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Ran 21 Oct 2020 11:25PM UTC

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Committed 21 Oct 2020 11:05PM UTC coverage: 75.407% (+0.8%) from 74.641%

Job # TF_VERSION=1.15.0

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push

travis-ci-com

Committed by

web-flow

Commit Message

Reduce ImageDataGenerator memory footprint. (#436)

* Preserve `dtype` when creating batched samples for all `ImageDataGenerators`.

* `SemanticIterators` transform data during `get_batches_of_transformed_samples` to avoid creating a copy of the data for every transform.

* Implement batched transforms for `CroppingIterator`.

* Clean up 3D semantic data generator logic; simplified loops and DRYed out a lot of code.

* Use a smaller `dtype` when possible for transformed labels, `uint8` for classifications, `K.floatx()` for floats.

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