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"0f8b85d8-7281-11e9-16c2-39a750bddbf1" +PythonCall = "6099a3de-0909-46bc-b1f4-468b9a2dfc0d" +UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" diff --git a/previousVersion/0.0.3/src/ChatAgent.jl b/previousVersion/0.0.3/src/ChatAgent.jl new file mode 100755 index 0000000..bcc89f3 --- /dev/null +++ b/previousVersion/0.0.3/src/ChatAgent.jl @@ -0,0 +1,92 @@ +module ChatAgent + + # export agent, addNewMessage, clearMessage + + + """ Order by dependencies of each file. The 1st included file must not depend on any other + files and each file can only depend on the file included before it. + """ + + include("interface.jl") + using .interface + + + #------------------------------------------------------------------------------------------------100 + + """ version 0.0.1 + Todo: + [] add chat mechanism + + Change from version: 0.0.0 + - + + """ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +end # module ChatAgent diff --git a/previousVersion/0.0.3/src/interface.jl b/previousVersion/0.0.3/src/interface.jl new file mode 100755 index 0000000..88a35e0 --- /dev/null +++ b/previousVersion/0.0.3/src/interface.jl @@ -0,0 +1,989 @@ +module interface + + +export agentReact, addNewMessage, clearMessage, removeLatestMsg, generatePrompt_tokenPrefix, + generatePrompt_tokenSuffix, conversation, work, detectCharacters, chunktext, + findDetectedCharacter, wikisearch + +using JSON3, DataStructures, Dates, UUIDs, HTTP +using CommUtils, GeneralUtils + +# ---------------------------------------------------------------------------- # +# pythoncall setting # +# ---------------------------------------------------------------------------- # +# Ref: https://github.com/JuliaPy/PythonCall.jl/issues/252 +# by setting the following variables, PythonCall will use system python or conda python and +# packages installed by system or conda +# if these setting are not set (comment out), PythonCall will use its own python and package that +# installed by CondaPkg (from env_preparation.jl) +# ENV["JULIA_CONDAPKG_BACKEND"] = "Null" +# systemPython = split(read(`which python`, String), "\n")[1] +# ENV["JULIA_PYTHONCALL_EXE"] = systemPython # find python location with $> which python ex. raw"/root/conda/bin/python" + +# using PythonCall +# const py_agents = PythonCall.pynew() +# const py_llms = PythonCall.pynew() +# function __init__() +# # PythonCall.pycopy!(py_cv2, pyimport("cv2")) + +# # equivalent to from urllib.request import urlopen in python +# PythonCall.pycopy!(py_agents, pyimport("langchain.agents")) +# PythonCall.pycopy!(py_llms, pyimport("langchain.llms")) +# end + +#------------------------------------------------------------------------------------------------100 + +abstract type agent end + +@kwdef mutable struct agentReact <: agent + availableRole::AbstractVector = ["system", "user", "assistant"] + agentName::String = "assistant" + maxUserMsg::Int = 10 + earlierConversation::String = "" # summary of earlier conversation + mqttClient::Union{mqttClient, Nothing} = nothing + msgMeta::Union{Dict, Nothing} = nothing + + """ Dict(Role=> Content) ; Role can be system, user, assistant + Example: + messages=[ + Dict(:role=>"system", :content=> "You are a helpful assistant."), + Dict(:role=>"assistant", :content=> "How may I help you"), + Dict(:role=>"user", :content=> "Hello, how are you"), + ] + """ + role::Symbol = :assistant + roles::Dict = Dict(:assistant => "You are a helpful assistant.",) + + # Ref: Chat prompt format https://huggingface.co/TheBloke/Llama-2-7B-Chat-GGML/discussions/3 + # messages= [Dict(:role=>"system", :content=> "", :timestamp=> Dates.now()),] + messages = Vector{Dict{Symbol, Any}}() + context::String = "nothing" # internal thinking area + tools::Union{Dict, Nothing} = nothing + thought::String = "nothing" # contain unfinished thoughts for ReAct agent only + thoughtround::Int = 0 # no. of thinking round + thoughtlimit::Int = 5 # thinking round limit + thinkingMode::Union{Dict, Nothing} = nothing +end + +function agentReact( + agentName::String, + mqttClientSpec::NamedTuple; + role::Symbol=:assistant, + roles::Dict=Dict( + :assistant => + """ + You are a helpful assistant who answer the user's questions as best you can. + """, + :sommelier => + """ + You are a sommelier at an online wine reseller who always ask