Instructions to use distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct with Transformers:

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

pipe = pipeline("text-generation", model="distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct")
model = AutoModelForCausalLM.from_pretrained("distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct

SGLang

How to use distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct 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-gitara-v2-Llama-3.2-3B-Instruct" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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-gitara-v2-Llama-3.2-3B-Instruct" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct with Docker Model Runner:
```
docker model run hf.co/distil-labs/Distil-gitara-v2-Llama-3.2-3B-Instruct
```

Vineethreddy commited on Dec 21, 2025

Commit

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@@ -18,25 +18,51 @@ pipeline_tag: text-generation
 ---
 <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><a href="https://www.distillabs.ai/"><img src="https://github.com/distil-labs/badges/blob/main/badge-distillabs-home.svg?raw=true" alt="Homepage"/></a></td>
-      <td><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><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>
-      <td><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>
     </tr>
     <tr>
-      <td colspan="2" 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 colspan="2" 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>
 ---
 # Llama-3.2-Gitara-3B

 ---
 <div align="center">
+  <img src="https://raw.githubusercontent.com/distil-labs/badges/main/distillabs-logo.svg" width="40%" alt="distil labs" />
 </div>
+<hr>
 <div align="center">
+  <table align="center" cellspacing="10">
     <tr>
+      <td>
+        <a href="https://www.distillabs.ai/?utm_source=hugging-face&utm_medium=referral&utm_campaign=distil-gitara">
+          <img src="https://raw.githubusercontent.com/distil-labs/badges/main/badge-distillabs-home.svg" alt="Homepage" height="32" />
+        </a>
+      </td>
+      <td>
+        <a href="https://github.com/distil-labs">
+          <img src="https://raw.githubusercontent.com/distil-labs/badges/main/badge-github.svg" alt="GitHub" height="32" />
+        </a>
+      </td>
+      <td>
+        <a href="https://huggingface.co/distil-labs">
+          <img src="https://raw.githubusercontent.com/distil-labs/badges/main/badge-huggingface.svg" alt="Hugging Face" height="32" />
+        </a>
+      </td>
+      <td>
+        <a href="https://www.linkedin.com/company/distil-labs/">
+          <img src="https://raw.githubusercontent.com/distil-labs/badges/main/badge-linkedin.svg" alt="LinkedIn" height="32" />
+        </a>
+      </td>
     </tr>
     <tr>
+      <td colspan="2" align="center">
+        <a href="https://distil-labs-community.slack.com/join/shared_invite/zt-36zqj87le-i3quWUn2bjErRq22xoE58g">
+          <img src="https://raw.githubusercontent.com/distil-labs/badges/main/badge-slack.svg" alt="Slack" height="32" />
+        </a>
+      </td>
+      <td colspan="2" align="center">
+        <a href="https://x.com/distil_labs">
+          <img src="https://raw.githubusercontent.com/distil-labs/badges/main/badge-twitter.svg" alt="Twitter" height="32" />
+        </a>
+      </td>
     </tr>
   </table>
 </div>
 ---
 # Llama-3.2-Gitara-3B