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hkunlp
/
instructor-large

Sentence Similarity
sentence-transformers
PyTorch
Transformers
English
t5
text-embedding
embeddings
information-retrieval
beir
text-classification
language-model
text-clustering
text-semantic-similarity
text-evaluation
prompt-retrieval
text-reranking
feature-extraction
English
Sentence Similarity
natural_questions
ms_marco
fever
hotpot_qa
mteb
Eval Results (legacy)
Model card Files Files and versions
xet
Community
31

Instructions to use hkunlp/instructor-large with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use hkunlp/instructor-large with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("hkunlp/instructor-large")
    
    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]
  • Transformers

    How to use hkunlp/instructor-large with Transformers:

    # Load model directly
    from transformers import AutoTokenizer, AutoModel
    
    tokenizer = AutoTokenizer.from_pretrained("hkunlp/instructor-large")
    model = AutoModel.from_pretrained("hkunlp/instructor-large")
  • Notebooks
  • Google Colab
  • Kaggle
instructor-large
Ctrl+K
Ctrl+K
  • 2 contributors
History: 40 commits
multi-train's picture
multi-train
Update README.md
54e5ffb about 3 years ago
  • 1_Pooling
    Create 1_Pooling/config.json over 3 years ago
  • 2_Dense
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  • .gitattributes
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    initial commit over 3 years ago
  • README.md
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  • config.json
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  • config_sentence_transformers.json
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  • modules.json
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  • pytorch_model.bin

    Detected Pickle imports (3)

    • "torch._utils._rebuild_tensor_v2",
    • "collections.OrderedDict",
    • "torch.FloatStorage"

    What is a pickle import?

    1.34 GB
    xet
    Upload 9 files over 3 years ago
  • sentence_bert_config.json
    53 Bytes
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  • special_tokens_map.json
    2.2 kB
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  • spiece.model
    792 kB
    xet
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  • tokenizer.json
    2.42 MB
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  • tokenizer_config.json
    2.41 kB
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