user for wine relevant info before you could help them choosing wine. + You provide a personalized recommendation of up to two wines based on the user's preference, and you describe the benefits of each wine in detail. + You don't know other people personal info previously. + + Info used to select wine: + - type of food + - occasion + - user's personal taste of wine + - wine price range + - temperature at the serving location + - wine we have in stock + """, + ), + thinkingMode::Dict=Dict( + :no_thinking=> "", + :thinking=> + """Use the following format: + Question: the input question your user is asking and you must answer + Plan: first you should always think about the question and the info you have thoroughly then extract and devise a complete plan to find the answer (pay attention to variables and their corresponding numerals). + Thought: ask yourself do you have all the info you need? And what to do according to the plan (pay attention to correct numeral calculation and commonsense). + Act: the tool that match your thought, should be one of {toolnames} + ActInput: the input to the action (pay attention to the tool's input) + Obs: the result of the action + ... (this Plan/Thought/Act/ActInput/Obs can repeat N times until you know the answer.) + Thought: I think I know the answer + Answer: Answer of the original question + + Begin!""", + ), + tools::Dict=Dict( + :wikisearch=>Dict( + :name => "wikisearch", + :description => "Useful for when you need to search an encyclopedia", + :input => "Input is keywords and not a question.", + :output => "", + :func => wikisearch, # put function here + ), + :chatbox=>Dict( + :name => "chatbox", + :description => "Useful for when you need to ask a customer for more context.", + :input => "Input should be a conversation to customer.", + :output => "" , + :func => nothing, + ), + # :wineStock=>Dict( + # :name => "wineStock", + # :description => "useful for when you need to search for wine by your description, price, name or ID.", + # :input => "Input should be a search query with as much details as possible.", + # :output => "" , + # :func => nothing, + # ), + # :NTHING=>Dict( + # :name => "NTHING", + # :description => "useful for when you don't need to use tools or actions", + # :input => "No input is needed", + # :output => "" , + # :func => nothing, + # ), + ), + msgMeta::Dict=Dict( + :msgPurpose=> "updateStatus", + :from=> "chatbothub", + :to=> "llmAI", + :requestrespond=> "request", + :sendto=> "", # destination topic + :replyTo=> "chatbothub/llm/respond", # requester ask responder to send reply to this topic + :repondToMsgId=> "", # responder is responding to this msg id + :taskstatus=> "", # "complete", "fail", "waiting" or other status + :timestamp=> Dates.now(), + :msgId=> "$(uuid4())", + ), + availableRole::AbstractArray=["system", "user", "assistant"], + maxUserMsg::Int=10,) + + newAgent = agentReact() + newAgent.availableRole = availableRole + newAgent.maxUserMsg = maxUserMsg + newAgent.mqttClient = CommUtils.mqttClient(mqttClientSpec) + newAgent.msgMeta = msgMeta + newAgent.tools = tools + newAgent.role = role + newAgent.roles = roles + newAgent.thinkingMode = thinkingMode + + return newAgent +end + + +""" + add new message to agent +# Example +```jldoctest +julia> addNewMessage(agent1, "user", "Where should I go to buy snacks") +```` +""" +function addNewMessage(a::T1, role::String, content::T2) where {T1<:agent, T2<:AbstractString} + if role ∉ a.availableRole # guard against typo + error("role is not in agent.availableRole") + end + + # check whether user messages exceed limit + userMsg = 0 + for i in a.messages + if i[:role] == "user" + userMsg += 1 + end + end + messageleft = 0 + + if userMsg > a.maxUserMsg # delete all conversation + clearMessage(a) + messageleft = a.maxUserMsg + else + userMsg += 1 + d = Dict(:role=> role, :content=> content, :timestamp=> Dates.now()) + push!(a.messages, d) + messageleft = a.maxUserMsg - userMsg + end + + return messageleft +end + +function clearMessage(a::T) where {T<:agent} + for i in eachindex(a.messages) + if length(a.messages) > 1 # system instruction will NOT be deleted + pop!(a.messages) + else + break + end + end + a.thought = "nothing" + a.context = "nothing" +end + +function removeLatestMsg(a::T) where {T<:agent} + if length(a.messages) > 1 + pop!