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Add Byte Pair Encoding (BPE) class for subword tokenization #3056
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davisking
reviewed
Feb 27, 2025
davisking
reviewed
Feb 27, 2025
davisking
reviewed
Feb 27, 2025
Nice, this is great. Sorry it took so long for me to get back to this. |
Repository owner
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dlib-issue-bot
Mar 24, 2025
No problem. I think this is another great new feature for our library. |
Indeed 😁 |
davisking
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Apr 19, 2025
…g#3056) * Add new BPE_Tokenizer class to Dlib - Implement BPE (Byte Pair Encoding) tokenization - Add training and encoding methods - Include unit tests * Update * Update * Last update: optimize BPE tokenizer encoding with parallel paragraph processing * Use of “in-memory” files to avoid leaving any traces on disk during the test. * Add one DLIB_TEST_MSG() test per encoded/decoded string * Add bpe_tokenizer_abstract.h for documentation and integration
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Description:
This PR introduces a new
bpe_tokenizer
class to Dlib, implementing the Byte Pair Encoding (BPE) algorithm for subword tokenization. The BPE tokenizer is a widely used technique in natural language processing (NLP) for handling out-of-vocabulary words and reducing vocabulary size while maintaining text representation capabilities.Key Features:
<text>
,<url>
,<image>
) for marking specific elements in the text.Usage: