private async Task <RecognizerResult> find(string utterance)
{
var luisModel = new LuisModel(ModelId, SubscriptionKey, new System.Uri(StreamUrl));
var luisRecognizer = new LuisRecognizer(luisModel);
return(await luisRecognizer.Recognize(utterance, CancellationToken.None));
}
/// <summary>
/// A helper method that retrieves intents for an input from QnA maker
/// </summary>
/// <param name="luisModel">The LUIS model to be used for intent recognition</param>
/// <param name="text">The text to find out the intent for</param>
/// <returns></returns>
private static async Task <(IEnumerable <string> intents, IEnumerable <string> entities)> RecognizeAsync(LuisModel luisModel, string text)
{
var luisRecognizer = new LuisRecognizer(luisModel);
var recognizerResult = await luisRecognizer.Recognize(text, System.Threading.CancellationToken.None);
// list the intents
var intents = new List <string>();
foreach (var intent in recognizerResult.Intents)
{
intents.Add(intent.Key);
}
// list the entities
var entities = new List <string>();
foreach (var entity in recognizerResult.Entities)
{
if (!entity.Key.ToString().Equals("$instance"))
{
entities.Add($"{entity.Key}: {entity.Value.First}");
}
}
return(intents, entities);
}
private async Task <RecognizerResult> playLuis(IBotContext botContext, string utterance)
{
await botContext.SendActivity("Start LUIS");
// finder
var luisModel = new LuisModel("", "", new System.Uri(""));
// feedback
//var luisModel = new LuisModel("", "", new System.Uri(""));
var luisRecognizer = new LuisRecognizer(luisModel);
return(await luisRecognizer.Recognize(utterance, CancellationToken.None));
}
private static async Task <RecognizerResult> GetResults(string question, IConfiguration configuration)
{
var luisSettings = configuration.GetSection("LUISSettings");
var modelId = luisSettings["ModelId"];
var subscriptionKey = luisSettings["SubscriptionKey"];
var url = luisSettings["Url"];
var luisModel = new LuisModel(modelId, subscriptionKey, new System.Uri(url));
LuisRecognizer luisRecognizer1;
luisRecognizer1 = new LuisRecognizer(luisModel);
var recognizerResult = await luisRecognizer1.Recognize(question, System.Threading.CancellationToken.None);
return(recognizerResult);
}
private DialogSet ComposeRootDialog()
{
var dialogs = new DialogSet();
dialogs.Add(nameof(MainBot), new WaterfallStep[]
{
async(dc, args, next) =>
{
var utterance = dc.Context.Activity.Text?.Trim().ToLowerInvariant();
if (!string.IsNullOrEmpty(utterance))
{
// Decide which dialog to start based on top scoring Luis intent
var luisResult = await LuisRecognizer.Recognize <BankoLuisModel>(utterance, new CancellationToken());
// Decide which dialog to start.
switch (luisResult.TopIntent().intent)
{
case BankoLuisModel.Intent.Balance:
await dc.Begin(nameof(BalanceDialogContainer));
break;
case BankoLuisModel.Intent.Transfer:
var dialogArgs = new Dictionary <string, object>();
dialogArgs.Add(Keys.LuisArgs, luisResult.Entities);
await dc.Begin(nameof(TransferDialogContainer), dialogArgs);
break;
case BankoLuisModel.Intent.None:
default:
await dc.Context.SendActivity($"I dont know what you want to do. Type `make a transfer` or `get a balance`.");
await next();
break;
}
}
else
{
await dc.End();
}
}
});
// Add our child dialogs.
dialogs.Add(nameof(BalanceDialogContainer), BalanceDialogContainer.Instance);
dialogs.Add(nameof(TransferDialogContainer), TransferDialogContainer.Instance);
return(dialogs);
}
private DialogSet ComposeRootDialog()
{
var dialogs = new DialogSet();
try
{
dialogs.Add(nameof(WeatherBot), new WaterfallStep[]
{
async(dc, args, next) =>
{
try
{
var utterance = dc.Context.Activity.Text?.Trim().ToLowerInvariant();
if (!string.IsNullOrEmpty(utterance))
{
// Decide which dialog to start based on top scoring Luis intent
var luisResult = await LuisRecognizer.Recognize <WeatherLuisModel>(utterance, new CancellationToken());
// Decide which dialog to start.
