Instructions to use numind/NuExtract3-W8A8 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use numind/NuExtract3-W8A8 with Transformers:

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

pipe = pipeline("image-text-to-text", model="numind/NuExtract3-W8A8")
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 AutoProcessor, AutoModelForImageTextToText

processor = AutoProcessor.from_pretrained("numind/NuExtract3-W8A8")
model = AutoModelForImageTextToText.from_pretrained("numind/NuExtract3-W8A8")
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=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use numind/NuExtract3-W8A8 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "numind/NuExtract3-W8A8"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "numind/NuExtract3-W8A8",
		"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/numind/NuExtract3-W8A8

SGLang

How to use numind/NuExtract3-W8A8 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 "numind/NuExtract3-W8A8" \
    --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": "numind/NuExtract3-W8A8",
		"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 "numind/NuExtract3-W8A8" \
        --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": "numind/NuExtract3-W8A8",
		"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 numind/NuExtract3-W8A8 with Docker Model Runner:
```
docker model run hf.co/numind/NuExtract3-W8A8
```

NuExtract3-W8A8 / TYPES.md

SorenDreano

Upload folder using huggingface_hub

b7a4ec1 verified about 20 hours ago

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	\| Type \| Description \| Examples \|
	\| --- \| --- \| --- \|
	\| integer \| An integer number. \| 12, 0, -4 \|
	\| number \| Any number, including floating point or integers. \| 3.14, -9.1, 0 \|
	\| string \| A general string; can be abstractive or deduced from reasoning. \| Hello World, any string \|
	\| verbatim-string \| Strictly extractive from input; preserves all characters (accents, emojis) but normalizes whitespace/tabs to a single space. \| John Doe, 1120 Santa Monica Boulevard \|
	\| date \| ISO 8601 compliant. Supports reduced accuracy (YYYY-MM, YYYY, --MM-DD) and week dates (YYYY-Www). \| 2024-01-15, 2024-01, --12-25 \|
	\| time \| ISO 8601 compliant. Supports reduced accuracy and timezone offsets (+hh-mm). \| 14:30:57, 18:01, 14:30:45.123Z \|
	\| date-time \| ISO 8601 compliant (YYYY-MM-DDThh:mm:ss.s+hh-mm). Can omit components if only date or time is present. \| 2024-03-14T14:45:00, 2023-05-15T14 \|
	\| duration \| ISO 8601 duration (PnYnMnDTnHnMnS). "P3W" (weeks) cannot be combined with other date components. \| P2Y1M3D, PT1M30S, P3W \|
	\| boolean \| A logic value of true or false. \| true, false \|
	\| country \| Uppercase 2-character ISO 3166-1 country code. \| FR, SG, KR \|
