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
Tom Aarsen commited on
Commit ·
6cf3bfe
1
Parent(s): c58c14f
Following SFR-Embedding-Mistral, set max seq length to 4096
Browse files- README.md +0 -3
- sentence_bert_config.json +1 -1
README.md
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model = SentenceTransformer("Salesforce/SFR-Embedding-2_R")
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# Reduce the max length if desired
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model.max_seq_length = 4096
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def get_detailed_instruct(task_description: str, query: str) -> str:
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return f'Instruct: {task_description}\nQuery: {query}'
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model = SentenceTransformer("Salesforce/SFR-Embedding-2_R")
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def get_detailed_instruct(task_description: str, query: str) -> str:
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return f'Instruct: {task_description}\nQuery: {query}'
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sentence_bert_config.json
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{
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"max_seq_length":
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"do_lower_case": false
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}
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{
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"max_seq_length": 4096,
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"do_lower_case": false
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}
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