File size effects the performance of Hadoop. To evaluate the performance,  I wrote a java program to create specific file sizes and uploaded it into Hadoop for performance.

The sum of all file sizes was 512MB. The hadoop streaming ran cat as mapper and wc as the reducer. The results are attached below:

It can be seen that Hadoop is faster when the file size is larger.