Feature Extraction
Transformers
Safetensors
sentence-transformers
Chinese
English
qwen3_5
image-text-to-text
multimodal-embedding
text-embedding
image-embedding
video-embedding
mrl
custom_code
Instructions to use tencent/WeMM-Embedding-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use tencent/WeMM-Embedding-9B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="tencent/WeMM-Embedding-9B", trust_remote_code=True)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("tencent/WeMM-Embedding-9B", trust_remote_code=True) model = AutoModelForMultimodalLM.from_pretrained("tencent/WeMM-Embedding-9B", trust_remote_code=True, device_map="auto") - sentence-transformers
How to use tencent/WeMM-Embedding-9B with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("tencent/WeMM-Embedding-9B", trust_remote_code=True) sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
| {# Direct-tokenization template for vLLM 0.27 embedding requests. | |
| Qwen's processor post-processor removes the role newline before images, | |
| keeps it before text/video, and appends <embedding> without a preceding | |
| newline. vLLM 0.27 adds each frame's vision boundaries itself, so video | |
| uses a bare <video_pad> placeholder. #} | |
| {%- for message in messages %} | |
| {{- '<|im_start|>' + message.role }} | |
| {%- if message.content is string %} | |
| {{- '\n' + message.content }} | |
| {%- else %} | |
| {%- for item in message.content %} | |
| {%- if item.type in ['image', 'image_url'] or 'image' in item or 'image_url' in item %} | |
| {{- '<|vision_start|><|image_pad|><|vision_end|>' }} | |
| {%- elif item.type in ['video', 'video_url'] or 'video' in item or 'video_url' in item %} | |
| {{- '\n<|video_pad|>' }} | |
| {%- elif item.type == 'text' or 'text' in item %} | |
| {{- ('\n' if loop.first else '') + item.text }} | |
| {%- else %} | |
| {{- raise_exception('Unsupported embedding content type') }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- endif %} | |
| {{- '<|im_end|>' }} | |
| {%- if not loop.last %} | |
| {{- '\n' }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {{- '<embedding>' }} | |