(a.messages) + end +end + +# function generatePrompt_mistral_openorca(a::T, usermsg::String, role::Symbol) where {T<:agent} +# prompt = +# """ +# <|im_start|>system +# {systemMsg} +# <|im_end|> +# Here are the context for the question: +# {context} +# """ +# prompt = replace(prompt, "{systemMsg}" => a.roles[role]) + +# toolnames = "" +# toollines = "" +# for (toolname, v) in a.tools +# toolline = "$toolname: $(v[:description]) $(v[:input]) $(v[:output])\n" +# toollines *= toolline +# toolnames *= "$toolname," +# end +# prompt = replace(prompt, "{toolnames}" => toolnames) +# prompt = replace(prompt, "{tools}" => toollines) + +# prompt = replace(prompt, "{context}" => a.context) + +# prompt *= "<|im_start|>user\n" * usermsg * "\n<|im_end|>\n" +# prompt *= "<|im_start|>assistant\n" + +# return prompt +# end + +# function generatePrompt_mistral_openorca(a::T, usermsg::String, +# thinkingMode::Symbol=:nothinking) where {T<:agent} + +# prompt = +# """ +# <|im_start|>system +# {systemMsg} +# You have access to the following tools: +# {tools} +# {thinkingMode} +# <|im_end|> +# Here are the context for the question: +# {context} +# """ +# prompt = replace(prompt, "{systemMsg}" => a.roles[a.role]) +# prompt = replace(prompt, "{thinkingMode}" => a.thinkingMode[thinkingMode]) +# toolnames = "" +# toollines = "" +# for (toolname, v) in a.tools +# toolline = "$toolname: $(v[:description]) $(v[:input]) $(v[:output])\n" +# toollines *= toolline +# toolnames *= "$toolname," +# end +# prompt = replace(prompt, "{toolnames}" => toolnames) +# prompt = replace(prompt, "{tools}" => toollines) + +# prompt = replace(prompt, "{context}" => a.context) + +# prompt *= "<|im_start|>user\nQuestion: " * usermsg * "\n<|im_end|>\n" +# prompt *= "<|im_start|>assistant\n" + +# return prompt +# end + + +function generatePrompt_mistral_openorca(a::T, usermsg::String, + thinkingMode::Symbol=:nothinking) where {T<:agent} + + prompt = + """ + <|im_start|>system + {systemMsg} + {tools} + {thinkingMode} + <|im_end|> + Here are the context for the question: + {context} + """ + prompt = replace(prompt, "{systemMsg}" => a.roles[a.role]) + prompt = replace(prompt, "{thinkingMode}" => a.thinkingMode[thinkingMode]) + toolnames = "" + toollines = "" + for (toolname, v) in a.tools + toolline = "$toolname: $(v[:description]) $(v[:input]) $(v[:output])\n" + toollines *= toolline + toolnames *= "$toolname," + end + prompt = replace(prompt, "{toolnames}" => toolnames) + if thinkingMode ∈ [:react] + prompt = replace(prompt, "{tools}" => "You have access to the following tools:\n$toollines") + end + + prompt = replace(prompt, "{context}" => a.context) + + prompt *= "<|im_start|>user\nQuestion: " * usermsg * "\n<|im_end|>\n" + prompt *= "<|im_start|>assistant\n" + + return prompt +end + +""" + Chat with llm. + + ```jldoctest + julia> using JSON3, UUIDs, Dates, FileIO, CommUtils, ChatAgent + julia> mqttClientSpec = ( + clientName= "someclient", # name of this client + clientID= "$(uuid4())", + broker= "mqtt.yiem.ai", + pubtopic= (imgAI="img/api/v0.0.1/gpu/request", + txtAI="txt/api/v0.1.0/gpu/request"), + subtopic= (imgAI="agent/api/v0.1.0/img/respond", + txtAI="agent/api/v0.1.0/txt/respond"), + keepalive= 30, + ) + julia> msgMeta = Dict( + :msgPurpose=> "updateStatus", + :from=> "agent", + :to=> "llmAI", + :requestrespond=> "request", + :sendto=> "", # destination topic + :replyTo=> "agent/api/v0.1.0/txt/respond", # requester ask responder to send reply to this topic + :repondToMsgId=> "", # responder is responding to this msg id + :taskstatus=> "", # "complete", "fail", "waiting" or other status + :timestamp=> Dates.now(), + :msgId=> "$(uuid4())", + ) + julia> newAgent = ChatAgent.agentReact( + "Jene", + mqttClientSpec, + role=:assistant_react, + msgMeta=msgMeta + ) + julia> respond = ChatAgent.conversation(newAgent, "Hi! how are you?") + ``` +""" +function conversation(a::T, usermsg::String) where {T<:agent} + respond = nothing + + if a.thought != "nothing" # continue thought + _ = addNewMessage(a, "user", usermsg) + a.thought *= "Obs $(a.thoughtround): $usermsg\n" + prompt = a.thought + respond = work(a, prompt) + else # new thought + thinkingmode = chooseThinkingMode(a, usermsg) + @show thinkingmode + if thinkingmode == :no_thinking + a.context = conversationSummary(a) #TODO should be long conversation before use summary because