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semantic kernel hugging chat completion engine sample
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#r "nuget: Microsoft.Extensions.DependencyInjection" | |
#r "nuget: Microsoft.Extensions.Http" | |
#r "nuget: Microsoft.Extensions.Logging.Console" | |
#r "nuget: Microsoft.Extensions.Logging" | |
#r "nuget: Microsoft.SemanticKernel.Connectors.HuggingFace, 1.12.0-preview" | |
open Microsoft.SemanticKernel | |
open Microsoft.SemanticKernel.ChatCompletion | |
open Microsoft.Extensions.Logging | |
open System | |
open Microsoft.Extensions.DependencyInjection | |
open Microsoft.Extensions.Http.Logging | |
open System.Net.Http | |
open System.Net.Http.Json | |
open Microsoft.Extensions.Http | |
open System.Threading.Tasks | |
let builder = | |
let API_KEY = "YOUR_HUGGING_FACE_API_KEY_HERE" | |
let MODEL_ID = "microsoft/Phi-3-mini-4k-instruct" | |
let API_URL = $"https://api-inference.huggingface.co/" | |
let b = Kernel.CreateBuilder().AddHuggingFaceChatCompletion( | |
MODEL_ID, | |
API_URL |> Uri, | |
API_KEY) | |
b.Services | |
.AddLogging(fun b -> | |
b.AddFilter("System.Net.Http.HttpClient", | |
LogLevel.Debug) |> ignore | |
b.AddFilter("Microsoft.AspNetCore.HttpLogging.HttpLoggingMiddleware", | |
LogLevel.Debug) |> ignore | |
b.AddConsole() |> ignore | |
b.SetMinimumLevel(LogLevel.Information) |> ignore | |
// b.Configure(fun c -> | |
// c.ActivityTrackingOptions <- ActivityTrackingOptions.Baggage | |
// ) | |
|> ignore | |
)|> ignore | |
b | |
let kernel = builder.Build() | |
let chatCompletion = | |
kernel.GetRequiredService<IChatCompletionService>() | |
let chatHistory = | |
new ChatHistory(""" | |
You are an expert in F#, dotnet, aspnet and .fsx and scripting with nuget! | |
always reply in this example format for conversations, | |
before replying verify the F# code is correct: remember F# is an ML language like ocaml, | |
but also make use of the pipe operator as much as possible. | |
question: `how do i declare a record in F#?` | |
--- | |
answer: | |
```fsharp | |
type Car = { Brand: string } | |
``` | |
try to keep answers as short and relevant as possible, if you do NOT know, | |
ASK for more details to the user and wait for the next input | |
""") | |
let mutable exit = false | |
while not exit do | |
printfn "I am an F# assistant, ask me anything!" | |
let question = System.Console.ReadLine() | |
chatHistory.Add(new ChatMessageContent(AuthorRole.Assistant, question)) | |
let result = | |
task { | |
try | |
let! x = chatCompletion.GetChatMessageContentAsync(chatHistory) | |
return x | |
with ex -> | |
let inner = ex.InnerException :?> System.Net.Http.HttpRequestException | |
failwith inner.Message | |
return new ChatMessageContent() | |
} | |
|> Async.AwaitTask | |
|> Async.RunSynchronously | |
Console.WriteLine(result.Role) | |
Console.WriteLine(result.Content) | |
printfn "another round? y/n" | |
printfn "\r\n" | |
let reply = Console.ReadKey() | |
exit <- reply.KeyChar.ToString().ToLower() <> "y" |
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