map sigbuild-r2.12-clang-python3.10 2.12-python3.10
        map sigbuild-r2.12-clang-python3.11 2.12-python3.11
        # TF 2.13
        map sigbuild-r2.13 2.13-python3.9
        map sigbuild-r2.13-python3.8 2.13-python3.8
        map sigbuild-r2.13-python3.9 2.13-python3.9
        map sigbuild-r2.13-python3.10 2.13-python3.10
        map sigbuild-r2.13-python3.11 2.13-python3.11

# Setup Python
COPY setup.python.sh /setup.python.sh
COPY builder.requirements.txt /builder.requirements.txt
RUN /setup.python.sh python3.9 /builder.requirements.txt
RUN /setup.python.sh python3.10 /builder.requirements.txt
RUN /setup.python.sh python3.11 /builder.requirements.txt
RUN /setup.python.sh python3.13 /builder.requirements.txt
RUN /setup.python.sh python3.13-nogil /builder.requirements.txt

needs_py39 = pytest.mark.skipif(sys.version_info < (3, 9), reason="requires python3.9+")
needs_py310 = pytest.mark.skipif(
    sys.version_info < (3, 10), reason="requires python3.10+"
)
needs_py_lt_314 = pytest.mark.skipif(
    sys.version_info >= (3, 14), reason="requires python3.13-"
)


def skip_module_if_py_gte_314():
    """Skip entire module on Python 3.14+ at import time."""
    if sys.version_info >= (3, 14):

        if: github.event_name == 'schedule' || (github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v2')) # only if it is a scheduled nightly or tagged
        shell: bash

# BEGIN TF TEST SUITE OPTIONS
# These are convenience config options that effectively declare TF's CI test suites. Look
# at the scripts of ci/official/ to see how TF's CI uses them.

# PYTHON TESTS run a suite of Python tests intended for verifying that the Python wheel
# will work properly. These are usually run Nightly or upon Release.
# CPU WHEEL

#### Neuere Python-Versionen { #newer-versions-of-python }

Die Syntax, welche `typing` verwendet, ist **kompatibel** mit allen Versionen, von Python 3.6 aufwärts zu den neuesten, inklusive Python 3.9, Python 3.10, usw.

Чтобы объявлять эти типы и их внутренние типы, вы можете использовать стандартный модуль Python `typing`. Он существует специально для поддержки подсказок типов.

#### Новые версии Python { #newer-versions-of-python }

Синтаксис с использованием `typing` **совместим** со всеми версиями, от Python 3.6 до самых новых, включая Python 3.9, Python 3.10 и т.д.

#### Versiones más recientes de Python { #newer-versions-of-python }

La sintaxis que utiliza `typing` es **compatible** con todas las versiones, desde Python 3.6 hasta las versiones más recientes, incluyendo Python 3.9, Python 3.10, etc.

Para declarar esses tipos e os tipos internos, você pode usar o módulo Python padrão `typing`. Ele existe especificamente para suportar esses type hints.

#### Versões mais recentes do Python { #newer-versions-of-python }

A sintaxe utilizando `typing` é **compatível** com todas as versões, desde o Python 3.6 até as últimas, incluindo o Python 3.9, 3.10, etc.

To declare those types and the internal types, you can use the standard Python module `typing`. It exists specifically to support these type hints.

#### Newer versions of Python { #newer-versions-of-python }

The syntax using `typing` is **compatible** with all versions, from Python 3.6 to the latest ones, including Python 3.9, Python 3.10, etc.