switch (luisResult.TopIntent().intent)
{
case WeatherLuisModel.Intent.Get_Weather_Condition:
var dialogArgs = new Dictionary <string, object>();
dialogArgs.Add(Constantes.LuisArgs, luisResult.Entities);
await dc.Begin(nameof(WeatherDialogContainer), dialogArgs);
break;
}
}
else
{
await dc.End();
}
}
catch (Exception ex)
{
}
}
});
}
catch (Exception ex)
{
}
// Add our child dialogs.
dialogs.Add(nameof(WeatherDialogContainer), WeatherDialogContainer.Instance);
return(dialogs);
}
public async Task OnTurn(ITurnContext context)
{
if (context.Activity.Type is ActivityTypes.Message)
{
var dispatchResult = context.Services.Get<RecognizerResult>(LuisRecognizerMiddleware.LuisRecognizerResultKey) as RecognizerResult;
var topIntent = dispatchResult?.GetTopScoringIntent();
if (topIntent == null)
{
await context.SendActivity("Unable to get the top intent.");
}
else
{
// we can use the model name to index into our array of qna/luis models
var modelName = topIntent.Value.intent;
var targetModel = this.models[modelName];
if (targetModel is QnAMakerEndpoint qnaModel)
{
await context.SendActivity($"Dispatching to QnAMaker model {modelName}");
var qnaMaker = new QnAMaker(qnaModel);
var qnaResponse = await qnaMaker.GetAnswers(context.Activity.Text);
await context.SendActivity($"Result from QnAMaker: {qnaResponse.FirstOrDefault().Answer}");
}
else if (targetModel is LuisModel luisModel)
{
await context.SendActivity($"Dispatching to luis model {modelName}");
var luisRecognizer = new LuisRecognizer(luisModel);
var recognizerResult = await luisRecognizer.Recognize(context.Activity.Text, System.Threading.CancellationToken.None);
await context.SendActivity($"Result from luis: {recognizerResult.GetTopScoringIntent().intent}");
}
}
}
}
public async Task OnTurn(ITurnContext context)
{
if (context.Activity.Type is ActivityTypes.Message)
{
var message = context.Activity.AsMessageActivity();
// Get the intent recognition result from the context object.
var dispatchResult = context.Services.Get <RecognizerResult>(LuisRecognizerMiddleware.LuisRecognizerResultKey) as RecognizerResult;
var topIntent = dispatchResult?.GetTopScoringIntent();
LuisRecognizer luisRecognizer1, luisRecognizer2;
RecognizerResult recognizerResult;
var intentsList = new List <string>();
var entitiesList = new List <string>();
if (topIntent == null)
{
await context.SendActivity("Unable to get the top intent.");
}
else
{
if (topIntent.Value.score < 0.3)
{
await context.SendActivity("I'm not very sure what you want but will try to send your request.");
}
switch (topIntent.Value.intent.ToLowerInvariant())
{
case "l_homeautomation":
await context.SendActivity("Sending your request to the home automation system ...");
luisRecognizer1 = new LuisRecognizer(this.luisModelHomeAutomation);
recognizerResult = await luisRecognizer1.Recognize(message.Text, System.Threading.CancellationToken.None);
// list the intents
foreach (var intent in recognizerResult.Intents)
{
intentsList.Add($"'{intent.Key}', score {intent.Value}");
}
await context.SendActivity($"Intents detected by the home automation app:\n\n{string.Join("\n\n", intentsList)}");
// list the entities
entitiesList = new List <string>();
foreach (var entity in recognizerResult.Entities)
{
if (!entity.Key.ToString().Equals("$instance"))
{
entitiesList.Add($"{entity.Key}: {entity.Value.First}");
}
}
if (entitiesList.Count > 0)
{
await context.SendActivity($"The following entities were found in the message:\n\n{string.Join("\n\n", entitiesList)}");
}
// Here, you can add code for calling the hypothetical home automation service, passing in any entity information that you need
break;
case "l_weather":
await context.SendActivity("Sending your request to the weather system ...");
luisRecognizer2 = new LuisRecognizer(this.luisModelWeather);
recognizerResult = await luisRecognizer2.Recognize(message.Text, System.Threading.CancellationToken.None);
// list the intents
var intentsResult2 = new List <string>();
foreach (var intent in recognizerResult.Intents)
{
intentsResult2.Add($"'{intent.Key}', score {intent.Value}");
}
await context.SendActivity($"Intents detected by the weather app: \n\n{string.Join("\n\n", intentsResult2)}");
// list the entities
entitiesList = new List <string>();
foreach (var entity in recognizerResult.Entities)
{
if (!entity.Key.ToString().Equals("$instance"))
{
entitiesList.Add($"{entity.Key}: {entity.Value.First}");
}
}
if (entitiesList.Count > 0)
{
await context.SendActivity($"The following entities were found in the message:\n\n{string.Join("\n\n", entitiesList)}");
}
// Here, you can add code for calling the hypothetical weather service, passing in any entity information that you need
break;
case "none":
// You can provide logic here to handle the known None intent (none of the above).
