Feature Extraction
sentence-transformers
Safetensors
Transformers
English
mistral
mteb
Eval Results (legacy)
text-embeddings-inference
Instructions to use Salesforce/SFR-Embedding-2_R with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use Salesforce/SFR-Embedding-2_R with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Salesforce/SFR-Embedding-2_R") 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] - Transformers
How to use Salesforce/SFR-Embedding-2_R with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="Salesforce/SFR-Embedding-2_R")# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("Salesforce/SFR-Embedding-2_R") model = AutoModel.from_pretrained("Salesforce/SFR-Embedding-2_R") - Notebooks
- Google Colab
- Kaggle
Usage: Infinity
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README.md
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# [[40.13203811645508, 25.032546997070312], [15.00684642791748, 39.937339782714844]]
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```
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# [[40.13203811645508, 25.032546997070312], [15.00684642791748, 39.937339782714844]]
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```
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### Usage with infinity
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[Infinity, a MIT Licensed Server for embedding inference](https://github.com/michaelfeil/infinity)
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```
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docker run --gpus all -v $PWD/data:/app/.cache -e HF_TOKEN=$HF_TOKEN -p "7997":"7997" \
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michaelf34/infinity:0.0.68 \
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v2 --model-id Salesforce/SFR-Embedding-2_R --revision "91762139d94ed4371a9fa31db5551272e0b83818" --dtype bfloat16 --batch-size 4 --device cuda --engine torch --port 7997 --no-bettertransformer
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```
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