Instructions to use GroundingPI/GroundAnything with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use GroundingPI/GroundAnything with Transformers:

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

pipe = pipeline("image-text-to-text", model="GroundingPI/GroundAnything", trust_remote_code=True)
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 AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("GroundingPI/GroundAnything", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use GroundingPI/GroundAnything with vLLM:

Install from pip and serve model

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

SGLang

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

GroundingPI

Skywalker0410 commited on 10 days ago

Commit

f9dcf33

1 Parent(s): e44e8f1

Add ModelScope weights and release news (#9)

Browse files

- Add ModelScope weights and release news (0daaeaddbe84429dbb578f00c26cd9129224d350)

Co-authored-by: Qize Yu <Skywalker0410@users.noreply.huggingface.co>

Files changed (2) hide show

README.md +8 -0
checksums.sha256 +1 -1

README.md CHANGED Viewed

@@ -35,6 +35,8 @@ inference: false
 ## 🔗 Quick Links
 - 🚀 **Online Demo:** The GroundAnything DLM runtime is not supported on ZeroGPU.
 - 🌐 **Project Page:** [GroundAnything](https://groundingpi.github.io/groundanything/).
 - 💻 **GitHub Code:** [groundingpi/GroundAnything](https://github.com/groundingpi/GroundAnything).
@@ -76,6 +78,8 @@ Global.
 ### Release Date:
 - **Webpage [10/04/2026]:** Project webpage released: [GroundAnything](https://groundingpi.github.io/groundanything/).
 - **Code [10/03/2026]:** GitHub code released: [GroundAnything](https://github.com/groundingpi/GroundAnything).
 - **Paper [09/30/2026]:** [GroundAnything](https://arxiv.org/abs/2609.39600).
@@ -333,6 +337,8 @@ Grounding predictions can miss small or occluded objects, repeat instances, or p
 ## 🔗 快速链接
 - 🚀 **在线演示：** ZeroGPU 不支持 GroundAnything DLM 运行时。
 - 🌐 **项目主页：** [GroundAnything](https://groundingpi.github.io/groundanything/)。
 - 💻 **GitHub 代码：** [groundingpi/GroundAnything](https://github.com/groundingpi/GroundAnything)。
@@ -374,6 +380,8 @@ Grounding predictions can miss small or occluded objects, repeat instances, or p
 ### 发布日志：
 - **网页 [10/04/2026]：** 项目网页发布：[GroundAnything](https://groundingpi.github.io/groundanything/)。
 - **代码 [10/03/2026]：** GitHub 代码发布：[GroundAnything](https://github.com/groundingpi/GroundAnything)。
 - **论文 [09/30/2026]：** [GroundAnything](https://arxiv.org/abs/2609.39600)。

 ## 🔗 Quick Links
+- 🤗 **ModelScope:** [GroundAnything](https://www.modelscope.ai/models/GroundingPI/GroundAnything).
 - 🚀 **Online Demo:** The GroundAnything DLM runtime is not supported on ZeroGPU.
 - 🌐 **Project Page:** [GroundAnything](https://groundingpi.github.io/groundanything/).
 - 💻 **GitHub Code:** [groundingpi/GroundAnything](https://github.com/groundingpi/GroundAnything).
 ### Release Date:
+- **ModelScope [10/14/2026]:** Model weights are now available on [ModelScope](https://www.modelscope.ai/models/GroundingPI/GroundAnything).
 - **Webpage [10/04/2026]:** Project webpage released: [GroundAnything](https://groundingpi.github.io/groundanything/).
 - **Code [10/03/2026]:** GitHub code released: [GroundAnything](https://github.com/groundingpi/GroundAnything).
 - **Paper [09/30/2026]:** [GroundAnything](https://arxiv.org/abs/2609.39600).
 ## 🔗 快速链接
+- 🤗 **ModelScope：** [GroundAnything](https://www.modelscope.ai/models/GroundingPI/GroundAnything)。
 - 🚀 **在线演示：** ZeroGPU 不支持 GroundAnything DLM 运行时。
 - 🌐 **项目主页：** [GroundAnything](https://groundingpi.github.io/groundanything/)。
 - 💻 **GitHub 代码：** [groundingpi/GroundAnything](https://github.com/groundingpi/GroundAnything)。
 ### 发布日志：
+- **ModelScope [10/14/2026]：** 模型权重已在 [ModelScope](https://www.modelscope.ai/models/GroundingPI/GroundAnything) 发布。
 - **网页 [10/04/2026]：** 项目网页发布：[GroundAnything](https://groundingpi.github.io/groundanything/)。
 - **代码 [10/03/2026]：** GitHub 代码发布：[GroundAnything](https://github.com/groundingpi/GroundAnything)。
 - **论文 [09/30/2026]：** [GroundAnything](https://arxiv.org/abs/2609.39600)。

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