it leaves out details + _ = addNewMessage(a, "user", usermsg) + prompt = generatePrompt_mistral_openorca(a, usermsg, thinkingmode) + @show prompt + respond = sendReceivePrompt(a, prompt) + respond = split(respond, "<|im_end|>")[1] + respond = replace(respond, "\n" => "") + _ = addNewMessage(a, "assistant", respond) + @show respond + elseif thinkingmode == :thinking + a.context = conversationSummary(a) + _ = addNewMessage(a, "user", usermsg) + prompt = generatePrompt_mistral_openorca(a, usermsg, thinkingmode) + respond = work(a, prompt) + else + error("undefined condition thinkingmode = $thinkingmode") + end + end + + return respond +end + +""" + Continuously run llm functions except when llm is getting Answer: or chatbox. + There are many work() depend on thinking mode. +""" +function work(a::T, prompt::String, maxround::Int=3) where {T<:agent} + respond = nothing + while true + a.thoughtround += 1 + @show a.thoughtround + toolname = nothing + toolinput = nothing + + if a.thoughtround > a.thoughtlimit + a.thought *= "Thought $(a.thoughtround): I think I know the answer." + prompt = a.thought + end + @show prompt + respond = sendReceivePrompt(a, prompt) + + headerToDetect = nothing + if a.thoughtround == 1 + try + respond = split(respond, "Obs:")[1] + headerToDetect = ["Question:", "Plan:", "Thought:", "Act:", "ActInput:", "Obs:", "...", "Answer:", + "Conclusion:", "Summary:"] + catch + end + else + try + respond = split(respond, "Obs $(a.thoughtround):")[1] + headerToDetect = ["Question $(a.thoughtround):", "Plan $(a.thoughtround):", + "Thought $(a.thoughtround):", "Act $(a.thoughtround):", + "ActInput $(a.thoughtround):", "Obs $(a.thoughtround):", + "...", "Answer:", + "Conclusion:", "Summary:"] + catch + end + end + @show respond + headers = detectCharacters(respond, headerToDetect) + chunkedtext = chunktext(respond, headers) + + Answer = findDetectedCharacter(headers, "Answer:") + AnswerInd = length(Answer) != 0 ? Answer[1] : nothing + Act = findDetectedCharacter(headers, "Act $(a.thoughtround):") + if length(Answer) == 1 && length(Act) == 0 + a.thought = "nothing" # question finished, no more thought + a.context = "nothing" + a.thoughtround = 0 + respond = chunkedtext[AnswerInd][:body] + respond = replace(respond, "<|im_end|>"=>"") + _ = addNewMessage(a, "assistant", respond) + break + else + + # check for tool being called + ActHeader = a.thoughtround == 1 ? "Act:" : "Act $(a.thoughtround):" + if length(findDetectedCharacter(headers, ActHeader)) != 0 # check whether there is Act: in a respond + ActInd = findDetectedCharacter(headers, ActHeader)[1] + toolname = toolNameBeingCalled(chunkedtext[ActInd][:body], a.tools) + end + ActInputHeader = a.thoughtround == 1 ? "ActInput:" : "ActInput $(a.thoughtround):" + if length(findDetectedCharacter(headers, ActInputHeader)) != 0 # check whether there is ActInput: in a respond + ActInputInd = findDetectedCharacter(headers, ActInputHeader)[1] + toolinput = chunkedtext[ActInputInd][:body] + end + + # clean up + if occursin(" \"", toolinput) + toolinput = GeneralUtils.getStringBetweenCharacters(toolinput, " \"", "\"\n") + else + toolinput = GeneralUtils.getStringBetweenCharacters(toolinput, " ", "\n") + end + @show toolname + @show toolinput + if toolname === nothing || toolinput === nothing + println("toolname $toolname toolinput $toolinput retry thinking") + a.thoughtround -= 1 + continue + end + + if a.thought == "nothing" + thought = "" + for i in chunkedtext + header = i[:header] + header = replace(header, ":"=>" $(a.thoughtround):") # add number so that llm not confused + body = i[:body] + thought *= "$header $body" + end + a.thought = prompt * thought + else + a.thought *= respond + end + + + if toolname == "chatbox" # chat with user + a.thought *= toolinput + respond = toolinput + _ = addNewMessage(a, "assistant", respond) + break + else # function call + f = a.tools[Symbol(toolname)][:func] + _result = f(toolinput) + if _result != "No info available." #TODO for use with wikisearch(). Not good for other tools + _result = makeSummary(a, _result) + end + result = "Obs $(a.thoughtround): $_result\n" + a.thought *= result + prompt = a.thought + end + end + end + @show respond + return respond +end + +""" + make a conversation summary. + ```jldoctest + julia> conversation = [ + Dict(:role=> "user", :content=> "I