airflow verify_providers 源码

  • 2022-10-20
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airflow verify_providers 代码

文件路径:/scripts/in_container/verify_providers.py

#!/usr/bin/env python3
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.  See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied.  See the License for the
# specific language governing permissions and limitations
# under the License.
from __future__ import annotations

import importlib
import os
import pkgutil
import re
import subprocess
import sys
import traceback
import warnings
from enum import Enum
from inspect import isclass
from pathlib import Path
from typing import NamedTuple
from warnings import WarningMessage

from rich.console import Console

console = Console(width=400, color_system="standard")

AIRFLOW_SOURCES_ROOT = Path(__file__).parents[2].resolve()
PROVIDERS_PATH = AIRFLOW_SOURCES_ROOT / "airflow" / "providers"


class EntityType(Enum):
    Operators = "Operators"
    Transfers = "Transfers"
    Sensors = "Sensors"
    Hooks = "Hooks"
    Secrets = "Secrets"


class EntityTypeSummary(NamedTuple):
    entities: list[str]
    new_entities_table: str
    wrong_entities: list[tuple[type, str]]


class VerifiedEntities(NamedTuple):
    all_entities: set[str]
    wrong_entities: list[tuple[type, str]]


class ProviderPackageDetails(NamedTuple):
    provider_package_id: str
    full_package_name: str
    pypi_package_name: str
    source_provider_package_path: str
    documentation_provider_package_path: str
    provider_description: str
    versions: list[str]
    excluded_python_versions: list[str]


ENTITY_NAMES = {
    EntityType.Operators: "Operators",
    EntityType.Transfers: "Transfer Operators",
    EntityType.Sensors: "Sensors",
    EntityType.Hooks: "Hooks",
    EntityType.Secrets: "Secrets",
}

TOTALS: dict[EntityType, int] = {
    EntityType.Operators: 0,
    EntityType.Hooks: 0,
    EntityType.Sensors: 0,
    EntityType.Transfers: 0,
    EntityType.Secrets: 0,
}

OPERATORS_PATTERN = r".*Operator$"
SENSORS_PATTERN = r".*Sensor$"
HOOKS_PATTERN = r".*Hook$"
SECRETS_PATTERN = r".*Backend$"
TRANSFERS_PATTERN = r".*To[A-Z0-9].*Operator$"
WRONG_TRANSFERS_PATTERN = r".*Transfer$|.*TransferOperator$"

ALL_PATTERNS = {
    OPERATORS_PATTERN,
    SENSORS_PATTERN,
    HOOKS_PATTERN,
    SECRETS_PATTERN,
    TRANSFERS_PATTERN,
    WRONG_TRANSFERS_PATTERN,
}

EXPECTED_SUFFIXES: dict[EntityType, str] = {
    EntityType.Operators: "Operator",
    EntityType.Hooks: "Hook",
    EntityType.Sensors: "Sensor",
    EntityType.Secrets: "Backend",
    EntityType.Transfers: "Operator",
}


