AI(四): 微信与luis结合(下)

时间:2020-12-12 21:16:59

LUIS(Language Understanding Intelligent Services)是微软新近推出了的的语义理解服务,可以方便用户进行API调用,创建自己场景的语义理解服务,网址为 https://www.luis.ai,   一旦应用程序上线,接收到真实的数据,LUIS使用主动学习来提高自身。在主动学习过程中,LUIS将模棱两可的文本识别出来,并要求你根据意图和实体标记它们。其次,通过专门的样本,LUIS可以快速地学习,短时间内达到特定领域较高的智能水平

目录:

  • LUIS功能
  • App定义
  • 代码访问

LUIS功能


  • 本地化支持: LUIS UI始终为英语,但在理解语音时,支持英语,法语,意大利语,西班牙语和中文等多种语言
  • 以编程方式访问LUIS:LUIS提供了一个可编程的REST API,可用于自动化创建和发布特定语意模型

App定义


  • 创建Application,如下图:
  • AI(四): 微信与luis结合(下)
  • 在菜单面板的左上角,可看到一个Intent、Entity区域。 所有应用程序都有一个预定义的Intent,“None”。 这将识别与应用程序无关的用户语句
  • 实体是我们的搜索关键字,就像在我们的例子中实体是"股票“
  • Intent:  指我们的愿望和意图是什么,如下图:我想查股票价格
  • utterances:表达方式,为了让系统理解语意,对文本内容做特定标记,如下图
  • AI(四): 微信与luis结合(下)
  • 点击左下角"Train", 然后进行发布,将模型发布成HTTP服务,它将解释我们发送的句子。单击左上角的“发布”按钮,然后在生成的窗口中发布Web服务。几分钟后,你将看到一个网址,使你的模型可用作Web服务。 LUIS将如下面的截图所示
  • AI(四): 微信与luis结合(下)
  • 在Query里面可以输入你要表示的主义进行测试,如输入"帮我查一下000977的价格",回车后,测试返回结果如下:
  • AI(四): 微信与luis结合(下)

代码访问


  • 结合微信输入 + luis 语义理解,代码示例实时股票价格查询demo
  • 接收微信服务器转发的请求信息,作业务处理,代码如下:
    using System;
    using System.Collections.Generic;
    using System.Linq;
    using System.Web;
    using System.Text;
    using System.Text.RegularExpressions;
    using System.Threading.Tasks;
    using System.Runtime.Serialization;
    using System.IO; namespace WXHandler
    {
    /// <summary>
    ///
    /// </summary>
    public class WeixinExecutor : IWeixinExecutor
    {
    /// <summary>
    ///
    /// </summary>
    public static WeixinExecutor Default
    {
    get { return new WeixinExecutor(); }
    } /// <summary>
    ///
    /// </summary>
    /// <param name="message"></param>
    /// <returns>已经打包成xml的用于回复用户的消息包</returns>
    public string Execute(WeixinMessage message)
    {
    string result = string.Empty;
    var openId = message.Body.FromUserName.Value;
    var myUserName = message.Body.ToUserName.Value;
    switch (message.Type)
    {
    case WeixinMessageType.Text://文字消息
    {
    string userMessage = message.Body.Content.Value;
    var BotMessage = LuisService.Default.PostMessage(userMessage);
    result = ReplayPassiveMessageAPI.RepayText(openId, myUserName, BotMessage);
    }
    break;
    case WeixinMessageType.Image://图片消息
    {
    string imageUrl = message.Body.PicUrl.Value;//图片地址 var msg = ImageService.Default.PostMessage(imageUrl);
    result = ReplayPassiveMessageAPI.RepayText(openId, myUserName, msg);
    }
    break;
    case WeixinMessageType.Voice://语音消息
    {
    var recognition = Convert.ToString(message.Body.Recognition.Value);
    var BotMessage = LuisService.Default.PostMessage(recognition);
    if (BotMessage == LuisInfos.DEFAULT_LUIS)
    BotMessage += string.Format(" 您输入的内容为:{0}", recognition);
    result = ReplayPassiveMessageAPI.RepayText(openId, myUserName, BotMessage);
    }
    break;
    case WeixinMessageType.Location://地理位置消息
    {
    var location_X = message.Body.Location_X.Value.ToString();
    var location_Y = message.Body.Location_Y.Value.ToString(); var BotMessage = LocationService.Default.PostMessage(location_Y, location_X);
    result = ReplayPassiveMessageAPI.RepayText(openId, myUserName, BotMessage);
    }
    break;
    case WeixinMessageType.Link://链接消息
    {
    var title = message.Body.Title.Value.ToString();
    var description = message.Body.Description.Value.ToString();
    var url = message.Body.Url.Value.ToString();
    var msgId = message.Body.MsgId.Value.ToString();
    }
    break;
    default:
    result = ReplayPassiveMessageAPI.RepayText(openId, myUserName,"xxxxxx......");
    break;
    }
    return result;
    }
    }
    }
  • 将接收到的信息通过luis理解,获取intents 和 entity,在这里我们可以封装一个luis实体对象
    using Newtonsoft.Json;
    using System;
    using System.Collections.Generic;
    using System.Linq;
    using System.Net.Http;
    using System.Threading.Tasks;
    using System.Web; namespace WXHandler
    {
    public class LuisAPI
    {
    /// <summary>
    ///
    /// </summary>
    private static readonly string URI = "https://api.projectoxford.ai/luis/v2.0/apps/eed6361a-dfce-4faf-b69c-b13d1298a560?subscription-key=订阅号&q={0}"; /// <summary>
    ///
    /// </summary>
    public static LuisAPI Default
    {
    get { return new LuisAPI(); }
    } /// <summary>
    ///
    /// </summary>
    /// <param name="Query"></param>
    /// <returns></returns>
    public LuisMessage GetLuis(string Query)
    {
    Query = Uri.EscapeDataString(Query);
    LuisMessage Data = new LuisMessage();
    using (HttpClient client = new HttpClient())
    {
    string RequestURI = string.Format(URI, Query);
    var task = client.GetAsync(RequestURI);
    HttpResponseMessage msg = task.Result; if (msg.IsSuccessStatusCode)
    {
    var task1 = msg.Content.ReadAsStringAsync();
    var JsonDataResponse = task1.Result;
    Data = JsonConvert.DeserializeObject<LuisMessage>(JsonDataResponse);
    }
    }
    return Data;
    }
    }
    }
  • 根据不同的intents,封装不同的业务逻辑处理