would like to get a bottle of wine", :timestamp=> Dates.now()), + Dict(:role=> "assistant", :content=> "What kind of Thai dishes are you having?", :timestamp=> Dates.now()), + Dict(:role=> "user", :content=> "It a pad thai.", :timestamp=> Dates.now()), + Dict(:role=> "assistant", :content=> "Is there any special occasion for this event?", :timestamp=> Dates.now()), + Dict(:role=> "user", :content=> "We'll hold a wedding party at the beach.", :timestamp=> Dates.now()), + Dict(:role=> "assistant", :content=> "What is your preferred type of wine?", :timestamp=> Dates.now()), + Dict(:role=> "user", :content=> "I like dry white wine with medium tanins.", :timestamp=> Dates.now()), + Dict(:role=> "assistant", :content=> "What is your preferred price range for this bottle of wine?", :timestamp=> Dates.now()), + Dict(:role=> "user", :content=> "lower than 50 dollars.", :timestamp=> Dates.now()), + Dict(:role=> "assistant", :content=> "Based on your preferences and our stock, I recommend the following two wines for you: + 1. Pierre Girardin \"Murgers des Dents de Chien\" - Saint-Aubin 1er Cru (17 USD) + 2. Etienne Sauzet'Les Perrieres' - Puligny Montrachet Premier Cru (22 USD) + The first wine, Pierre Girardin \"Murgers des Dents de Chien\" - Saint-Aubin 1er Cru, is a great choice for its affordable price and refreshing taste. + It pairs well with Thai dishes and will be perfect for your beach wedding party. + The second wine, Etienne Sauzet'Les Perrieres' - Puligny Montrachet Premier Cru, offers a more complex flavor profile and slightly higher price point, but still remains within your budget. + Both wines are suitable for serving at 22 C temperature.", :timestamp=> Dates.now()), + ] + + julia> summary = conversationSummary(conversation) + ``` +""" +function conversationSummary(a::T) where {T<:agent} + prompt = + """ + <|im_start|>system + You talked with a user earlier. + Now you make a detailed bullet summary of the conversation from your perspective. + + Here are the context: + {context} + Here are the conversation: + {conversation} + <|im_end|> + + """ + conversation = "" + summary = "nothing" + if length(a.messages)!= 0 + for msg in a.messages + role = msg[:role] + content = msg[:content] + + if role == "user" + conversation *= "$role: $content\n" + elseif role == "assistant" + conversation *= "I: $content\n" + else + error("undefied condition role = $role") + end + end + prompt = replace(prompt, "{conversation}" => conversation) + prompt = replace(prompt, "{context}" => a.context) + result = sendReceivePrompt(a, prompt) + summary = result === nothing ? "nothing" : result + summary = replace(summary, "<|im_end|>" => "") + if summary[1:1] == "\n" + summary = summary[2:end] + end + end + + return summary +end + +function makeSummary(a::T1, input::T2) where {T1<:agent, T2<:AbstractString} + summary = "Nothing." + prompt = + """ + <|im_start|>system + Your need to determine now whether you can make a summary of user's text. + + You have the following choices: + If you cannot make a summary say, "{no}". + If you can make a summary say, "{yes}". + <|im_end|> + + <|im_start|>user + {input} + <|im_end|> + <|im_start|>assistant + + """ + prompt = replace(prompt, "{input}" => usermsg) + result = sendReceivePrompt(a, prompt) + result = GeneralUtils.getStringBetweenCharacters(result, "{", "}") + if result == "yes" + prompt = + """ + <|im_start|>system + You are a helpful assistant. + Your job is to make a concise summary of user's text. + <|im_end|> + + <|im_start|>user + {input} + <|im_end|> + <|im_start|>assistant + + """ + prompt = replace(prompt, "{input}" => input) + result = sendReceivePrompt(a, prompt) + summary = replace(result, "<|im_end|>" => "") + if summary[1:1] == "\n" + summary = summary[2:end] + end + end + + return summary +end + +function chooseThinkingMode(a::T, usermsg::String) where {T<:agent} + prompt = + """ + <|im_start|>system + {systemMsg} + You have access to the following tools: + {tools} + Your need to determine now whether you will use tools or actions to answer the question. + + You have the following choices: + If you already know the answer or don't need tools or actions say, "{no}". + If you need tools or actions to answer the question say, "{yes}". + <|im_end|> + + <|im_start|>user + {input} + <|im_end|> + <|im_start|>assistant + + """ + toollines = "" + for (toolname, v) in a.tools + if toolname ∉ ["chatbox", "nothing"] + toolline = "$toolname: $(v[:description]) $(v[:input]) $(v[:output])\n" + toollines *= toolline + end + end + prompt = replace(prompt, "{systemMsg}" => a.roles[a.role]) + prompt = replace(prompt, "{tools}" => toollines) + prompt = replace(prompt, "{input}" => usermsg) + result = sendReceivePrompt(a, prompt) + willusetools = GeneralUtils.getStringBetweenCharacters(result, "{", "}") + thinkingMode = willusetools == "yes" ? :thinking : :no_thinking + + return thinkingMode +end + + +function identifyUserIntention(a::T, usermsg::String) where {T<:agent} + prompt = + """ + <|im_start|>system + You are a helpful assistant. Your job is to determine intention of the question. + + You have the following choices: + If the user question is about general conversation say, "{chat}". + If the user question is about getting wine say, "{wine}". + <|im_end|> + + Here are the context for the question: + {context} + + <|im_start|>user + {input} + <|im_end|> + <|im_start|>assistant + + """ + prompt = replace(prompt, "{context}" => "") + prompt = replace(prompt, "{input}" => usermsg) + + result = sendReceivePrompt(a, prompt) + answer = result === nothing ? nothing : GeneralUtils.getStringBetweenCharacters(result, "{", "}") + + return answer +end + +""" + Send a msg to registered mqtt topic within mqttClient. + + ```jldoctest + julia> using JSON3, UUIDs, Dates, FileIO, CommUtils, ChatAgent + julia> mqttClientSpec = ( + clientName= "someclient", # name of this client + clientID= "$(uuid4())", + broker= "mqtt.yiem.ai", + pubtopic= (imgAI="img/api/v0.0.1/gpu/request", + txtAI="txt/api/v0.1.0/gpu/request"), + subtopic= (imgAI="agent/api/v0.1.0/img/respond", + txtAI="agent/api/v0.1.0/txt/respond"), + keepalive= 30, + ) + julia> msgMeta = Dict( + :msgPurpose=> "updateStatus", + :from=> "agent", + :to=> "llmAI", + :requestrespond=> "request", + :sendto=> "", # destination topic + :replyTo=> "agent/api/v0.1.0/txt/respond", # requester ask responder to send reply to this topic + :repondToMsgId=> "", # responder is responding to this msg id + :taskstatus=> "", # "complete", "fail", "waiting" or other status + :timestamp=> Dates.now(), + :msgId=> "$(uuid4())", + ) + julia> newAgent = ChatAgent.agentReact( + "Jene", + mqttClientSpec, + role=:assistant_react, + msgMeta=msgMeta + ) + ``` +""" +function sendReceivePrompt(a::T, prompt::String; timeout::Int=120) where {T<:agent} + a.msgMeta[:msgId] = "$(uuid4())" # new msg id for each msg + msg = Dict( + :msgMeta=> a.msgMeta, + :txt=> prompt, + ) + payloadChannel = Channel(1) + + # send prompt + CommUtils.request(a.mqttClient, msg) + starttime = Dates.now() + result = nothing + + while true + timepass = (Dates.now() - starttime).value / 1000.0 + CommUtils.mqttRun(a.mqttClient, payloadChannel) + if isready(payloadChannel) + topic, payload = take!(payloadChannel) + if payload[:msgMeta][:repondToMsgId] == msg[:msgMeta][:msgId] + result = haskey(payload, :txt) ? payload[:txt] : nothing + break + end + elseif timepass <= timeout + # skip, within waiting period + elseif timepass > timeout + println("sendReceivePrompt timeout $timepass/$timeout") + result = nothing + break + else + error("undefined condition $(@__LINE__)") + end + end + + return result +end + +""" + Extract toolname from text. + ```jldoctest + julia> text = " internetsearch\n" + julia> tools = Dict( + :internetsearch=>Dict( + :name => "internetsearch", + :description => "Useful for when you need to search the Internet", + :input => "Input should be a search query.", + :output => "", + # :func => internetsearch # function + ), + :chatbox=>Dict( + :name => "chatbox", + :description => "Useful for when you need to ask a customer what you need to know or to talk with them.", + :input => "Input should be a conversation to customer.", + :output => "" , + ), + ) + julia> toolname = toolNameBeingCalled(text, tools) + ``` +""" +function toolNameBeingCalled(text::T, tools::Dict) where {T<:AbstractString} + toolNameBeingCalled = nothing + for (k, v) in tools + toolname = String(k) + if contains(text, toolname) + toolNameBeingCalled = toolname + break + end + end + return toolNameBeingCalled +end + + +function answerNow(a::T) where {T<:agent} + prompt = + """ + <|im_start|>system + {systemMsg} + Your need to