# The set of known deprecation messages that we know about.
# It contains tuples of "message" and the module that generates the warning - so when the
# Same warning is generated by different module, it is not treated as "known" warning.
KNOWN_DEPRECATED_MESSAGES: set[tuple[str, str]] = {
    (
        'This version of Apache Beam has not been sufficiently tested on Python 3.9. '
        'You may encounter bugs or missing features.',
        "apache_beam",
    ),
    (
        'This version of Apache Beam has not been sufficiently tested on Python 3.10. '
        'You may encounter bugs or missing features.',
        "apache_beam",
    ),
    (
        "Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since"
        " Python 3.3,and in 3.9 it will stop working",
        "apache_beam",
    ),
    (
        'pyarrow.HadoopFileSystem is deprecated as of 2.0.0, please use pyarrow.fs.HadoopFileSystem instead.',
        "papermill",
    ),
    (
        "You have an incompatible version of 'pyarrow' installed (4.0.1), please install a version that "
        "adheres to: 'pyarrow<3.1.0,>=3.0.0; extra == \"pandas\"'",
        "apache_beam",
    ),
    (
        "You have an incompatible version of 'pyarrow' installed (4.0.1), please install a version that "
        "adheres to: 'pyarrow<5.1.0,>=5.0.0; extra == \"pandas\"'",
        "snowflake",
    ),
    (
        "You have an incompatible version of 'pyarrow' installed (6.0.1), please install a version that "
        "adheres to: 'pyarrow<8.1.0,>=8.0.0; extra == \"pandas\"'",
        "snowflake",
    ),
    ("dns.hash module will be removed in future versions. Please use hashlib instead.", "dns"),
    ("PKCS#7 support in pyOpenSSL is deprecated. You should use the APIs in cryptography.", "eventlet"),
    ("PKCS#12 support in pyOpenSSL is deprecated. You should use the APIs in cryptography.", "eventlet"),
    (
        "the imp module is deprecated in favour of importlib; see the module's documentation"
        " for alternative uses",
        "hdfs",
    ),
    (
        "You have an incompatible version of 'pyarrow' installed (4.0.1), please install a version that"
        " adheres to: 'pyarrow<3.1.0,>=3.0.0; extra == \"pandas\"'",
        "snowflake",
    ),
    (
        "You have an incompatible version of 'pyarrow' installed (6.0.1), please install a version that"
        " adheres to: 'pyarrow<5.1.0,>=5.0.0; extra == \"pandas\"'",
        "snowflake",
    ),
    (
        "You have an incompatible version of 'pyarrow' installed (6.0.1), please install a version that"
        " adheres to: 'pyarrow<3.1.0,>=3.0.0; extra == \"pandas\"'",
        "snowflake",
    ),
    ("SelectableGroups dict interface is deprecated. Use select.", "kombu"),
    ("The module cloudant is now deprecated. The replacement is ibmcloudant.", "cloudant"),
    ("This module is deprecated. Please use `airflow.operators.empty`.", "dbt"),
    ("This module is deprecated. Please use `airflow.operators.empty`.", "jdbc"),
    ("This module is deprecated. Please use `airflow.operators.empty`.", "azure"),
    ("This module is deprecated. Please use `airflow.operators.empty`.", "qubole"),
    ("This module is deprecated. Please use `airflow.operators.empty`.", "winrm"),
    ("This class is deprecated. Please use `airflow.operators.empty.EmptyOperator`.", "dbt"),
    ("This class is deprecated. Please use `airflow.operators.empty.EmptyOperator`.", "jdbc"),
    ("This class is deprecated. Please use `airflow.operators.empty.EmptyOperator`.", "azure"),
    ("This class is deprecated. Please use `airflow.operators.empty.EmptyOperator`.", "qubole"),
    ("This class is deprecated. Please use `airflow.operators.empty.EmptyOperator`.", "winrm"),
    (
        "'nteract-scrapbook' package has been renamed to `scrapbook`. No new releases are "
        "going out for this old package name.",
        "scrapbook",
    ),
    ("SelectableGroups dict interface is deprecated. Use select.", "markdown"),
    ("'_app_ctx_stack' is deprecated and will be removed in Flask 2.3.", "flask_sqlalchemy"),
    ("'_app_ctx_stack' is deprecated and will be removed in Flask 2.3.", "flask_appbuilder"),
    # Currently (2.2) Flask app builder has the `remoevd` typo in the messages,
    # and they might want to fix it, so adding both
    ("'_request_ctx_stack' is deprecated and will be remoevd in Flask 2.3.", 'flask_appbuilder'),
    ("'_request_ctx_stack' is deprecated and will be removed in Flask 2.3.", 'flask_appbuilder'),
    ("'_request_ctx_stack' is deprecated and will be removed in Flask 2.3.", 'flask_jwt_extended'),
    (
        "'urllib3.contrib.pyopenssl' module is deprecated and will be removed in a future release of "
        "urllib3 2.x. Read more in this issue: https://github.com/urllib3/urllib3/issues/2680",
        'botocore',
    ),
    (
        "'urllib3.contrib.pyopenssl' module is deprecated and will be removed in a future release of "
        "urllib3 2.x. Read more in this issue: https://github.com/urllib3/urllib3/issues/2680",
        'requests_toolbelt',
    ),
}

KNOWN_COMMON_DEPRECATED_MESSAGES: set[str] = {
    "distutils Version classes are deprecated. Use packaging.version instead.",
    "the imp module is deprecated in favour of importlib; "
    "see the module's documentation for alternative uses",
    "Param `schedule_interval` is deprecated and will be removed in a future release. "
    "Please use `schedule` instead. ",
}

