typing_extensions ~= 4.14.1
gast == 0.4.0
termcolor == 2.3.0
wrapt == 1.16.0
tblib == 2.0.0
ml_dtypes >= 0.5.4, < 0.6.0
auditwheel >= 6.1.0
# Install tensorboard, and keras
# Note that here we want the latest version that matches TF major.minor version
# Note that we must use nightly here as these are used in nightly jobs
# For release jobs, we will pin these on the release branch
keras-nightly ~= 3.12.0.dev
tb-nightly ~= 2.20.0.a

	}{
		// ToFileInfo with 'inclFreeVers = true' should return the latest
		// non-free version if one is present
		{
			vol:          newtierfi.Volume,
			name:         newtierfi.Name,
			inclFreeVers: true,
			afterFn:      xl.DeleteVersion,
			expectedFree: false,
		},
		// ToFileInfo with 'inclFreeVers = true' must return the latest free
		// version when no non-free versions are present.
		{

</p>
<p align="center">
<a href="https://github.com/fastapi/fastapi/actions?query=workflow%3ATest+event%3Apush+branch%3Amaster">
    <img src="https://github.com/fastapi/fastapi/actions/workflows/test.yml/badge.svg?event=push&branch=master" alt="Test">
</a>
<a href="https://coverage-badge.samuelcolvin.workers.dev/redirect/fastapi/fastapi">

## Building and Testing

The most reliable way to build and test Guava is:

```shell
./mvnw clean install
```

If you want to run a single test, you'll need to pass multiple flags because
Guava is a multi-module project. For performance reasons, you may also wish to
skip generating Javadoc. For example:

```shell
./mvnw clean install -Dtest=FinalizableReferenceQueueTest -DfailIfNoTests=false -Dmaven.javadoc.skip
```

		// current stack snapshot matches the initial one, no leaks, return.
		if len(leaked) == 0 {
			return
		}
		// wait a test again will deadline.
		if UTCNow().Before(deadline) {
			time.Sleep(leakDetectPauseTimeMs * time.Millisecond)
			continue
		}
		// after the deadline time report all the difference in the latest snapshot compared with the initial one.
		for _, g := range leaked {
			t.Errorf("Leaked goroutine: %v", g)
		}
		return

Um alle Optionen kennenzulernen, die Sie haben, schauen Sie sich [Pydantics Typübersicht](https://docs.pydantic.dev/latest/concepts/types/) an. Sie werden einige Beispiele im nächsten Kapitel kennenlernen.

  exit 1
fi

# "TFCI_MACOS_BAZEL_TEST_DIR_PATH" specifies the directory that Bazel should use
# when running tests. Each test will be executed in a separate subdirectory
# inside this directory. TF Mac builds need ~150 GB of disk space to be able to
# run all the tests. Since TFCI Mac VMs execute Bazel test commands in a
# partition with insufficient storage, we specify the

typing_extensions ~= 4.14.1
gast == 0.4.0
termcolor == 2.3.0
wrapt == 1.16.0
tblib == 2.0.0
ml_dtypes >= 0.5.1, < 0.6.0
auditwheel >= 6.1.0
# Install tensorboard, and keras
# Note that here we want the latest version that matches TF major.minor version
# Note that we must use nightly here as these are used in nightly jobs
# For release jobs, we will pin these on the release branch
keras-nightly ~= 3.12.0.dev
tb-nightly ~= 2.20.0.a

但它诞生于 Python 类型提示出现之前。因此，定义每个<dfn title="数据应如何构造的定义">模式</dfn>都需要使用 Marshmallow 提供的特定工具和类。

/// check | 启发 **FastAPI**：

使用代码定义“模式”，自动提供数据类型与校验。

///

### [Webargs](https://webargs.readthedocs.io/en/latest/) { #webargs }

API 的另一个重要需求是从传入请求中<dfn title="读取并转换为 Python 数据">解析</dfn>数据。

Webargs 是一个在多个框架（包括 Flask）之上提供该功能的工具。

它在底层使用 Marshmallow 进行数据校验，并且由相同的开发者创建。

在拥有 **FastAPI** 之前，我也大量使用过它，这是个很棒的工具。

        injectPluginDeclarationFromProject(plugin, project);

        // If there is no version to be found then we need to look in the repository metadata for
        // this plugin and see what's specified as the latest release.
        //
        if (plugin.getVersion() == null) {
            resolvePluginVersion(plugin, session, project);
        }

        return pluginManager.getMojoDescriptor(