Instructions to use darksensei/pix2struct-cord with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use darksensei/pix2struct-cord with Transformers:

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

pipe = pipeline("image-text-to-text", model="darksensei/pix2struct-cord")

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

processor = AutoProcessor.from_pretrained("darksensei/pix2struct-cord")
model = AutoModelForMultimodalLM.from_pretrained("darksensei/pix2struct-cord", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use darksensei/pix2struct-cord with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "darksensei/pix2struct-cord"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "darksensei/pix2struct-cord",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/darksensei/pix2struct-cord

SGLang

How to use darksensei/pix2struct-cord 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 "darksensei/pix2struct-cord" \
    --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": "darksensei/pix2struct-cord",
		"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 "darksensei/pix2struct-cord" \
        --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": "darksensei/pix2struct-cord",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use darksensei/pix2struct-cord with Docker Model Runner:
```
docker model run hf.co/darksensei/pix2struct-cord
```

pix2struct-cord

Commit History

Jul 25, 2025

03:06
Adding `safetensors` variant of this model⁠

SFconvertbot

Verified signature
7e2f0b1

Apr 11, 2023

21:56
checkpoint 18 epoch

darksensei

c8130c2
21:52
checkpoint 18 epoch

darksensei

ef9db4a
21:52
initial commit

darksensei

30af243

Commit History

Jul 25, 2025

Adding `safetensors` variant of this model⁠

Apr 11, 2023

checkpoint 18 epoch

checkpoint 18 epoch

initial commit