# The set of warning messages generated by direct importing of some deprecated modules. We should only
# ignore those messages when the warnings are generated directly by importlib - which means that
# we imported it directly during module walk by the importlib library
KNOWN_DEPRECATED_DIRECT_IMPORTS: set[str] = {
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.batch`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.container_instance`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.container_registry`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.container_volume`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.cosmos`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.data_factory`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.data_lake`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.hooks.fileshare`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.operators.batch`.",
    "This module is deprecated. "
    "Please use `airflow.providers.microsoft.azure.operators.container_instances`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.operators.cosmos`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.secrets.key_vault`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.sensors.cosmos`.",
    "This module is deprecated. Please use `airflow.providers.microsoft.azure.transfers.local_to_wasb`.",
    "This module is deprecated. Please use `airflow.providers.tableau.operators.tableau`.",
    "This module is deprecated. Please use `kubernetes.client.models.V1Volume`.",
    "This module is deprecated. Please use `kubernetes.client.models.V1VolumeMount`.",
    (
        "This module is deprecated. Please use `kubernetes.client.models.V1ResourceRequirements`"
        " and `kubernetes.client.models.V1ContainerPort`."
    ),
    "This module is deprecated. Please use `kubernetes.client.models.V1EnvVar`.",
    'numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header,'
    ' got 216 from PyObject',
    'This module is deprecated. Please use `airflow.providers.opsgenie.hooks.opsgenie`.',
    'This module is deprecated. Please use `airflow.providers.opsgenie.operators.opsgenie`.',
    "This module is deprecated. Please use `airflow.providers.tableau.sensors.tableau`.",
    "This module is deprecated. Please use `airflow.providers.amazon.aws.operators.lambda_function`.",
    (
        """
        S3ToSnowflakeOperator is deprecated.
        Please use
        `airflow.providers.snowflake.transfers.copy_into_snowflake.CopyFromExternalStageToSnowflakeOperator`.
        """
    ),
    "This module is deprecated. Please use `airflow.providers.atlassian.jira.hooks.jira`.",
    "This module is deprecated. Please use `airflow.providers.atlassian.jira.operators.jira`.",
    "This module is deprecated. Please use `airflow.providers.atlassian.jira.sensors.jira`.",
}


def filter_known_warnings(warn: warnings.WarningMessage) -> bool:
    msg_string = str(warn.message).replace("\n", " ")
    for m in KNOWN_DEPRECATED_MESSAGES:
        expected_package_string = "/" + m[1] + "/"
        if msg_string == m[0] and warn.filename.find(expected_package_string) != -1:
            return False
    return True


def filter_direct_importlib_warning(warn: warnings.WarningMessage) -> bool:
    msg_string = str(warn.message).replace("\n", " ")
    for m in KNOWN_DEPRECATED_DIRECT_IMPORTS:
        if msg_string == m and warn.filename.find("/importlib/") != -1:
            return False
    return True


def filter_known_common_deprecated_messages(warn: warnings.WarningMessage) -> bool:
    msg_string = str(warn.message).replace("\n", " ")
    for m in KNOWN_COMMON_DEPRECATED_MESSAGES:
        if msg_string == m:
            return False
    return True


def get_all_providers() -> list[str]:
    """
    Returns all providers for regular packages.
    :return: list of providers that are considered for provider packages
    """
    from setup import ALL_PROVIDERS

    return list(ALL_PROVIDERS)


def import_all_classes(
    walkable_paths_and_prefixes: dict[str, str],
    prefix: str,
    provider_ids: list[str] | None = None,
    print_imports: bool = False,
    print_skips: bool = False,
) -> tuple[list[str], list[WarningMessage]]:
    """
    Imports all classes in providers packages. This method loads and imports
    all the classes found in providers, so that we can find all the subclasses
    of operators/sensors etc.

    :param walkable_paths_and_prefixes: dict of paths with accompanying prefixes to look the provider
        packages in
    :param prefix: prefix to add
    :param provider_ids - provider ids that should be loaded.
    :param print_imports - if imported class should also be printed in output
    :param print_skips - if skipped classes should also be printed in output
    :return: tuple of list of all imported classes and all warnings generated
    """
    console.print()
    console.print(f"Walking all package with prefixes in {walkable_paths_and_prefixes}")
    console.print()
    imported_classes = []
    tracebacks: list[tuple[str, str]] = []
    printed_packages: set[str] = set()

    def mk_prefix(provider_id):
        return f'{prefix}{provider_id}'

    if provider_ids:
        provider_prefixes = [mk_prefix(provider_id) for provider_id in provider_ids]
    else:
        provider_prefixes = [prefix]

