### [Marshmallow](https://marshmallow.readthedocs.io/en/stable/) { #marshmallow }

Pod’s SELinux context, if specified
  * A stable client library release\_1\_2 is added. The library is [here](pkg/client/clientset_generated/), and detailed doc is [here](docs/devel/generating-clientset.md#released-clientsets). We will keep the interface of this go client stable.
  * New Azure File Service Volume Plugin enables mounting Microsoft Azure File

If you generate a client for a FastAPI app using tags, it will normally also separate the client code based on the tags.

This way, you will be able to have things ordered and grouped correctly for the client code:

<img src="/img/tutorial/generate-clients/image06.png">

In this case, you have:

* `ItemsService`
* `UsersService`

If you do not have a working Golang environment, please follow [How to install Golang](https://golang.org/doc/install). Minimum version required is [go1.24](https://golang.org/dl/#stable)

```sh
go install github.com/minio/minio@latest
```

You can alternatively run `go build` and use the `GOOS` and `GOARCH` environment variables to control the OS and architecture target.
For example:

```

///

### Flask REST 框架 { #flask-rest-frameworks }

有若干基于 Flask 的 REST 框架，但在投入时间精力深入调研后，我发现许多已停止维护或被弃用，并存在多处未解决问题，不太适合采用。

### [Marshmallow](https://marshmallow.readthedocs.io/en/stable/) { #marshmallow }

API 系统所需的主要特性之一是数据“<dfn title="也称为：编组、转换">序列化</dfn>”，即将代码（Python）中的数据转换为可通过网络发送的形式。例如，将包含数据库数据的对象转换为 JSON 对象、将 `datetime` 对象转换为字符串等。

API 的另一个重要特性是数据校验，确保数据在给定约束下是有效的。例如，某个字段必须是 `int` 而不是任意字符串。这对传入数据尤其有用。

    class PerformanceTests {

        @RepeatedTest(value = 10, name = "Repeated encoding/decoding stability test {currentRepetition}/{totalRepetitions}")
        @DisplayName("Encoding and decoding is stable across multiple iterations")
        void testEncodingDecodingStability() throws Exception {
            ASN1ObjectIdentifier[] mechs = new ASN1ObjectIdentifier[] { OID_KRB, OID_NTLM };

    /**
     * Methods for a Web Crawling Job
     * */
    private static void createWebConfig() {
        final Map<String, Object> requestBody = new HashMap<>();
        // Keep original external URL for stable test results + failure URL for testing
        final String urls = "https://www.codelibs.org/" + "\n" + "http://failure.url";
        final String includedUrls = "https://www.codelibs.org/.*" + "\n" + "http://failure.url.*";

Si vous avez une API qui effectue une quantité comparable de calculs à chaque fois et que vous avez beaucoup de clients, alors l'**utilisation du CPU** sera probablement *également stable* (au lieu de monter et descendre rapidement en permanence).

 * k). In benchmarks, this implementation performs at least as well as either implementation, and
 * degrades more gracefully for worst-case input.
 *
 * <p>The implementation does not necessarily use a <i>stable</i> sorting algorithm; when multiple
 * equivalent elements are added to it, it is undefined which will come first in the output.
 *
 * @author Louis Wasserman
 */
@GwtCompatible
final class TopKSelector<

découvert que le développement de beaucoup d'entre eux sont suspendus ou abandonnés, avec plusieurs problèmes
permanents qui les rendent inadaptés.

### [Marshmallow](https://marshmallow.readthedocs.io/en/stable/) { #marshmallow }