    using System;
    using System.Collections.Generic;
    using System.Linq;
    using System.Threading.Tasks;
    using System.Web; namespace WXHandler
    {
    public class LuisExecutor
    {
    /// <summary>
    ///
    /// </summary>
    public static LuisExecutor Default
    {
    get { return new LuisExecutor(); }
    } /// <summary>
    ///
    /// </summary>
    /// <param name="message"></param>
    /// <returns></returns>
    public string PostMessage(string query)
    {
    LuisMessage luisMsg = LuisAPI.Default.GetLuis(query);
    if (luisMsg == null || luisMsg.entities == null || luisMsg.entities.Length <= )
    return LuisInfos.DEFAULT_LUIS; string reponse = "";
    switch (luisMsg.topScoringIntent.intent)
    {
    case "查询天气":
    reponse = LuisWeather.Default.QueryWeather(luisMsg.entities[].entity);
    break;
    case"查询价格":
    reponse = LuisStock.Default.QueryStock(luisMsg.entities[].entity);
    break;
    case "查询客户信息":
    reponse = LuisPartner.Default.QueryInfo(luisMsg.entities[].entity);
    break;
    case "查覆盖率":
    reponse = LuisStaConver.Default.QueryInfo(luisMsg.entities[].entity);
    break;
    default:
    reponse = LuisInfos.DEFAULT_LUIS;
    break;
    } return reponse;
    }
    }
    }
  • 获取实时股票信息示例

    using System;
    using System.Collections.Generic;
    using System.Linq;
    using System.Net.Http;
    using System.Web; namespace WXHandler
    {
    /// <summary>
    ///
    /// </summary>
    public class LuisStock
    {
    private const string dataurl = "http://hq.sinajs.cn/list={0}"; /// <summary>
    ///
    /// </summary>
    public static LuisStock Default
    {
    get { return new LuisStock(); }
    } /// <summary>
    ///
    /// </summary>
    /// <param name="location"></param>
    /// <returns></returns>
    public string QueryStock(string stockID)
    {
    string returnString = string.Empty;
    string id = this.ParseStockID(stockID);
    if (string.IsNullOrEmpty(id))
    return string.Format(LuisInfos.DEFAULT_STOCK_REPLY, stockID); string dataUrl = string.Format(dataurl, id);
    HttpClient client = new HttpClient();
    var task = client.GetStringAsync(dataUrl);
    string realInfo = task.Result;
    Utils.WriteLog(realInfo);
    string[] infos = realInfo.Split('\n');
    if (infos.Length <= )
    return string.Format(LuisInfos.DEFAULT_STOCK_REPLY, stockID); StockRealInfo stockInfo = new StockRealInfo(infos[]);
    if (stockInfo.IsNull)
    {
    return string.Format(LuisInfos.DEFAULT_STOCK_REPLY, stockID);
    } return string.Format("股票 {0} 名称: {1};开盘价: {2}; 当前价: {3}; 今日最高价: {4}; 今日最低价:{5}; 涨跌幅:{6}",
    id,
    stockInfo.Name,
    stockInfo.TodayOpen,
    stockInfo.Current,
    stockInfo.High,
    stockInfo.Low,
    stockInfo.DiffPrec);
    } /// <summary>
    ///
    /// </summary>
    /// <param name="stockid"></param>
    /// <returns></returns>
    private string ParseStockID(string id)
    {
    if (id.Length == || id.Length < )
    return string.Empty; if (id.Substring(, ) == "")//上海是600打头
    {
    return string.Format("sh{0},", id);
    }
    else if (id.Substring(, ) == "")//上海基金
    {
    return string.Format("sh{0},", id);
    }
    else //深圳
    {
    return string.Format("sz{0},", id);
    }
    }
    }
    }
  • 运行效果:

  • AI(四): 微信与luis结合(下)