Feature Extraction
MLX
Safetensors
sentence-transformers
Chinese
English
qwen3_5
multimodal-embedding
text-embedding
image-embedding
video-embedding
mrl
custom_code
4-bit precision
Instructions to use hfadam/WeMM-Embedding-2B-MLX-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use hfadam/WeMM-Embedding-2B-MLX-4bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download hfadam/WeMM-Embedding-2B-MLX-4bit --local-dir WeMM-Embedding-2B-MLX-4bit
- sentence-transformers
How to use hfadam/WeMM-Embedding-2B-MLX-4bit with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("hfadam/WeMM-Embedding-2B-MLX-4bit", 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
- Local Apps Settings
- LM Studio
- Atomic Chat
File size: 991 Bytes
5ce6966 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 | {
"image_processor": {
"do_convert_rgb": true,
"do_normalize": true,
"do_rescale": true,
"image_mean": [
0.5,
0.5,
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],
"image_processor_type": "Qwen3VLImageProcessor",
"image_std": [
0.5,
0.5,
0.5
],
"max_pixels": 16777216,
"merge_size": 2,
"min_pixels": 65536,
"patch_size": 16,
"rescale_factor": 0.00392156862745098,
"temporal_patch_size": 2
},
"processor_class": "Qwen3VLProcessor",
"video_processor": {
"do_convert_rgb": true,
"do_normalize": true,
"do_rescale": true,
"fps": 2.0,
"image_mean": [
0.5,
0.5,
0.5
],
"image_std": [
0.5,
0.5,
0.5
],
"max_frames": 768,
"max_pixels": 786432,
"merge_size": 2,
"min_frames": 4,
"min_pixels": 131072,
"patch_size": 16,
"rescale_factor": 0.00392156862745098,
"temporal_patch_size": 2,
"video_processor_type": "Qwen3VLVideoProcessor"
}
}
|