discourse-ai/lib/summarization/strategies/hot_topic_gists.rb

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# frozen_string_literal: true
module DiscourseAi
module Summarization
module Strategies
class HotTopicGists < Base
def type
AiSummary.summary_types[:gist]
end
def targets_data
content = { content_title: target.title, contents: [] }
op_post_number = 1
hot_topics_recent_cutoff = Time.zone.now - SiteSetting.hot_topics_recent_days.days
recent_hot_posts =
Post
.where(topic_id: target.id)
.where("post_type = ?", Post.types[:regular])
.where("NOT hidden")
.where("created_at >= ?", hot_topics_recent_cutoff)
.pluck(:post_number)
# It may happen that a topic is hot without any recent posts
# In that case, we'll just grab the last 20 posts
# for an useful summary of the current state of the topic
if recent_hot_posts.empty?
recent_hot_posts =
Post
.where(topic_id: target.id)
.where("post_type = ?", Post.types[:regular])
.where("NOT hidden")
.order("post_number DESC")
.limit(20)
.pluck(:post_number)
end
posts_data =
Post
.where(topic_id: target.id)
.joins(:user)
.where("post_number IN (?)", recent_hot_posts << op_post_number)
.order(:post_number)
.pluck(:post_number, :raw, :username)
posts_data.each do |(pn, raw, username)|
raw_text = raw
if pn == 1 && target.topic_embed&.embed_content_cache.present?
raw_text = target.topic_embed&.embed_content_cache
end
content[:contents] << { poster: username, id: pn, text: raw_text }
end
content
end
def concatenation_prompt(texts_to_summarize)
prompt = DiscourseAi::Completions::Prompt.new(<<~TEXT.strip)
You are a summarization bot tasked with creating a single, concise sentence by merging disjointed summaries into a cohesive statement.
Your response should strictly be this single, comprehensive sentence, without any additional text or comments.
- Focus on the central theme or issue being addressed, maintaining an objective and neutral tone.
- Exclude extraneous details or subjective opinions.
- Use the original language of the text.
- Begin directly with the main topic or issue, avoiding introductory phrases.
- Limit the summary to a maximum of 20 words.
TEXT
prompt.push(type: :user, content: <<~TEXT.strip)
THESE are the summaries, each one separated by a newline, all of them inside <input></input> XML tags:
<input>
#{texts_to_summarize.join("\n")}
</input>
TEXT
prompt
end
def summarize_single_prompt(input, opts)
statements = input.split(/(?=\d+\) \w+ said:)/)
prompt = DiscourseAi::Completions::Prompt.new(<<~TEXT.strip)
You are an advanced summarization bot. Analyze a given conversation and produce a concise,
single-sentence summary that conveys the main topic and current developments to someone with no prior context.
### Guidelines:
- Emphasize the most recent updates while considering their significance within the original post.
- Focus on the central theme or issue being addressed, maintaining an objective and neutral tone.
- Exclude extraneous details or subjective opinions.
- Use the original language of the text.
- Begin directly with the main topic or issue, avoiding introductory phrases.
- Limit the summary to a maximum of 20 words.
TEXT
prompt.push(type: :user, content: <<~TEXT.strip)
### Context:
The conversation began with the following statement:
#{opts[:content_title].present? ? "The discussion title is: " + opts[:content_title] + ".\n" : ""}
#{statements&.pop}
Subsequent discussion includes the following:
#{statements&.join}
Your task is to focus on these latest messages, capturing their meaning in the context of the initial post.
TEXT
prompt
end
end
end
end
end