use distil-labs/Distil-Localdoc-Qwen3-0.6B with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="distil-labs/Distil-Localdoc-Qwen3-0.6B")

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("distil-labs/Distil-Localdoc-Qwen3-0.6B", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use distil-labs/Distil-Localdoc-Qwen3-0.6B 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 distil-labs/Distil-Localdoc-Qwen3-0.6B
# Run inference directly in the terminal:
llama cli -hf distil-labs/Distil-Localdoc-Qwen3-0.6B

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf distil-labs/Distil-Localdoc-Qwen3-0.6B
# Run inference directly in the terminal:
llama cli -hf distil-labs/Distil-Localdoc-Qwen3-0.6B

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 distil-labs/Distil-Localdoc-Qwen3-0.6B
# Run inference directly in the terminal:
./llama-cli -hf distil-labs/Distil-Localdoc-Qwen3-0.6B

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 distil-labs/Distil-Localdoc-Qwen3-0.6B
# Run inference directly in the terminal:
./build/bin/llama-cli -hf distil-labs/Distil-Localdoc-Qwen3-0.6B

Use Docker

docker model run hf.co/distil-labs/Distil-Localdoc-Qwen3-0.6B

LM Studio
Jan

vLLM

How to use distil-labs/Distil-Localdoc-Qwen3-0.6B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "distil-labs/Distil-Localdoc-Qwen3-0.6B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "distil-labs/Distil-Localdoc-Qwen3-0.6B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/distil-labs/Distil-Localdoc-Qwen3-0.6B

SGLang

How to use distil-labs/Distil-Localdoc-Qwen3-0.6B with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "distil-labs/Distil-Localdoc-Qwen3-0.6B" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "distil-labs/Distil-Localdoc-Qwen3-0.6B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "distil-labs/Distil-Localdoc-Qwen3-0.6B" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "distil-labs/Distil-Localdoc-Qwen3-0.6B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Ollama
How to use distil-labs/Distil-Localdoc-Qwen3-0.6B with Ollama:
```
ollama run hf.co/distil-labs/Distil-Localdoc-Qwen3-0.6B
```
Unsloth Desktop
Docker Model Runner
How to use distil-labs/Distil-Localdoc-Qwen3-0.6B with Docker Model Runner:
```
docker model run hf.co/distil-labs/Distil-Localdoc-Qwen3-0.6B
```

Lemonade

How to use distil-labs/Distil-Localdoc-Qwen3-0.6B with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull distil-labs/Distil-Localdoc-Qwen3-0.6B

Run and chat with the model

lemonade run user.Distil-Localdoc-Qwen3-0.6B-{{QUANT_TAG}}

List all available models

lemonade list

Atomic Chat

Vineethreddy commited on Dec 21, 2025

Commit

8660193

verified ·

1 Parent(s): 3bb7df7

Update README.md

Browse files

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README.md +44 -0

README.md CHANGED Viewed

@@ -29,6 +29,50 @@ model-index:
       name: LLM-as-Judge Accuracy
       verified: false
 ---
 # Distil-Localdoc-Qwen3-0.6B

       name: LLM-as-Judge Accuracy
       verified: false
 ---
+<div align="center">
+  <img src="https://github.com/distil-labs/badges/blob/main/distillabs-logo.svg?raw=true" width="40%" alt="distil labs" />
+</div>
+---
+<div align="center">
+  <table>
+    <tr>
+      <td align="center">
+        <a href="https://www.distillabs.ai/?utm_source=hugging-face&utm_medium=referral&utm_campaign=distil-localdoc">
+          <img src="https://github.com/distil-labs/badges/blob/main/badge-distillabs-home.svg?raw=true" alt="Homepage"/>
+        </a>
+      </td>
+      <td align="center">
+        <a href="https://github.com/distil-labs">
+          <img src="https://github.com/distil-labs/badges/blob/main/badge-github.svg?raw=true" alt="GitHub"/>
+        </a>
+      </td>
+      <td align="center">
+        <a href="https://huggingface.co/distil-labs">
+          <img src="https://github.com/distil-labs/badges/blob/main/badge-huggingface.svg?raw=true" alt="Hugging Face"/>
+        </a>
+      </td>
+    </tr>
+    <tr>
+      <td align="center">
+        <a href="https://www.linkedin.com/company/distil-labs/">
+          <img src="https://github.com/distil-labs/badges/blob/main/badge-linkedin.svg?raw=true" alt="LinkedIn"/>
+        </a>
+      </td>
+      <td align="center">
+        <a href="https://distil-labs-community.slack.com/join/shared_invite/zt-36zqj87le-i3quWUn2bjErRq22xoE58g">
+          <img src="https://github.com/distil-labs/badges/blob/main/badge-slack.svg?raw=true" alt="Slack"/>
+        </a>
+      </td>
+      <td align="center">
+        <a href="https://x.com/distil_labs">
+          <img src="https://github.com/distil-labs/badges/blob/main/badge-twitter.svg?raw=true" alt="Twitter"/>
+        </a>
+      </td>
+    </tr>
+  </table>
+</div>
 # Distil-Localdoc-Qwen3-0.6B