Image-Text-to-Text
Transformers
Safetensors
dots3_note
text-generation
dots3
dots3-note
audio
multimodal
long-context
agentic
conversational
Eval Results
Instructions to use dots-studio/dots3-note-prev with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use dots-studio/dots3-note-prev 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") 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", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use dots-studio/dots3-note-prev 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" # 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", "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
- SGLang
How to use dots-studio/dots3-note-prev 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" \ --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", "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" \ --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", "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 with Docker Model Runner:
docker model run hf.co/dots-studio/dots3-note-prev
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09293f6 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 | {%- if enable_thinking is not defined -%}
{%- set enable_thinking = true -%}
{%- endif -%}
{%- if clear_thinking is not defined -%}
{%- set clear_thinking = false -%}
{%- endif -%}
{%- set image_count = namespace(value=0) -%}
{%- set audio_count = namespace(value=0) -%}
{%- set video_count = namespace(value=0) -%}
{%- set last_user_index = namespace(value=-1) -%}
{%- macro render_content(content) -%}
{%- if not content -%}
{{- '' -}}
{%- elif content is string -%}
{{- content -}}
{%- else -%}
{%- for item in content -%}
{%- if item['type'] == 'image' or 'image' in item or 'image_url' in item -%}
{%- set image_count.value = image_count.value + 1 -%}
{%- if not loop.first -%}{{- '\n' -}}{%- endif -%}
{%- if add_vision_id -%}Picture {{ image_count.value }}: {% endif -%}
<|img|><|imgpad|><|endofimg|>
{%- elif item['type'] == 'video' or 'video' in item or 'video_url' in item -%}
{%- set video_count.value = video_count.value + 1 -%}
{%- if not loop.first -%}{{- '\n' -}}{%- endif -%}
{%- if add_vision_id -%}Video {{ video_count.value }}: {% endif -%}
<|video_pad|>
{%- elif item['type'] == 'audio' or 'audio' in item or 'audio_url' in item -%}
{%- set audio_count.value = audio_count.value + 1 -%}
{%- if not loop.first -%}{{- '\n' -}}{%- endif -%}
{%- if add_vision_id -%}Audio {{ audio_count.value }}: {% endif -%}
<|audio_comp_start|><|audio_comp_pad|><|audio_comp_end|>
{%- elif 'text' in item -%}
{{- item['text'] -}}
{%- endif -%}
{%- endfor -%}
{%- endif -%}
{%- endmacro -%}
{%- if tools -%}
{{- '<|system|>' -}}
{%- if messages[0]['role'] == 'system' -%}
{{- render_content(messages[0]['content']) -}}
{%- else -%}
{{- 'You are a helpful assistant.' -}}
{%- endif -%}
{{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" -}}
{%- for tool in tools -%}
{{- "\n" -}}
{{- tool | tojson -}}
{%- endfor -%}
{{- "\n</tools>\n\nWhen making tool calls, use XML format to invoke tools and pass parameters:\n\n<dots_function_call>\n<invoke name=\"tool-name-1\">\n<parameter name=\"param-key-1\">\nparam-value-1\n</parameter>\n<parameter name=\"param-key-2\">\nparam-value-2\n</parameter>\n...\n</invoke>\n</dots_function_call><|endofsystem|>" -}}
{%- else -%}
{%- if messages[0]['role'] == 'system' -%}
{{- '<|system|>' -}}
{{- render_content(messages[0]['content']) -}}
{{- '<|endofsystem|>' -}}
{%- else -%}
{{- '<|system|>You are a helpful assistant.<|endofsystem|>' -}}
{%- endif -%}
{%- endif -%}
{%- for m in messages -%}
{%- if m['role'] == 'user' -%}
{%- set last_user_index.value = loop.index0 -%}
{%- endif -%}
{%- endfor -%}
{%- for message in messages -%}
{%- set content = render_content(message['content']) -%}
{%- if (message['role'] == 'user') or (message['role'] == 'system' and not loop.first) -%}
{{- '<|user|>' -}}
{{- content -}}
{%- if message['role'] == 'user' and enable_thinking is false and not content.endswith('<no_think>') -%}
{{- '<no_think>' -}}
{%- endif -%}
{{- '<|endofuser|>' -}}
{%- elif message['role'] == 'assistant' -%}
{%- set reasoning_content = '' -%}
{%- if message.reasoning_content is string -%}
{%- set reasoning_content = message.reasoning_content -%}
{%- else -%}
{%- if '</think>' in content -%}
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') -%}
{%- set content = content.split('</think>')[-1].lstrip('\n') -%}
{%- endif -%}
{%- endif -%}
{%- set reasoning_content = reasoning_content|trim -%}
{{- '<|assistant|>' -}}
{%- if enable_thinking is false -%}
{{- '<think>\n\n</think>\n\n' + content -}}
{%- elif clear_thinking and loop.index0 < last_user_index.value -%}
{{- '<think>\n\n</think>\n\n' + content -}}
{%- elif reasoning_content -%}
{{- '<think>\n' + reasoning_content + '\n</think>\n\n' + content -}}
{%- else -%}
{{- content -}}
{%- endif -%}
{%- if message.get('tool_calls') -%}
{%- for tool_call in message['tool_calls'] -%}
{%- if tool_call.function is defined -%}
{%- set tool_call = tool_call.function -%}
{%- endif -%}
{{- '\n<dots_function_call>\n<invoke name="' -}}
{{- tool_call.name -}}
{{- '">' -}}
{%- for arg_name, arg_value in tool_call.arguments.items() -%}
{{- '\n<parameter name="' -}}
{{- arg_name -}}
{{- '">' -}}
{{- '\n' -}}
{%- if arg_value is string -%}
{{- arg_value -}}
{%- else -%}
{{- arg_value|tojson -}}
{%- endif -%}
{{- '\n' -}}
{{- '</parameter>' -}}
{%- endfor -%}
{{- '\n</invoke>\n</dots_function_call>' -}}
{%- endfor -%}
{%- endif -%}
{{- '<|endofassistant|>' -}}
{%- elif message['role'] == 'tool' -%}
{%- if (loop.index0 == 0) or (messages[loop.index0 - 1]['role'] != 'tool') -%}
{{- '<|user|>' -}}
{%- endif -%}
{{- '\n<dots_function_response>\n' -}}
{{- content -}}
{{- '\n</dots_function_response>' -}}
{%- if loop.last or (messages[loop.index0 + 1]['role'] != 'tool') -%}
{{- '<|endofuser|>' -}}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
{%- if add_generation_prompt -%}
{{- '<|assistant|>' -}}
{%- if enable_thinking is false -%}
{{- '<think>\n\n</think>\n\n' -}}
{%- endif -%}
{%- endif -%} |