CSVImporter
Importing a CSV file is easy to code until real users attempt to import real data.
CSVImporter aims to handle validations, column mapping, import and reporting.
Rationale
Importing CSV files seems easy until you deal with real users uploading their real CSV file. You then have to deal with ASCII-8BIT formats, missing columns, empty rows, malformed headers, wild separators, etc. Reporting progress and errors to the end-user is also key for a good experience.
I went through this many times so I decided to build CSV Importer to save us the trouble.
CSV Importer provides:
- a DSL to define the mapping between CSV columns and your model
- good reporting to the end user
- support for wild encodings and CSV formats.
It is compatible with ActiveRecord 4+ and any ORM that implements
the class methods transaction
and find_by
and the instance method save
.
Usage tldr;
Define your CSVImporter:
class ImportUserCSV
include CSVImporter
model User # an active record like model
column :email, to: ->(email) { email.downcase }, required: true
column :first_name, as: [ /first.?name/i, /pr(é|e)nom/i ]
column :last_name, as: [ /last.?name/i, "nom" ]
column :published, to: ->(published, user) { user.published_at = published ? Time.now : nil }
identifier :email # will update_or_create via :email
when_invalid :skip # or :abort
end
Run the import:
import = ImportUserCSV.new(file: my_file)
import.valid_header? # => false
import.report.message # => "The following columns are required: email"
# Assuming the header was valid, let's run the import!
import.run!
import.report.success? # => true
import.report.message # => "Import completed. 4 created, 2 updated, 1 failed to update"
Installation
Add this line to your application's Gemfile:
gem 'csv-importer'
And then execute:
$ bundle
Or install it yourself as:
$ gem install csv-importer
Usage
Create an Importer
Create a class and include CSVImporter
.
class ImportUserCSV
include CSVImporter
end
Associate an active record model
The model
is likely to be an active record model.
class ImportUserCSV
include CSVImporter
model User
end
It can also be a relation which is handy to preset attributes:
class User
scope :pending, -> { where(status: 'pending') }
end
class ImportUserCSV
include CSVImporter
model User.pending
end
You can change the configuration at runtime to scope down to associated records.
class Team
has_many :users
end
team = Team.find(1)
ImportUserCSV.new(path: "tmp/my_file.csv") do
model team.users
end
Define columns and their mapping
This is where the fun begins.
class ImportUserCSV
include CSVImporter
model User
column :email
end
This will map the column named email to the email attribute. By default, we downcase and strip the columns so it will work with a column spelled " EMail ".
Now, email could also be spelled "e-mail", or "mail", or even "courriel" (oh, canada). Let's give it a couple of aliases then:
column :email, as: [/e.?mail/i, "courriel"]
Nice, emails should be downcased though, so let's do this.
column :email, as: [/e.?mail/i, "courriel"], to: ->(email) { email.downcase }
If you need to do more advanced stuff, you've got access to the model:
column :email, as: [/e.?mail/i, "courriel"], to: ->(email, user) { user.email = email.downcase; model.super_user! if email[/@brewhouse.io\z/] }
Like very advanced stuff? We grant you access to the column
object itself which contains the column name – quite handy if you want to support arbitrary columns.
column :extra, as: [/extra/], to: ->(value, user, column) do
attribute = column.name.sub(/^extra /, '')
user[attribute] = value
end
Note that to:
accepts anything that responds to call and take 1, 2 or
3 arguments.
class ImportUserCSV
include CSVImporter
model User
column :birth_date, to: DateTransformer
column :renewal_date, to: DateTransformer
column :next_renewal_at, to: ->(value) { Time.at(value.to_i) }
end
class DateTransformer
def self.call(date)
Date.strptime(date, '%m/%d/%y')
end
end
Now, what if the user does not provide the email column? It's not worth running the import, we should just reject the CSV file right away. That's easy:
class ImportUserCSV
include CSVImporter
model User
column :email, required: true
end
import = ImportUserCSV.new(content: "name\nbob")
import.valid_header? # => false
import.report.status # => :invalid_header
import.report.message # => "The following columns are required: 'email'"
Update or Create
You often want to find-and-update-or-create when importing a CSV file. Just provide an identifier, and we'll do the hard work for you.
class ImportUserCSV
include CSVImporter
model User
column :email, to: ->(email) { email.downcase }
identifier :email
end
And yes, we'll look for an existing record using the downcased email. :)
You can also define a composite identifier:
# Update records with matching company_id AND employee_id
identifier :company_id, :employee_id
Or a Proc:
# Update records with email if email is present
# Update records matching company_id AND employee_id if email is not present
identifier ->(user) { user.email.empty? ? [:company_id, :employee_id] : :email }
Skip or Abort on error
By default, we skip invalid records and report errors back to the user.
