665817bd4f
### What changes were proposed in this pull request? This pull request: - Adds following flags to the main mypy configuration: - [`strict_optional`](https://mypy.readthedocs.io/en/stable/config_file.html#confval-strict_optional) - [`no_implicit_optional`](https://mypy.readthedocs.io/en/stable/config_file.html#confval-no_implicit_optional) - [`disallow_untyped_defs`](https://mypy.readthedocs.io/en/stable/config_file.html#confval-disallow_untyped_calls) These flags are enabled only for public API and disabled for tests and internal modules. Additionally, these PR fixes missing annotations. ### Why are the changes needed? Primary reason to propose this changes is to use standard configuration as used by typeshed project. This will allow us to be more strict, especially when interacting with JVM code. See for example https://github.com/apache/spark/pull/29122#pullrequestreview-513112882 Additionally, it will allow us to detect cases where annotations have unintentionally omitted. ### Does this PR introduce _any_ user-facing change? Annotations only. ### How was this patch tested? `dev/lint-python`. Closes #30382 from zero323/SPARK-33457. Authored-by: zero323 <mszymkiewicz@gmail.com> Signed-off-by: HyukjinKwon <gurwls223@apache.org>
70 lines
2.4 KiB
Python
70 lines
2.4 KiB
Python
#
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# Licensed to the Apache Software Foundation (ASF) under one
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# or more contributor license agreements. See the NOTICE file
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# distributed with this work for additional information
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# regarding copyright ownership. The ASF licenses this file
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# to you under the Apache License, Version 2.0 (the
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# "License"); you may not use this file except in compliance
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# with the License. You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing,
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# software distributed under the License is distributed on an
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# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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# KIND, either express or implied. See the License for the
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# specific language governing permissions and limitations
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# under the License.
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from typing import List, Optional, overload, Union
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from typing_extensions import Literal
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from numpy import ndarray # type: ignore[import]
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from pyspark.mllib.common import JavaModelWrapper
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from pyspark.mllib.linalg import Vector, Matrix
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from pyspark.mllib.regression import LabeledPoint
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from pyspark.mllib.stat.test import ChiSqTestResult, KolmogorovSmirnovTestResult
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from pyspark.rdd import RDD
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CorrelationMethod = Union[Literal["spearman"], Literal["pearson"]]
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class MultivariateStatisticalSummary(JavaModelWrapper):
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def mean(self) -> ndarray: ...
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def variance(self) -> ndarray: ...
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def count(self) -> int: ...
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def numNonzeros(self) -> ndarray: ...
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def max(self) -> ndarray: ...
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def min(self) -> ndarray: ...
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def normL1(self) -> ndarray: ...
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def normL2(self) -> ndarray: ...
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class Statistics:
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@staticmethod
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def colStats(rdd: RDD[Vector]) -> MultivariateStatisticalSummary: ...
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@overload
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@staticmethod
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def corr(
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x: RDD[Vector], *, method: Optional[CorrelationMethod] = ...
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) -> Matrix: ...
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@overload
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@staticmethod
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def corr(
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x: RDD[float], y: RDD[float], method: Optional[CorrelationMethod] = ...
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) -> float: ...
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@overload
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@staticmethod
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def chiSqTest(observed: Matrix) -> ChiSqTestResult: ...
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@overload
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@staticmethod
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def chiSqTest(
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observed: Vector, expected: Optional[Vector] = ...
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) -> ChiSqTestResult: ...
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@overload
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@staticmethod
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def chiSqTest(observed: RDD[LabeledPoint]) -> List[ChiSqTestResult]: ...
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@staticmethod
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def kolmogorovSmirnovTest(
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data: RDD[float], distName: Literal["norm"] = ..., *params: float
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) -> KolmogorovSmirnovTestResult: ...
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