182 lines
5.5 KiB
Ruby
182 lines
5.5 KiB
Ruby
# frozen_string_literal: true
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module DiscourseAi
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module AiBot
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class Bot
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BOT_NOT_FOUND = Class.new(StandardError)
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MAX_COMPLETIONS = 5
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def self.as(bot_user, persona: DiscourseAi::AiBot::Personas::General.new)
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new(bot_user, persona)
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end
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def initialize(bot_user, persona)
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@bot_user = bot_user
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@persona = persona
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end
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attr_reader :bot_user
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def get_updated_title(conversation_context, post_user)
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system_insts = <<~TEXT.strip
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You are titlebot. Given a topic, you will figure out a title.
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You will never respond with anything but 7 word topic title.
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TEXT
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title_prompt =
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DiscourseAi::Completions::Prompt.new(system_insts, messages: conversation_context)
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title_prompt.push(
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type: :user,
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content:
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"Based on our previous conversation, suggest a 7 word title without quoting any of it.",
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)
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DiscourseAi::Completions::Llm
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.proxy(model)
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.generate(title_prompt, user: post_user)
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.strip
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.split("\n")
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.last
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end
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def reply(context, &update_blk)
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prompt = persona.craft_prompt(context)
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total_completions = 0
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ongoing_chain = true
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low_cost = false
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raw_context = []
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while total_completions <= MAX_COMPLETIONS && ongoing_chain
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current_model = model(prefer_low_cost: low_cost)
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llm = DiscourseAi::Completions::Llm.proxy(current_model)
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tool_found = false
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result =
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llm.generate(prompt, user: context[:user]) do |partial, cancel|
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if (tool = persona.find_tool(partial))
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tool_found = true
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ongoing_chain = tool.chain_next_response?
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low_cost = tool.low_cost?
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tool_call_id = tool.tool_call_id
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invocation_result_json = invoke_tool(tool, llm, cancel, &update_blk).to_json
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tool_call_message = {
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type: :tool_call,
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id: tool_call_id,
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content: { name: tool.name, arguments: tool.parameters }.to_json,
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}
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tool_message = { type: :tool, id: tool_call_id, content: invocation_result_json }
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if tool.standalone?
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standalone_context =
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context.dup.merge(
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conversation_context: [
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context[:conversation_context].last,
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tool_call_message,
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tool_message,
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],
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)
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prompt = persona.craft_prompt(standalone_context)
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else
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prompt.push(**tool_call_message)
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prompt.push(**tool_message)
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end
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raw_context << [tool_call_message[:content], tool_call_id, "tool_call"]
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raw_context << [invocation_result_json, tool_call_id, "tool"]
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else
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update_blk.call(partial, cancel, nil)
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end
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end
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if !tool_found
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ongoing_chain = false
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raw_context << [result, bot_user.username]
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end
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total_completions += 1
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# do not allow tools when we are at the end of a chain (total_completions == MAX_COMPLETIONS)
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prompt.tools = [] if total_completions == MAX_COMPLETIONS
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end
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raw_context
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end
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attr_reader :persona
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private
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def invoke_tool(tool, llm, cancel, &update_blk)
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update_blk.call("", cancel, build_placeholder(tool.summary, ""))
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result =
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tool.invoke(bot_user, llm) do |progress|
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placeholder = build_placeholder(tool.summary, progress)
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update_blk.call("", cancel, placeholder)
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end
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tool_details = build_placeholder(tool.summary, tool.details, custom_raw: tool.custom_raw)
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update_blk.call(tool_details, cancel, nil)
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result
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end
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def model(prefer_low_cost: false)
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default_model =
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case bot_user.id
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when DiscourseAi::AiBot::EntryPoint::CLAUDE_V2_ID
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"claude-2"
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when DiscourseAi::AiBot::EntryPoint::GPT4_ID
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"gpt-4"
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when DiscourseAi::AiBot::EntryPoint::GPT4_TURBO_ID
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"gpt-4-turbo"
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when DiscourseAi::AiBot::EntryPoint::GPT3_5_TURBO_ID
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"gpt-3.5-turbo-16k"
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when DiscourseAi::AiBot::EntryPoint::MIXTRAL_ID
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"mistralai/Mixtral-8x7B-Instruct-v0.1"
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when DiscourseAi::AiBot::EntryPoint::GEMINI_ID
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"gemini-pro"
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when DiscourseAi::AiBot::EntryPoint::FAKE_ID
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"fake"
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else
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nil
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end
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if %w[gpt-4 gpt-4-turbo].include?(default_model) && prefer_low_cost
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return "gpt-3.5-turbo-16k"
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end
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default_model
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end
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def tool_invocation?(partial)
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Nokogiri::HTML5.fragment(partial).at("invoke").present?
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end
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def build_placeholder(summary, details, custom_raw: nil)
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placeholder = +(<<~HTML)
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<details>
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<summary>#{summary}</summary>
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<p>#{details}</p>
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</details>
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HTML
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if custom_raw
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placeholder << "\n"
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placeholder << custom_raw
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else
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# we need this for cursor placeholder to work
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# doing this in CSS is very hard
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# if changing test with a custom tool such as search
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placeholder << "<span></span>\n\n"
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end
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placeholder
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end
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end
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end
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end
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