    def onerror(_):
        nonlocal tracebacks
        exception_string = traceback.format_exc()
        for provider_prefix in provider_prefixes:
            if provider_prefix in exception_string:
                start_index = exception_string.find(provider_prefix)
                end_index = exception_string.find("\n", start_index + len(provider_prefix))
                package = exception_string[start_index:end_index]
                tracebacks.append((package, exception_string))
                break

    all_warnings: list[WarningMessage] = []
    for path, prefix in walkable_paths_and_prefixes.items():
        for modinfo in pkgutil.walk_packages(path=[path], prefix=prefix, onerror=onerror):
            if not any(modinfo.name.startswith(provider_prefix) for provider_prefix in provider_prefixes):
                if print_skips:
                    console.print(f"Skipping module: {modinfo.name}")
                continue
            if print_imports:
                package_to_print = ".".join(modinfo.name.split(".")[:-1])
                if package_to_print not in printed_packages:
                    printed_packages.add(package_to_print)
                    console.print(f"Importing package: {package_to_print}")
            try:
                with warnings.catch_warnings(record=True) as w:
                    warnings.filterwarnings("always", category=DeprecationWarning)
                    _module = importlib.import_module(modinfo.name)
                    for attribute_name in dir(_module):
                        class_name = modinfo.name + "." + attribute_name
                        attribute = getattr(_module, attribute_name)
                        if isclass(attribute):
                            imported_classes.append(class_name)
                if w:
                    all_warnings.extend(w)
            except Exception:
                exception_str = traceback.format_exc()
                tracebacks.append((modinfo.name, exception_str))
    if tracebacks:
        console.print(
            """
[red]ERROR: There were some import errors[/]

[yellow]If the job is about installing providers in 2.2.0, most likely you are using features that[/]
[yellow]are not available in Airflow 2.2.0 and you must implement them in backwards-compatible way![/]

""",
        )
        console.print("[red]----------------------------------------[/]")
        for package, trace in tracebacks:
            console.print(f"Exception when importing: {package}\n\n")
            console.print(trace)
            console.print("[red]----------------------------------------[/]")
        sys.exit(1)
    else:
        return imported_classes, all_warnings


def is_imported_from_same_module(the_class: str, imported_name: str) -> bool:
    """
    Is the class imported from another module?

    :param the_class: the class object itself
    :param imported_name: name of the imported class
    :return: true if the class was imported from another module
    """
    return ".".join(imported_name.split(".")[:-1]) == the_class.__module__


def is_example_dag(imported_name: str) -> bool:
    """
    Is the class an example_dag class?

    :param imported_name: name where the class is imported from
    :return: true if it is an example_dags class
    """
    return ".example_dags." in imported_name


def is_from_the_expected_base_package(the_class: type, expected_package: str) -> bool:
    """
    Returns true if the class is from the package expected.
    :param the_class: the class object
    :param expected_package: package expected for the class
    :return:
    """
    return the_class.__module__.startswith(expected_package)


def inherits_from(the_class: type, expected_ancestor: type | None = None) -> bool:
    """
    Returns true if the class inherits (directly or indirectly) from the class specified.
    :param the_class: The class to check
    :param expected_ancestor: expected class to inherit from
    :return: true is the class inherits from the class expected
    """
    if expected_ancestor is None:
        return False
    import inspect

    mro = inspect.getmro(the_class)
    return the_class is not expected_ancestor and expected_ancestor in mro


def is_class(the_class: type) -> bool:
    """
    Returns true if the object passed is a class
    :param the_class: the class to pass
    :return: true if it is a class
    """
    import inspect

    return inspect.isclass(the_class)


def package_name_matches(the_class: type, expected_pattern: str | None = None) -> bool:
    """
    In case expected_pattern is set, it checks if the package name matches the pattern.
    .
    :param the_class: imported class
    :param expected_pattern: the pattern that should match the package
    :return: true if the expected_pattern is None or the pattern matches the package
    """
    return expected_pattern is None or re.match(expected_pattern, the_class.__module__) is not None


def convert_classes_to_table(entity_type: EntityType, entities: list[str], full_package_name: str) -> str:
    """
    Converts new entities to a Markdown table.

