语义的归语义,语法的归语法。
基础定义
SKFunction 的特性即可。
using Microsoft.SemanticKernel.SkillDefinition;
using Microsoft.SemanticKernel.Orchestration;
namespace MySkillsDirectory;
public class MyCSharpSkill
{
[SKFunction("Return the first row of a qwerty keyboard"]
public string Qwerty(string input
{
return "qwertyuiop";
}
[SKFunction("Return a string that's duplicated"]
public string DupDup(string text
{
return text + text;
}
}
默认情况下只需要传递一个string 参数就行,如果需要多个参数的话,和Semantic Function一样,也是使用Context,不过这里传进去是 SKContext
。在方法上使用 SKFunctionContextParameter
声明一下参数,可以提供一定的说明,同时的有需要的话,可以设置参数的默认值。
using Microsoft.SemanticKernel.SkillDefinition;
using Microsoft.SemanticKernel.Orchestration;
namespace MySkillsDirectory;
public class MyCSharpSkill
{
[SKFunction("Return a string that's duplicated"]
public string DupDup(string text
{
return text + text;
}
[SKFunction("Joins a first and last name together"]
[SKFunctionContextParameter(Name = "firstname", Description = "Informal name you use"]
[SKFunctionContextParameter(Name = "lastname", Description = "More formal name you use"]
public string FullNamer(SKContext context
{
return context["firstname"] + " " + context["lastname"];
}
}
调用的时候,一样使用 ContextVariables
。
using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.Orchestration;
using MySkillsDirectory;
// ... instantiate a kernel as myKernel
var myContext = new ContextVariables(;
myContext.Set("firstname","Sam";
myContext.Set("lastname","Appdev";
var myCshSkill = myKernel.ImportSkill ( new MyCSharpSkill(, "MyCSharpSkill";
var myOutput = await myKernel.RunAsync(myContext,myCshSkill["FullNamer"];
Console.WriteLine(myOutput;
当然异步的方法也是支持的。这样的话,就可以处理一些像是网络请求,数据库访问、文件读写等操作了。
using Microsoft.SemanticKernel.SkillDefinition;
using Microsoft.SemanticKernel.Orchestration;
public class MyCSharpSkill
{
[SKFunction("Return the first row of a qwerty keyboard"]
public string Qwerty(string input
{
return "qwertyuiop";
}
[SKFunction("Return the second row of a qwerty keyboard"]
[SKFunctionName("Asdfg"]
public async Task<string> AsdfgAsync(string input
{
await ...do something asynchronous...
return "asdfghjkl";
}
这里针对 AsdfgAsync
添加了一个 SKFunctionName
的特性,主要是为了使Function name 好看一些,避免 MyCSharpSkill.AsdfgAsync
这样。
混合调用
SKContext。
using Microsoft.SemanticKernel.SkillDefinition;
using Microsoft.SemanticKernel.Orchestration;
namespace MySkillsDirectory;
public class MyCSharpSkill
{
[SKFunction("Tell me a joke in one line of text"]
[SKFunctionName("TellAJokeInOneLine"]
public async Task<string> TellAJokeInOneLineAsync(SKContext context
{
// Fetch a semantic function previously loaded into the kernel
ISKFunction joker1 = context.Func("funSkill", "joker";
// OR Fetch a semantic function previously loaded into the kernel
ISKFunction joker2 = context.Skills.GetSemanticFunction("funSkill", "joker";
var joke = await joker1.InvokeAsync(;
return joke.Result.ReplaceLineEndings(" ";
}
}
这里并没有限制是 Semantic Function 还是Native Function,所以甚至可以完全使用Native Function编排技能调用,除了参数的定义和提取有些费劲以外,其他的几乎没什么问题,毕竟返回值都是string,这也就贯彻了Text is the universal wire protocol,即便是代码也得将就一下。
一些核心技能
using Microsoft.SemanticKernel.CoreSkills;
// ( You want to instantiate a kernel and configure it first
myKernel.ImportSkill(new TimeSkill(, "time";
const string ThePromptTemplate = @"
Today is: {{time.Date}}
Current time is: {{time.Time}}
Answer to the following questions using JSON syntax, including the data used.
Is it morning, afternoon, evening, or night (morning/afternoon/evening/night?
Is it weekend time (weekend/not weekend?";
var myKindOfDay = myKernel.CreateSemanticFunction(ThePromptTemplate, maxTokens: 150;
var myOutput = await myKindOfDay.InvokeAsync(;
Console.WriteLine(myOutput;
至此,Semantic Kernel 的基础能力就学习得差不多了。
参考资料:
- https://learn.microsoft.com/en-us/semantic-kernel/howto/nativefunctions
- https://learn.microsoft.com/en-us/semantic-kernel/howto/coreskills
- https://github.com/microsoft/semantic-kernel/tree/main/dotnet/src/SemanticKernel/CoreSkills