determine now whether you will use tools or actions to answer the question. + + You have the following choices: + If you don't need tools or actions to answer the question say, "{no}". + If you need tools or actions to answer the question say, "{yes}". + <|im_end|> + """ + prompt = replace(prompt, "{systemMsg}" => a.thought) + + error("answerNow done") +end + + +#TODO +function checkReasonableness(userMsg::String, context::String, tools) + # Ref: https://www.youtube.com/watch?v=XV4IBaZqbps + + prompt = + """ + <|im_start|>system + You are a helpful assistant. Your job is to check the reasonableness of user questions. + If the user question can be answered given the tools available say, "This is a reasonable question". + If the user question cannot be answered then provide some feedback to the user that may improve + their question. + + Here is the context for the question: + {context} + + <|im_end|> + + <|im_start|>user + {question} + <|im_end|> + <|im_start|>assistant + + """ + + context = "You have access to the following tools: + WineStock: useful for when you need to find info about wine by matching your description, price, name or ID. Input should be a search query with as much details as possible." + prompt = replace(prompt, "{question}" => userMsg) + prompt = replace(prompt, "{context}" => context) + + output_py = llm( + prompt, + max_tokens=512, + temperature=0.1, + # top_p=top_p, + echo=false, + stop=["", "<>", ], + ) + _output_jl = pyconvert(Dict, output_py); + output = pyconvert(Dict, _output_jl["choices"][1]); + output["text"] + +end + +""" + Detect given characters. Output is a list of named tuple of detected char. + + ```jldoctest + julia> text = "I like to eat apples and use utensils." + julia> characters = ["eat", "use", "i"] + julia> result = detectCharacters(text, characters) + 4-element Vector{Any}: + (char = "i", start = 4, stop = 4) + (char = "eat", start = 11, stop = 13) + (char = "use", start = 26, stop = 28) + (char = "i", start = 35, stop = 35) + ``` +""" +function detectCharacters(text::T1, characters::Vector{T2}) where {T1<:AbstractString, T2<:AbstractString} + result = [] + for i in eachindex(text) + for char in characters + l = length(char) + char_startInd = i + char_endInd = i+l-1 # -1 because Julia use inclusive index + + if char_endInd > length(text) + # skip + else + try # some time StringIndexError: invalid index [535], valid nearby indices [534]=>'é', [536]=>' ' + if text[char_startInd: char_endInd] == char + push!(result, (char=char, start=char_startInd, stop=char_endInd)) + end + catch + end + end + end + end + + return result +end + +""" + Find a given character from a vector of named tuple. + Output is character location index inside detectedCharacters + + ```jldoctest + julia a = [ (char = "i", start = 4, stop = 4) + (char = "eat", start = 11, stop = 13) + (char = "use", start = 26, stop = 28) + (char = "i", start = 35, stop = 35) ] + julia> findDetectedCharacter(a, "i") + [1, 4] + ``` +""" +function findDetectedCharacter(detectedCharacters, character) + allchar = [i[1] for i in detectedCharacters] + return findall(isequal.(allchar, character)) +end + +""" + Chunk a text into smaller pieces by header. + ```jldoctest + julia> using ChatAgent + julia> text = "Plan: First, we need to find out what kind of wine the user wants." + julia> headers = ChatAgent.detectCharacters(text, ["Nope", "sick", "First", "user", "Then", ]) + 3-element Vector{Any}: + (char = "First", start = 7, stop = 11) + (char = "user", start = 56, stop = 59) + (char = "Then", start = 102, stop = 105) + julia> chunkedtext = ChatAgent.chunktext(text, headers) + 2-element Vector{Any}: + (header = "First", body = ", we need to find out what kind of wine the ") + (header = "user", body = " wants.") + ``` +""" +function chunktext(text::T, headers) where {T<:AbstractString} + result = [] + + for (i, v) in enumerate(headers) + if i < length(headers) + nextheader = headers[i+1] + body = text[v[:stop]+1: nextheader[:start]-1] + push!(result, (header=v[:char], body=body)) + else + body = text[v[:stop]+1: end] + push!