    :param entity_type: entity type to convert to markup
    :param entities: list of  entities
    :param full_package_name: name of the provider package
    :return: table of new classes
    """
    from tabulate import tabulate

    headers = [f"New Airflow 2.0 {entity_type.value.lower()}: `{full_package_name}` package"]
    table = [(get_class_code_link(full_package_name, class_name, "main"),) for class_name in entities]
    return tabulate(table, headers=headers, tablefmt="pipe")


def get_details_about_classes(
    entity_type: EntityType,
    entities: set[str],
    wrong_entities: list[tuple[type, str]],
    full_package_name: str,
) -> EntityTypeSummary:
    """
    Get details about entities.

    :param entity_type: type of entity (Operators, Hooks etc.)
    :param entities: set of entities found
    :param wrong_entities: wrong entities found for that type
    :param full_package_name: full package name
    :return:
    """
    all_entities = list(entities)
    all_entities.sort()
    TOTALS[entity_type] += len(all_entities)
    return EntityTypeSummary(
        entities=all_entities,
        new_entities_table=convert_classes_to_table(
            entity_type=entity_type,
            entities=all_entities,
            full_package_name=full_package_name,
        ),
        wrong_entities=wrong_entities,
    )


def strip_package_from_class(base_package: str, class_name: str) -> str:
    """
    Strips base package name from the class (if it starts with the package name).
    """
    if class_name.startswith(base_package):
        return class_name[len(base_package) + 1 :]
    else:
        return class_name


def convert_class_name_to_url(base_url: str, class_name) -> str:
    """
    Converts the class name to URL that the class can be reached

    :param base_url: base URL to use
    :param class_name: name of the class
    :return: URL to the class
    """
    return base_url + os.path.sep.join(class_name.split(".")[:-1]) + ".py"


def get_class_code_link(base_package: str, class_name: str, git_tag: str) -> str:
    """
    Provides a Markdown link for the class passed as parameter.

    :param base_package: base package to strip from most names
    :param class_name: name of the class
    :param git_tag: tag to use for the URL link
    :return: URL to the class
    """
    url_prefix = f'https://github.com/apache/airflow/blob/{git_tag}/'
    return (
        f'[{strip_package_from_class(base_package, class_name)}]'
        f'({convert_class_name_to_url(url_prefix, class_name)})'
    )


def print_wrong_naming(entity_type: EntityType, wrong_classes: list[tuple[type, str]]):
    """
    Prints wrong entities of a given entity type if there are any
    :param entity_type: type of the class to print
    :param wrong_classes: list of wrong entities
    """
    if wrong_classes:
        console.print(f"\n[red]There are wrongly named entities of type {entity_type}:[/]\n")
        for wrong_entity_type, message in wrong_classes:
            console.print(f"{wrong_entity_type}: {message}")


def find_all_entities(
    imported_classes: list[str],
    base_package: str,
    ancestor_match: type,
    sub_package_pattern_match: str,
    expected_class_name_pattern: str,
    unexpected_class_name_patterns: set[str],
    exclude_class_type: type | None = None,
    false_positive_class_names: set[str] | None = None,
) -> VerifiedEntities:
    """
    Returns set of entities containing all subclasses in package specified.

    :param imported_classes: entities imported from providers
    :param base_package: base package name where to start looking for the entities
    :param sub_package_pattern_match: this string is expected to appear in the sub-package name
    :param ancestor_match: type of the object the method looks for
    :param expected_class_name_pattern: regexp of class name pattern to expect
    :param unexpected_class_name_patterns: set of regexp of class name pattern that are not expected
    :param exclude_class_type: exclude class of this type (Sensor are also Operators, so
           they should be excluded from the list)
    :param false_positive_class_names: set of class names that are wrongly recognised as badly named
    """
    found_entities: set[str] = set()
    wrong_entities: list[tuple[type, str]] = []
    for imported_name in imported_classes:
        module, class_name = imported_name.rsplit(".", maxsplit=1)
        the_class = getattr(importlib.import_module(module), class_name)
        if (
            is_class(the_class=the_class)
            and not is_example_dag(imported_name=imported_name)
            and is_from_the_expected_base_package(the_class=the_class, expected_package=base_package)
            and is_imported_from_same_module(the_class=the_class, imported_name=imported_name)
            and inherits_from(the_class=the_class, expected_ancestor=ancestor_match)
            and not inherits_from(the_class=the_class, expected_ancestor=exclude_class_type)
            and package_name_matches(the_class=the_class, expected_pattern=sub_package_pattern_match)
        ):

