Content preview from Apache Spark Deep Learning Cookbook
- The clean_document function removes all whitespaces, punctuation, uppercase text, and quotation marks, and splits the entire document into tokens, where each token is a word.
- By printing the total number of tokens and total unique tokens in the document, we will note that the clean_document function generated 51,473 tokens, out of which 5,027 tokens (or words) are unique.
- The save_document function then saves all of these tokens as well as unique tokens which are required to generate our sequences of 50 words each. Note how, by looping through all the generated tokens, we are able to generate a long list of 51,422 sequences. These are the same sequences that will be used as input to train the language model.
- Before training ...
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ISBN: 9781788474221