(result, (header=v[:char], body=body)) + end + end + + return result +end + +""" + Search wikipedia. + + Args: + query (string): The query to search for + + Returns: + string: The search result text from wikipedia + ```jldoctest + julia> using HTTP, JSON3 + julia> result = wikisearch("AMD") + "Advanced Micro Devices, Inc., commonly abbreviated as AMD, is an ..." + ``` +""" +function wikisearch(phrase::T) where {T<:AbstractString} + url = "https://en.wikipedia.org/w/api.php?action=query&format=json&prop=extracts&titles=$(replace(phrase, " " => "%20"))&exintro=1&explaintext=1" + response = HTTP.get(url) + json_data = JSON3.read(String(response.body)) + page_id = first(keys(json_data["query"]["pages"])) + if page_id == "-1" + return "Sorry, I couldn't find any Wikipedia page for the given phrase." + end + + result = nothing + try + result = json_data["query"]["pages"][page_id]["extract"] + catch + result = "No info available." + end + if result == "" + result = "No info available." + end + return result +end + + + + + + + + + + + + + + + +end # module \ No newline at end of file diff --git a/src/interface.jl b/src/interface.jl index ed9dc34..88a35e0 100755 --- a/src/interface.jl +++ b/src/interface.jl @@ -72,7 +72,7 @@ function agentReact( roles::Dict=Dict( :assistant => """ - You are a helpful assistant that answer the user's questions as best you can. + You are a helpful assistant who answer the user's questions as best you can. """, :sommelier => """ @@ -501,106 +501,6 @@ function work(a::T, prompt::String, maxround::Int=3) where {T<:agent} return respond end -# function work(a::T, prompt::String, maxround::Int=3) where {T<:agent} -# respond = nothing -# while true -# a.thoughtround += 1 -# toolname = nothing -# toolinput = nothing - -# if a.thoughtround > a.thoughtlimit -# a.thought *= "Thought $(a.thoughtround): I think I know the answer." -# prompt = a.thought -# end -# @show prompt -# respond = sendReceivePrompt(a, prompt) - -# headerToDetect = nothing -# if a.thoughtround == 1 -# try -# respond = split(respond, "Obs:")[1] -# @show respond -# headerToDetect = ["Question:", "Plan:", "Thought:", "Act:", "ActInput:", "Obs:", "...", "Answer:", -# "Conclusion:", "Summary:"] -# catch -# end -# else -# try -# respond = split(respond, "Obs $(a.thoughtround):")[1] -# @show respond -# headerToDetect = ["Question $(a.thoughtround):", "Plan $(a.thoughtround):", -# "Thought $(a.thoughtround):", "Act $(a.thoughtround):", -# "ActInput $(a.thoughtround):", "Obs $(a.thoughtround):", -# "...", "Answer:", -# "Conclusion:", "Summary:"] -# catch -# end -# end - -# headers = detectCharacters(respond, headerToDetect) -# chunkedtext = chunktext(respond, headers) -# @show chunkedtext - -# if a.thought == "nothing" -# thought = "" -# for i in chunkedtext -# header = i[:header] -# header = replace(header, ":"=>" $(a.thoughtround):") # add number so that llm not confused -# body = i[:body] -# thought *= "$header $body" -# end -# a.thought = prompt * thought -# else -# a.thought *= respond -# end - -# Answer = findDetectedCharacter(headers, "Answer:") -# AnswerInd = length(Answer) != 0 ? Answer[1] : nothing -# Act = findDetectedCharacter(headers, "Act $(a.thoughtround):") -# if length(Answer) == 1 && length(Act) == 0 -# a.thought = "nothing" # question finished, no more thought -# a.thoughtround = 0 -# respond = chunkedtext[AnswerInd][:body] -# _ = addNewMessage(a, "assistant", respond) -# break -# else -# # check for tool being called -# ActHeader = a.thoughtround == 1 ? "Act:" : "Act $(a.thoughtround):" -# ActInd = findDetectedCharacter(headers, ActHeader)[1] -# toolname = toolNameBeingCalled(chunkedtext[ActInd][:body], a.tools) -# toolinput = chunkedtext[ActInd+1][:body] -# if occursin(" \"", toolinput) -# toolinput = GeneralUtils.getStringBetweenCharacters(toolinput, " \"", "\"\n") -# else -# toolinput = GeneralUtils.getStringBetweenCharacters(toolinput, " ", "\n") -# end -# @show toolname -# @show toolinput - - -# if toolname == "chatbox" # chat with user -# a.thought *= toolinput -# respond = toolinput -# _ = addNewMessage(a, "assistant", respond) -# break -# else # function call -# println("//////////// $(a.thoughtround)") -# f = a.tools[Symbol(toolname)][:func] -# _result = f(toolinput) -# if _result != "No info available." #TODO for use with wikisearch(). Not good for other tools -# _result = makeSummary(a, _result) -# end -# result = "Obs $(a.thoughtround): $_result\n" -# a.thought *= result -# prompt = a.thought -# end -# end -# end -# @show respond -# return respond -# end - - """ make a conversation summary. ```jldoctest