The difference between cache and persist in the Spark Rdd

Source: Internet
Author: User
Tags spark rdd

Transferred from: http://www.ithao123.cn/content-6053935.html

You can see the difference between the cache and the persist by observing the Rdd.scala source code:

def persist(newlevel:storagelevel): This.type = {
if (storagelevel! = Storagelevel.none && Newlevel! = storagelevel) {
throw new Unsupportedoperationexception ("Cannot change storage level of an RDD after it is already assigned a level")
}
Sc.persistrdd (This)

Sc.cleaner.foreach (_.registerrddforcleanup (This))
Storagelevel = Newlevel
This
}

/** Persist This RDD with the default storage level (' memory_only '). */
def persist(): This.type = persist (storagelevel.memory_only)

/** Persist This RDD with the default storage level (' memory_only '). */
def Cache(): This.type = persist ()

Know:

1) the RDD cache () method is actually called the persist method, the cache policy is memory_only;

2) The Persist method can be manually set Storagelevel to meet the required storage level of the project;

3) Cache or persist is not an action;

Attached: Both cache and persist can be canceled with Unpersist

Contact Us

The content source of this page is from Internet, which doesn't represent Alibaba Cloud's opinion; products and services mentioned on that page don't have any relationship with Alibaba Cloud. If the content of the page makes you feel confusing, please write us an email, we will handle the problem within 5 days after receiving your email.

If you find any instances of plagiarism from the community, please send an email to: info-contact@alibabacloud.com and provide relevant evidence. A staff member will contact you within 5 working days.

A Free Trial That Lets You Build Big!

Start building with 50+ products and up to 12 months usage for Elastic Compute Service

  • Sales Support

    1 on 1 presale consultation

  • After-Sales Support

    24/7 Technical Support 6 Free Tickets per Quarter Faster Response

  • Alibaba Cloud offers highly flexible support services tailored to meet your exact needs.