            if not false_positive_class_names or class_name not in false_positive_class_names:
                if not re.match(expected_class_name_pattern, class_name):
                    wrong_entities.append(
                        (
                            the_class,
                            f"The class name {class_name} is wrong. "
                            f"It should match {expected_class_name_pattern}",
                        )
                    )
                    continue
                if unexpected_class_name_patterns:
                    for unexpected_class_name_pattern in unexpected_class_name_patterns:
                        if re.match(unexpected_class_name_pattern, class_name):
                            wrong_entities.append(
                                (
                                    the_class,
                                    f"The class name {class_name} is wrong. "
                                    f"It should not match {unexpected_class_name_pattern}",
                                )
                            )
                        continue
            found_entities.add(imported_name)
    return VerifiedEntities(all_entities=found_entities, wrong_entities=wrong_entities)


def get_package_class_summary(
    full_package_name: str, imported_classes: list[str]
) -> dict[EntityType, EntityTypeSummary]:
    """
    Gets summary of the package in the form of dictionary containing all types of entities
    :param full_package_name: full package name
    :param imported_classes: entities imported_from providers
    :return: dictionary of objects usable as context for JINJA2 templates - or None if there are some errors
    """
    from airflow.hooks.base import BaseHook
    from airflow.models.baseoperator import BaseOperator
    from airflow.secrets import BaseSecretsBackend
    from airflow.sensors.base import BaseSensorOperator

    all_verified_entities: dict[EntityType, VerifiedEntities] = {
        EntityType.Operators: find_all_entities(
            imported_classes=imported_classes,
            base_package=full_package_name,
            sub_package_pattern_match=r".*\.operators\..*",
            ancestor_match=BaseOperator,
            expected_class_name_pattern=OPERATORS_PATTERN,
            unexpected_class_name_patterns=ALL_PATTERNS - {OPERATORS_PATTERN},
            exclude_class_type=BaseSensorOperator,
            false_positive_class_names={
                'CloudVisionAddProductToProductSetOperator',
                'CloudDataTransferServiceGCSToGCSOperator',
                'CloudDataTransferServiceS3ToGCSOperator',
                'BigQueryCreateDataTransferOperator',
                'CloudTextToSpeechSynthesizeOperator',
                'CloudSpeechToTextRecognizeSpeechOperator',
            },
        ),
        EntityType.Sensors: find_all_entities(
            imported_classes=imported_classes,
            base_package=full_package_name,
            sub_package_pattern_match=r".*\.sensors\..*",
            ancestor_match=BaseSensorOperator,
            expected_class_name_pattern=SENSORS_PATTERN,
            unexpected_class_name_patterns=ALL_PATTERNS - {OPERATORS_PATTERN, SENSORS_PATTERN},
        ),
        EntityType.Hooks: find_all_entities(
            imported_classes=imported_classes,
            base_package=full_package_name,
            sub_package_pattern_match=r".*\.hooks\..*",
            ancestor_match=BaseHook,
            expected_class_name_pattern=HOOKS_PATTERN,
            unexpected_class_name_patterns=ALL_PATTERNS - {HOOKS_PATTERN},
        ),
        EntityType.Secrets: find_all_entities(
            imported_classes=imported_classes,
            sub_package_pattern_match=r".*\.secrets\..*",
            base_package=full_package_name,
            ancestor_match=BaseSecretsBackend,
            expected_class_name_pattern=SECRETS_PATTERN,
            unexpected_class_name_patterns=ALL_PATTERNS - {SECRETS_PATTERN},
        ),
        EntityType.Transfers: find_all_entities(
            imported_classes=imported_classes,
            base_package=full_package_name,
            sub_package_pattern_match=r".*\.transfers\..*",
            ancestor_match=BaseOperator,
            expected_class_name_pattern=TRANSFERS_PATTERN,
            unexpected_class_name_patterns=ALL_PATTERNS - {OPERATORS_PATTERN, TRANSFERS_PATTERN},
        ),
    }
    for entity in EntityType:
        print_wrong_naming(entity, all_verified_entities[entity].wrong_entities)

    entities_summary: dict[EntityType, EntityTypeSummary] = {}

    for entity_type in EntityType:
        entities_summary[entity_type] = get_details_about_classes(
            entity_type,
            all_verified_entities[entity_type].all_entities,
            all_verified_entities[entity_type].wrong_entities,
            full_package_name,
        )

    return entities_summary


def is_camel_case_with_acronyms(s: str):
    """
    Checks if the string passed is Camel Case (with capitalised acronyms allowed).
    :param s: string to check
    :return: true if the name looks cool as Class name.
    """
    return s != s.lower() and s != s.upper() and "_" not in s and s[0].upper() == s[0]


def check_if_classes_are_properly_named(
    entity_summary: dict[EntityType, EntityTypeSummary]
) -> tuple[int, int]:
    """
    Check if all entities in the dictionary are named properly. It prints names at the output
    and returns the status of class names.

