Sentence Similarity
Transformers
ONNX
Safetensors
sentence-transformers
English
multimodal
embeddings
image-text
audio-text
retrieval
2DMSE
matryoshka
Eval Results (legacy)
Instructions to use vllm-sr/multi-modal-embed-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use vllm-sr/multi-modal-embed-small with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("vllm-sr/multi-modal-embed-small", device_map="auto") - sentence-transformers
How to use vllm-sr/multi-modal-embed-small with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("vllm-sr/multi-modal-embed-small") sentences = [ "That is a happy person", "That is a happy dog", "That is a very happy person", "Today is a sunny day" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Inference
- Notebooks
- Google Colab
- Kaggle
Commit History
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Update Hugging Face org references: llm-semantic-router → vllm-sr
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Fix standalone model loading code - verified to work
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Make README fully standalone - no external repo needed
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Add standalone loading option using only transformers
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Fix usage instructions with proper installation steps
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Fix total parameter count: ~120M not ~250M
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Document both model.pt and model.safetensors formats
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Fix loading example to match checkpoint format
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Fix Whisper-tiny encoder param count (8M, not 39M)
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Update model with audio-text alignment (Stage 5: R@1=36.38%)
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Add verified dataset sources with paper citations
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Add audio training roadmap to model card
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Upload multi-modal-embed-small Stage 2 model
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