// In this example we fall through to the QnA intent.
case "q_faq":
QnAMaker qnaMaker = new QnAMaker(this.qnaOptions);
var messageActivity = context.Activity.AsMessageActivity();
if (!string.IsNullOrEmpty(messageActivity.Text))
{
var results = await qnaMaker.GetAnswers(messageActivity.Text.Trim()).ConfigureAwait(false);
if (results.Any())
{
await context.SendActivity(results.First().Answer);
}
else
{
await context.SendActivity("Couldn't find an answer in the FAQ.");
}
}
break;
default:
// The intent didn't match any case, so just display the recognition results.
await context.SendActivity($"Dispatch intent: {topIntent.Value.intent} ({topIntent.Value.score}).");
break;
}
}
}
else if (context.Activity.Type is ActivityTypes.ConversationUpdate)
{
foreach (var newMember in context.Activity.MembersAdded)
{
if (newMember.Id != context.Activity.Recipient.Id)
{
await context.SendActivity("Hello and welcome to the LUIS Dispatch sample bot. This bot dispatches messages to LUIS apps and QnA, using a LUIS model generated by the Dispatch tool in hierarchical mode.");
}
}
}
}
public async Task OnTurn(ITurnContext context)
{
//TODO: is this the right way to handle cards?
string utterance = context.Activity.Text;
JObject cardData = (JObject)context.Activity.Value;
if (cardData != null && cardData.Property("intent") != null)
{
utterance = cardData["utterance"].ToString();
}
System.Threading.CancellationToken ct;
CafeBotUserState userState = context.GetUserState <CafeBotUserState>();
CafeBotConvState conversationState = context.GetConversationState <CafeBotConvState>();
switch (context.Activity.Type)
{
case ActivityTypes.ConversationUpdate:
var newUserName = context.Activity.MembersAdded[0].Name;
if (!string.IsNullOrWhiteSpace(newUserName) && newUserName != "Bot")
{
await context.SendActivity($"Hello {newUserName}! I'm the Cafe bot!");
// remember the user's name
userState.name = newUserName;
userState.sendCards = true;
await context.SendActivity("I can help you find contoso cafe locations, book a table and answer questions about Contoso cafe!");
// send a welcome card
if (userState.sendCards)
{
await context.SendActivity(CreateCardResponse(context.Activity, createWelcomeCardAttachment()));
}
}
break;
case ActivityTypes.Message:
// create dialogContext
DialogContext dc = _dialogs.CreateContext(context, conversationState);
if (utterance == "start over")
{
//restart the conversation
await context.SendActivity("Sure.. Let's start over");
dc.EndAll();
}
else
{
// continue with any active dialogs
await dc.Continue();
}
if (!context.Responded)
{
// call LUIS and get results
LuisRecognizer lRecognizer = createLUISRecognizer();
cafeLUISModel lResult = await lRecognizer.Recognize <cafeLUISModel>(utterance, ct);
Dictionary <string, object> lD = new Dictionary <string, object>();
if (lResult != null)
{
lD.Add("luisResult", lResult);
}
// top level dispatch
switch (lResult.TopIntent().intent)
{
case cafeLUISModel.Intent.Greeting:
await context.SendActivity("Hello, I'm the contoso cafe bot. How can I help you?");
if (userState.sendCards)
{
await context.SendActivity(CreateCardResponse(context.Activity, createWelcomeCardAttachment()));
}
break;
case cafeLUISModel.Intent.Book_Table:
await dc.Begin("BookTable", lD);
break;
case cafeLUISModel.Intent.Who_are_you_intent:
await dc.Begin("WhoAreYou");
break;
case cafeLUISModel.Intent.None:
default:
await getQnAResult(context);
break;
}
}
break;
}
}
public async Task OnTurn(ITurnContext context)
{
//TODO: is this the right way to handle cards?
