discourse-ai/app/models/ai_persona.rb

389 lines
10 KiB
Ruby

# frozen_string_literal: true
class AiPersona < ActiveRecord::Base
# places a hard limit, so per site we cache a maximum of 500 classes
MAX_PERSONAS_PER_SITE = 500
validates :name, presence: true, uniqueness: true, length: { maximum: 100 }
validates :description, presence: true, length: { maximum: 2000 }
validates :system_prompt, presence: true, length: { maximum: 10_000_000 }
validate :system_persona_unchangeable, on: :update, if: :system
validates :max_context_posts, numericality: { greater_than: 0 }, allow_nil: true
# leaves some room for growth but sets a maximum to avoid memory issues
# we may want to revisit this in the future
validates :vision_max_pixels, numericality: { greater_than: 0, maximum: 4_000_000 }
validates :rag_chunk_tokens, numericality: { greater_than: 0, maximum: 50_000 }
validates :rag_chunk_overlap_tokens, numericality: { greater_than: -1, maximum: 200 }
validates :rag_conversation_chunks, numericality: { greater_than: 0, maximum: 1000 }
belongs_to :created_by, class_name: "User"
belongs_to :user
has_many :upload_references, as: :target, dependent: :destroy
has_many :uploads, through: :upload_references
has_many :rag_document_fragment, dependent: :destroy
has_many :rag_document_fragments, through: :ai_persona_rag_document_fragments
before_destroy :ensure_not_system
before_update :regenerate_rag_fragments
class MultisiteHash
def initialize(id)
@hash = Hash.new { |h, k| h[k] = {} }
@id = id
MessageBus.subscribe(channel_name) { |message| @hash[message.data] = {} }
end
def channel_name
"/multisite-hash-#{@id}"
end
def current_db
RailsMultisite::ConnectionManagement.current_db
end
def [](key)
@hash.dig(current_db, key)
end
def []=(key, val)
@hash[current_db][key] = val
end
def flush!
@hash[current_db] = {}
MessageBus.publish(channel_name, current_db)
end
end
def self.persona_cache
@persona_cache ||= MultisiteHash.new("persona_cache")
end
scope :ordered, -> { order("priority DESC, lower(name) ASC") }
def self.all_personas
persona_cache[:value] ||= AiPersona
.ordered
.where(enabled: true)
.all
.limit(MAX_PERSONAS_PER_SITE)
.map(&:class_instance)
end
def self.mentionables(user: nil)
all_mentionables =
persona_cache[:mentionable_usernames] ||= AiPersona
.where(mentionable: true)
.where(enabled: true)
.joins(:user)
.pluck("ai_personas.id, users.id, users.username_lower, allowed_group_ids, default_llm")
.map do |id, user_id, username, allowed_group_ids, default_llm|
{
id: id,
user_id: user_id,
username: username,
allowed_group_ids: allowed_group_ids,
default_llm: default_llm,
}
end
if user
all_mentionables.select { |mentionable| user.in_any_groups?(mentionable[:allowed_group_ids]) }
else
all_mentionables
end
end
after_commit :bump_cache
def bump_cache
self.class.persona_cache.flush!
end
def class_instance
allowed_group_ids = self.allowed_group_ids
id = self.id
system = self.system
user_id = self.user_id
mentionable = self.mentionable
default_llm = self.default_llm
max_context_posts = self.max_context_posts
vision_enabled = self.vision_enabled
vision_max_pixels = self.vision_max_pixels
rag_conversation_chunks = self.rag_conversation_chunks
persona_class = DiscourseAi::AiBot::Personas::Persona.system_personas_by_id[self.id]
if persona_class
persona_class.define_singleton_method :allowed_group_ids do
allowed_group_ids
end
persona_class.define_singleton_method :id do
id
end
persona_class.define_singleton_method :system do
system
end
persona_class.define_singleton_method :user_id do
user_id
end
persona_class.define_singleton_method :mentionable do
mentionable
end
persona_class.define_singleton_method :default_llm do
default_llm
end
persona_class.define_singleton_method :max_context_posts do
max_context_posts
end
persona_class.define_singleton_method :vision_enabled do
vision_enabled
end
persona_class.define_singleton_method :vision_max_pixels do
vision_max_pixels
end
persona_class.define_singleton_method :rag_conversation_chunks do
rag_conversation_chunks
end
return persona_class
end
name = self.name
description = self.description
ai_persona_id = self.id
options = {}
tools = self.respond_to?(:commands) ? self.commands : self.tools
tools =
tools.filter_map do |element|
inner_name = element
current_options = nil
if element.is_a?(Array)
inner_name = element[0]
current_options = element[1]
