I'll tell you a bit more about these **concepts** here, and that would hopefully give you the **intuition** you would need to decide how to deploy your API in very different environments, possibly even in **future** ones that don't exist yet.

By considering these concepts, you will be able to **evaluate and design** the best way to deploy **your own APIs**.

  - クッキー
  - ヘッダー
  - フォーム
  - ファイル
- 出力データの<abbr title="also known as: serialization, parsing, marshalling">変換</abbr>: Python のデータや型からネットワークデータへ変換します (JSON として):
  - Convert Python types (`str`, `int`, `float`, `bool`, `list`, etc).
  - `datetime` オブジェクト
  - `UUID` オブジェクト
  - データベースモデル
  - ...などなど
- 2 つの代替ユーザーインターフェースを含む自動インタラクティブ API ドキュメント:
  - Swagger UI.
  - ReDoc.

---

コード例に戻りましょう、**FastAPI** は次のようになります:

但是由于所有路径操作的response_model都使用 Pydantic模型/使用orm_mode模式，因此您的 Pydantic 模型中声明的数据将从它们中提取并返回给客户端，并进行所有正常的过滤和验证。

///

/// tip

另请注意，`response_models`应当是标准 Python 类型，例如`List[schemas.Item]`.

但是由于它的内容/参数List是一个 使用orm_mode模式的Pydantic模型，所以数据将被正常检索并返回给客户端，所以没有问题。

///

### 关于 `def` 对比 `async def`

*在这里，我们在路径操作函数*和依赖项中都使用着 SQLAlchemy 模型，它将与外部数据库进行通信。

这会需要一些“等待时间”。

      return standardToString();
    }
  }

  /** Returns a map from the ith element of list to i. */
  static <E> ImmutableMap<E, Integer> indexMap(Collection<E> list) {
    ImmutableMap.Builder<E, Integer> builder = new ImmutableMap.Builder<>(list.size());
    int i = 0;
    for (E e : list) {
      builder.put(e, i++);
    }
    return builder.buildOrThrow();
  }

  /**

      return standardToString();
    }
  }

  /** Returns a map from the ith element of list to i. */
  static <E> ImmutableMap<E, Integer> indexMap(Collection<E> list) {
    ImmutableMap.Builder<E, Integer> builder = new ImmutableMap.Builder<>(list.size());
    int i = 0;
    for (E e : list) {
      builder.put(e, i++);
    }
    return builder.buildOrThrow();
  }

  /**

 *   }
 *
 *   protected Scheduler scheduler() {
 *     return Scheduler.newFixedRateSchedule(0, 1, TimeUnit.SECONDS);
 *   }
 * }
 * }</pre>
 *
 * <p>This class uses the life cycle methods to read in a list of starting URIs and save the set of
 * outstanding URIs when shutting down. Also, it takes advantage of the scheduling functionality to
 * rate limit the number of queries we perform.
 *
 * @author Luke Sandberg

  EXPECT_NE(attr_found, attr_values.cend());
  EXPECT_EQ(attr_found->second.list().type(0), tensorflow::DataType::DT_BOOL);
  EXPECT_EQ(attr_found->second.list().type(1), tensorflow::DataType::DT_FLOAT);
  EXPECT_EQ(attr_found->second.list().type(2), tensorflow::DataType::DT_INT32);

  TFE_TensorHandle* retvals[1] = {nullptr};
  int num_retvals = 1;

          assertThat(expected.message!!).startsWith("Certificate pinning failure!")
        }
        else -> throw expected
      }
    }
  }

  /**
   * Not checking the CA bit created a vulnerability in old OkHttp releases. It is exploited by
   * triggering different chains to be discovered by the TLS engine and our chain cleaner. In this
   * attack there's several different chains.
   *
   *

    end
    subgraph azkaban-project[prisoner-of-azkaban project]
        azkaban(prisoner-of-azkaban) --> |requires| harry-3
    end
```

/// tip

It's very common in Python packages to try the best to **avoid breaking changes** in **new versions**, but it's better to be safe, and install newer versions intentionally and when you can run the tests to check everything is working correctly.

///

- CustomResourceDefinition schemas that use `x-kubernetes-list-map-keys` to specify properties that uniquely identify list items must make those properties required or have a default value, to ensure those properties are present for all list items. See https://kubernetes.io/docs/reference/using-api/api-concepts/#merge-strategy for details. ([#88076](https://github.com/kubernetes/kubernetes/pull/88076),...