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# frozen_string_literal: true
module DiscourseAi
module AiHelper
class Assistant
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def self . prompt_cache
@prompt_cache || = :: DiscourseAi :: MultisiteHash . new ( " prompt_cache " )
end
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def self . clear_prompt_cache!
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prompt_cache . flush!
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end
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def available_prompts ( user )
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key = " prompt_cache_ #{ I18n . locale } "
self
. class
. prompt_cache
. fetch ( key ) do
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prompts = CompletionPrompt . where ( enabled : true )
# Hide illustrate_post if disabled
prompts =
prompts . where . not (
name : " illustrate_post " ,
) if SiteSetting . ai_helper_illustrate_post_model == " disabled "
prompts =
prompts . map do | prompt |
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if prompt . name == " translate "
locale = user . effective_locale
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locale_hash =
LocaleSiteSetting . language_names [ locale ] ||
LocaleSiteSetting . language_names [ locale . split ( " _ " ) [ 0 ] ]
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translation =
I18n . t (
" discourse_ai.ai_helper.prompts.translate " ,
language : locale_hash [ " nativeName " ] ,
) || prompt . translated_name || prompt . name
else
translation =
I18n . t ( " discourse_ai.ai_helper.prompts. #{ prompt . name } " , default : nil ) ||
prompt . translated_name || prompt . name
end
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{
id : prompt . id ,
name : prompt . name ,
translated_name : translation ,
prompt_type : prompt . prompt_type ,
icon : icon_map ( prompt . name ) ,
location : location_map ( prompt . name ) ,
}
end
prompts
end
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end
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def custom_locale_instructions ( user = nil , force_default_locale )
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locale = SiteSetting . default_locale
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locale = user . effective_locale if ! force_default_locale
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locale_hash = LocaleSiteSetting . language_names [ locale ]
if locale != " en " && locale_hash
locale_description = " #{ locale_hash [ " name " ] } ( #{ locale_hash [ " nativeName " ] } ) "
" It is imperative that you write your answer in #{ locale_description } , you are interacting with a #{ locale_description } speaking user. Leave tag names in English. "
else
nil
end
end
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def localize_prompt! ( prompt , user = nil , force_default_locale )
locale_instructions = custom_locale_instructions ( user , force_default_locale )
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if locale_instructions
prompt . messages [ 0 ] [ :content ] = prompt . messages [ 0 ] [ :content ] + locale_instructions
end
if prompt . messages [ 0 ] [ :content ] . include? ( " %LANGUAGE% " )
locale = SiteSetting . default_locale
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locale = user . effective_locale if user && ! force_default_locale
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locale_hash = LocaleSiteSetting . language_names [ locale ]
prompt . messages [ 0 ] [ :content ] = prompt . messages [ 0 ] [ :content ] . gsub (
" %LANGUAGE% " ,
" #{ locale_hash [ " name " ] } " ,
)
end
end
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def generate_prompt ( completion_prompt , input , user , force_default_locale = false , & block )
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llm = DiscourseAi :: Completions :: Llm . proxy ( SiteSetting . ai_helper_model )
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prompt = completion_prompt . messages_with_input ( input )
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localize_prompt! ( prompt , user , force_default_locale )
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llm . generate (
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prompt ,
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user : user ,
temperature : completion_prompt . temperature ,
stop_sequences : completion_prompt . stop_sequences ,
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feature_name : " ai_helper " ,
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& block
)
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end
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def generate_and_send_prompt ( completion_prompt , input , user , force_default_locale = false )
completion_result = generate_prompt ( completion_prompt , input , user , force_default_locale )
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result = { type : completion_prompt . prompt_type }
result [ :suggestions ] = (
if completion_prompt . list?
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parse_list ( completion_result ) . map { | suggestion | sanitize_result ( suggestion ) }
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else
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sanitized = sanitize_result ( completion_result )
result [ :diff ] = parse_diff ( input , sanitized ) if completion_prompt . diff?
