Merged PR 960: pydocstyle fixups

pydocstyle fixups

.devcontainer/devcontainer.json

@@ -65,6 +65,7 @@
                 "ms-python.vscode-pylance",
                 "ms-python.python",
                 "donjayamanne.python-environment-manager",
+                "njpwerner.autodocstring",
                 "ms-toolsai.jupyter",
                 "lextudio.restructuredtext",
                 "trond-snekvik.simple-rst",

.gitignore

@@ -153,6 +153,7 @@ junit/test-results.xml
 .doc-prereqs.*.build-stamp
 .pycodestyle.build-stamp
 .pycodestyle.*.build-stamp
+.pydocstyle.*.build-stamp
 .pylint.build-stamp
 .pylint.*.build-stamp
 .pytest.build-stamp

.pylintrc

@@ -4,6 +4,10 @@
 # Specify a score threshold to be exceeded before program exits with error.
 fail-under=9.7
 
+# Make sure public methods are documented.
+# See Also: https://github.com/PyCQA/pydocstyle/issues/309#issuecomment-1426642147
+fail-on=C0116
+
 # Ignore pylint complaints about an upstream dependency.
 ignored-modules=ConfigSpace.hyperparameters
 

.vscode/extensions.json

@@ -5,6 +5,7 @@
         "ms-python.vscode-pylance",
         "ms-python.python",
         "donjayamanne.python-environment-manager",
+        "njpwerner.autodocstring",
         "lextudio.restructuredtext",
         "trond-snekvik.simple-rst",
         "DavidAnson.vscode-markdownlint", // Linter for markdown files

.vscode/settings.json

@@ -6,6 +6,7 @@
     "python.linting.pycodestyleEnabled": true,
     "python.linting.pydocstyleEnabled": true,
     "python.testing.pytestEnabled": true,
+    "autoDocstring.docstringFormat": "numpy",
     "cSpell.ignoreWords": [
         "arange",
         "astype",

Makefile

@@ -68,9 +68,8 @@ pydocstyle: conda-env .pydocstyle.${CONDA_ENV_NAME}.build-stamp
 .pydocstyle.${CONDA_ENV_NAME}.build-stamp: .conda-env.${CONDA_ENV_NAME}.build-stamp
 .pydocstyle.${CONDA_ENV_NAME}.build-stamp: $(PYTHON_FILES) setup.cfg
 	# Check for decent pep8 doc style with pydocstyle.
-	# TODO: FIXME: Force this to break the build.
-	conda run -n ${CONDA_ENV_NAME} pydocstyle $(PYTHON_FILES) || true
-	#touch .pydocstyle.${CONDA_ENV_NAME}.build-stamp
+	conda run -n ${CONDA_ENV_NAME} pydocstyle $(PYTHON_FILES)
+	touch .pydocstyle.${CONDA_ENV_NAME}.build-stamp
 
 .PHONY: pylint
 pylint: conda-env .pylint.${CONDA_ENV_NAME}.build-stamp

conda-envs/mlos_core-3.10.yml

@@ -10,6 +10,7 @@ dependencies:
   - pylint
   - pycodestyle
   - autopep8
+  - pydocstyle
   - pytest
   - pytest-cov
   - pytest-forked

conda-envs/mlos_core-3.11.yml

@@ -10,6 +10,7 @@ dependencies:
   - pylint
   - pycodestyle
   - autopep8
+  - pydocstyle
   - pytest
   - pytest-cov
   - pytest-forked

conda-envs/mlos_core-3.8.yml

@@ -10,6 +10,7 @@ dependencies:
   - pylint
   - pycodestyle
   - autopep8
+  - pydocstyle
   - pytest
   - pytest-cov
   - pytest-forked

conda-envs/mlos_core-3.9.yml

@@ -10,6 +10,7 @@ dependencies:
   - pylint
   - pycodestyle
   - autopep8
+  - pydocstyle
   - pytest
   - pytest-cov
   - pytest-forked

conda-envs/mlos_core.yml

@@ -10,6 +10,7 @@ dependencies:
   - pylint
   - pycodestyle
   - autopep8
+  - pydocstyle
   - pytest
   - pytest-cov
   - pytest-forked

conftest.py

@@ -13,7 +13,6 @@ def pytest_configure(config):   # pylint: disable=unused-argument
     """
     Add some additional (global) configuration steps for pytest.
     """
-
     # Workaround some issues loading emukit in certain environments.
     if os.environ.get('DISPLAY', None):
         import matplotlib   # pylint: disable=import-outside-toplevel

mlos_bench/examples/linux-kernel/create_new_grub_cfg.py

@@ -1,6 +1,7 @@
 #!/usr/bin/env python3
 """
 Python script to parse through JSON and create new config file.
+
 This script will be run in the SCHEDULER.
 NEW_CFG will need to be copied over to the VM (/etc/default/grub.d).
 """

mlos_bench/mlos_bench/environment/status.py

@@ -9,6 +9,7 @@ class Status(enum.Enum):
     """
     Enum for the status of the benchmark.
     """
+
     UNKNOWN = 0
     PENDING = 1
     READY = 2

mlos_core/mlos_core/optimizers/bayesian_optimizers.py

@@ -15,7 +15,7 @@ from mlos_core.spaces import configspace_to_skopt_space, configspace_to_emukit_s
 
 
 class BaseBayesianOptimizer(BaseOptimizer, metaclass=ABCMeta):
-    """Abstract base class defining the interface for Bayesian optimization. """
+    """Abstract base class defining the interface for Bayesian optimization."""
 