There are times where you want your import to be an all or nothing. The
when_invalid
option is here for you.
class ImportUserCSV
include CSVImporter
model User
column :email, to: ->(email) { email.downcase }
when_invalid :abort
end
import = ImportUserCSV.new(content: "email\nbob@example.com\nINVALID_EMAIL")
import.valid_header? # => true
import.run!
import.report.success? # => false
import.report.status # => :aborted
import.report.message # => "Import aborted"
You are now done defining your importer, let's run it!
Import from a file, path or string
You can import from a file, path or just the CSV content. Please note that we currently load the entire file in memory. Feel free to contribute if you need to support CSV files with millions of lines! :)
import = ImportUserCSV.new(file: my_file)
import = ImportUserCSV.new(path: "tmp/new_users.csv")
import = ImportUserCSV.new(content: "email,name\nbob@example.com,bob")
Overwrite configuration at runtime
It is often needed to change the configuration at runtime, that's quite easy:
team = Team.find(1)
import = ImportUserCSV.new(file: my_file) do
model team.users
end
after_build
and after_save
callbacks
You can preset attributes (or perform any changes to the model) at
configuration or runtime using after_build
class ImportUserCSV
model User
column :email
after_build do |user|
user.name = email.split('@').first
end
end
# assuming `current_user` is available
import = ImportUserCSV.new(file: my_file) do
after_build do |user|
user.created_by_user = current_user
end
end
The after_save
callback is run after each call to the method save
no
matter it fails or succeeds. It is quite handy to keep track of
progress.
progress_bar = ProgressBar.new
UserImport.new(file: my_file) do
after_save do |user|
progress_bar.increment
end
end
Skip import
You can skip the import of a model by calling skip!
in an
after_build
block:
UserImport.new(file: csv_file) do
# Skip existing records
after_build do |user|
skip! if user.persisted?
end
end
Validate the header
On a web application, as soon as a CSV file is uploaded, you can check if it has the required columns. This is handy to fail early and provide the user with a meaningful error message right away.
import = ImportUserCSV.new(file: params[:csv_file])
import.valid_header? # => false
import.report.message # => "The following columns are required: "email""
Run the import and provide feedback to the user
import = ImportUserCSV.new(file: params[:csv_file])
import.run!
import.report.message # => "Import completed. 4 created, 2 updated, 1 failed to update"
You can get your hands dirty and fetch the errored rows and the associated error message:
import.report.invalid_rows.map { |row| [row.line_number, row.model.email, row.errors] }
# => [ [2, "INVALID_EMAIL", { "email" => "is invalid" } ] ]
We do our best to map the errors back to the original column name. So with the following definition:
column :email, as: /e.?mail/i
and csv:
E-Mail,name
INVALID_EMAIL,bob
The error returned should be: { "E-Mail" => "is invalid" }
Custom quote char
You can handle exotic quote chars with the quote_char
option.
email,name
bob@example.com,'bob "elvis" wilson'
import = ImportUserCSV.new(content: csv_content)
import.run!
import.report.status
# => :invalid_csv_file
import.report.messages
# => CSV::MalformedCSVError: Illegal quoting in line 2.
Let's provide a valid quote char:
import = ImportUserCSV.new(content: csv_content, quote_char: "'")
import.run!
# => [ ["bob@example.com", "bob \"elvis\" wilson"] ]
Custom encoding
You can handle exotic encodings with the encoding
option.
ImportUserCSV.new(content: "メール,氏名".encode('SJIS'), encoding: 'SJIS:UTF-8')
Development
After checking out the repo, run bin/setup
to install dependencies. Then, 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
. To release a new version, update the version number in version.rb
, and then run bundle exec rake release
to create a git tag for the version, push git commits and tags, and push the .gem
file to rubygems.org.
Contributing
- Fork it ( https://github.com/pcreux/csv-importer/fork )
- Create your feature branch (
git checkout -b my-new-feature
) - Commit your changes (
git commit -am 'Add some feature'
) - Push to the branch (
git push origin my-new-feature
) - Create a new Pull Request