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You're reading from  Transformers for Natural Language Processing - Second Edition

Product typeBook
Published inMar 2022
PublisherPackt
ISBN-139781803247335
Edition2nd Edition
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Author (1)
Denis Rothman
Denis Rothman
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Denis Rothman

Denis Rothman graduated from Sorbonne University and Paris-Diderot University, designing one of the very first word2matrix patented embedding and patented AI conversational agents. He began his career authoring one of the first AI cognitive Natural Language Processing (NLP) chatbots applied as an automated language teacher for Moet et Chandon and other companies. He authored an AI resource optimizer for IBM and apparel producers. He then authored an Advanced Planning and Scheduling (APS) solution used worldwide.
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Step 5: Downloading the 345M-parameter GPT-2 model

We will now download the trained 345M-parameter GPT-2 model:

#@title Step 5: Downloading the 345M parameter GPT-2 Model
# run code and send argument
import os # after runtime is restarted
os.chdir("/content/gpt-2")
!python3 download_model.py '345M'

The path to the model directory is:

/content/gpt-2/models/345M

It contains the information we need to run the model:

Figure III.4: The GPT-2 Python files of the 345M-parameter model

The hparams.json file contains the definition of the GPT-2 model:

  • "n_vocab": 50257, the size of the vocabulary of the model
  • "n_ctx": 1024, the context size
  • "n_embd": 1024, the embedding size
  • "n_head": 16, the number of heads
  • "n_layer": 24, the number of layers

encoder.json and vacab.bpe contain the tokenized vocabulary and the BPE word pairs. If necessary, take a few...

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Transformers for Natural Language Processing - Second Edition
Published in: Mar 2022Publisher: PacktISBN-13: 9781803247335

Author (1)

author image
Denis Rothman

Denis Rothman graduated from Sorbonne University and Paris-Diderot University, designing one of the very first word2matrix patented embedding and patented AI conversational agents. He began his career authoring one of the first AI cognitive Natural Language Processing (NLP) chatbots applied as an automated language teacher for Moet et Chandon and other companies. He authored an AI resource optimizer for IBM and apparel producers. He then authored an Advanced Planning and Scheduling (APS) solution used worldwide.
Read more about Denis Rothman