Instructions to use dots-studio/dots3-note-prev-fp8 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use dots-studio/dots3-note-prev-fp8 with Transformers:

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

pipe = pipeline("image-text-to-text", model="dots-studio/dots3-note-prev-fp8")
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 AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("dots-studio/dots3-note-prev-fp8", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use dots-studio/dots3-note-prev-fp8 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "dots-studio/dots3-note-prev-fp8"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "dots-studio/dots3-note-prev-fp8",
		"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/dots-studio/dots3-note-prev-fp8

SGLang

How to use dots-studio/dots3-note-prev-fp8 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 "dots-studio/dots3-note-prev-fp8" \
    --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": "dots-studio/dots3-note-prev-fp8",
		"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 "dots-studio/dots3-note-prev-fp8" \
        --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": "dots-studio/dots3-note-prev-fp8",
		"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 dots-studio/dots3-note-prev-fp8 with Docker Model Runner:
```
docker model run hf.co/dots-studio/dots3-note-prev-fp8
```

MegatronPrimer commited on about 12 hours ago

Commit

7c14222

1 Parent(s): 5123155

Update README with OpenRouter availability

Browse files

Files changed (2) hide show

README.md +4 -0
README_CN.md +4 -0

README.md CHANGED Viewed

@@ -42,6 +42,10 @@ tags:
   📄&nbsp;<b>Full Report (coming soon)</b>
 </p>
 ---

   📄&nbsp;<b>Full Report (coming soon)</b>
 </p>
+<div align="center">
+  <h3>Try <b>dots3-note Preview</b> for free at&nbsp;<a href="https://openrouter.ai/dots-studio/dots-3-note-preview:free" style="vertical-align: middle;"><img alt="OpenRouter: dots3-note" src="https://img.shields.io/badge/OpenRouter-dots3--note-6366F1?logo=openrouter&amp;logoColor=white" /></a></h3>
+</div>
 ---

README_CN.md CHANGED Viewed

@@ -26,6 +26,10 @@
   📄&nbsp;<b>完整报告（即将发布）</b>
 </p>
 ---
 ## 目录

   📄&nbsp;<b>完整报告（即将发布）</b>
 </p>
+<div align="center">
+  <h3>免费体验 <b>dots3-note Preview</b>&nbsp;<a href="https://openrouter.ai/dots-studio/dots-3-note-preview:free" style="vertical-align: middle;"><img alt="OpenRouter: dots3-note" src="https://img.shields.io/badge/OpenRouter-dots3--note-6366F1?logo=openrouter&amp;logoColor=white" /></a></h3>
+</div>
 ---
 ## 目录