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Tensorflow Training

Version

Contents

  1. Parameter Server Training
  2. Multi Worker Mirrored Strategy
  3. Keras
  4. Examples
    1. Movielens

Install

pip install tensorflow # pip install tensorflow-macos

Basics

  • Dataset:
    1. batch: Combines consecutive elements of this dataset into batches.

      dataset = tf.data.Dataset.range(8)
      dataset = dataset.batch(3)
      list(dataset.as_numpy_iterator())
      [array([0, 1, 2]), array([3, 4, 5]), array([6, 7])]

Tensorboard

pip install tensorboard
tensorboard --logdir /tmp/my_working_dir/log

Errors

lzma

UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.
  warnings.warn(msg)
brew install xz

https://zenn.dev/grahamian/articles/f292163325653dbe2c42