在包含500,000个文件的目录中快速访问文件

I have a directory with 500,000 files in it. I would like to access them as quickly as possible. The algorithm requires me to repeatedly open and close them (can't have 500,000 file open simultaneously).I have a directory with 500,000 files in it. I