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| author | Ruomei Yan <ruomei.yan@arm.com> | 2023-02-20 15:32:54 +0000 |
|---|---|---|
| committer | Benjamin Klimczak <benjamin.klimczak@arm.com> | 2023-10-11 15:42:28 +0100 |
| commit | 446c379c92e15ad8f24ed0db853dd0fc9c271151 (patch) | |
| tree | fb9e2b20fba15d3aa44054eb76d76fbdb1459006 /src/mlia/cli/commands.py | |
| parent | f0b8ed75fed9dc69ab1f6313339f9f7e38bfc725 (diff) | |
| download | mlia-446c379c92e15ad8f24ed0db853dd0fc9c271151.tar.gz | |
Add a CLI component to enable rewrites
* Add flags for rewrite (--rewrite, --rewrite-start,
--rewrite-end, --rewrite-target)
* Refactor CLI interfaces to accept tflite models with optimize for
rewrite, keras models with optimize for clustering and pruning
* Refactor and move common.py and select.py out of the folder
nn/tensorflow/optimizations
* Add file nn/rewrite/core/rewrite.py as placeholder
* Update/add unit tests
* Refactor OptimizeModel in ethos_u/data_collection.py
for accepting tflite model case
* Extend the logic so that if "--rewrite" is specified, we don't add
pruning to also accept TFLite models.
* Update README.md
Resolves: MLIA-750, MLIA-854, MLIA-865
Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
Change-Id: I67d85f71fa253d2bad4efe304ad8225970b9622c
Diffstat (limited to 'src/mlia/cli/commands.py')
| -rw-r--r-- | src/mlia/cli/commands.py | 12 |
1 files changed, 11 insertions, 1 deletions
diff --git a/src/mlia/cli/commands.py b/src/mlia/cli/commands.py index 1f339ee..7af41d9 100644 --- a/src/mlia/cli/commands.py +++ b/src/mlia/cli/commands.py @@ -96,7 +96,7 @@ def check( ) -def optimize( # pylint: disable=too-many-arguments +def optimize( # pylint: disable=too-many-locals,too-many-arguments ctx: ExecutionContext, target_profile: str, model: str, @@ -104,8 +104,13 @@ def optimize( # pylint: disable=too-many-arguments clustering: bool, pruning_target: float | None, clustering_target: int | None, + rewrite: bool | None = None, + rewrite_target: str | None = None, + rewrite_start: str | None = None, + rewrite_end: str | None = None, layers_to_optimize: list[str] | None = None, backend: list[str] | None = None, + dataset: Path | None = None, ) -> None: """Show the performance improvements (if any) after applying the optimizations. @@ -145,7 +150,12 @@ def optimize( # pylint: disable=too-many-arguments clustering, pruning_target, clustering_target, + rewrite, + rewrite_target, + rewrite_start, + rewrite_end, layers_to_optimize, + dataset, ) ) |