Programmatically add website content to OpenAI with C#

题意:使用 C# 以编程方式将网站内容添加到 OpenAI。

问题背景:

Our goal is to have a ChatGPT answer questions about our website's content.

我们的目标是让 ChatGPT 回答关于我们网站内容的问题。

We are trying to integrate something similar to a tutorial by Open AI:

我们正在尝试集成类似于 OpenAI 提供的教程的东西

How to build an AI that can answer questions about your website. I've been converting the code from Python to C# and all has been pretty successful so far. In detail we are storing the files in Azure Storage blobs.

如何构建一个可以回答关于你的网站问题的 AI。我已经将代码从 Python 转换为 C#,到目前为止一切都非常成功。详细来说,我们将文件存储在 Azure Storage blobs 中。

As I've gotten to the end of this, I noticed that for every question the embeddings are being sent as the context (pardon if that's not correctly worded). Our website has 5000+ pages with lots of content so I feel like this is not correct to what we want.

在完成这个过程后,我注意到每个问题的上下文都被发送了嵌入(如果表述不准确请见谅)。我们的网站有超过 5000 页的内容,所以我觉得这样做可能不符合我们的需求。

Is there a way in C# to give (or maybe it's called 'train') our model this data once so that questions do not need to continuously provide it for every question? We are using OpenAI and not Azure OpenAI but all the samples I find concerning using my own data are using Azure OpenAI and Azure Cognitive Search, and even then it seems like they are feeding the data for each question.

在 C# 中是否有办法一次性给我们的模型提供这些数据(或许称之为"训练"),这样提问时就不需要每次都提供这些数据?我们使用的是 OpenAI 而不是 Azure OpenAI,但我找到的所有关于使用自己数据的示例都是关于 Azure OpenAI 和 Azure Cognitive Search 的,即便如此,它们似乎还是在每个问题中都提供数据

cs 复制代码
import Azure.AI.OpenAI

var apiKey = "<my api key>";
var client = new OpenAIClient(apiKey);
var prompt = "<question about website>";

var options = new ChatCompletionOptions {
    Messages = {
        new ChatMessage(ChatRole.User, prompt),
    },
    /*
    Not currently working for some reason, further inspection needed;
    - Is it because we need Azure OpenAI instead?;
    Receiving the following error:
        
        - Azure.RequestFailedException: Invalid URL (POST /v1/extensions/chat/completions)
        - Status: 404 (Not Found)


    AzureExtensionsOptions = new AzureChatExtensionsOptions {
        Extensions = {
            new Azure CognitiveSearchExtensionConfiguration {
                SearchEndpoint = new Uri("<my search url>"),
                IndexName = "<my index name>",
                SearchKey = new AzureKeyCredential("<my search key>"),
            }
        }
    }*/
};

var response = await GetChatCompletionsAsync("gpt-3.5-turbo", options);

foreach (var choice in response.Value.Choices) {
    Console.WriteLine(choice.Message.Content);
}

问题解决:

We finally applied for and started using Azure Open AI and Azure Cognitive Search. The results are huge! Results are now in 2-3 seconds.

我们终于申请并开始使用 Azure OpenAI 和 Azure Cognitive Search。结果非常显著!现在结果只需 2-3 秒

相关推荐
木心爱编程1 天前
C++程序员速通C#:从Hello World到数据类型
c++·c#
※※冰馨※※1 天前
【c#】 使用winform如何将一个船的图标(ship.png)添加到资源文件
开发语言·windows·c#
安思派Anspire1 天前
Google 新 LLM 仅需 0.5GB 内存即可运行——如何在本地对其进行微调
aigc·openai·agent
AppleWebCoder1 天前
Java大厂面试实录:AIGC与虚拟互动场景下的微服务与AI落地(附知识详解)
java·spring boot·微服务·ai·消息队列·aigc·虚拟互动
一株月见草哇1 天前
(一)昇腾AI处理器技术
人工智能·ai·芯片
奇舞精选1 天前
别让 AI 代码变成技术负债:Vibe Coding 提效实践
openai
咕白m6251 天前
C# 实现 Word 与 TXT 文本格式互转
c#·.net
武子康1 天前
AI-调查研究-75-具身智能 从LLM到LBM:大模型驱动下的机器人分层控制架构
人工智能·ai·职场和发展·架构·系统架构·机器人·具身智能
六月的可乐1 天前
Vue3项目中集成AI对话功能的实战经验分享
前端·人工智能·openai
joan_851 天前
jquery在文心智能体平台使用API方式部署智能体-AI客服
前端·人工智能·ai·jquery