Instructions to use TIGER-Lab/VLM2Vec-LoRA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use TIGER-Lab/VLM2Vec-LoRA with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="TIGER-Lab/VLM2Vec-LoRA", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("TIGER-Lab/VLM2Vec-LoRA", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use TIGER-Lab/VLM2Vec-LoRA with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "TIGER-Lab/VLM2Vec-LoRA" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "TIGER-Lab/VLM2Vec-LoRA", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/TIGER-Lab/VLM2Vec-LoRA
- SGLang
How to use TIGER-Lab/VLM2Vec-LoRA 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 "TIGER-Lab/VLM2Vec-LoRA" \ --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": "TIGER-Lab/VLM2Vec-LoRA", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'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 "TIGER-Lab/VLM2Vec-LoRA" \ --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": "TIGER-Lab/VLM2Vec-LoRA", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use TIGER-Lab/VLM2Vec-LoRA with Docker Model Runner:
docker model run hf.co/TIGER-Lab/VLM2Vec-LoRA
| *.7z filter=lfs diff=lfs merge=lfs -text | |
| *.arrow filter=lfs diff=lfs merge=lfs -text | |
| *.bin filter=lfs diff=lfs merge=lfs -text | |
| *.bz2 filter=lfs diff=lfs merge=lfs -text | |
| *.ckpt filter=lfs diff=lfs merge=lfs -text | |
| *.ftz filter=lfs diff=lfs merge=lfs -text | |
| *.gz filter=lfs diff=lfs merge=lfs -text | |
| *.h5 filter=lfs diff=lfs merge=lfs -text | |
| *.joblib filter=lfs diff=lfs merge=lfs -text | |
| *.lfs.* filter=lfs diff=lfs merge=lfs -text | |
| *.mlmodel filter=lfs diff=lfs merge=lfs -text | |
| *.model filter=lfs diff=lfs merge=lfs -text | |
| *.msgpack filter=lfs diff=lfs merge=lfs -text | |
| *.npy filter=lfs diff=lfs merge=lfs -text | |
| *.npz filter=lfs diff=lfs merge=lfs -text | |
| *.onnx filter=lfs diff=lfs merge=lfs -text | |
| *.ot filter=lfs diff=lfs merge=lfs -text | |
| *.parquet filter=lfs diff=lfs merge=lfs -text | |
| *.pb filter=lfs diff=lfs merge=lfs -text | |
| *.pickle filter=lfs diff=lfs merge=lfs -text | |
| *.pkl filter=lfs diff=lfs merge=lfs -text | |
| *.pt filter=lfs diff=lfs merge=lfs -text | |
| *.pth filter=lfs diff=lfs merge=lfs -text | |
| *.rar filter=lfs diff=lfs merge=lfs -text | |
| *.safetensors filter=lfs diff=lfs merge=lfs -text | |
| saved_model/**/* filter=lfs diff=lfs merge=lfs -text | |
| *.tar.* filter=lfs diff=lfs merge=lfs -text | |
| *.tar filter=lfs diff=lfs merge=lfs -text | |
| *.tflite filter=lfs diff=lfs merge=lfs -text | |
| *.tgz filter=lfs diff=lfs merge=lfs -text | |
| *.wasm filter=lfs diff=lfs merge=lfs -text | |
| *.xz filter=lfs diff=lfs merge=lfs -text | |
| *.zip filter=lfs diff=lfs merge=lfs -text | |
| *.zst filter=lfs diff=lfs merge=lfs -text | |
| *tfevents* filter=lfs diff=lfs merge=lfs -text | |
| evals/A-OKVQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/A-OKVQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/CIRR_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/CIRR_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/ChartQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/ChartQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/Country211_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/Country211_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/DocVQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/DocVQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/EDIS_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/EDIS_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/FashionIQ_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/FashionIQ_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/GQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/GQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/HatefulMemes_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/ImageNet-1K_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/ImageNet-1K_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/ImageNet-A_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/ImageNet-A_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/ImageNet-R_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/ImageNet-R_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/InfographicsVQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/InfographicsVQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/MSCOCO_i2t_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/MSCOCO_i2t_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/MSCOCO_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/MSCOCO_t2i_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/MSCOCO_t2i_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/MSCOCO_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/N24News_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/NIGHTS_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/NIGHTS_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/OK-VQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/OK-VQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/OVEN_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/OVEN_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/ObjectNet_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/ObjectNet_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/Place365_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/Place365_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/RefCOCO-Matching_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/RefCOCO-Matching_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/RefCOCO_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/RefCOCO_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/SUN397_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/SUN397_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/ScienceQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/ScienceQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/TextVQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/TextVQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/VOC2007_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/VisDial_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/VisDial_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/Visual7W-Pointing_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/Visual7W-Pointing_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/Visual7W_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/Visual7W_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/VisualNews_i2t_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/VisualNews_i2t_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/VisualNews_t2i_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/VisualNews_t2i_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/VizWiz_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/VizWiz_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/WebQA_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/WebQA_tgt filter=lfs diff=lfs merge=lfs -text | |
| evals/Wiki-SS-NQ_qry filter=lfs diff=lfs merge=lfs -text | |
| evals/Wiki-SS-NQ_tgt filter=lfs diff=lfs merge=lfs -text | |
| vlm2vec_v1_result.png filter=lfs diff=lfs merge=lfs -text | |