Sentence Similarity
sentence-transformers
ONNX
Safetensors
modernbert
semantic-router
vela
matryoshka
text-embeddings-inference
Instructions to use vllm-sr/Vela-1.0-Encoder-307M-Embedding with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use vllm-sr/Vela-1.0-Encoder-307M-Embedding with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("vllm-sr/Vela-1.0-Encoder-307M-Embedding") 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
Download evaluation/long-development.json from vllm-sr/Vela-1.0-Encoder-307M-Embedding: direct link, hf CLI and curl.
- Browser
- Download file 14.7 kB
-
https://huggingface.co/vllm-sr/Vela-1.0-Encoder-307M-Embedding/resolve/main/evaluation/long-development.json
- Command line
-
hf download hf://vllm-sr/Vela-1.0-Encoder-307M-Embedding/evaluation/long-development.json
-
curl -L -o long-development.json https://huggingface.co/vllm-sr/Vela-1.0-Encoder-307M-Embedding/resolve/main/evaluation/long-development.json
14.7 kB
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| "split": "validation", | |
| "subset": "default", | |
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| "minimum_delta": -0.005, | |
| "units": "raw score delta", | |
| "release_decision": false | |
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| "split": "validation", | |
| "metric": "ndcg_at_10", | |
| "replicates": 2000, | |
| "seed": 20260915, | |
| "unit": "Paired query/source-document, verified336distinct sources", | |
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| "limitations": [ | |
| "Conditional development-query uncertainty; fixed corpus retained.", | |
| "Intervals are exploratory and not adjusted for task/subgroup multiplicity.", | |
| "A single long retrieval task does not establish all long-context or 32768-token endpoint capabilities." | |
| ] | |
| }, | |
| "scope": "Previously exposed development validation, not fresh confirmation. Native FP32 MATH SDPA, not ONNX benchmark scores." | |
| } | |