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authorGergely Nagy <gergely.nagy@arm.com>2023-06-22 14:35:21 +0100
committerBenjamin Klimczak <benjamin.klimczak@arm.com>2023-10-11 16:16:11 +0100
commitbaaf4de286762c1955c874f78cd802d4703a8ba5 (patch)
tree3b80f906672f91e7e24723720b2d164d360f3edf /src/mlia/nn/tensorflow/utils.py
parent3cd84481fa25e64c29e57396d4bf32d7a3ca490a (diff)
downloadmlia-baaf4de286762c1955c874f78cd802d4703a8ba5.tar.gz
Re-factoring of rewrite management & added metrics
- List available rewrites - Refactor/rename 'Rewrite' class to 'RewritingOptimizer' - Introduce a registry for rewrite functions - Refactor 'Rewriter' to use the registry to look up rewrite functions - Remove mentions of hardcoded "fully_connected" from CLI help and error messages, using the registry instead - Add unit tests - Enable rewrites for all targets: Extract optimization (including rewrite specific code) from the Ethos-U-specific data collector into OptimizingDataCollector. This is reused in other targets' collectors, such as TOSA and Cortex-A. - Add more logging for rewrite - add display of MAE and NRMSE values for the trained result - add total model MAE and NRMSE metric Resolves: MLIA-891, MLIA-899, MLIA-906 Change-Id: Ie798749e1ed60cab14fdb6d9c2271c833960e93f Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
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