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Rake task to export text similarity data (#2207)
Adding a new rake task that exports text similarity data from a set of workspaces and generates a JSON file output uploaded to an S3 bucket. References: CV2-6069 and CV2-6030.
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# bundle exec rake check:data:text_similarity_data['s3_bucket_name=s3_bucket_name&workspace_slugs[]=workspace-slug-1&workspace_slugs[]=workspace-slug-2&...&workspace_slugs[]=workspace-slug-n'] | ||
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namespace :check do | ||
namespace :data do | ||
desc 'Export text similarity data.' | ||
task :text_similarity_data, [:query_string] => [:environment] do |_task, args| | ||
ActiveRecord::Base.logger = nil | ||
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def channel_name(item) | ||
CheckChannels::ChannelCodes.all_channels.find{ |_k, v| v == item.channel.to_h['main'].to_i }.to_a[0] || | ||
CheckChannels::ChannelCodes.all_channels['TIPLINE'].find{ |_k, v| v == item.channel.to_h['main'].to_i }.to_a[0] | ||
end | ||
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def origin_name(item) | ||
CheckMediaClusterOrigins::OriginCodes.all_origins.find{ |_k, v| v == item.media_cluster_origin.to_i }.to_a[0] | ||
end | ||
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def standalone_article(article, type) | ||
body_method_mapping = { | ||
'explainer' => :description, | ||
'fact-check' => :summary | ||
} | ||
claim = nil | ||
claim = article.claim_description.description if type == 'fact-check' | ||
{ | ||
id: nil, | ||
team_id: nil, | ||
team_slug: nil, | ||
media_id: nil, | ||
title: nil, | ||
description: nil, | ||
channel: nil, | ||
origin: nil, | ||
relationships: [], | ||
articles: [{ | ||
id: article.graphql_id, | ||
title: article.title, | ||
body: article.send(body_method_mapping[type]), | ||
url: article.url, | ||
type: type, | ||
claim: claim, | ||
created_at: article.created_at, | ||
language: article.language | ||
}] | ||
} | ||
end | ||
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# Parse input parameters | ||
options = Rack::Utils.parse_nested_query(args[:query_string]) | ||
s3_bucket_name = options['s3_bucket_name'] | ||
workspace_slugs = options['workspace_slugs'] | ||
team_ids = Team.where(slug: workspace_slugs).map(&:id) | ||
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# Structure for the data: Array of next project media objects like: | ||
# { | ||
# id: 1, | ||
# title: 'Example', | ||
# ..., | ||
# articles: [...], | ||
# relationships: [...], | ||
# } | ||
data = [] | ||
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# Single-query approach (WIP / draft) | ||
# query = ProjectMedia | ||
# .joins(:team).where('teams.slug' => workspace_slugs) # Only items from the selected workspaces | ||
# .joins('LEFT JOIN explainer_items ei ON ei.project_media_id = project_medias.id LEFT JOIN explainers e ON e.id = ei.explainer_id') # Includes explainers | ||
# .joins('LEFT JOIN claim_descriptions cd ON cd.project_media_id = project_medias.id LEFT JOIN fact_checks fc ON fc.claim_description_id = cd.id') # Includes fact-checks | ||
# .joins('LEFT JOIN relationships r ON r.source_id = project_medias.id OR r.target_id = project_medias.id') # Includes relationships | ||
# query.to_sql | ||
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# ActiveRecord approach | ||
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# Get text items associated with explainers and fact-checks | ||
query = ProjectMedia.joins(:media).where('project_medias.team_id' => team_ids, 'medias.type' => 'Claim') # Only text items from the selected workspaces | ||
total = query.count | ||
i = 0 | ||
query.find_each do |item| | ||
i += 1 | ||
puts "[#{Time.now}] Exporting item #{i}/#{total}..." | ||
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# Item data | ||
object = { | ||
id: item.id, | ||
team_id: item.team_id, | ||
team_slug: item.team.slug, | ||
media_id: item.media_id, | ||
title: item.title, | ||
description: item.description, | ||
channel: channel_name(item), | ||
origin: origin_name(item), | ||
created_at: item.created_at, | ||
language: item.language_code | ||
} | ||
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# Explainers, if any | ||
object[:articles] = [] | ||
item.explainers.find_each do |explainer| | ||
object[:articles] << { | ||
id: explainer.graphql_id, | ||
title: explainer.title, | ||
body: explainer.description, | ||
url: explainer.url, | ||
claim: nil, | ||
type: 'explainer', | ||
created_at: explainer.created_at, | ||
language: explainer.language | ||
} | ||
end | ||
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# Fact-check, if any | ||
unless item.fact_check.nil? | ||
fact_check = item.fact_check | ||
object[:articles] << { | ||
id: fact_check.graphql_id, | ||
title: fact_check.title, | ||
body: fact_check.summary, | ||
url: fact_check.url, | ||
claim: fact_check.claim_description.description, | ||
type: 'fact-check', | ||
created_at: fact_check.created_at, | ||
language: fact_check.language | ||
} | ||
end | ||
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# Relationships | ||
object[:relationships] = [] | ||
Relationship.where('source_id = ? OR target_id = ?', item.id, item.id).find_each do |relationship| | ||
object[:relationships] << { | ||
parent_id: relationship.source_id, | ||
child_id: relationship.target_id, | ||
user_name: relationship.user&.name | ||
}.merge(relationship.as_json) | ||
end | ||
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data << object | ||
end | ||
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# Complete the data with the explainers that are not associated to any item | ||
Explainer.joins('LEFT JOIN explainer_items ei ON ei.explainer_id = explainers.id').where('ei.explainer_id IS NULL').where('explainers.team_id' => team_ids).find_each do |explainer| | ||
data << standalone_article(explainer, 'explainer') | ||
end | ||
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# Complete the data with the fact-checks that are not associated to any item | ||
FactCheck.joins(:claim_description).where('claim_descriptions.team_id' => team_ids, 'claim_descriptions.project_media_id' => nil).find_each do |fact_check| | ||
data << standalone_article(fact_check, 'fact-check') | ||
end | ||
FactCheck.joins(claim_description: { project_media: :media }).where('claim_descriptions.team_id' => team_ids, 'medias.type' => 'Blank').find_each do |fact_check| | ||
data << standalone_article(fact_check, 'fact-check') | ||
end | ||
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# Convert to JSON and upload to S3 | ||
region = CheckConfig.get('storage_bucket_region') || 'eu-west-1' | ||
begin | ||
s3_client = Aws::S3::Client.new(region: region) | ||
rescue Aws::Sigv4::Errors::MissingCredentialsError | ||
puts 'Please provide the AWS credentials.' | ||
exit 1 | ||
end | ||
response = s3_client.put_object( | ||
bucket: s3_bucket_name, | ||
key: "text-similarity-data-export-#{Time.now.strftime('%Y-%m-%d')}.json", | ||
body: JSON.pretty_generate(data) | ||
) | ||
if response.etag | ||
puts 'Uploaded to S3 successfully.' | ||
else | ||
puts 'Error uploading to S3.' | ||
exit 1 | ||
end | ||
end | ||
end | ||
end |