end
# Won't migrate data yet. Let's rewrite to the tool name.
inner_name = inner_name.gsub("Command", "")
inner_name = "List#{inner_name}" if %w[Categories Tags].include?(inner_name)
begin
klass = ("DiscourseAi::AiBot::Tools::#{inner_name}").constantize
options[klass] = current_options if current_options
klass
rescue StandardError
nil
end
end
Class.new(DiscourseAi::AiBot::Personas::Persona) do
define_singleton_method :id do
id
end
define_singleton_method :name do
name
end
define_singleton_method :user_id do
user_id
end
define_singleton_method :description do
description
end
define_singleton_method :system do
system
end
define_singleton_method :allowed_group_ids do
allowed_group_ids
end
define_singleton_method :user_id do
user_id
end
define_singleton_method :mentionable do
mentionable
end
define_singleton_method :default_llm do
default_llm
end
define_singleton_method :max_context_posts do
max_context_posts
end
define_singleton_method :vision_enabled do
vision_enabled
end
define_singleton_method :vision_max_pixels do
vision_max_pixels
end
define_singleton_method :rag_conversation_chunks do
rag_conversation_chunks
end
define_singleton_method :to_s do
"#<DiscourseAi::AiBot::Personas::Persona::Custom @name=#{self.name} @allowed_group_ids=#{self.allowed_group_ids.join(",")}>"
end
define_singleton_method :inspect do
"#<DiscourseAi::AiBot::Personas::Persona::Custom @name=#{self.name} @allowed_group_ids=#{self.allowed_group_ids.join(",")}>"
end
define_method :initialize do |*args, **kwargs|
@ai_persona = AiPersona.find_by(id: ai_persona_id)
super(*args, **kwargs)
end
define_method :persona_id do
@ai_persona&.id
end
define_method :tools do
tools
end
define_method :options do
options
end
define_method :temperature do
@ai_persona&.temperature
end
define_method :top_p do
@ai_persona&.top_p
end
define_method :system_prompt do
@ai_persona&.system_prompt || "You are a helpful bot."
end
define_method :uploads do
@ai_persona&.uploads
end
end
end
FIRST_PERSONA_USER_ID = -1200
def create_user!
raise "User already exists" if user_id && User.exists?(user_id)
# find the first id smaller than FIRST_USER_ID that is not taken
id = nil
id = DB.query_single(<<~SQL, FIRST_PERSONA_USER_ID, FIRST_PERSONA_USER_ID - 200).first
WITH seq AS (
SELECT generate_series(?, ?, -1) AS id
)
SELECT seq.id FROM seq
LEFT JOIN users ON users.id = seq.id
WHERE users.id IS NULL
ORDER BY seq.id DESC
SQL
id = DB.query_single(<<~SQL).first if id.nil?
SELECT min(id) - 1 FROM users
SQL
# note .invalid is a reserved TLD which will route nowhere
user =
User.new(
email: "#{SecureRandom.hex}@does-not-exist.invalid",
name: name.titleize,
username: UserNameSuggester.suggest(name + "_bot"),
active: true,
approved: true,
trust_level: TrustLevel[4],
id: id,
)
user.save!(validate: false)
update!(user_id: user.id)
user
end
def regenerate_rag_fragments
if rag_chunk_tokens_changed? || rag_chunk_overlap_tokens_changed?
RagDocumentFragment.where(ai_persona: self).delete_all
end
end
private
def system_persona_unchangeable
if top_p_changed? || temperature_changed? || system_prompt_changed? || commands_changed? ||
name_changed? || description_changed?
errors.add(:base, I18n.t("discourse_ai.ai_bot.personas.cannot_edit_system_persona"))
end
end
def ensure_not_system
if system
errors.add(:base, I18n.t("discourse_ai.ai_bot.personas.cannot_delete_system_persona"))
throw :abort
end
end
end
# == Schema Information
#
# Table name: ai_personas
#
# id :bigint not null, primary key
# name :string(100) not null
# description :string(2000) not null
# commands :json not null
# system_prompt :string(10000000) not null
# allowed_group_ids :integer default([]), not null, is an Array
# created_by_id :integer
# enabled :boolean default(TRUE), not null
# created_at :datetime not null
# updated_at :datetime not null
# system :boolean default(FALSE), not null
# priority :boolean default(FALSE), not null
# temperature :float
# top_p :float
# user_id :integer
# mentionable :boolean default(FALSE), not null
# default_llm :text
# max_context_posts :integer
# max_post_context_tokens :integer
# max_context_tokens :integer
# vision_enabled :boolean default(FALSE), not null
# vision_max_pixels :integer default(1048576), not null
# rag_chunk_tokens :integer default(374), not null
# rag_chunk_overlap_tokens :integer default(10), not null
# rag_conversation_chunks :integer default(10), not null
#
# Indexes
#
# index_ai_personas_on_name (name) UNIQUE
#