I have problem where I need to download, unzip, and then process line by line a very large CSV file. I think it's useful to give you an idea how large the file is:
- big_file.zip ~700mb
- big_file.csv ~23gb
Here's some things I'd like to happen:
- Don't have to download the whole file before unzipping
- Don't have to unzip whole file before parsing csv lines
- Don't use up very much memory/disk while doing all this
I don't know if that's possible or not. Here's what I was thinking:
require 'open-uri'
require 'rubyzip'
require 'csv'
open('http://foo.bar/big_file.zip') do |zipped|
Zip::InputStream.open(zipped) do |unzipped|
sleep 10 until entry = unzipped.get_next_entry && entry.name == 'big_file.csv'
CSV.foreach(unzipped) do |row|
# process the row, maybe write out to STDOUT or some file
end
end
end
Here's the problems I know about:
open-uri
reads the whole response and saves it into aTempfile
which is no good with a file this size. I'd probably need to useNet::HTTP
directly but I'm not sure how to do that and still get anIO
.- I don't know how fast the download is going to be or if the
Zip::InputStream
works the way I've shown it working. Can it unzip some of the file when it's not all there yet? - Will the
CSV.foreach
work with rubyzip'sInputStream
? Does it behave enough likeFile
that it will be able to parse out the rows? Will it freak out if it wants to read but the buffer is empty?
I don't know if any of this is the right approach. Maybe some EventMachine solution would be better (although I've never used EventMachine before, but if it works better for something like this, I'm all for it).
It's been a while since I posted this question and in case anyone else comes across it I thought it might be worth sharing what I found.
CSV
was too slow. My csv file was simple enough that I didn't need all that stuff to deal with quoted strings or type coercion anyway. It was much easier just useIO#gets
and then split the line on commas.Zip::Inputstream
to someIO
containing the csv data. This is because the zip file structure has the End of Central Directory (EOCD) at the end of the file. That is needed in order to extract the file so streaming it from http doesn't seem like it would work.The solution I ended up going with was to download the file to disk and then use Ruby's open3 library and the Linux
unzip
package to stream the uncompressed csv file from the zip.The
-p
switch on unzip sends the extracted file to stdout.IO.popen
then use pipes to make that anIO
object in ruby. Works pretty nice. You could use it with theCSV
too if you wanted that extra processing, it was just too slow for me.