discourse-ai/lib/modules/ai_bot/commands/summarize_command.rb
Sam 7edb57c005
DEV: simplify command framework (#125)
The command framework had some confusing dispatching where it would dispatch
JSON blobs, this meant there was lots of parsing required in every command

The refactor handles transforming the args prior to dispatch which makes
consuming far simpler

This is also general prep to supporting some basic command framework in other
llms.
2023-08-04 09:37:58 +10:00

185 lines
4.7 KiB
Ruby

#frozen_string_literal: true
module DiscourseAi::AiBot::Commands
class SummarizeCommand < Command
class << self
def name
"summarize"
end
def desc
"Will summarize a topic attempting to answer question in guidance"
end
def parameters
[
Parameter.new(
name: "topic_id",
description: "The discourse topic id to summarize",
type: "integer",
required: true,
),
Parameter.new(
name: "guidance",
description: "Special guidance on how to summarize the topic",
type: "string",
),
]
end
end
def result_name
"summary"
end
def standalone?
true
end
def low_cost?
true
end
def description_args
{ url: "#{Discourse.base_path}/t/-/#{@last_topic_id}", title: @last_topic_title || "" }
end
def process(topic_id:, guidance: nil)
@last_topic_id = topic_id
topic_id = topic_id.to_i
topic = nil
if topic_id > 0
topic = Topic.find_by(id: topic_id)
topic = nil if !topic || !Guardian.new.can_see?(topic)
end
@last_summary = nil
if topic
@last_topic_title = topic.title
posts =
Post
.where(topic_id: topic.id)
.where("post_type in (?)", [Post.types[:regular], Post.types[:small_action]])
.where("not hidden")
.order(:post_number)
columns = ["posts.id", :post_number, :raw, :username]
current_post_numbers = posts.limit(5).pluck(:post_number)
current_post_numbers += posts.reorder("posts.score desc").limit(50).pluck(:post_number)
current_post_numbers += posts.reorder("post_number desc").limit(5).pluck(:post_number)
data =
Post
.where(topic_id: topic.id)
.joins(:user)
.where("post_number in (?)", current_post_numbers)
.order(:post_number)
.pluck(*columns)
@last_summary = summarize(data, guidance, topic)
end
if !@last_summary
"Say: No topic found!"
else
"Topic summarized"
end
end
def custom_raw
@last_summary || I18n.t("discourse_ai.ai_bot.topic_not_found")
end
def chain_next_response
false
end
def summarize(data, guidance, topic)
text = +""
data.each do |id, post_number, raw, username|
text << "(#{post_number} #{username} said: #{raw}"
end
summaries = []
current_section = +""
split = []
text
.split(/\s+/)
.each_slice(20) do |slice|
current_section << " "
current_section << slice.join(" ")
# somehow any more will get closer to limits
if bot.tokenize(current_section).length > 2500
split << current_section
current_section = +""
end
end
split << current_section if current_section.present?
split = split[0..3] + split[-3..-1] if split.length > 5
split.each do |section|
# TODO progress meter
summary =
generate_gpt_summary(
section,
topic: topic,
context: "Guidance: #{guidance}\nYou are summarizing the topic: #{topic.title}",
)
summaries << summary
end
if summaries.length > 1
messages = []
messages << { role: "system", content: "You are a helpful bot" }
messages << {
role: "user",
content:
"concatenated the disjoint summaries, creating a cohesive narrative:\n#{summaries.join("\n")}}",
}
bot.submit_prompt(messages, temperature: 0.6, max_tokens: 500, prefer_low_cost: true).dig(
:choices,
0,
:message,
:content,
)
else
summaries.first
end
end
def generate_gpt_summary(text, topic:, context: nil, length: nil)
length ||= 400
prompt = <<~TEXT
#{context}
Summarize the following in #{length} words:
#{text}
TEXT
system_prompt = <<~TEXT
You are a summarization bot.
You effectively summarise any text.
You condense it into a shorter version.
You understand and generate Discourse forum markdown.
Try generating links as well the format is #{topic.url}/POST_NUMBER. eg: [ref](#{topic.url}/77)
TEXT
messages = [{ role: "system", content: system_prompt }]
messages << { role: "user", content: prompt }
result =
bot.submit_prompt(messages, temperature: 0.6, max_tokens: length, prefer_low_cost: true)
result.dig(:choices, 0, :message, :content)
end
end
end