     @abstractmethod
     def surrogate_predict(self, configurations: pd.DataFrame, context: pd.DataFrame = None):
@@ -57,6 +57,7 @@ class EmukitOptimizer(BaseBayesianOptimizer):
     space_adapter : BaseSpaceAdapter
         The space adapter class to employ for parameter space transformations.
     """
+
     def __init__(self, parameter_space: ConfigSpace.ConfigurationSpace, space_adapter: Optional[BaseSpaceAdapter] = None):
         super().__init__(parameter_space, space_adapter)
         self.emukit_parameter_space = configspace_to_emukit_space(self.optimizer_parameter_space)
@@ -182,6 +183,7 @@ class SkoptOptimizer(BaseBayesianOptimizer):
     parameter_space : ConfigSpace.ConfigurationSpace
         The parameter space to optimize.
     """
+
     def __init__(
         self,
         parameter_space: ConfigSpace.ConfigurationSpace,

mlos_core/mlos_core/optimizers/optimizer.py

@@ -23,6 +23,7 @@ class BaseOptimizer(metaclass=ABCMeta):
     space_adapter : BaseSpaceAdapter
         The space adapter class to employ for parameter space transformations.
     """
+
     def __init__(self, parameter_space: ConfigSpace.ConfigurationSpace, space_adapter: Optional[BaseSpaceAdapter] = None):
         self.parameter_space: ConfigSpace.ConfigurationSpace = parameter_space
         self.optimizer_parameter_space: ConfigSpace.ConfigurationSpace = \

mlos_core/mlos_core/optimizers/random_optimizer.py

@@ -16,6 +16,7 @@ class RandomOptimizer(BaseOptimizer):
     parameter_space : ConfigSpace.ConfigurationSpace
         The parameter space to optimize.
     """
+
     def _register(self, configurations: pd.DataFrame, scores: pd.Series, context: pd.DataFrame = None):
         """Registers the given configurations and scores.
 

mlos_core/mlos_core/runners.py

@@ -1,48 +0,0 @@
-"""
-Contains classes related to experiment execution runners.
-These classes contain the policies for managing things like retries and failed
-configs when interacting with the optimizer(s).
-"""
-
-# TODO: Implement retry/failure handling logic.
-
-
-class ExperimentRunner:
-    """Manages pending observations for parallel & asynchronous optimization."""
-    def __init__(self, optimizer):
-        self.optimizer = optimizer
-
-    def register(self, configurations, scores, context=None):
-        """Registers the given configurations and scores with the optimizer associated with this ExperimentRunner.
-
-        Parameters
-        ----------
-        configurations : pd.DataFrame
-            Dataframe of configurations / parameters. The columns are parameter names and the rows are the configurations.
-
-        scores : pd.Series
-            Scores from running the configurations. The index is the same as the index of the configurations.
-
-        context : pd.DataFrame
-            Not Yet Implemented.
-        """
-        self.optimizer.register(configurations, scores, context)
-
-    def suggest(self, context=None):
-        """Gets a new configuration suggestion from the optimizer associated
-        with this ExperimentRunner and automatically registers it as "pending",
-        under the assumption that it will be executed as an experiment trial.
-
-        Parameters
-        ----------
-        context : pd.DataFrame
-            Not Yet Implemented.
-
-        Returns
-        -------
-        configuration : pd.DataFrame
-            Pandas dataframe with a single row. Column names are the parameter names.
-        """
-        configurations = self.optimizer.suggest(context)
-        self.optimizer.register_pending(configurations, context)
-        return configurations

mlos_core/mlos_core/spaces/adapters/adapter.py

@@ -16,6 +16,7 @@ class BaseSpaceAdapter(metaclass=ABCMeta):
     orig_parameter_space : ConfigSpace.ConfigurationSpace
         The original parameter space to explore.
     """
+
     def __init__(self, orig_parameter_space: ConfigSpace.ConfigurationSpace):
         self._orig_parameter_space: ConfigSpace.ConfigurationSpace = orig_parameter_space
         self._random_state = orig_parameter_space.random

mlos_core/mlos_core/spaces/adapters/llamatune.py

@@ -340,7 +340,7 @@ class LlamaTuneAdapter(BaseSpaceAdapter):   # pylint: disable=too-many-instance-
         NOTE: This method is experimental, and there is currently no guarrantee that it works as expected.
 
         Raises
-        -------
+        ------
             RuntimeError: if reverse mapping computation fails.
         """
         from scipy.linalg import pinv, LinAlgError  # pylint: disable=import-outside-toplevel

setup.cfg

@@ -1,12 +1,28 @@
 # vim: set ft=dosini:
 [pycodestyle]
 count = True
+# E124: Closing bracket does not match indentation of opening bracket's line
+# E128: Continuation line under-indented for visual indent
+# E261: At least two spaces before inline comment
+# E502: The backslash is redundant between brackets
+# W503: Line break occurred before a binary operator
+# W504: Line break occurred after a binary operator
 ignore = E124,E128,E261,E502,W503,W504
 format = pylint
+# See Also: .editorconfig, .pylintrc
 max-line-length = 132
 show-source = True
 statistics = True
 
 [pydocstyle]
-add_ignore = D200,D202,D401
+# D102: Missing docstring in public method (Avoids inheritence bug. Force checked in .pylintrc instead.)
+# D105: Missing docstring in magic method
+# D107: Missing docstring in __init__
+# D200: One-line docstring should fit on one line with quotes
+# D401: First line should be in imperative mood
+# We have many docstrings that are too long to fit on one line, so we ignore both of these two rules:
+# D205: 1 blank line required between summary line and description
+# D400: First line should end with a period
+add_ignore = D102,D105,D107,D200,D401,D205,D400
 match = .+(?<!_test)\.py
+convention = numpy