[PT] Remove NAS (#3763)

### Changes

Remove NAS algorithm

### Related tickets

176422

Author: AlexanderDokuchaev

.ci/cspell_dict.txt

@@ -275,7 +275,6 @@ mxfp
 namedtuples
 nanmean
 nanquantile
-natsorted
 nbytes
 nccl
 ncdhw
@@ -360,7 +359,6 @@ ptselu
 ptsilu
 ptwc
 pymodules
-pymoo
 pyopenvino
 pythonpath
 qconf

constraints.txt

@@ -20,3 +20,5 @@ pytest-ordering==0.6
 pytest-xdist==3.5.0
 pytest-forked==1.6.0
 pytest-split==0.9.0
+
+matplotlib==3.10.7

licensing/third-party-programs.txt

@@ -33,7 +33,6 @@ classifiers = [
 ]
 dependencies = [
     "jsonschema>=3.2.0",
-    "natsort>=7.1.0",
     "networkx>=2.6, <3.5.0",
     "ninja>=1.10.0.post2, <1.14",
     "numpy>=1.24.0, <2.3.0",
@@ -42,7 +41,6 @@ dependencies = [
     "pandas>=1.1.5,<2.4",
     "psutil",
     "pydot>=1.4.1, <=3.0.4",
-    "pymoo>=0.6.0.1",
     "rich>=13.5.2",
     "safetensors>=0.4.1",
     "scikit-learn>=0.24.0",
@@ -168,7 +166,6 @@ extend-select = [
 ]
 
 [tool.ruff.lint.per-file-ignores]
-"src/nncf/experimental/torch/nas/bootstrapNAS/__init__.py" = ["F401"]
 "src/nncf/torch/__init__.py" = ["F401", "E402"]
 "tests/**/*.py" = ["F403"]
 "tests/**/__init__.py" = ["F401"]

pyproject.toml

@@ -41,7 +41,7 @@
 Image = Any  # Default type for Image.
 
 try:
-    import matplotlib.pyplot as plt
+    import matplotlib.pyplot as plt  # type: ignore[import-not-found]
     import PIL.Image
     from PIL.Image import Image
 

src/nncf/common/accuracy_aware_training/runner.py

@@ -14,7 +14,7 @@
 
 @contextmanager
 def noninteractive_plotting() -> Generator[None, None, None]:
-    from matplotlib import pyplot as plt
+    from matplotlib import pyplot as plt  # type: ignore[import-not-found]
 
     backend = plt.get_backend()
     plt.switch_backend("agg")

src/nncf/common/plotting.py

@@ -15,7 +15,6 @@
 ADAPTIVE_COMPRESSION_LEVEL_TRAINING_MODE_NAME_IN_CONFIG = "adaptive_compression_level"
 EARLY_EXIT_TRAINING_MODE_NAME_IN_CONFIG = "early_exit"
 EXPERIMENTAL_QUANTIZATION_ALGO_NAME_IN_CONFIG = "experimental_quantization"
-BOOTSTRAP_NAS_ALGO_NAME_IN_CONFIG = "bootstrapNAS"
 CONST_SPARSITY_ALGO_NAME_IN_CONFIG = "const_sparsity"
 FILTER_PRUNING_ALGO_NAME_IN_CONFIG = "filter_pruning"
 KNOWLEDGE_DISTILLATION_ALGO_NAME_IN_CONFIG = "knowledge_distillation"