Image-Text-to-Text
Transformers
Safetensors
English
qwen3_5_text
verus
coding
multimodal
vision
125k-context
llava
mistral
fim
ui-to-code
diagram-to-implementation
conversational
Instructions to use 8F-ai/Verus-0.8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use 8F-ai/Verus-0.8B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="8F-ai/Verus-0.8B") 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 AutoModel model = AutoModel.from_pretrained("8F-ai/Verus-0.8B", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use 8F-ai/Verus-0.8B with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "8F-ai/Verus-0.8B" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "8F-ai/Verus-0.8B", "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/8F-ai/Verus-0.8B
- SGLang
How to use 8F-ai/Verus-0.8B 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 "8F-ai/Verus-0.8B" \ --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": "8F-ai/Verus-0.8B", "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 "8F-ai/Verus-0.8B" \ --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": "8F-ai/Verus-0.8B", "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 8F-ai/Verus-0.8B with Docker Model Runner:
docker model run hf.co/8F-ai/Verus-0.8B
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---
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THIRD-PARTY NOTICES
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This model is derived from Qwen/Qwen3.5-0.8B, which is also licensed
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under the Apache License, Version 2.0.
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Copyright 2025 Alibaba Cloud
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The vision encoder components follow the CLIP architecture introduced by
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OpenAI and are used under its respective open-source license terms.
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The LLaVA-Next multimodal integration architecture is based on research
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originally published by Haotian Liu et al. and adapted under the
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Apache 2.0 License.
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---
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THIRD-PARTY NOTICES
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This model is derived from Qwen/Qwen3.5-0.8B, which is also licensed
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Copyright 2025 Alibaba Cloud
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The vision encoder components follow the CLIP architecture introduced by
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The LLaVA-Next multimodal integration architecture is based on research
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originally published by Haotian Liu et al. and adapted under the
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Apache 2.0 License.
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