Image-Text-to-Text
Transformers
Safetensors
multilingual
phi3_v
text-generation
nlp
code
vision
conversational
custom_code
Instructions to use wdfshit/Phi-3.5-vision-instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use wdfshit/Phi-3.5-vision-instruct with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="wdfshit/Phi-3.5-vision-instruct", 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)# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("wdfshit/Phi-3.5-vision-instruct", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use wdfshit/Phi-3.5-vision-instruct with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "wdfshit/Phi-3.5-vision-instruct" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "wdfshit/Phi-3.5-vision-instruct", "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/wdfshit/Phi-3.5-vision-instruct
- SGLang
How to use wdfshit/Phi-3.5-vision-instruct 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 "wdfshit/Phi-3.5-vision-instruct" \ --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": "wdfshit/Phi-3.5-vision-instruct", "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 "wdfshit/Phi-3.5-vision-instruct" \ --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": "wdfshit/Phi-3.5-vision-instruct", "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 wdfshit/Phi-3.5-vision-instruct with Docker Model Runner:
docker model run hf.co/wdfshit/Phi-3.5-vision-instruct
| { | |
| "add_bos_token": true, | |
| "add_eos_token": false, | |
| "added_tokens_decoder": { | |
| "0": { | |
| "content": "<unk>", | |
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| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
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| "content": "<|placeholder29|>", | |
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| "normalized": false, | |
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| "single_word": false, | |
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| }, | |
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| "single_word": false, | |
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| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
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| "content": "<|placeholder36|>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
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| "content": "<|placeholder37|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": true, | |
| "single_word": false, | |
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| "content": "<|placeholder38|>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| }, | |
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| "content": "<|placeholder39|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": true, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "32044": { | |
| "content": "<|image|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": true, | |
| "single_word": false, | |
| "special": true | |
| } | |
| }, | |
| "additional_special_tokens": [ | |
| "<|system|>", | |
| "<|end|>", | |
| "<|user|>", | |
| "<|end|>" | |
| ], | |
| "auto_map": { | |
| "AutoProcessor": "processing_phi3_v.Phi3VProcessor" | |
| }, | |
| "bos_token": "<s>", | |
| "chat_template": "{% for message in messages %}{{'<|' + message['role'] + '|>' + '\n' + message['content'] + '<|end|>\n' }}{% endfor %}{% if add_generation_prompt and messages[-1]['role'] != 'assistant' %}{{- '<|assistant|>\n' -}}{% endif %}", | |
| "clean_up_tokenization_spaces": false, | |
| "eos_token": "<|endoftext|>", | |
| "legacy": false, | |
| "model_max_length": 131072, | |
| "pad_token": "<|endoftext|>", | |
| "padding_side": "right", | |
| "processor_class": "Phi3VProcessor", | |
| "sp_model_kwargs": {}, | |
| "tokenizer_class": "LlamaTokenizer", | |
| "unk_token": "<unk>", | |
| "use_default_system_prompt": false | |
| } | |