I would like to import data from a CSV file into an existing database table. I do not want to save the CSV file, just take the data from it and put it into the existing table. I am using Ruby 1.9.2 and Rails 3.
This is my table:
create_table "mouldings", :force => true do |t|
t.string "suppliers_code"
开发者_运维百科 t.datetime "created_at"
t.datetime "updated_at"
t.string "name"
t.integer "supplier_id"
t.decimal "length", :precision => 3, :scale => 2
t.decimal "cost", :precision => 4, :scale => 2
t.integer "width"
t.integer "depth"
end
Can you give me some code to show me the best way to do this, thanks.
require 'csv'
csv_text = File.read('...')
csv = CSV.parse(csv_text, :headers => true)
csv.each do |row|
Moulding.create!(row.to_hash)
end
Simpler version of yfeldblum's answer, that is simpler and works well also with large files:
require 'csv'
CSV.foreach(filename, headers: true) do |row|
Moulding.create!(row.to_hash)
end
No need for with_indifferent_access
or symbolize_keys
, and no need to read in the file to a string first.
It doesnt't keep the whole file in memory at once, but reads in line by line and creates a Moulding per line.
The smarter_csv
gem was specifically created for this use-case: to read data from CSV file and quickly create database entries.
require 'smarter_csv'
options = {}
SmarterCSV.process('input_file.csv', options) do |chunk|
chunk.each do |data_hash|
Moulding.create!( data_hash )
end
end
You can use the option chunk_size
to read N csv-rows at a time, and then use Resque in the inner loop to generate jobs which will create the new records, rather than creating them right away - this way you can spread the load of generating entries to multiple workers.
See also: https://github.com/tilo/smarter_csv
You might try Upsert
:
require 'upsert' # add this to your Gemfile
require 'csv'
u = Upsert.new Moulding.connection, Moulding.table_name
CSV.foreach(file, headers: true) do |row|
selector = { name: row['name'] } # this treats "name" as the primary key and prevents the creation of duplicates by name
setter = row.to_hash
u.row selector, setter
end
If this is what you want, you might also consider getting rid of the auto-increment primary key from the table and setting the primary key to name
. Alternatively, if there is some combination of attributes that form a primary key, use that as the selector. No index is necessary, it will just make it faster.
This can help. It has code examples too:
http://csv-mapper.rubyforge.org/
Or for a rake task for doing the same:
http://erikonrails.snowedin.net/?p=212
It is better to wrap the database related process inside a transaction
block. Code snippet blow is a full process of seeding a set of languages to Language model,
require 'csv'
namespace :lan do
desc 'Seed initial languages data with language & code'
task init_data: :environment do
puts '>>> Initializing Languages Data Table'
ActiveRecord::Base.transaction do
csv_path = File.expand_path('languages.csv', File.dirname(__FILE__))
csv_str = File.read(csv_path)
csv = CSV.new(csv_str).to_a
csv.each do |lan_set|
lan_code = lan_set[0]
lan_str = lan_set[1]
Language.create!(language: lan_str, code: lan_code)
print '.'
end
end
puts ''
puts '>>> Languages Database Table Initialization Completed'
end
end
Snippet below is a partial of languages.csv
file,
aa,Afar
ab,Abkhazian
af,Afrikaans
ak,Akan
am,Amharic
ar,Arabic
as,Assamese
ay,Aymara
az,Azerbaijani
ba,Bashkir
...
The better way is to include it in a rake task. Create import.rake file inside /lib/tasks/ and put this code to that file.
desc "Imports a CSV file into an ActiveRecord table"
task :csv_model_import, [:filename, :model] => [:environment] do |task,args|
lines = File.new(args[:filename], "r:ISO-8859-1").readlines
header = lines.shift.strip
keys = header.split(',')
lines.each do |line|
values = line.strip.split(',')
attributes = Hash[keys.zip values]
Module.const_get(args[:model]).create(attributes)
end
end
After that run this command in your terminal rake csv_model_import[file.csv,Name_of_the_Model]
I know it's old question but it still in first 10 links in google.
It is not very efficient to save rows one-by-one because it cause database call in the loop and you better avoid that, especially when you need to insert huge portions of data.
It's better (and significantly faster) to use batch insert.
INSERT INTO `mouldings` (suppliers_code, name, cost)
VALUES
('s1', 'supplier1', 1.111),
('s2', 'supplier2', '2.222')
You can build such a query manually and than do Model.connection.execute(RAW SQL STRING)
(not recomended)
or use gem activerecord-import
(it was first released on 11 Aug 2010) in this case just put data in array rows
and call Model.import rows
refer to gem docs for details
Use this gem: https://rubygems.org/gems/active_record_importer
class Moulding < ActiveRecord::Base
acts_as_importable
end
Then you may now use:
Moulding.import!(file: File.open(PATH_TO_FILE))
Just be sure to that your headers match the column names of your table
The following module can be extended on any model and it will import the data according to the column headers defined in the CSV.
Note:
- This is a great internal tool, for customer use I would recommend adding safeguards and sanitization
- The column names in the CSV must be exactly like the DB schema or it won't work
- It can be further improved by using the table name to get the headers vs defining them in the file
Create a file named "csv_importer.rb"
in your models/concerns
folder
module CsvImporter
extend ActiveSupport::Concern
require 'csv'
def convert_csv_to_book_attributes(csv_path)
csv_rows = CSV.open(csv_path).each.to_a.compact
columns = csv_rows[0].map(&:strip).map(&:to_sym)
csv_rows.shift
return columns, csv_rows
end
def import_by_csv(csv_path)
columns, attributes_array = convert_csv_to_book_attributes(csv_path)
message = ""
begin
self.import columns, attributes_array, validate: false
message = "Import Successful."
rescue => e
message = e.message
end
return message
end
end
Add extend CsvImporter
to whichever model you would like to extend this functionality to.
In your controller you can have an action like the following to utilize this functionality:
def import_file
model_name = params[:table_name].singularize.camelize.constantize
csv = params[:file].path
@message = model_name.import_by_csv(csv)
end
It's better to use CSV::Table and use String.encode(universal_newline: true)
. It converting CRLF and CR to LF
If you want to Use SmartCSV
all_data = SmarterCSV.process(
params[:file].tempfile,
{
:col_sep => "\t",
:row_sep => "\n"
}
)
This represents tab delimited data in each row "\t"
with rows separated by new lines "\n"
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