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bhack avatar bhack commented on June 11, 2024 2

If you want to continue in Eager mode check also https://www.tensorflow.org/tutorials/eager/eager_basics#datasets

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bhack avatar bhack commented on June 11, 2024 1

Generally the dataset API is already highly optimized.

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Shathe avatar Shathe commented on June 11, 2024

Yeah, you're right
I am currently using my custom Loader for loading and performing data augmentation but... I think it's about time to move into the data.Dataset API haha
I am gonna open another issue for that

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bhack avatar bhack commented on June 11, 2024

https://www.tensorflow.org/performance/datasets_performance

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Shathe avatar Shathe commented on June 11, 2024

Nevertheless... I just saw it andd... Do you know if you can use it when the data does not fit into RAM? I mean, if you cannot load the entire dataset at once... You can still use the Dataset API?

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bhack avatar bhack commented on June 11, 2024

Yes of course

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Shathe avatar Shathe commented on June 11, 2024

You know how? I mean, can you provide me a link or a function name or something? I'll try to search on internet and on the guide you linked in previous messages too

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bhack avatar bhack commented on June 11, 2024

Almost all the real datasets don't fit in memory so you will find many many dataset API examples. Just to mention one https://colab.research.google.com/github/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/generative_examples/image_captioning_with_attention.ipynb

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Shathe avatar Shathe commented on June 11, 2024

I mean, referring to the size of the dataset

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bhack avatar bhack commented on June 11, 2024

That dataset doesn't fit in memory

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Shathe avatar Shathe commented on June 11, 2024

Thanks a lot!

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