FEATURE: Automatically backfill regular summaries. (#892)
This change introduces a job to summarize topics and cache the results automatically. We provide a setting to control how many topics we'll backfill per hour and what the topic's minimum word count is to qualify. We'll prioritize topics without summary over outdated ones.
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@ -0,0 +1,43 @@
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# frozen_string_literal: true
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module ::Jobs
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class SummariesBackfill < ::Jobs::Scheduled
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every 5.minutes
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cluster_concurrency 1
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def execute(_args)
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return if !SiteSetting.discourse_ai_enabled
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return if !SiteSetting.ai_summarization_enabled
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return if SiteSetting.ai_summary_backfill_maximum_topics_per_hour.zero?
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# Split budget in 12 intervals, but make sure is at least one.
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limit_per_job = [SiteSetting.ai_summary_backfill_maximum_topics_per_hour, 12].max / 12
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budget = [current_budget, limit_per_job].min
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backfill_candidates
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.limit(budget)
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.each do |topic|
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DiscourseAi::Summarization.topic_summary(topic).force_summarize(Discourse.system_user)
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end
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end
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def backfill_candidates
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Topic
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.where("topics.word_count >= ?", SiteSetting.ai_summary_backfill_minimum_word_count)
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.joins(
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"LEFT OUTER JOIN ai_summaries ais ON topics.id = ais.target_id AND ais.target_type = 'Topic'",
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)
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.where(
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"ais.id IS NULL OR UPPER(ais.content_range) < topics.highest_post_number + 1",
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) # (1..1) gets stored ad (1..2).
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.order("ais.created_at DESC NULLS FIRST, topics.last_posted_at DESC")
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end
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def current_budget
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base_budget = SiteSetting.ai_summary_backfill_maximum_topics_per_hour
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used_budget = AiSummary.complete.system.where("created_at > ?", 1.hour.ago).count
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base_budget - used_budget
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end
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end
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end
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@ -4,15 +4,19 @@ class AiSummary < ActiveRecord::Base
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belongs_to :target, polymorphic: true
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enum :summary_type, { complete: 0, gist: 1 }
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enum :origin, { human: 0, system: 1 }
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def self.store!(strategy, llm_model, summary, og_content, human:)
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content_ids = og_content.map { |c| c[:id] }
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def self.store!(target, summary_type, model, summary, content_ids)
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AiSummary.create!(
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target: target,
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algorithm: model,
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target: strategy.target,
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algorithm: llm_model.name,
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content_range: (content_ids.first..content_ids.last),
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summarized_text: summary,
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original_content_sha: build_sha(content_ids.join),
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summary_type: summary_type,
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summary_type: strategy.type,
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origin: !!human ? origins[:human] : origins[:system],
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)
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end
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@ -43,6 +47,7 @@ end
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# created_at :datetime not null
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# updated_at :datetime not null
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# summary_type :integer default("complete"), not null
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# origin :integer
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#
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# Indexes
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#
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@ -79,12 +79,14 @@ en:
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ai_embeddings_semantic_related_include_closed_topics: "Include closed topics in semantic search results"
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ai_embeddings_semantic_search_hyde_model: "Model used to expand keywords to get better results during a semantic search"
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ai_embeddings_per_post_enabled: Generate embeddings for each post
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ai_summarization_enabled: "Enable the topic summarization module."
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ai_summarization_model: "Model to use for summarization."
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ai_custom_summarization_allowed_groups: "Groups allowed to use create new summaries."
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ai_pm_summarization_allowed_groups: "Groups allowed to create and view summaries in PMs."
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ai_summarize_max_hot_topics_gists_per_batch: "After updating topics in the hot list, we'll generate brief summaries of the first N ones. (Disabled when 0)"
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ai_hot_topic_gists_allowed_groups: "Groups allowed to see gists in the hot topics list."
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ai_summary_backfill_maximum_topics_per_hour: "Number of topic summaries to backfill per hour."
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ai_bot_enabled: "Enable the AI Bot module."
