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Enable split reader for halo#18394

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Commits on Feb 28, 2025

• Add split reader support for halo.

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• Enable both modes and run max pool and conv2d.

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• Add interface for split reader so that user can enable/disable.

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• Change the reading pattern for config.

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• Optimize further

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• Add test case and allow user to choose whther to enable split reader or not for conv2d.

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Commits on Mar 3, 2025

• Default split reader to false in untilize_with_halo header.

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• Add stride to test cases.

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Commits on Mar 5, 2025

• Move splitting in sliding window.

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• Move splitting for local config in sliding window.

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Commits on Mar 6, 2025

• Move splitting for remote config in sliding window.

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• Change cbs to be processes on cores.

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• Clean up for sliding window.

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• Undo enable-halo-split-reader flag changes.

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• Clean up halo_gather.cpp.

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