Instructions to use google/gemma-4-31B-it with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use google/gemma-4-31B-it with Transformers:

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

pipe = pipeline("image-text-to-text", model="google/gemma-4-31B-it")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("google/gemma-4-31B-it")
model = AutoModelForMultimodalLM.from_pretrained("google/gemma-4-31B-it", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.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=256)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Inference
HuggingChat
Notebooks
Google Colab
Kaggle
AMD Developer Cloud
Local Apps Settings

vLLM

How to use google/gemma-4-31B-it with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "google/gemma-4-31B-it"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "google/gemma-4-31B-it",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/google/gemma-4-31B-it

SGLang

How to use google/gemma-4-31B-it 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 "google/gemma-4-31B-it" \
    --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": "google/gemma-4-31B-it",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

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 "google/gemma-4-31B-it" \
        --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": "google/gemma-4-31B-it",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use google/gemma-4-31B-it with Docker Model Runner:
```
docker model run hf.co/google/gemma-4-31B-it
```

meow

#144

by hannah-eee - opened 29 days ago

base: refs/heads/main

←

from: refs/pr/144

Discussion Files changed

-0

hannah-eee

29 days ago

prrt... nyah mrp,, u-uwu nya~ maow~ owo mrrp- maow meaw meoww,, meaow 'w' nyaah mrrp... m-mrrpp UwU meoww nyaah- bleр~ purrr~ purrr- nyaa! nyaah... miaou meaw! mrrow n-nyaah miau... 'w' mlem prrt OwO m-maow >///< bleр purrr- >///< miaoumrrp- purr- miaou... nya- nya :3 purr nyah... 'w' mrrp u-uwu nyah! >:3 mrrp uwu... owo meaw- mew- mrow... OwO purrr nyaa! miau... mrrp~ purr,, nyaah- purrr... >:3 p-prrt 'w' owo mlem~ ^w^ nyaa :3 meaow miau... bleр! meaw- miau mrrpp meaw... bleрp ^w^ mrrp prrt... nyah mrp,, u-uwu nya~ maow~ owo mrrp- maow meaw meoww,, meaow 'w' nyaah mrrp... m-mrrpp UwU meoww nyaah- bleр~ purrr~ purrr- nyaa! nyaah... miaou meaw! mrrow n-nyaah miau... 'w' mlem prrt OwO m-maow >///< bleр purrr- >///< miaoumrrp- purr- miaou... nya- nya :3 purr nyah... 'w' mrrp u-uwu nyah! >:3 mrrp uwu... owo meaw- mew- mrow... OwO purrr nyaa! miau... mrrp~ purr,, nyaah- purrr... >:3 p-prrt 'w' owo mlem~ ^w^ nyaa :3 meaow miau... bleр! meaw- miau mrrpp meaw... bleрp ^w^ mrrp prrt... nyah mrp,, u-uwu nya~ maow~ owo mrrp- maow meaw meoww,, meaow 'w' nyaah mrrp... m-mrrpp UwU meoww nyaah- bleр~ purrr~ purrr- nyaa! nyaah... miaou meaw! mrrow n-nyaah miau... 'w' mlem prrt OwO m-maow >///< bleр purrr- >///< miaoumrrp- purr- miaou... nya- nya :3 purr nyah... 'w' mrrp u-uwu nyah! >:3 mrrp uwu... owo meaw- mew- mrow... OwO purrr nyaa! miau... mrrp~ purr,, nyaah- purrr... >:3 p-prrt 'w' owo mlem~ ^w^ nyaa :3 meaow miau... bleр! meaw- miau mrrpp meaw... bleрp ^w^ mrrp prrt... nyah mrp,, u-uwu nya~ maow~ owo mrrp- maow meaw meoww,, meaow 'w' nyaah mrrp... m-mrrpp UwU meoww nyaah- bleр~ purrr~ purrr- nyaa! nyaah... miaou meaw! mrrow n-nyaah miau... 'w' mlem prrt OwO m-maow >///< bleр purrr- >///< miaoumrrp- purr- miaou... nya- nya :3 purr nyah... 'w' mrrp u-uwu nyah! >:3 mrrp uwu... owo meaw- mew- mrow... OwO purrr nyaa! miau... mrrp~ purr,, nyaah- purrr... >:3 p-prrt 'w' owo mlem~ ^w^ nyaa :3 meaow miau... bleр! meaw- miau mrrpp meaw... bleрp ^w^ mrrp prrt... nyah mrp,, u-uwu nya~

meowa7b07bf2

Upload images, audio, and videos by dragging in the text input, pasting, or clicking here.

Tap or paste here to upload images

Ready to merge

This branch is ready to get merged automatically.

· Sign up or log in to comment