StreamLines
An API for streaming files from remote locations one line at a time.
Background
Some applications run in production environments without a writable file system; usually this is a security measure. Futhermore, with the proliferation of container-based production environments, containers may not have access to tremendous amounts of memory. Thus, it can be impossible to read large files unless you read the file into memory in small doses. A common pattern is to use a line-delimited file like JSON Lines or a CSV and to read the file one line at a time in order to iterate over a dataset. This gem aims to provide an Enumerable interface for iterating over remote, line-delimited datasets.
Installation
Add this line to your application's Gemfile:
gem 'stream_lines'
And then execute:
$ bundle
Or install it yourself as:
$ gem install stream_lines
Usage
Reading
From a URL
url = 'https://my.remote.file/file.txt'
stream = StreamLines::Reading::Stream.new(url)
stream.each do |line|
# Do something with the line of data (the line will be a String)
end
# A StreamLines::Reading::Stream object is Enumerable, so you can also use
# any Enumerable methods.
stream.each_slice(100) do |lines|
# Do something with the 100 lines of data
end
Caveats
This library strives to provide streamed data via an Enumerable
interface.
In order to be memory-efficient, however, each time the stream is iterated over,
a new GET request is made to fetch the data from its remote URL. For example,
url = 'https://my.remote.file/file.txt'
stream = StreamLines::Reading::Stream.new(url)
do_something_with_first_row(stream.first) # GET request made
stream.each do |line| # same GET request made
# Do something with the line of data (the line will be a String)
end
makes two GET requests. The call to first
makes a GET request to fetch
the first row of data. The subsequent call to each
makes the same GET
request. To avoid unnecessary requests, I recommend a slightly different
approach, which may not be intuitive but does make only one network request:
url = 'https://my.remote.file/file.txt'
stream = StreamLines::Reading::Stream.new(url)
stream.each_with_index do |line, i|
do_something_with_first_row(line) if i.zero?
# Do something with the line of data (the line will be a String)
end
CSVs
This gem provides first-class support for streaming CSVs from a remote URL.
url = 'https://my.remote.file/file.csv'
stream = StreamLines::Reading::CSV.new(url)
stream.each do |row|
# each row will be an Array
end
# Supports most Ruby CSV options (see ignored options below)
stream = StreamLines::Reading::CSV.new(url, headers: true)
stream.each do |row|
# each row will be a CSV::Row object that you can access like row['column_name']
end
Most options that you can pass to Ruby's CSV library are supported; however, the following options are explicitly ignored:
return_headers
header_converters
skip_lines
I suspect that these options are not used terribly frequently, and each would
require additional logic in the StreamLines::Reading::CSV#each
method.
Rather than attempting to implement sensible solutions for these options, I am
choosing to explicitly ignore them until there is enough outcry to support them.
JSON Lines/Streaming JSON
This gem provides first-class support for streaming JSON lines from a remote URL.
url = 'https://my.remote.file/file.jsonl'
stream = StreamLines::Reading::JSONLines.new(url)
stream.each do |row|
# each row will be an Hash
end
# Supports all Ruby JSON::parse options
stream = StreamLines::Reading::JSONLines.new(url, symbolize_names: true)
stream.each do |row|
# each row will be a Hash
end
Development
After checking out the repo, run bin/setup
to install dependencies.
Then, run rake spec
to run the tests. You can also run bin/console
for an
interactive prompt that will allow you to experiment.
To install this gem onto your local machine, run bundle exec rake install
.
Releasing
After merging in the new functionality to the main branch:
git checkout main
git pull --prune
bundle exec rake version:bump:<major, minor, or patch>
bundle exec rubocop -a
git commit -a --amend
bundle exec rake release
Contributing
Bug reports and pull requests are welcome on GitHub at https://github.com/jdlubrano/stream_lines. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the code of conduct.
License
The gem is available as open source under the terms of the MIT License.