How to use moca-embed/MoCa-Qwen25VL-3B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-image-classification", model="moca-embed/MoCa-Qwen25VL-3B") pipe( "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png", candidate_labels=["animals", "humans", "landscape"], )
# Load model directly from transformers import AutoProcessor, Qwen2_5ForEmbedding processor = AutoProcessor.from_pretrained("moca-embed/MoCa-Qwen25VL-3B") model = Qwen2_5ForEmbedding.from_pretrained("moca-embed/MoCa-Qwen25VL-3B", device_map="auto")
nielsr