Instructions to use naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B with Transformers:

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

pipe = pipeline("text-generation", model="naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B

SGLang

How to use naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B 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 "naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B" \
    --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": "naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B",
		"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 "naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B" \
        --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": "naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B with Docker Model Runner:
```
docker model run hf.co/naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B
```

HyperCLOVAX-SEED-Vision-Instruct-3B

Commit History

Jul 23, 2025

14:44
add AIBOM⁠

RiccardoDav

Verified signature
7b38a3e

Jul 21, 2025

15:12
Update README.md

kbu1564

Verified signature
a8b23e3

Jul 10, 2025

05:38
adposition_ids argument for verl

dong.hyun

c166ede

Jul 8, 2025

11:39
Update README & remove redundant code

dong.hyun

db17193
11:25
New Processor, Model for vLLM

dong.hyun

82f2e21

May 22, 2025

23:14
Update preprocessor_config.json

DongHyunKim

Verified signature
cd33a27

May 21, 2025

02:40
Update modeling_hyperclovax.py

DongHyunKim

Verified signature
1604a50

May 6, 2025

12:38
Update library tag for better download tracking and code snippets! (#16)⁠

nakosung +1: Steveeeeeeen

Verified signature
0682eb0

Apr 28, 2025

06:56
Update preprocessor.py⁠

BDLEE

Verified signature
41a5265

Apr 25, 2025

03:17
Switch model weights to safetensors format

sangheeeee

e9d93a4

Apr 24, 2025

21:39
Update modeling_hyperclovax.py

DongHyunKim

Verified signature
a9bc1da
12:13
Update modeling_hyperclovax.py

DongHyunKim

Verified signature
427c32f
04:59
update readme. better user experience

dong.hyun

39ae30a
04:12
Update README.md

DongHyunKim

Verified signature
0d880ef
04:04
Update README.md

DongHyunKim

Verified signature
1f67d50

Apr 23, 2025

06:39
Update README.md

hyperclovax

Verified signature
4ba3236
06:07
Update README.md

ratsgo

Verified signature
b6a3398
02:07
HyperCLOVAX-Seed-Vision-3B

dong.hyun

42c6bee

Apr 22, 2025

08:24
Update README.md⁠

hyperclovax

Verified signature
8186365
08:23
initial commit

hyperclovax

Verified signature
ccde6ee

Commit History

Jul 23, 2025

add AIBOM⁠

Jul 21, 2025

Update README.md

Jul 10, 2025

adposition_ids argument for verl

Jul 8, 2025

Update README & remove redundant code

New Processor, Model for vLLM

May 22, 2025

Update preprocessor_config.json

May 21, 2025

Update modeling_hyperclovax.py

May 6, 2025

Update library tag for better download tracking and code snippets! (#16)⁠

Apr 28, 2025

Update preprocessor.py⁠

Apr 25, 2025

Switch model weights to safetensors format

Apr 24, 2025

Update modeling_hyperclovax.py

Update modeling_hyperclovax.py

update readme. better user experience

Update README.md

Update README.md

Apr 23, 2025

Update README.md

Update README.md

HyperCLOVAX-Seed-Vision-3B

Apr 22, 2025

Update README.md⁠

initial commit