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Improve performance of follow recommendation scheduler
Express follow_recommendations in terms of account_summaries rather than accounts, integrate filters that are unconditionally used, and materialize the resulting view. This should result in the bulk of the computation being performed only once instead of **once per recommendation language**.
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db/migrate/20210505174616_update_follow_recommendations_to_version_2.rb
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class UpdateFollowRecommendationsToVersion2 < ActiveRecord::Migration[6.1] | ||
# We're switching from a normal to a materialized view so we need | ||
# custom `up` and `down` paths. | ||
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def up | ||
drop_view :follow_recommendations | ||
create_view :follow_recommendations, version: 2, materialized: true | ||
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# To be able to refresh the view concurrently, | ||
# at least one unique index is required | ||
safety_assured { add_index :follow_recommendations, :account_id, unique: true } | ||
end | ||
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def down | ||
drop_view :follow_recommendations, materialized: true | ||
create_view :follow_recommendations, version: 1 | ||
end | ||
end |
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SELECT | ||
account_id, | ||
sum(rank) AS rank, | ||
array_agg(reason) AS reason | ||
FROM ( | ||
SELECT | ||
account_summaries.account_id AS account_id, | ||
count(follows.id) / (1.0 + count(follows.id)) AS rank, | ||
'most_followed' AS reason | ||
FROM follows | ||
INNER JOIN account_summaries ON account_summaries.account_id = follows.target_account_id | ||
INNER JOIN users ON users.account_id = follows.account_id | ||
LEFT OUTER JOIN follow_recommendation_suppressions ON follow_recommendation_suppressions.account_id = follows.target_account_id | ||
WHERE users.current_sign_in_at >= (now() - interval '30 days') | ||
AND account_summaries.sensitive = 'f' | ||
AND follow_recommendation_suppressions.id IS NULL | ||
GROUP BY account_summaries.account_id | ||
HAVING count(follows.id) >= 5 | ||
UNION ALL | ||
SELECT account_summaries.account_id AS account_id, | ||
sum(reblogs_count + favourites_count) / (1.0 + sum(reblogs_count + favourites_count)) AS rank, | ||
'most_interactions' AS reason | ||
FROM status_stats | ||
INNER JOIN statuses ON statuses.id = status_stats.status_id | ||
INNER JOIN account_summaries ON account_summaries.account_id = statuses.account_id | ||
LEFT OUTER JOIN follow_recommendation_suppressions ON follow_recommendation_suppressions.account_id = statuses.account_id | ||
WHERE statuses.id >= ((date_part('epoch', now() - interval '30 days') * 1000)::bigint << 16) | ||
AND account_summaries.sensitive = 'f' | ||
AND follow_recommendation_suppressions.id IS NULL | ||
GROUP BY account_summaries.account_id | ||
HAVING sum(reblogs_count + favourites_count) >= 5 | ||
) t0 | ||
GROUP BY account_id | ||
ORDER BY rank DESC |