有没有办法让 tensorflow js 从 json 文件而不是 csv 读取/训练数据？

Question

So I'm new with machine learning and have been struggling with making my model train from the data provided from a json file. I have no problem training with a csv. Also converting the json to csv is not an option since the json file is not simple.

Answer 1

Currently, tensorflow.js does not offer a way to load json data for training. So the options there are

• Use a json to csv converter

That way tf.data.csv can be used to read the file

• Use a custom loader

First one needs to get the data using the fetch API for instance. Then, the dataset needs to be constructed with the data returned. When the data is large, everythings needs not to be loaded in memory at the same time. This answer discusses how to handle that case.

Answer 2

Try to avoid doing the conversion on your own; use the Javascript JSON library for functions like JSON.parse and JSON.stringify that go recursively deep in an array and turn it into a Javascript-subscriptable object.