Instructions to use Datadog/Toto-1.0-QA-Experimental with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Datadog/Toto-1.0-QA-Experimental with Transformers:

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

pipe = pipeline("image-text-to-text", model="Datadog/Toto-1.0-QA-Experimental")
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)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("Datadog/Toto-1.0-QA-Experimental", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use Datadog/Toto-1.0-QA-Experimental with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Datadog/Toto-1.0-QA-Experimental"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Datadog/Toto-1.0-QA-Experimental",
		"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/Datadog/Toto-1.0-QA-Experimental

SGLang

How to use Datadog/Toto-1.0-QA-Experimental 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 "Datadog/Toto-1.0-QA-Experimental" \
    --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": "Datadog/Toto-1.0-QA-Experimental",
		"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 "Datadog/Toto-1.0-QA-Experimental" \
        --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": "Datadog/Toto-1.0-QA-Experimental",
		"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 Datadog/Toto-1.0-QA-Experimental with Docker Model Runner:
```
docker model run hf.co/Datadog/Toto-1.0-QA-Experimental
```

Toto-1.0-QA-Experimental

Commit History

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Commit History

Improve model card metadata and add paper reference (#1) 482c596

change arch image to be compatible with dark mode 9165737 verified

Update README.md 259fc14 verified

Upload EU AI Act GPAI Summary Toto-1.0-QA-Experimental 2026.03.12.pdf 9e1c80e verified

Update README.md e110a62 verified

Update README.md 2229230 verified

Upload model b7482d2

Improve model card metadata and add paper reference (#1)

482c596

change arch image to be compatible with dark mode

9165737
verified

Update README.md

259fc14
verified

Upload EU AI Act GPAI Summary Toto-1.0-QA-Experimental 2026.03.12.pdf

9e1c80e
verified

Update README.md

e110a62
verified

Update README.md

2229230
verified

Upload model

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