二、使用Semantic Kernel框架和C#.NET 实现Function Calling 在Semantic Kernel框架中,大模型可以通过Function Calling(函数调用)来执行插件(Plugins)中的功能。以下示例,展示如何在 Semantic Kernel 中让大模型调用一个插件函数(Function Call)。 设计一个计算插件,包含一个add_number
如果您了解或者使用过Semantic Kernel可能会发现除了OpenAI支持Function Calling的模型之外,自动函数调用好像并不好用,国产大模型几乎都不能使用,由于想解决这个问题,在GitHub上找到了一个大佬的方法。 GitHub地址:https://github.com/Jenscaasen/UniversalLLMFunctionCaller 大佬是通过提示工程与Semantic Kernel中调用本地函...
SK还提供了类似函数调用的方式,可以在prompt中实现多种技能的组合,而且并不限制是Semantic Function 还是 Native Function。 {varbuilder = Kernel.CreateBuilder().AddOpenAIChatCompletion(modelId: Config.OpenAiChatModel, Config.OpenAiKey);varkernel = builder.Build(); kernel.Plugins.AddFromType<Time>();varpr...
var builder = Kernel.CreateBuilder(); builder.AddOpenAIChatCompletion(chatModelId, key); Kernel kernel = builder.Build(); kernel.ImportPluginFromFunctions("HelperFunctions", [ kernel.CreateFunctionFromMethod(GetChineseDay, "GetChineseDay", "返回中国的农历") ]); await Call1(); async Task Call1...
如果想在聊天中用到Function Calling怎么做呢? awaitCall2; asyncTaskCall2(){Console.WriteLine("---Call2 开始---");varsettings =newOpenAIPromptExecutionSettings { ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions };varchat = kernel.GetRequiredService<IChatCompletionService>;varchatHistory ...
对比一下不使用FunctionCalling的效果: 再来一个示例: 对比不使用Function Calling的效果: 具体代码可在GitHub中查看,这里重点介绍一下实现的过程。 这里以Qwen2-7B-Instruct为例。 首先创建一个Kernel: 在Kernel中导入插件: 以上只是用于测试的模拟函数。
A Simple Example: Adding Two Numbers Let’s start with a simple example of adding two numbers. Here’s a Semantic Kernel (SK) plugin/function: Copy //////A sample Math Plugin.///[KernelFunction, Description("Adds two numbers together and provides the result")] [return: Description(...
The new function-calling subsystem can be configured not only through code but also via prompt template configuration, as demonstrated by the example: Copy usingMicrosoft.SemanticKernel; IKernelBuilder builder = Kernel.CreateBuilder();// Register OpenAI connectorbuilder.AddOpenAIChatCompletion("<model...
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At its simplest, function calling is merely a way for an AI to invoke a function with the right parameters. Take for example a user wants to turn on a light bulb. Assuming the AI has the right plugin, it can call the function to turn on the light. הרחב טבלה ...