    :param entity_summary: dictionary of class names to check, grouped by types.
    :return: Tuple of 2 ints = total number of entities and number of badly named entities
    """
    total_class_number = 0
    badly_named_class_number = 0
    for entity_type, class_suffix in EXPECTED_SUFFIXES.items():
        for class_full_name in entity_summary[entity_type].entities:
            _, class_name = class_full_name.rsplit(".", maxsplit=1)
            error_encountered = False
            if not is_camel_case_with_acronyms(class_name):
                console.print(
                    f"[red]The class {class_full_name} is wrongly named. The "
                    f"class name should be CamelCaseWithACRONYMS ![/]"
                )
                error_encountered = True
            if not class_name.endswith(class_suffix):
                console.print(
                    f"[red]The class {class_full_name} is wrongly named. It is one of the {entity_type.value}"
                    f" so it should end with {class_suffix}[/]"
                )
                error_encountered = True
            total_class_number += 1
            if error_encountered:
                badly_named_class_number += 1
    return total_class_number, badly_named_class_number


def verify_provider_classes_for_single_provider(imported_classes: list[str], provider_package_id: str):
    """Verify naming of provider classes for single provider."""
    full_package_name = f"airflow.providers.{provider_package_id}"
    entity_summaries = get_package_class_summary(full_package_name, imported_classes)
    total, bad = check_if_classes_are_properly_named(entity_summaries)
    bad += sum(len(entity_summary.wrong_entities) for entity_summary in entity_summaries.values())
    if bad != 0:
        console.print()
        console.print(f"[red]There are {bad} errors of {total} entities for {provider_package_id}[/]")
        console.print()
    return total, bad


def summarise_total_vs_bad_and_warnings(total: int, bad: int, warns: list[warnings.WarningMessage]) -> bool:
    """Summarises Bad/Good class names for providers and warnings"""
    raise_error = False
    if bad == 0:
        console.print()
        console.print(f"[green]OK: All {total} entities are properly named[/]")
        console.print()
        console.print("Totals:")
        console.print()
        for entity in EntityType:
            console.print(f"{entity.value}: {TOTALS[entity]}")
        console.print()
    else:
        console.print()
        console.print(
            f"[red]ERROR! There are in total: {bad} entities badly named out of {total} entities[/]"
        )
        console.print()
        raise_error = True
    if warns:
        console.print()
        console.print("[red]Unknown warnings generated:[/]")
        console.print()
        for w in warns:
            one_line_message = str(w.message).replace('\n', ' ')
            console.print(f"{w.filename}:{w.lineno}:[yellow]{one_line_message}[/]")
        console.print()
        console.print(f"[red]ERROR! There were {len(warns)} warnings generated during the import[/]")
        console.print()
        console.print("[yellow]Ideally, fix it, so that no warnings are generated during import.[/]")
        console.print("[yellow]There are three cases that are legitimate deprecation warnings though:[/]")
        console.print("[yellow] 1) when you deprecate whole module or class and replace it in provider[/]")
        console.print("[yellow] 2) when 3rd-party module generates Deprecation and you cannot upgrade it[/]")
        console.print(
            "[yellow] 3) when many 3rd-party module generates same Deprecation warning that "
            "comes from another common library[/]"
        )
        console.print()
        console.print(
            "[yellow]In case 1), add the deprecation message to "
            "the KNOWN_DEPRECATED_DIRECT_IMPORTS in ./scripts/ci/in_container/verify_providers.py[/]"
        )
        console.print(
            "[yellow]In case 2), add the deprecation message together with module it generates to "
            "the KNOWN_DEPRECATED_MESSAGES in ./scripts/ci/in_container/verify_providers.py[/]"
        )
        console.print(
            "[yellow]In case 3), add the deprecation message to "
            "the KNOWN_COMMON_DEPRECATED_MESSAGES in ./scripts/ci/in_container/verify_providers.py[/]"
        )
        console.print()
        raise_error = True
    else:
        console.print()
        console.print("[green]OK: No warnings generated[/]")
        console.print()

