How to use PIA-SPACE-LAB/Qwen3-VL-Embedding-2B-FP8 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="PIA-SPACE-LAB/Qwen3-VL-Embedding-2B-FP8")
# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("PIA-SPACE-LAB/Qwen3-VL-Embedding-2B-FP8") model = AutoModelForMultimodalLM.from_pretrained("PIA-SPACE-LAB/Qwen3-VL-Embedding-2B-FP8", device_map="auto")
https://huggingface.co/PIA-SPACE-LAB/Qwen3-VL-Embedding-2B-FP8/resolve/main/vocab.json
hf download hf://PIA-SPACE-LAB/Qwen3-VL-Embedding-2B-FP8/vocab.json
curl -L -o vocab.json https://huggingface.co/PIA-SPACE-LAB/Qwen3-VL-Embedding-2B-FP8/resolve/main/vocab.json
