Feature Extraction
sentence-transformers
Safetensors
Transformers
English
mistral
mteb
Eval Results (legacy)
text-embeddings-inference
Instructions to use Salesforce/SFR-Embedding-Mistral with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use Salesforce/SFR-Embedding-Mistral with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Salesforce/SFR-Embedding-Mistral") 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-Mistral with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="Salesforce/SFR-Embedding-Mistral")# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("Salesforce/SFR-Embedding-Mistral") model = AutoModel.from_pretrained("Salesforce/SFR-Embedding-Mistral", device_map="auto") - Notebooks
- Google Colab
- Kaggle
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README.md
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# get the embeddings
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max_length = 4096
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input_texts = queries + passages
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batch_dict = tokenizer(input_texts, max_length=max_length - 1,
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outputs = model(**batch_dict)
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embeddings = last_token_pool(outputs.last_hidden_state, batch_dict['attention_mask'])
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# get the embeddings
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max_length = 4096
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input_texts = queries + passages
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batch_dict = tokenizer(input_texts, max_length=max_length - 1, padding=True, truncation=True, return_tensors="pt")
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outputs = model(**batch_dict)
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embeddings = last_token_pool(outputs.last_hidden_state, batch_dict['attention_mask'])
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