discourse/app/services/topic_summarization.rb

91 lines
2.5 KiB
Ruby

# frozen_string_literal: true
class TopicSummarization
def initialize(strategy)
@strategy = strategy
end
def summarize(topic)
DistributedMutex.synchronize("toppic_summarization_#{topic.id}") do
existing_summary = SummarySection.find_by(target: topic, meta_section_id: nil)
return existing_summary.summarized_text if existing_summary
content = {
resource_path: "#{Discourse.base_path}/t/-/#{topic.id}",
content_title: topic.title,
contents: [],
}
targets_data = summary_targets(topic).pluck(:post_number, :raw, :username)
targets_data.map do |(pn, raw, username)|
content[:contents] << { poster: username, id: pn, text: raw }
end
summarization_result = strategy.summarize(content)
cached_summary(summarization_result, targets_data.map(&:first), topic)
summarization_result[:summary]
end
end
def summary_targets(topic)
topic.has_summary? ? best_replies(topic) : pick_selection(topic)
end
private
attr_reader :strategy
def best_replies(topic)
Post
.summary(topic.id)
.where("post_type = ?", Post.types[:regular])
.where("NOT hidden")
.joins(:user)
.order(:post_number)
end
def pick_selection(topic)
posts =
Post
.where(topic_id: topic.id)
.where("post_type = ?", Post.types[:regular])
.where("NOT hidden")
.order(:post_number)
post_numbers = posts.limit(5).pluck(:post_number)
post_numbers += posts.reorder("posts.score desc").limit(50).pluck(:post_number)
post_numbers += posts.reorder("post_number desc").limit(5).pluck(:post_number)
Post
.where(topic_id: topic.id)
.joins(:user)
.where("post_number in (?)", post_numbers)
.order(:post_number)
end
def cached_summary(result, post_numbers, topic)
main_summary =
SummarySection.create!(
target: topic,
algorithm: strategy.model,
content_range: (post_numbers.first..post_numbers.last),
summarized_text: result[:summary],
original_content_sha: Digest::SHA256.hexdigest(post_numbers.join),
)
result[:chunks].each do |chunk|
SummarySection.create!(
target: topic,
algorithm: strategy.model,
content_range: chunk[:ids].min..chunk[:ids].max,
summarized_text: chunk[:summary],
original_content_sha: Digest::SHA256.hexdigest(chunk[:ids].join),
meta_section_id: main_summary.id,
)
end
end
end