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ai_bot_enable_chat_warning: "Display a warning when PM chat is initiated. Can be overriden by editing the translation string: discourse_ai.ai_bot.pm_warning"
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@ -375,6 +375,13 @@ discourse_ai:
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hidden: true
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type: list
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list_type: compact
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ai_summary_backfill_maximum_topics_per_hour:
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default: 10
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min: 0
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max: 1000
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ai_summary_backfill_minimum_word_count:
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default: 200
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hidden: true
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ai_bot_enabled:
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default: false
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@ -0,0 +1,6 @@
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# frozen_string_literal: true
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class TrackAiSummaryOrigin < ActiveRecord::Migration[7.1]
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def change
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add_column :ai_summaries, :origin, :integer
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end
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end
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@ -0,0 +1,14 @@
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# frozen_string_literal: true
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class SetOriginForExistingAiSummaries < ActiveRecord::Migration[7.1]
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def up
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DB.exec <<~SQL
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UPDATE ai_summaries
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SET origin = CASE WHEN summary_type = 0 THEN 0 ELSE 1 END
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WHERE origin IS NULL
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SQL
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end
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def down
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raise ActiveRecord::IrreversibleMigration
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end
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end
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@ -35,11 +35,11 @@ module DiscourseAi
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if persist_summaries
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AiSummary.store!(
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strategy.target,
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strategy.type,
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llm_model.name,
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strategy,
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llm_model,
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clean_summary,
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truncated_content.map { |c| c[:id] },
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truncated_content,
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human: user&.human?,
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)
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else
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AiSummary.new(summarized_text: clean_summary)
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@ -6,9 +6,11 @@ Fabricator(:ai_summary) do
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algorithm "test"
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target { Fabricate(:topic) }
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summary_type AiSummary.summary_types[:complete]
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origin AiSummary.origins[:human]
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end
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Fabricator(:topic_ai_gist, from: :ai_summary) do
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summarized_text "gist"
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summary_type AiSummary.summary_types[:gist]
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origin AiSummary.origins[:system]
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end
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@ -0,0 +1,103 @@
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# frozen_string_literal: true
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RSpec.describe Jobs::SummariesBackfill do
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fab!(:topic) { Fabricate(:topic, word_count: 200, highest_post_number: 2) }
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let(:limit) { 24 } # guarantee two summaries per batch
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before do
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assign_fake_provider_to(:ai_summarization_model)
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SiteSetting.ai_summarization_enabled = true
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SiteSetting.ai_summary_backfill_maximum_topics_per_hour = limit
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end
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describe "#current_budget" do
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context "when no summary has been backfilled yet" do
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it "returns the full budget" do
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expect(subject.current_budget).to eq(limit)
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end
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it "ignores summaries generated by users" do
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Fabricate(:ai_summary, target: topic, origin: AiSummary.origins[:human])
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expect(subject.current_budget).to eq(limit)
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end
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it "only accounts for complete type summaries" do
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Fabricate(:topic_ai_gist, target: topic, origin: AiSummary.origins[:human])
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expect(subject.current_budget).to eq(limit)
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end
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end
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context "when we already backfilled stuff" do
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fab!(:backfilled_summary) do
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Fabricate(:ai_summary, target: topic, origin: AiSummary.origins[:system])
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end
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context "if it was within the budget window" do
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it "reduces our budget" do
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expect(subject.current_budget).to eq(limit - 1)
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end
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end
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context "if it wasn't within the budget window" do
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before { freeze_time(2.hours.from_now) }
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it "returns the full budget" do
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freeze_time(2.hours.from_now)
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expect(subject.current_budget).to eq(limit)
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end
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end
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end
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end
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describe "#backfill_candidates" do
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it "only selects posts with enough words" do
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topic.update!(word_count: 100)
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expect(subject.backfill_candidates).to be_empty
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end
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it "ignores up to date summaries" do
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Fabricate(:ai_summary, target: topic, content_range: (1..2))
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expect(subject.backfill_candidates).to be_empty
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end
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it "orders candidates by topic#last_posted_at" do
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topic.update!(last_posted_at: 1.minute.ago)
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topic_2 = Fabricate(:topic, word_count: 200, last_posted_at: 2.minutes.ago)
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expect(subject.backfill_candidates.map(&:id)).to contain_exactly(topic.id, topic_2.id)
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end
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it "prioritizes topics without summaries" do
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topic_2 =
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Fabricate(:topic, word_count: 200, last_posted_at: 2.minutes.ago, highest_post_number: 1)
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topic.update!(last_posted_at: 1.minute.ago)
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Fabricate(:ai_summary, target: topic, content_range: (1..1))
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expect(subject.backfill_candidates.map(&:id)).to contain_exactly(topic_2.id, topic.id)
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end
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end
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describe "#execute" do
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it "backfills a batch" do
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topic_2 =
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Fabricate(:topic, word_count: 200, last_posted_at: 2.minutes.ago, highest_post_number: 1)
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topic.update!(last_posted_at: 1.minute.ago)
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Fabricate(:ai_summary, target: topic, created_at: 3.hours.ago, content_range: (1..1))
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summary_1 = "Summary of topic_2"
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summary_2 = "Summary of topic"
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DiscourseAi::Completions::Llm.with_prepared_responses([summary_1, summary_2]) do
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subject.execute({})
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end
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expect(AiSummary.find_by(target: topic_2).summarized_text).to eq(summary_1)
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expect(AiSummary.find_by(target: topic).summarized_text).to eq(summary_2)
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end
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end
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end
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@ -26,7 +26,7 @@ RSpec.describe DiscourseAi::Summarization::FoldContent do
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let(:single_summary) { "single" }
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let(:concatenated_summary) { "this is a concatenated summary" }
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let(:user) { User.new }
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fab!(:user)
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context "when the content to summarize fits in a single call" do
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it "does one call to summarize content" do
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