How can I implement tokenization pipelines for text generation models in Julia

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Can you tell me How I can implement tokenization pipelines for text generation models in Julia?
Dec 10, 2024 in Generative AI by Ashutosh
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1 answer to this question.

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To implement tokenization pipelines for text generation models in Julia, you can use libraries like WordTokenizers.jl for tokenization and preprocess text into token IDs suitable for training or inference. Here is the code you can refer to:

In the above code, we are using the following:

  • Tokenization: Use tokenize to split text into words or subwords.
  • Vocabulary Creation: Assign unique IDs to tokens.
  • Encoding/Decoding: Map text to token IDs for model input and decode IDs back to text for outputs.

Hence, You can extend this pipeline for subword tokenization (e.g., Byte Pair Encoding) and integrate it with text generation models.

answered Dec 10, 2024 by techboy

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