GenAI.NET
1.0.0
ห้องสมุด. NET เพื่อโต้ตอบกับโมเดลภาษาขนาดใหญ่เช่น OpenAI ห้องสมุดนี้มีคุณสมบัติต่อไปนี้
เอกสาร
//Create OpenAI Language model
var apikey = "" ; //Pass your API key, or set your api key to OPENAI_API_KEY environment variable
var llm = new OpenAILanguageModel ( "gpt-3.5-turbo-0613" , apikey ) ;
//Create Chat Message with a specific role
var message = new ChatMessage ( Role . user , "Hi, there!! I am Ram" ) ;
//Get a Response from the language model using a list of chat messages.
var response = await llm . GetResponseAsync ( Enumerable . Repeat ( message , 1 ) , 0.8 ) ;
//response.Response provides the response message
Console . WriteLine ( response . Response ) ; //Create GenAI service
var service = Application . GetAIService ( ) ;
var apikey = "" ; //Pass your API key, or set your api key to OPENAI_API_KEY environment variable
//Create Language Model
var llm = service . CreateOpenAIModel ( "gpt-3.5-turbo-0613" , apikey ) ;
//Create Conversation
var chat = service . CreateConversation ( "Test" , llm ) ;
chat . AppendMessage ( "Hi, there!! I am Ram" , Role . user ) ;
var response = await chat . GetResponseAsync ( 0.8 ) ;
Console . WriteLine ( $ " { response . role } : { response . content } " ) ; //Define function descriptor
var p1 = new ParameterDescriptor ( )
{
Name = "location" ,
Description = "The city and state, e.g. San Francisco, CA" ,
} ;
var p2 = new ParameterDescriptor ( )
{
Name = "unit" ,
Description = string . Empty ,
Required = false ,
Type = new EnumTypeDescriptor ( new string [ ] { "celsius" , "fahrenheit" } ) ,
} ;
var parameters = new List < ParameterDescriptor > ( ) { p1 , p2 } ;
var name = "get_current_weather" ;
var description = "Get the current weather in a given location" ;
var function = new FunctionDescriptor ( name , description , parameters ) ;
//Create OpenAI Language model
var apikey = "" ; //Pass your API key, or set your api key to OPENAI_API_KEY environment variable
var llm = new OpenAILanguageModel ( "gpt-3.5-turbo-0613" , apikey ) ;
//Create user message
var message = new ChatMessage ( Role . user , "What is the weather like in Boston?" ) ;
//Get a response from the LLM, it must return a function call message.
var response = await llm . GetResponseAsync (
Enumerable . Repeat ( message , 1 ) ,
Enumerable . Repeat ( function , 1 ) ,
0.8 ) ;
//response.Type == Response.Type.FunctionCall
//response.Response is a JSON object to provide function details
Console . WriteLine ( $ "Response Type: { response . Type } " ) ;
Console . WriteLine ( $ "Response Message: { response . Response } " ) ; //Define a template string, the template variables can be denoted as {{ $input }}
//Following template has two variable adjective and content.
var template = @"Tell me a {{ $adjective }} joke about {{ $content }}." ;
//Create PromptTemplate with the template string
var prompt = new PromptTemplate ( template , Role . user ) ;
//Define execution context with the parameter values
var context = new ExecutionContext ( ) ;
context [ "adjective" ] = "funny" ;
context [ "content" ] = "chicken" ;
//You can format the message to update the variables in the template string to get the message
var msg = prompt . FormatMessage ( context ) ; //msg.content == "Tell me a funny joke about chicken."