    if raise_error:
        console.print("[red]Please fix the problems listed above [/]")
        return False
    return True


def get_providers_paths() -> list[str]:
    import airflow.providers

    # handle providers in sources
    paths = [str(PROVIDERS_PATH)]
    # as well as those installed via packages
    paths.extend(airflow.providers.__path__)  # type: ignore[attr-defined]
    return paths


def add_all_namespaced_packages(
    walkable_paths_and_prefixes: dict[str, str], provider_path: str, provider_prefix: str
):
    """
    We need to find namespace packages ourselves as "walk_packages" does not support namespaced packages
    # and PEP420

    :param walkable_paths_and_prefixes: pats
    :param provider_path:
    :param provider_prefix:
    """
    main_path = Path(provider_path).resolve()
    for candidate_path in main_path.rglob("*"):
        if candidate_path.name == "__pycache__":
            continue
        if candidate_path.is_dir() and not (candidate_path / "__init__.py").exists():
            subpackage = str(candidate_path.relative_to(main_path)).replace(os.sep, ".")
            walkable_paths_and_prefixes[str(candidate_path)] = provider_prefix + subpackage + "."


def verify_provider_classes():
    provider_ids = get_all_providers()
    walkable_paths_and_prefixes: dict[str, str] = {}
    provider_prefix = "airflow.providers."
    for provider_path in get_providers_paths():
        walkable_paths_and_prefixes[provider_path] = provider_prefix
        add_all_namespaced_packages(walkable_paths_and_prefixes, provider_path, provider_prefix)
    imported_classes, warns = import_all_classes(
        walkable_paths_and_prefixes=walkable_paths_and_prefixes,
        provider_ids=provider_ids,
        print_imports=True,
        prefix="airflow.providers.",
    )
    total = 0
    bad = 0
    for provider_package_id in provider_ids:
        inc_total, inc_bad = verify_provider_classes_for_single_provider(
            imported_classes, provider_package_id
        )
        total += inc_total
        bad += inc_bad
    warns = list(filter(filter_known_warnings, warns))
    warns = list(filter(filter_direct_importlib_warning, warns))
    warns = list(filter(filter_known_common_deprecated_messages, warns))
    if not summarise_total_vs_bad_and_warnings(total, bad, warns):
        sys.exit(1)

    if len(imported_classes) == 0:
        console.print("[red]Something is seriously wrong - no classes imported[/]")
        sys.exit(1)
    if warns:
        console.print("[yellow]There were warnings generated during the import[/]")
        for w in warns:
            one_line_message = str(w.message).replace('\n', ' ')
            print(f"[yellow]{w.filename}:{w.lineno}: {one_line_message}[/]")

    console.print()
    console.print(
        "[green]SUCCESS: All provider packages are importable and no unknown warnings generated![/]\n"
    )
    console.print(f"Imported {len(imported_classes)} classes.")
    console.print()


def run_provider_discovery():
    console.print("[bright_blue]List all providers[/]\n")
    subprocess.run(["airflow", "providers", "list"], check=True)
    console.print("[bright_blue]List all hooks[/]\n")
    subprocess.run(["airflow", "providers", "hooks"], check=True)
    console.print("[bright_blue]List all behaviours[/]\n")
    subprocess.run(["airflow", "providers", "behaviours"], check=True)
    console.print("[bright_blue]List all widgets[/]\n")
    subprocess.run(["airflow", "providers", "widgets"], check=True)
    console.print("[bright_blue]List all extra links[/]\n")
    subprocess.run(["airflow", "providers", "links"], check=True)
    if os.environ.get("USE_AIRFLOW_VERSION", None) == "2.1.0":
        console.print("[info]Skip commands not available in Airflow 2.1.0[/]")
    else:
        console.print("[bright_blue]List all logging[/]\n")
        subprocess.run(["airflow", "providers", "logging"], check=True)
        console.print("[bright_blue]List all secrets[/]\n")
        subprocess.run(["airflow", "providers", "secrets"], check=True)
        console.print("[bright_blue]List all auth backends[/]\n")
        subprocess.run(["airflow", "providers", "auth"], check=True)


if __name__ == '__main__':
    sys.path.insert(0, str(AIRFLOW_SOURCES_ROOT))
    verify_provider_classes()
    run_provider_discovery()

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