[ sanitized ]
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end
)
result
end
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def stream_prompt ( completion_prompt , input , user , channel )
streamed_result = + " "
start = Time . now
generate_prompt ( completion_prompt , input , user ) do | partial_response , cancel_function |
streamed_result << partial_response
# Throttle the updates
if ( Time . now - start > 0 . 5 ) || Rails . env . test?
payload = { result : sanitize_result ( streamed_result ) , done : false }
publish_update ( channel , payload , user )
start = Time . now
end
end
sanitized_result = sanitize_result ( streamed_result )
if sanitized_result . present?
publish_update ( channel , { result : sanitized_result , done : true } , user )
end
end
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def generate_image_caption ( upload , user )
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if SiteSetting . ai_helper_image_caption_model == " llava "
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image_base64 =
DiscourseAi :: Completions :: UploadEncoder . encode (
upload_ids : [ upload . id ] ,
max_pixels : 1_048_576 ,
) . first [
:base64
]
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parameters = {
input : {
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image : " data:image/ #{ upload . extension } ;base64, #{ image_base64 } " ,
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top_p : 1 ,
max_tokens : 1024 ,
temperature : 0 . 2 ,
prompt : " Please describe this image in a single sentence " ,
} ,
}
:: DiscourseAi :: Inference :: Llava . perform! ( parameters ) . dig ( :output ) . join
else
prompt =
DiscourseAi :: Completions :: Prompt . new (
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" You are a bot specializing in image captioning. " ,
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messages : [
{
type : :user ,
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content :
" Describe this image in a single sentence #{ custom_locale_instructions ( user ) } " ,
upload_ids : [ upload . id ] ,
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} ,
] ,
skip_validations : true ,
)
DiscourseAi :: Completions :: Llm . proxy ( SiteSetting . ai_helper_image_caption_model ) . generate (
prompt ,
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user : user ,
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max_tokens : 1024 ,
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feature_name : " image_caption " ,
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)
end
end
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private
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SANITIZE_REGEX_STR =
%w[ term context topic replyTo input output result ]
. map { | tag | " < #{ tag } > \\ n?| \\ n?</ #{ tag } > " }
. join ( " | " )
SANITIZE_REGEX = Regexp . new ( SANITIZE_REGEX_STR , Regexp :: IGNORECASE | Regexp :: MULTILINE )
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def sanitize_result ( result )
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result . gsub ( SANITIZE_REGEX , " " )
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end
def publish_update ( channel , payload , user )
MessageBus . publish ( channel , payload , user_ids : [ user . id ] )
end
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def icon_map ( name )
case name
when " translate "
" language "
when " generate_titles "
" heading "
when " proofread "
" spell-check "
when " markdown_table "
" table "
when " tone "
" microphone "
when " custom_prompt "
" comment "
when " rewrite "
" pen "
when " explain "
" question "
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when " illustrate_post "
" images "
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else
nil
end
end
def location_map ( name )
case name
when " translate "
%w[ composer post ]
when " generate_titles "
%w[ composer ]
when " proofread "
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%w[ composer post ]
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when " markdown_table "
%w[ composer ]
when " tone "
%w[ composer ]
when " custom_prompt "
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%w[ composer post ]
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when " rewrite "
%w[ composer ]
when " explain "
%w[ post ]
when " summarize "
%w[ post ]
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when " illustrate_post "
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%w[ composer ]
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else
%w[ composer post ]
end
end
def parse_diff ( text , suggestion )
cooked_text = PrettyText . cook ( text )
cooked_suggestion = PrettyText . cook ( suggestion )
DiscourseDiff . new ( cooked_text , cooked_suggestion ) . inline_html
end
def parse_list ( list )
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Nokogiri :: HTML5 . fragment ( list ) . css ( " item " ) . map ( & :text )
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end
end
end
end