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def atomwise_tokenizer(smi, exclusive_tokens = None): |
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""" |
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Tokenize a SMILES molecule at atom-level: |
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(1) 'Br' and 'Cl' are two-character tokens |
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(2) Symbols with bracket are considered as tokens |
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exclusive_tokens: A list of specifical symbols with bracket you want to keep. e.g., ['[C@@H]', '[nH]']. |
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Other symbols with bracket will be replaced by '[UNK]'. default is `None`. |
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""" |
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import re |
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pattern = r"(\[[^\]]+]|Br?|Cl?|N|O|S|P|F|I|b|c|n|o|s|p|\(|\)|\.|=|#|-|\+|\\|\/|:|~|@|\?|>>?|\*|\$|\%[0-9]{2}|[0-9])" |
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regex = re.compile(pattern) |
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tokens = [token for token in regex.findall(smi)] |
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if exclusive_tokens: |
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for i, tok in enumerate(tokens): |
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if tok.startswith('['): |
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if tok not in exclusive_tokens: |
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tokens[i] = '[UNK]' |
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return ' '.join(tokens) |
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