Files
discourse-ai/lib/modules/ai_bot/open_ai_bot.rb
T
Sam 70c158cae1 FEATURE: add full bot support for GPT 3.5 (#87)
Given latest GPT 3.5 16k which is both better steered and supports functions
we can now support rich bot integration.

Clunky system message based steering is removed and instead we use the
function framework provided by Open AI
2023-06-20 08:45:31 +10:00

160 lines
4.5 KiB
Ruby

# frozen_string_literal: true
module DiscourseAi
module AiBot
class OpenAiBot < Bot
def self.can_reply_as?(bot_user)
open_ai_bot_ids = [
DiscourseAi::AiBot::EntryPoint::GPT4_ID,
DiscourseAi::AiBot::EntryPoint::GPT3_5_TURBO_ID,
]
open_ai_bot_ids.include?(bot_user.id)
end
def prompt_limit
# note GPT counts both reply and request tokens in limits...
# also allow for an extra 500 or so spare tokens
if bot_user.id == DiscourseAi::AiBot::EntryPoint::GPT4_ID
8192 - 3500
else
16_384 - 2000
end
end
def reply_params
max_tokens =
if bot_user.id == DiscourseAi::AiBot::EntryPoint::GPT4_ID
3000
else
1500
end
{ temperature: 0.4, top_p: 0.9, max_tokens: max_tokens }
end
def submit_prompt(
prompt,
prefer_low_cost: false,
temperature: nil,
top_p: nil,
max_tokens: nil,
&blk
)
params =
reply_params.merge(
temperature: temperature,
top_p: top_p,
max_tokens: max_tokens,
functions: available_functions,
) { |key, old_value, new_value| new_value.nil? ? old_value : new_value }
model = model_for(low_cost: prefer_low_cost)
DiscourseAi::Inference::OpenAiCompletions.perform!(prompt, model, **params, &blk)
end
def tokenize(text)
DiscourseAi::Tokenizer::OpenAiTokenizer.tokenize(text)
end
def available_functions
# note if defined? can be a problem in test
# this can never be nil so it is safe
return @available_functions if @available_functions
functions = []
functions =
available_commands.map do |command|
function =
DiscourseAi::Inference::OpenAiCompletions::Function.new(
name: command.name,
description: command.desc,
)
command.parameters.each do |parameter|
function.add_parameter(
name: parameter.name,
type: parameter.type,
description: parameter.description,
required: parameter.required,
)
end
function
end
@available_functions = functions
end
def available_commands
@cmds ||=
[
Commands::CategoriesCommand,
Commands::TimeCommand,
Commands::SearchCommand,
Commands::SummarizeCommand,
].tap do |cmds|
cmds << Commands::TagsCommand if SiteSetting.tagging_enabled
cmds << Commands::ImageCommand if SiteSetting.ai_stability_api_key.present?
if SiteSetting.ai_google_custom_search_api_key.present? &&
SiteSetting.ai_google_custom_search_cx.present?
cmds << Commands::GoogleCommand
end
end
end
def model_for(low_cost: false)
return "gpt-4-0613" if bot_user.id == DiscourseAi::AiBot::EntryPoint::GPT4_ID && !low_cost
"gpt-3.5-turbo-16k"
end
private
def populate_functions(partial, functions)
fn = partial.dig(:choices, 0, :delta, :function_call)
if fn
functions.add_function(fn[:name]) if fn[:name].present?
functions.add_argument_fragment(fn[:arguments]) if fn[:arguments].present?
end
end
def build_message(poster_username, content, function: false, system: false)
is_bot = poster_username == bot_user.username
if function
role = "function"
elsif system
role = "system"
else
role = is_bot ? "assistant" : "user"
end
result = { role: role, content: content }
if function
result[:name] = poster_username
elsif !system && poster_username != bot_user.username
# Open AI restrict name to 64 chars and only A-Za-z._ (work around)
result[:content] = "#{poster_username}: #{content}"
end
result
end
def get_delta(partial, _context)
partial.dig(:choices, 0, :delta, :content).to_s
end
def get_updated_title(prompt)
DiscourseAi::Inference::OpenAiCompletions.perform!(
prompt,
model_for,
temperature: 0.7,
top_p: 0.9,
max_tokens: 40,
).dig(:choices, 0, :message, :content)
end
end
end
end