Image-Text-to-Text
Transformers
Safetensors
English
qwen3_5
decision-model
typed-decisions
one-pass
option-probabilities
conversational
Instructions to use thegovind/blink-mimo-9b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use thegovind/blink-mimo-9b with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="thegovind/blink-mimo-9b") 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, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("thegovind/blink-mimo-9b") model = AutoModelForMultimodalLM.from_pretrained("thegovind/blink-mimo-9b", device_map="auto") 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 Settings
- vLLM
How to use thegovind/blink-mimo-9b with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "thegovind/blink-mimo-9b" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "thegovind/blink-mimo-9b", "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/thegovind/blink-mimo-9b
- SGLang
How to use thegovind/blink-mimo-9b 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 "thegovind/blink-mimo-9b" \ --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": "thegovind/blink-mimo-9b", "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 "thegovind/blink-mimo-9b" \ --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": "thegovind/blink-mimo-9b", "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 thegovind/blink-mimo-9b with Docker Model Runner:
docker model run hf.co/thegovind/blink-mimo-9b
Download chat_template.jinja from thegovind/blink-mimo-9b: direct link, hf CLI and curl.
- Browser
- Download file 3.92 kB
-
https://huggingface.co/thegovind/blink-mimo-9b/resolve/57ae92b1d2b44f893b5dd6dcdeba155a22c4c922/chat_template.jinja
- Command line
-
hf download hf://thegovind/blink-mimo-9b@57ae92b1d2b44f893b5dd6dcdeba155a22c4c922/chat_template.jinja
-
curl -L -o chat_template.jinja https://huggingface.co/thegovind/blink-mimo-9b/resolve/57ae92b1d2b44f893b5dd6dcdeba155a22c4c922/chat_template.jinja
3.92 kB
| {%- macro render_value(value) -%} | |
| {%- if value is string -%} | |
| {{- value -}} | |
| {%- else -%} | |
| {{- value | tojson(ensure_ascii=False) -}} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- macro render_content(message_content) -%} | |
| {%- if message_content is string -%} | |
| {{- message_content -}} | |
| {%- elif message_content is iterable -%} | |
| {%- for part in message_content -%} | |
| {%- if part is not mapping -%} | |
| {{- part -}} | |
| {%- elif part['type'] == 'image' or 'image' in part or 'image_url' in part -%} | |
| {{- '<|vision_start|><|image_pad|><|vision_end|>' -}} | |
| {%- elif part['type'] == 'audio' or part['type'] == 'input_audio' or 'audio' in part or 'audio_url' in part or 'input_audio' in part -%} | |
| {{- '<|mimo_audio_start|><|audio_pad|><|mimo_audio_end|>' -}} | |
| {%- elif part['type'] == 'video' or 'video' in part or 'video_url' in part -%} | |
| {{- '<|vision_start|><|video_pad|><|vision_end|>' -}} | |
| {%- elif 'text' in part -%} | |
| {{- part['text'] -}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- macro render_tools(tools) -%} | |
| {{- 'You are provided with the following tools:\n\n<tools>' -}} | |
| {%- for tool in tools -%} | |
| {{- '\n' ~ (tool | tojson(ensure_ascii=False)) -}} | |
| {%- endfor -%} | |
| {{- '\n</tools>' -}} | |
| {%- endmacro -%} | |
| {%- macro render_tool_calls(tool_calls) -%} | |
| {%- for tool_call in tool_calls -%} | |
| {%- if tool_call.function is defined -%} | |
| {%- set tool_call = tool_call.function -%} | |
| {%- elif tool_call.custom is defined -%} | |
| {%- set tool_call = tool_call.custom -%} | |
| {%- endif -%} | |
| {{- '<tool_call><function=' ~ tool_call.name ~ '>' -}} | |
| {%- if tool_call.input is defined and tool_call.input is string -%} | |
| {{- tool_call.input -}} | |
| {%- elif tool_call.arguments -%} | |
| {%- if tool_call.arguments is string -%} | |
| {{- tool_call.arguments -}} | |
| {%- else -%} | |
| {%- for args_name, args_value in tool_call.arguments | items -%} | |
| {{- '<parameter=' ~ args_name ~ '>' ~ render_value(args_value) ~ '</parameter>' -}} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {{- '</function></tool_call>' -}} | |
| {%- endfor -%} | |
| {%- endmacro -%} | |
| {%- macro render_assistant_message(message) -%} | |
| {%- generation -%} | |
| {%- set content = render_content(message.content) -%} | |
| {%- set reasoning = message.reasoning_content if message.reasoning_content is string else '' -%} | |
| {{- '<|im_start|>assistant\n<think>' ~ reasoning ~ '</think>' ~ content -}} | |
| {%- if message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 -%} | |
| {{- render_tool_calls(message.tool_calls) -}} | |
| {%- endif -%} | |
| {{- '<|im_end|>' -}} | |
| {%- endgeneration -%} | |
| {%- endmacro -%} | |
| {%- if tools is defined and tools is iterable and tools | length > 0 -%} | |
| {{- '<|im_start|>system\n' ~ render_tools(tools) ~ '<|im_end|>' -}} | |
| {%- endif -%} | |
| {%- for message in messages -%} | |
| {%- if message.role == 'assistant' -%} | |
| {{- render_assistant_message(message) -}} | |
| {%- else -%} | |
| {%- set body = render_content(message.content) -%} | |
| {{- '<|im_start|>' ~ message.role ~ '\n' ~ body -}} | |
| {%- if message.tools is defined and message.tools is iterable and message.tools | length > 0 -%} | |
| {%- if body -%} | |
| {{- '\n\n' -}} | |
| {%- endif -%} | |
| {{- render_tools(message.tools) -}} | |
| {%- endif -%} | |
| {{- '<|im_end|>' -}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt -%} | |
| {{- '<|im_start|>assistant\n' -}} | |
| {%- if enable_thinking is false -%} | |
| {{- '<think></think>' -}} | |
| {%- endif -%} | |
| {%- endif -%} | |