pavlovmilen’s gists

pavlovmilen / AzureOpenAiApiService.cs

Created September 2, 2024 15:26

	public async Task<ApiResponse<string>> ChatWithChatGPTAsync(string context, string myQuestion)
	{
	var result = new ApiResponse<string>();

	try
	{
	var url = _configuration.GetValue<string>("AzureOpenAiApi:Endpoint");
	var key = _configuration.GetValue<string>("AzureOpenAiApi:SubscriptionKey");
	var openAIClient = new AzureOpenAIClient(new Uri(url), new AzureKeyCredential(key));

pavlovmilen / Functions.cs

Created September 2, 2024 15:17

Functions definition

	using LCI.Services.Abstract;
	using LCI.Services.Core.DtoModels;
	using LCI.Services.Core.Services;
	using Microsoft.Extensions.Logging;
	using System;
	using System.Collections.Generic;
	using System.Linq;
	using System.Text;
	using System.Threading.Tasks;

pavlovmilen / ChatToolGenerator.cd

Created September 2, 2024 15:14

ChatToolGenerator

	public static class ChatToolGenerator
	{
	public static ChatTool CreateCrimeContextTool()
	{
	var crimeContextTool = ChatTool.CreateFunctionTool(
	functionName: "CrimeAtLocationForPostcode",
	functionDescription: "Produce crime context for a given postcode",
	functionParameters: BinaryData.FromString("""
	{
	"type": "object",

pavlovmilen / add_metadata.py

Created July 14, 2024 10:48

add metadata

	res = app.app_state.collection.add(
	documents=[document],
	embeddings=[app.app_state.get_text_embedding(document)],
	metadatas=[metadata],
	ids=[ids]
	)

pavlovmilen / app.py

Created July 14, 2024 10:31

Get metadatas

documents = app.app_state.collection.get(include=["metadatas"])

pavlovmilen / app.py

Created July 14, 2024 10:27

Filter on metadata

	if metadata:
	res = app.app_state.collection.query(
	query_embeddings=query_embeddings,
	n_results=results,
	where={"Metadata": metadata},
	include=["documents", "metadatas", "distances", "embeddings"]
	)
	else:
	res = app.app_state.collection.query(
	query_embeddings=query_embeddings,

pavlovmilen / query_by_text_async.cs

Last active April 8, 2024 16:09

Query ChromaDb call in c#

	public async Task<ChromaDbResult> QueryByTextAsync(string queryText)
	{
	try
	{
	var payload = new { parameters = new { query_text = queryText, n_results = 2 } };
	string jsonPayload = JsonConvert.SerializeObject(payload);

	var requestContent = new StringContent(jsonPayload, System.Text.Encoding.UTF8, "application/json");

	var response = await _client.PostAsync("query", requestContent);

pavlovmilen / chat_completions_api.cs

Last active April 8, 2024 14:41

Chat completion api usage

	var url = _configuration.GetValue<string>("AzureOpenAiApi:Endpoint");
	var key = _configuration.GetValue<string>("AzureOpenAiApi:SubscriptionKey");
	var openAIClient = new OpenAIClient(new Uri(url), new AzureKeyCredential(key));

	Response<ChatCompletions> responseWithoutStream =
	await openAIClient.GetChatCompletionsAsync(
	new ChatCompletionsOptions()
	{
	Messages =
	{

pavlovmilen / azure_open_ai_client_code.cs

Created April 8, 2024 13:22

Azure Open AI client code

	//https://youropenaiinstance.openai.azure.com/
	//c#
	// Note: The Azure OpenAI client library for .NET is in preview.
	// Install the .NET library via NuGet: dotnet add package Azure.AI.OpenAI --version 1.0.0-beta.5
	using Azure;
	using Azure.AI.OpenAI;

	OpenAIClient client = new OpenAIClient(
	new Uri("https://youropenaiinstance.openai.azure.com/"),
	new AzureKeyCredential(Environment.GetEnvironmentVariable("AZURE_OPENAI_API_KEY")));

pavlovmilen / kubernetes_files.yaml

Created March 10, 2024 09:25

ChromaDb Kubernetes files

Milen Pavlov pavlovmilen