*
 * <p>On different platforms AggregateFutureState uses different strategies for its core
 * synchronization primitives. The strategies are all implemented as subtypes of AtomicHelper and
 * the strategy is selected in the static initializer of AggregateFutureState. This is convenient
 * and performant but introduces some testing difficulties. This test exercises the two fallback
 * strategies.
 *
 * <ul>

import junit.framework.TestSuite;
import org.jspecify.annotations.NullUnmarked;

/**
 * Tests our AtomicHelper fallback strategies in AbstractFuture.
 *
 * <p>On different platforms AbstractFuture uses different strategies for its core synchronization
 * primitives. The strategies are all implemented as subtypes of AtomicHelper and the strategy is

This is in contrast to the **development** stages, where you are constantly changing the code, breaking it and fixing it, stopping and restarting the development server, etc.

## Deployment Strategies { #deployment-strategies }

There are several ways to do it depending on your specific use case and the tools that you use.

import junit.framework.TestSuite;
import org.jspecify.annotations.NullUnmarked;

/**
 * Tests our AtomicHelper fallback strategies in AbstractFuture.
 *
 * <p>On different platforms AbstractFuture uses different strategies for its core synchronization
 * primitives. The strategies are all implemented as subtypes of AtomicHelper and the strategy is

 *
 * <p>On different platforms AggregateFutureState uses different strategies for its core
 * synchronization primitives. The strategies are all implemented as subtypes of AtomicHelper and
 * the strategy is selected in the static initializer of AggregateFutureState. This is convenient
 * and performant but introduces some testing difficulties. This test exercises the two fallback
 * strategies.
 *
 * <ul>

### Examples of Replication Tools and Strategies { #examples-of-replication-tools-and-strategies }

There can be several approaches to achieve this, and I'll tell you more about specific strategies in the next chapters, for example when talking about Docker and containers.

As you saw in the previous chapter about [Deployment Concepts](concepts.md), there are multiple strategies you can use.

Here I'll show you how to use **Uvicorn** with **worker processes** using the `fastapi` command or the `uvicorn` command directly.

/// info

import java.util.Arrays;
import java.util.concurrent.atomic.AtomicLongArray;
import org.jspecify.annotations.Nullable;

/**
 * Collections of strategies of generating the k * log(M) bits required for an element to be mapped
 * to a BloomFilter of M bits and k hash functions. These strategies are part of the serialized form
 * of the Bloom filters that use them, thus they must be preserved as is (no updates allowed, only

**Web API** の場合、通常は **リモートマシン** 上に配置し、優れたパフォーマンス、安定性などを提供する **サーバープログラム** と組み合わせて、**ユーザー** が中断や問題なく効率的にアプリケーションへ**アクセス**できるようにします。

これは **開発** 段階とは対照的です。開発では、コードを常に変更し、壊しては直し、開発サーバーを停止したり再起動したりします。

## デプロイ戦略 { #deployment-strategies }

具体的なユースケースや使用するツールによって、いくつかの方法があります。

複数のツールを組み合わせて自分で**サーバーをデプロイ**することもできますし、作業の一部を代行してくれる **クラウドサービス** を使うこともできます。ほかにも選択肢があります。

* Restarts
* Replication (the number of processes running)
* Memory
* Previous steps before starting