	\| currency \| Uppercase 3-character ISO 4217 code. Covers current and historic currencies. \| EUR, USD, DEM \|
	\| language \| Lowercase 3-character ISO 639-3 language code. \| eng, fra, cos \|
	\| language-tag \| IETF BCP 47 / RFC 5646 tag. Includes language, script (opt), region (opt), and variants. \| en-US, zh-Hans-CN, sl-rozaj \|
	\| script \| Titlecase 4-character ISO 15924 script code. \| Latn, Kore, Deva \|
	\| url \| RFC 3987 IRI. Supports Unicode characters, schemes (http, ftp), and Punycode for domain names. \| https://例子.测试/路径, ftp://user@host/file.txt \|
	\| email-address \| RFC 5322/6531 compliant. Supports internationalized characters in local and domain parts. \| firstname.lastname@example.com, 用户@例子.公司 \|
	\| phone-number \| E.164 compliant if region is known (e.g., +1...); otherwise, extracted as a raw digit string. \| +33612345678, 6505550123 \|
	\| iban \| ISO 13616-1 International Bank Account Number. Structure varies by country. \| DE89370400440532013000 \|
	\| bic \| ISO 9362 Business Identifier Code (8 or 11 characters). \| BNPAFRPPXXX, DEUTDEDBFRA \|
	\| unit-code \| UCUM (Unified Code for Units of Measure) code. \| m, kg, s, Hz \|
	\| region:US \| Uppercase subdivision code complying to ISO 3166-2:US. \| NY, DC, GU \|
	\| region:FR \| Uppercase subdivision code complying to ISO 3166-2:FR. \| 49 (Maine-et-Loire), MQ (Martinique), V (Rhône-Alpes) \|
	\| region:IE \| Uppercase subdivision code complying to ISO 3166-2:IE. \| D (Dublin), C (Connacht), WD (Waterford) \|
	\| region:GB \| Uppercase subdivision code complying to ISO 3166-2:GB. \| WSX (West Sussex), WSM (Westminster), WIL (Wiltshire) \|
	\| region:IT \| Uppercase subdivision code complying to ISO 3166-2:IT. \| RM (Rome), BZ (Bolzano), 82 (Sicily) \|
	\| region:ES \| Uppercase subdivision code complying to ISO 3166-2:ES. \| GA (Galicia), GR (Granada), ML (Melilla) \|
	\| region:DE \| Uppercase subdivision code complying to ISO 3166-2:DE. \| BY (Bayern), BE (Berlin), HH (Hamburg) \|
	\| region:PT \| Uppercase subdivision code complying to ISO 3166-2:PT. \| 11 (Lisbon), 20 (Azores) \|
	\| region:CA \| Uppercase subdivision code complying to ISO 3166-2:CA. \| QC (Quebec), NU (Nunavut), YT (Yukon) \|
	\| region:MX \| Uppercase subdivision code complying to ISO 3166-2:MX. \| JAL (Jalisco), DIF (Distrito Federal), AGU (Aguascalientes) \|
	\| region:BR \| Uppercase subdivision code complying to ISO 3166-2:BR. \| RJ (Rio de Janeiro), DF (Distrito Federal), SP (São Paulo) \|
	\| region:AU \| Uppercase subdivision code complying to ISO 3166-2:AU. \| NSW (New South Wales), VIC (Victoria), ACT (Australian Capital Territory) \|
	\| region:JP \| Uppercase subdivision code complying to ISO 3166-2:JP. \| 13 (Tokyo), 27 (Osaka), 01 (Hokkaidō) \|
	\| region:KR \| Uppercase subdivision code complying to ISO 3166-2:KR. \| 11 (Seoul), 26 (Busan), 41 (Gyeonggi) \|

