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gbyuvd
/
chemembed-chemselfies

Sentence Similarity
sentence-transformers
Safetensors
bert
feature-extraction
loss:MatryoshkaLoss
loss:CosineSimilarityLoss
chemistry
biology
drug-discovery
herbal
coconutdb
chembl34
selfies
drugs
molecules
compounds
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community

Instructions to use gbyuvd/chemembed-chemselfies with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use gbyuvd/chemembed-chemselfies with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("gbyuvd/chemembed-chemselfies")
    
    sentences = [
        "[N]  [C]  [=N]  [C]  [=N]  [C]  [=C]  [Ring1]  [=Branch1]  [S]  [C]  [=C]  [C]  [Branch1]  [=Branch2]  [C]  [=C]  [C]  [=C]  [C]  [=C]  [Ring1]  [=Branch1]  [=C]  [C]  [=C]  [Ring1]  [N]  [Ring1]  [#C]",
        "[C]  [C]  [C]  [C]  [C@H1]  [Branch2]  [#Branch2]  [Branch2]  [N]  [C]  [=Branch1]  [C]  [=O]  [C@@H1]  [C]  [C]  [C]  [C]  [N]  [C]  [=Branch1]  [C]  [=O]  [C]  [C]  [C@H1]  [Branch2]  [=Branch1]  [S]  [N]  [C]  [=Branch1]  [C]  [=O]  [C@H1]  [Branch1]  [#Branch2]  [C]  [C]  [C]  [N]  [=C]  [Branch1]  [C]  [N]  [N]  [N]  [C]  [=Branch1]  [C]  [=O]  [C@H1]  [Branch1]  [#Branch1]  [C]  [C]  [Branch1]  [C]  [C]  [C]  [N]  [C]  [=Branch1]  [C]  [=O]  [C@H1]  [Branch1]  [#Branch1]  [C]  [C]  [Branch1]  [C]  [C]  [C]  [N]  [C]  [=Branch1]  [C]  [=O]  [C@H1]  [Branch1]  [=Branch2]  [C]  [C]  [=C]  [NH1]  [C]  [=N]  [Ring1]  [Branch1]  [N]  [C]  [=Branch1]  [C]  [=O]  [C@H1]  [Branch1]  [C]  [N]  [C]  [C]  [=C]  [C]  [=C]  [C]  [=C]  [Ring1]  [=Branch1]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [=Branch1]  [C]  [Branch1]  [C]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@H1]  [Branch1]  [#Branch1]  [C]  [C]  [Branch1]  [C]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [Ring2]  [=Branch1]  [=C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [#Branch2]  [C]  [C]  [C]  [N]  [=C]  [Branch1]  [C]  [N]  [N]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [Branch2]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [O]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [Branch2]  [C]  [C]  [C]  [Branch1]  [C]  [N]  [=O]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [#Branch1]  [C]  [C]  [Branch1]  [C]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [Branch2]  [C]  [C]  [C]  [Branch1]  [C]  [N]  [=O]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [Branch2]  [C]  [C]  [C]  [Branch1]  [C]  [N]  [=O]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [=Branch2]  [C]  [C]  [=C]  [NH1]  [C]  [=N]  [Ring1]  [Branch1]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [Ring1]  [C]  [O]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [#Branch1]  [C]  [C]  [Branch1]  [C]  [N]  [=O]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [#Branch2]  [C]  [C]  [C]  [N]  [=C]  [Branch1]  [C]  [N]  [N]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [=Branch1]  [C]  [C]  [C]  [C]  [N]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [#Branch1]  [C]  [C]  [Branch1]  [C]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [Branch1]  [C]  [C]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@@H1]  [Branch1]  [Branch2]  [C]  [C]  [C]  [=Branch1]  [C]  [=O]  [O]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@H1]  [Branch2]  [Ring1]  [Ring2]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@H1]  [Branch1]  [=Branch1]  [C]  [Branch1]  [C]  [N]  [=O]  [C@@H1]  [Branch1]  [C]  [C]  [C]  [C]  [C@@H1]  [Branch1]  [C]  [C]  [C]  [C]",
        "[C]  [C]  [=Branch1]  [C]  [=O]  [N]  [C@H1]  [C@H1]  [Branch2]  [Ring2]  [#Branch2]  [O]  [C@H1]  [C@@H1]  [Branch1]  [C]  [O]  [C@@H1]  [Branch1]  [Ring1]  [C]  [O]  [O]  [C@@H1]  [Branch2]  [Ring1]  [Branch1]  [O]  [C@H1]  [C@H1]  [Branch1]  [C]  [O]  [C@@H1]  [Branch1]  [C]  [O]  [C@H1]  [Branch1]  [C]  [O]  [O]  [C@@H1]  [Ring1]  [=Branch2]  [C]  [O]  [C@@H1]  [Ring2]  [Ring1]  [Branch1]  [O]  [O]  [C@H1]  [Branch1]  [Ring1]  [C]  [O]  [C@@H1]  [Branch1]  [C]  [O]  [C@@H1]  [Ring2]  [Ring1]  [S]  [O]  [C@@H1]  [O]  [C@H1]  [Branch1]  [Ring1]  [C]  [O]  [C@H1]  [Branch1]  [C]  [O]  [C@H1]  [Branch1]  [C]  [O]  [C@H1]  [Ring1]  [#Branch2]  [O]",
        "[C]  [C]  [=C]  [C]  [=C]  [C]  [Branch2]  [Ring1]  [Ring1]  [N]  [C]  [=Branch1]  [C]  [=O]  [C]  [O]  [C]  [=C]  [C]  [=C]  [C]  [Branch1]  [C]  [C]  [=C]  [Ring1]  [#Branch1]  [=C]  [Ring2]  [Ring1]  [C]"
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Notebooks
  • Google Colab
  • Kaggle
chemembed-chemselfies
44.6 MB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 25 commits
gbyuvd's picture
gbyuvd
Update README.md
f9bf7a6 verified 8 months ago
  • 1_Pooling
    Initial commit almost 2 years ago
  • .gitattributes
    1.52 kB
    initial commit almost 2 years ago
  • README.md
    34.7 kB
    Update README.md 8 months ago
  • config.json
    610 Bytes
    Initial commit almost 2 years ago
  • config_sentence_transformers.json
    201 Bytes
    Initial commit almost 2 years ago
  • model.safetensors
    44.5 MB
    xet
    Initial commit almost 2 years ago
  • modules.json
    229 Bytes
    Initial commit almost 2 years ago
  • sentence_bert_config.json
    53 Bytes
    Initial commit almost 2 years ago
  • special_tokens_map.json
    695 Bytes
    Initial commit almost 2 years ago
  • tokenizer.json
    72.5 kB
    Initial commit almost 2 years ago
  • tokenizer_config.json
    1.44 kB
    Initial commit almost 2 years ago
  • vocab.txt
    24 kB
    Initial commit almost 2 years ago