Console . WriteLine ( $ " { msg . role } : { msg . content } " ) ;
//Create OpenAI Language model
var apikey = "" ; //Pass your API key, or set your api key to OPENAI_API_KEY environment variable
var llm = new OpenAILanguageModel ( "gpt-3.5-turbo-0613" , apikey ) ;
//Create a QueryTool to process this template with the language model
var tool = QueryTool . WithPromptTemplate ( prompt )
. WithLanguageModel ( llm ) ;
var result = await tool . ExecuteAsync ( context ) ; //Returns a funny joke about chicken
Console . WriteLine ( $ "Joke: { result } " ) ;คุณสามารถสร้างไปป์ไลน์ของเครื่องมือเพื่อดำเนินการตามลำดับ โปรดทราบว่าเครื่องมือแรกสามารถใช้มากกว่าหนึ่งตัวแปรอย่างไรก็ตามเครื่องมือที่ตามมาจะต้องมีตัวแปรเพียงตัวเดียวและค่าอินพุตของเครื่องมือนี้จะเป็นผลลัพธ์ที่ได้จากเครื่องมือก่อนหน้าในไปป์ไลน์
//Create OpenAI Language model
var apikey = "" ; //Pass your API key, or set your api key to OPENAI_API_KEY environment variable
var llm = new OpenAILanguageModel ( "gpt-3.5-turbo-0613" , apikey ) ;
//Define a couple of template strings
var template1 = "Provide me an engaging title for a blog on topic '{{$topic}}' for '{{$audience}}'." ;
var template2 = "Give me outline of a blog with title: {{$title}}." ;
//Create QueryTool with these prompt templates
var tools = new [ ]
{
QueryTool . WithPromptTemplate ( template1 ) . WithLanguageModel ( llm ) . WithName ( "Tool_1" ) ,
QueryTool . WithPromptTemplate ( template2 ) . WithLanguageModel ( llm ) . WithName ( "Tool_2" ) ,
} ;
//create pipeline with tools
var pipeline = Pipeline . WithTools ( tools ) ;
//Define execution context with the parameter values
var context = new ExecutionContext ( ) ;
context [ "topic" ] = "Generative AI" ;
context [ "audience" ] = "Children" ;
var outline = await pipeline . ExecuteAsync ( context ) ; //returns the complete outline for the Blog
//Get the title of the blog from the context
object title ;
context . TryGetResult ( tools . First ( ) . Name , out title ) ;
Console . WriteLine ( $ "TITLE: { title } " ) ;
Console . WriteLine ( ) ;
Console . WriteLine ( outline ) ;คุณสามารถใช้เครื่องมือ MapReduce เพื่อแมปข้อมูลอินพุตขนาดใหญ่โดยใช้เครื่องมือ Mapper และในที่สุดก็ลดลงในการส่งออกสุดท้ายโดยใช้เครื่องมือลด Mapper ทำงานแบบขนานดังนั้นจึงเป็นสิ่งสำคัญที่จะต้องใช้เครื่องมือ Mapper ที่เป็นเธรด
//Prompt tool that takes 3 input variables to create a sentence.
var prompt = PromptTool . WithTemplate ( "The capital of {{$state}} is {{$city}} and '{{$language}}' is the most popular language there." ) ;
//Combines a given array of text by joining the text with a new line.
var combine = new CombineTool ( ) ;
//Create a MapReduce tool
var mapreduce = MapReduceTool . WithMapperReducer ( prompt , combine ) ;
var context = new ExecutionContext ( ) ;
//The context has an array of data for each input variable from the mapper tool.
context [ "state" ] = new [ ] { "UP" , "Bihar" , "Jharkhand" , "MP" } ;
context [ "city" ] = new [ ] { "Lucknow" , "Patna" , "Ranchi" , "Bhopal" } ;
context [ "language" ] = new [ ] { "Hindi" , "Bhojpuri" , "Santhal" , "Hindi" } ;
var result = await mapreduce . ExecuteAsync ( context ) ;
Console . WriteLine ( result ) ;
Console . ReadLine ( ) ; //Get Bing API key
string apiKey = "" ;
//Create Bing Search tool with max result count 5
var tool = SearchTool . ForBingSearch ( apiKey ) . WithMaxResultCount ( 5 ) ;
var context = new ExecutionContext ( ) ;
context [ tool . Descriptor . InputParameters . First ( ) ] = "What is the latest update on India's moon mission?" ;
//Execute the search query
var result = await tool . ExecuteAsync ( context ) ;
Console . WriteLine ( result ) ; [
{
"content" : " India's Chandrayaan-3 spacecraft is looking to become the first ever to land on the moon's south pole, just days after a Russian attempt ended in a crash. The region's shadowed craters are believed to contain water ice that could help make a permanent lunar base for humans a reality. Wednesday 23 August 2023 11:25, UK India LIVE " ,
"reference" : " https://news.sky.com/story/india-moon-landing-live-updates-chandrayaan-3-making-historic-bid-to-reach-south-pole-of-lunar-surface-12945600 "
},
{
"content" : " Chandrayaan-3, India's latest mission to the moon, is set to undertake its key final stage today as the unmanned spacecraft attempts a soft landing on the lunar surface - 40 days after its... " ,
"reference" : " https://techcrunch.com/2023/08/22/chandrayaan-3-landing-moon-live/ "
},
{
"content" : " Chandrayaan-3 Moon Landing Successful: India has created history as it became the first country to land on the South Pole of lunar surface. PM Modi congratulated Indians and space scientists... " ,
"reference" : " https://www.livemint.com/science/news/chandrayaan3-live-updates-chandrayaan-landing-time-india-isro-lunar-landing-isro-moon-mission-vikram-lander-space-news-11692751244259.html "
},
{
"content" : " India Moon Landing In Latest Moon Race, India Aims to Claim First Successful Southern Pole Landing Days after a Russian lunar landing failed, India will try to explore with its... " ,
"reference" : " https://www.nytimes.com/live/2023/08/23/science/india-moon-landing-chandrayaan-3 "
}
]