string utterance = context.Activity.Text;
JObject cardData = (JObject)context.Activity.Value;
if (cardData != null && cardData.Property("intent") != null)
{
utterance = cardData["utterance"].ToString();
}
var userState = context.GetUserState <CafeBotUserState>();
var conversationState = context.GetConversationState <CafeBotConvState>();
switch (context.Activity.Type)
{
case ActivityTypes.ConversationUpdate:
var newUserName = context.Activity.MembersAdded[0].Name;
if (!string.IsNullOrWhiteSpace(newUserName) && newUserName != "Bot" && string.IsNullOrEmpty(userState.name))
{
await context.SendActivity($"Hello {newUserName}! I'm the Cafe bot!");
// remember the user's name
userState.name = newUserName;
//userState.sendCards = true;
await context.SendActivity("I can help you find contoso cafe locations, book a table and answer questions about Contoso cafe!");
// send a welcome card
if (userState.sendCards)
{
await context.SendActivity(CreateCardResponse(context.Activity, createWelcomeCardAttachment()));
}
}
break;
case ActivityTypes.Message:
// create dialogContext
var dc = _dialogs.CreateContext(context, conversationState);
// continue with any active dialogs
await dc.Continue();
if (!context.Responded)
{
// call LUIS and get results
LuisRecognizerOptions lOptions = new LuisRecognizerOptions()
{
Verbose = true
};
LuisModel lModel = new LuisModel(
"edaadd9b-b632-4733-a25c-5b67271035dd",
"be30825b782843dcbbe520ac5338f567",
new System.Uri("https://westus.api.cognitive.microsoft.com/luis/v2.0/apps/"), Microsoft.Cognitive.LUIS.LuisApiVersion.V2);
LuisRecognizer lRecognizer = new LuisRecognizer(lModel, lOptions);
System.Threading.CancellationToken ct;
cafeLUISModel lResult = await lRecognizer.Recognize <cafeLUISModel>(context.Activity.Text, ct);
// top level dispatch
switch (lResult.TopIntent().intent)
{
case cafeLUISModel.Intent.Greeting:
//case "hi":
await context.SendActivity("Hello, I'm the contoso cafe bot. How can I help you?");
if (userState.sendCards)
{
await context.SendActivity(CreateCardResponse(context.Activity, createWelcomeCardAttachment()));
}
break;
case cafeLUISModel.Intent.Book_Table:
// case "book table":
await dc.Begin("BookTable");
break;
case cafeLUISModel.Intent.Who_are_you_intent:
// case "who are you?":
await dc.Begin("WhoAreYou");
break;
case cafeLUISModel.Intent.None:
default:
var qEndpoint = new QnAMakerEndpoint()
{
Host = "https://contosocafeqnamaker.azurewebsites.net/qnamaker",
EndpointKey = "09e2d55b-a44c-41b6-a08a-76a7df9ddffe",
KnowledgeBaseId = "b5534d70-bded-45e1-998a-5945174d4ff3"
};
var qOptions = new QnAMakerOptions()
{
ScoreThreshold = 0.4F,
Top = 1
};
var qnamaker = new QnAMaker(qEndpoint, qOptions);
QueryResult[] qResult = await qnamaker.GetAnswers(context.Activity.Text);
if (qResult.Length == 0)
{
await context.SendActivity("Sorry, I do not understand.");
await context.SendActivity("You can say hi or book table or find locations");
}
else
{
await context.SendActivity(qResult[0].Answer);
}
//await context.SendActivity("Sorry, I do not understand.");
//await context.SendActivity("You can say hi or book table or find locations");
break;
}
}
break;
}
}