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

1 files changed, 6 insertions, 2 deletions

diff --git a/src/mlia/cli/helpers.py b/src/mlia/cli/helpers.py
index abc6df0..824db1b 100644
--- a/src/mlia/cli/helpers.py
+++ b/src/mlia/cli/helpers.py
@@ -10,7 +10,7 @@ from typing import cast
 
 from mlia.cli.options import get_target_profile_opts
 from mlia.core.helpers import ActionResolver
-from mlia.nn.tensorflow.optimizations.select import OptimizationSettings
+from mlia.nn.select import OptimizationSettings
 from mlia.nn.tensorflow.utils import is_keras_model
 from mlia.target.config import get_builtin_profile_path
 from mlia.target.config import is_builtin_profile
@@ -47,7 +47,11 @@ class CLIActionResolver(ActionResolver):
     ) -> list[str]:
         """Return specific optimization command description."""
         opt_types = " ".join("--" + opt.optimization_type for opt in opt_settings)
-        opt_targs_strings = ["--pruning-target", "--clustering-target"]
+        opt_targs_strings = [
+            "--pruning-target",
+            "--clustering-target",
+            "--rewrite-target",
+        ]
         opt_targs = ",".join(
             f"{opt_targs_strings[i]} {opt.optimization_target}"
             for i, opt in enumerate(opt_settings)