Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
672 views
in Technique[技术] by (71.8m points)

r - Comparing speed of fread vs. read.table for reading the first 1M rows out of 100M

I have a 14GB data.txt file. I was comparing the speed of fread and read.table by reading the first 1M rows. It looks like fread is much slower although it is not supposed to be. It takes some time until the percentage counts show up.

What could be the reason? I thought it was supposed to be super fast... I am using a Windows OS computer.

See Question&Answers more detail:os

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Reply

0 votes
by (71.8m points)

fread mmaps the file. This takes some time, and will map the whole file. This means subsequent "read-ins" will be faster.

read.table does not mmap the whole file. It can read in the file line by line [and stop at line 1000000].

You can see some background on mmap at mmap() vs. reading blocks

The examples in the help from fread highlight this behaiviour


与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
OGeek|极客中国-欢迎来到极客的世界,一个免费开放的程序员编程交流平台!开放,进步,分享!让技术改变生活,让极客改变未来! Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

...