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当使用 TFX 生成数据集时,如何将 tf.Dataset 适合 Keras 自动编码器模型?

问题

正如标题所示,我一直在尝试创建一个使用 TFX 训练自动编码器模型的管道。我遇到的问题是将对象返回的 tf.Dataset 拟合DataAccessor.tf_dataset_factory到自动编码器。

Below I summarise the steps I've taken through this project, and have some Questions at the bottom if you wish to skip the background information.

Intro

TFX Pipeline

The TFX components I have used so far have been:

  • CsvExampleGenerator (the dataset has 82 columns, all numeric, and the sample csv has 739 rows)
  • StatisticsGenerator / SchemaGenerator, the schema has been edited as is now loaded in using an Importer
  • Transform
  • Trainer (this …

deep-learning keras tensorflow tfx

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deep-learning ×1

keras ×1

tensorflow ×1

tfx ×1