	\| Type \| Description \| Examples \|
	\| --- \| --- \| --- \|
	\| integer \| An integer number. \| 12, 0, -4 \|
	\| number \| Any number, including floating point or integers. \| 3.14, -9.1, 0 \|
	\| string \| A general string; can be abstractive or deduced from reasoning. \| Hello World, any string \|
	\| verbatim-string \| Strictly extractive from input; preserves all characters (accents, emojis) but normalizes whitespace/tabs to a single space. \| John Doe, 1120 Santa Monica Boulevard \|
	\| date \| ISO 8601 compliant. Supports reduced accuracy (YYYY-MM, YYYY, --MM-DD) and week dates (YYYY-Www). \| 2024-01-15, 2024-01, --12-25 \|
	\| time \| ISO 8601 compliant. Supports reduced accuracy and timezone offsets (+hh-mm). \| 14:30:57, 18:01, 14:30:45.123Z \|
	\| date-time \| ISO 8601 compliant (YYYY-MM-DDThh:mm:ss.s+hh-mm). Can omit components if only date or time is present. \| 2024-03-14T14:45:00, 2023-05-15T14 \|
	\| duration \| ISO 8601 duration (PnYnMnDTnHnMnS). "P3W" (weeks) cannot be combined with other date components. \| P2Y1M3D, PT1M30S, P3W \|
	\| boolean \| A logic value of true or false. \| true, false \|
	\| country \| Uppercase 2-character ISO 3166-1 country code. \| FR, SG, KR \|
	\| currency \| Uppercase 3-character ISO 4217 code. Covers current and historic currencies. \| EUR, USD, DEM \|
	\| language \| Lowercase 3-character ISO 639-3 language code. \| eng, fra, cos \|
	\| language-tag \| IETF BCP 47 / RFC 5646 tag. Includes language, script (opt), region (opt), and variants. \| en-US, zh-Hans-CN, sl-rozaj \|
	\| script \| Titlecase 4-character ISO 15924 script code. \| Latn, Kore, Deva \|
	\| url \| RFC 3987 IRI. Supports Unicode characters, schemes (http, ftp), and Punycode for domain names. \| https://例子.测试/路径, ftp://user@host/file.txt \|
	\| email-address \| RFC 5322/6531 compliant. Supports internationalized characters in local and domain parts. \| firstname.lastname@example.com, 用户@例子.公司 \|
	\| phone-number \| E.164 compliant if region is known (e.g., +1...); otherwise, extracted as a raw digit string. \| +33612345678, 6505550123 \|
	\| iban \| ISO 13616-1 International Bank Account Number. Structure varies by country. \| DE89370400440532013000 \|
	\| bic \| ISO 9362 Business Identifier Code (8 or 11 characters). \| BNPAFRPPXXX, DEUTDEDBFRA \|
	\| unit-code \| UCUM (Unified Code for Units of Measure) code. \| m, kg, s, Hz \|
	\| region:US \| Uppercase subdivision code complying to ISO 3166-2:US. \| NY, DC, GU \|
	\| region:FR \| Uppercase subdivision code complying to ISO 3166-2:FR. \| 49 (Maine-et-Loire), MQ (Martinique), V (Rhône-Alpes) \|
	\| region:IE \| Uppercase subdivision code complying to ISO 3166-2:IE. \| D (Dublin), C (Connacht), WD (Waterford) \|
	\| region:GB \| Uppercase subdivision code complying to ISO 3166-2:GB. \| WSX (West Sussex), WSM (Westminster), WIL (Wiltshire) \|
	\| region:IT \| Uppercase subdivision code complying to ISO 3166-2:IT. \| RM (Rome), BZ (Bolzano), 82 (Sicily) \|
	\| region:ES \| Uppercase subdivision code complying to ISO 3166-2:ES. \| GA (Galicia), GR (Granada), ML (Melilla) \|
	\| region:DE \| Uppercase subdivision code complying to ISO 3166-2:DE. \| BY (Bayern), BE (Berlin), HH (Hamburg) \|
	\| region:PT \| Uppercase subdivision code complying to ISO 3166-2:PT. \| 11 (Lisbon), 20 (Azores) \|
	\| region:CA \| Uppercase subdivision code complying to ISO 3166-2:CA. \| QC (Quebec), NU (Nunavut), YT (Yukon) \|
	\| region:MX \| Uppercase subdivision code complying to ISO 3166-2:MX. \| JAL (Jalisco), DIF (Distrito Federal), AGU (Aguascalientes) \|
	\| region:BR \| Uppercase subdivision code complying to ISO 3166-2:BR. \| RJ (Rio de Janeiro), DF (Distrito Federal), SP (São Paulo) \|
	\| region:AU \| Uppercase subdivision code complying to ISO 3166-2:AU. \| NSW (New South Wales), VIC (Victoria), ACT (Australian Capital Territory) \|
	\| region:JP \| Uppercase subdivision code complying to ISO 3166-2:JP. \| 13 (Tokyo), 27 (Osaka), 01 (Hokkaidō) \|
	\| region:KR \| Uppercase subdivision code complying to ISO 3166-2:KR. \| 11 (Seoul), 26 (Busan), 41 (Gyeonggi) \|