*
 * <p>Operations that are otherwise only available in {@link Class} are implemented to support
 * {@code Type}, for example {@link #isSubtypeOf}, {@link #isArray} and {@link #getComponentType}.
 * It also provides additional utilities such as {@link #getTypes}, {@link #resolveType}, etc.
 *
 * <p>There are three ways to get a {@code TypeToken} instance:
 *
 * <ul>
 *   <li>Wrap a {@code Type} obtained via reflection. For example: {@code

Google, Facebook, X (Twitter), GitHub 등 다른 인증/인가 제공자를 통합하는 것도 가능하며 비교적 쉽습니다.

가장 복잡한 문제는 그런 인증/인가 제공자 자체를 구축하는 것이지만, **FastAPI**는 어려운 작업을 대신 처리해 주면서 이를 쉽게 할 수 있는 도구를 제공합니다.

///

## **FastAPI** 유틸리티 { #fastapi-utilities }

FastAPI는 `fastapi.security` 모듈에서 각 보안 scheme에 대한 여러 도구를 제공하며, 이러한 보안 메커니즘을 더 쉽게 사용할 수 있게 해줍니다.

다음 장들에서는 **FastAPI**가 제공하는 도구를 사용해 API에 보안을 추가하는 방법을 보게 될 것입니다.

 * @author Nishant Thakkar
 * @author Sven Mawson
 * @since 1.0
 */
@GwtCompatible
public final class Futures extends GwtFuturesCatchingSpecialization {

  // A note on memory visibility.
  // Many of the utilities in this class (transform, withFallback, withTimeout, asList, combine)
  // have two requirements that significantly complicate their design.
  // 1. Cancellation should propagate from the returned future to the input future(s).

            logger.warn("[RAG:ANSWER] History truncated to fit context window. originalSize={}, budgetChars={}", history.size(),
                    budgetChars);
        }
    }

    // --- JSON parsing utilities ---

    /**
     * Parses the LLM response and extracts intent detection result.
     *
     * @param response the JSON response from LLM
     * @param userMessage the original user message

_clearfix.scss","../../scss/_spinners.scss","../../scss/utilities/_align.scss","../../scss/mixins/_background-variant.scss","../../scss/utilities/_background.scss","../../scss/utilities/_borders.scss","../../scss/utilities/_display.scss","../../scss/utilities/_embed.scss","../../scss/utilities/_flex.scss","../../scss/utilities/_float.scss","../../scss/utilities/_interactions.scss","../../scss/utilities/_overflow.scss","../../scss/utilities/_position.scss","../../scss/utilities/_screenreaders.scs...

{* ../../docs_src/bigger_applications/app_an_py310/dependencies.py hl[3,6:8] title["app/dependencies.py"] *}

/// tip | 豆知識

この例を簡単にするために架空のヘッダーを使っています。

しかし実際には、組み込みの [Security utilities](security/index.md) を使う方が良い結果になります。

///

## 別モジュールでの `APIRouter` { #another-module-with-apirouter }

アプリケーションの「items」を扱うエンドポイントが `app/routers/items.py` のモジュールにあるとします。

次の *path operations* があります:

- The `Dockerfile` for the kubectl image has been updated with the addition of a specific base image and essential utilities (bash and jq). ([#119592](https://github.com/kubernetes/kubernetes/pull/119592), [@rayandas](https://github.com/rayandas))

## Keras

 Keras is a framework built on top of the TensorFlow. See more details on the Keras [website](https://keras.io/).

### Breaking Changes


`tf.keras`:

	quarkus/test-framework/junit5-internal/pom.xml
	quarkus/test-framework/security/pom.xml
quarkus/extensions/grpc/codegen/pom.xml
	quarkus/core/deployment/pom.xml
	quarkus/independent-projects/tools/utilities/pom.xml
	quarkus/extensions/grpc/protoc/pom.xml
quarkus/integration-tests/elytron-resteasy-reactive/pom.xml
	quarkus/extensions/elytron-security-properties-file/runtime/pom.xml

- Kubeadm: move the BootstrapToken* API and related utilities from v1beta3 to a separate API group/version - bootstraptoken/v1. ([#102964](https://github.com/kubernetes/kubernetes/pull/102964), [@neolit123](https://github.com/neolit123)) [SIG Cluster Lifecycle]