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ai-sage
/
Giga-Embeddings-instruct

Feature Extraction
sentence-transformers
Safetensors
Transformers
Russian
English
gigarembed
image-feature-extraction
MTEB
custom_code
Model card Files Files and versions
xet
Community
20

Instructions to use ai-sage/Giga-Embeddings-instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use ai-sage/Giga-Embeddings-instruct with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("ai-sage/Giga-Embeddings-instruct", trust_remote_code=True)
    
    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 ai-sage/Giga-Embeddings-instruct with Transformers:

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("feature-extraction", model="ai-sage/Giga-Embeddings-instruct", trust_remote_code=True)
    # Load model directly
    from transformers import AutoModel
    model = AutoModel.from_pretrained("ai-sage/Giga-Embeddings-instruct", trust_remote_code=True, dtype="auto")
  • Notebooks
  • Google Colab
  • Kaggle
Giga-Embeddings-instruct
10.1 GB
Ctrl+K
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  • 4 contributors
History: 2 commits
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ekolodin
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d037847 verified over 1 year ago
  • .gitattributes
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  • README.md
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  • config.json
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  • configuration_gigarembed.py
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  • model-00001-of-00003.safetensors
    4.91 GB
    xet
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  • model-00002-of-00003.safetensors
    4.93 GB
    xet
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  • model-00003-of-00003.safetensors
    271 MB
    xet
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  • model.safetensors.index.json
    21.6 kB
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  • modeling_gigarembed.py
    18.8 kB
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  • special_tokens_map.json
    72 Bytes
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  • tokenizer.json
    7.02 MB
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  • tokenizer_config.json
    47.7 kB
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