并发是让两个任务在不同的线程上并行运行。然而,异步方法在同一个线程上并行运行。这是如何实现的?还有,并行性呢?
这三个概念有什么不同?
并发是让两个任务在不同的线程上并行运行。然而,异步方法在同一个线程上并行运行。这是如何实现的?还有,并行性呢?
这三个概念有什么不同?
当前回答
并发是指多个任务的执行是交错的,而不是每个任务依次执行。
并行性是指这些任务实际上是并行执行的。
异步是一个单独的概念(尽管在某些上下文中是相关的)。它指的是一个事件可能发生在与另一个事件不同的时间(不同步)。下面的图表说明了同步执行和异步执行之间的区别,其中参与者可以对应于不同的线程、进程甚至服务器。
其他回答
用类比来解释这些术语。
你的房子需要洗碗和洗衣服。
并发性:你不需要等完成一个任务后再启动另一个。例如,你可以先洗碗,也可以同时洗碗。他们可以按照任何顺序完成,也就是说,即使你先洗碗,也可能会先洗衣服。
平行性:你的房子里有不止一个人在做这件事;例如,你可以洗碗,而另一个人可以洗衣服。
异步:你让别人去洗衣服,你让别人去洗碗。他们实际上可以是同一个人(也就是说,你告诉他们去洗衣服,同时也告诉他们去洗碗)。他们处理完每个人后会向你报告。
同步:你叫别人去洗碗。你等着他们。当他们完成后,你可以做其他的事情(你可以告诉他们接下来洗衣服,或者你自己洗,或者你可以完全做其他的事情;重点是你在完成第一个任务时被阻塞,你与他们是同步的)。
并发+并行都意味着同时运行多个任务。我看到一些人认为这是有区别的,但这取决于你咨询的参考文献,没有真正的正确或错误的答案。
Asynchronous: In some communities this means non-blocking code, which can mean two things: It almost always means it will not block an OS thread. However, non-blocking can optionally mean that the next line of source code in a function will continue to run without delay. In Python await asyncio.sleep(5) blocks execution of the function, but not the OS thread, and that is considered async. In Golang, you have "goroutines" that similarly to Python's await, they block execution of code, but not OS threads, however, this is not referred to as async in the Golang community. It's just concurrent programming.
Concurrency Concurrency means that an application is making progress on more than one task at the same time (concurrently). Well, if the computer only has one CPU the application may not make progress on more than one task at exactly the same time, but more than one task is being processed at a time inside the application. It does not completely finish one task before it begins the next. Parallelism Parallelism means that an application splits its tasks up into smaller subtasks which can be processed in parallel, for instance on multiple CPUs at the exact same time. Concurrency vs. Parallelism In Detail As you can see, concurrency is related to how an application handles multiple tasks it works on. An application may process one task at at time (sequentially) or work on multiple tasks at the same time (concurrently). Parallelism on the other hand, is related to how an application handles each individual task. An application may process the task serially from start to end, or split the task up into subtasks which can be completed in parallel. As you can see, an application can be concurrent, but not parallel. This means that it processes more than one task at the same time, but the tasks are not broken down into subtasks. An application can also be parallel but not concurrent. This means that the application only works on one task at a time, and this task is broken down into subtasks which can be processed in parallel. Additionally, an application can be neither concurrent nor parallel. This means that it works on only one task at a time, and the task is never broken down into subtasks for parallel execution. Finally, an application can also be both concurrent and parallel, in that it both works on multiple tasks at the same time, and also breaks each task down into subtasks for parallel execution. However, some of the benefits of concurrency and parallelism may be lost in this scenario, as the CPUs in the computer are already kept reasonably busy with either concurrency or parallelism alone. Combining it may lead to only a small performance gain or even performance loss. Make sure you analyze and measure before you adopt a concurrent parallel model blindly.
从http://tutorials.jenkov.com/java-concurrency/concurrency-vs-parallelism.html
每个人都很难将异步与并行或并发相关联,因为异步既不是并行的反义词,也不是并发的反义词。它是同步的反义词。它只是表示某些东西,在这个例子中是线程,是否会与其他东西同步,在这个例子中是另一个线程。
并发性意味着同时执行多个任务,但不一定是同时执行。当你必须执行多个任务,但你只有一个资源时,我们就会追求并发性。在单核环境中,并发是通过上下文切换实现的。
并行性就像同时执行多个任务,就像你可以一边唱歌一边洗澡。现在你在并行地做这些任务。
术语异步与线程执行有关。在异步模型中,当执行一个任务时,您可以切换到另一个任务,而无需等待前一个任务完成。
异步编程帮助我们实现并发性。多线程环境中的异步编程是实现并行的一种方法。