You can use several QnAMaker
knowledge bases in a single bot by providing several services in the attributes.
A basic implementation using QnAMakerDialog
from Nuget package BotBuilder.CognitiveServices
would be:
[Serializable]
[QnAMaker("QnaSubscriptionKey1", "QnaKnowledgebaseId1", "Hmm, I wasn't able to find an article about that. Can you try asking in a different way?", 0.50, 3)]
[QnAMaker("QnaSubscriptionKey2", "QnaKnowledgebaseId2", "Hmm, I wasn't able to find an article about that. Can you try asking in a different way?", 0.5, 3)]
[QnAMaker("QnaSubscriptionKey3", "QnaKnowledgebaseId3", "Hmm, I wasn't able to find an article about that. Can you try asking in a different way?", 0.5, 3)]
public class RootDialog : QnAMakerDialog
{
}
BUT (yes, there is a "but") you may encounter an exception during the treatment of your messages in some cases. As QnAMakerDialog
is open-sourced (sources are here) you can easily discover that the problem is in the implementation of the return of the services calls, in MessageReceivedAsync
:
var sendDefaultMessageAndWait = true;
qnaMakerResults = tasks.FirstOrDefault(x => x.Result.ServiceCfg != null)?.Result;
if (tasks.Count(x => x.Result.Answers?.Count > 0) > 0)
{
var maxValue = tasks.Max(x => x.Result.Answers[0].Score);
qnaMakerResults = tasks.First(x => x.Result.Answers[0].Score == maxValue).Result;
if (qnaMakerResults != null && qnaMakerResults.Answers != null && qnaMakerResults.Answers.Count > 0)
{
if (this.IsConfidentAnswer(qnaMakerResults))
{
await this.RespondFromQnAMakerResultAsync(context, message, qnaMakerResults);
await this.DefaultWaitNextMessageAsync(context, message, qnaMakerResults);
}
else
{
feedbackRecord = new FeedbackRecord { UserId = message.From.Id, UserQuestion = message.Text };
await this.QnAFeedbackStepAsync(context, qnaMakerResults);
}
sendDefaultMessageAndWait = false;
}
}
if (sendDefaultMessageAndWait)
{
await context.PostAsync(qnaMakerResults.ServiceCfg.DefaultMessage);
await this.DefaultWaitNextMessageAsync(context, message, qnaMakerResults);
}
In this code, this line of code will break if not all of your services have an answer for your question (ie: if at least one of your QnAMaker KB does not have an answer for your question)
tasks.Max(x => x.Result.Answers[0].Score);
Workaround: you can implement you own QnAMakerDialog by getting the sources and fixing the method like this for example:
public async Task MessageReceivedAsync(IDialogContext context, IAwaitable<IMessageActivity> argument)
{
var message = await argument;
if (message != null && !string.IsNullOrEmpty(message.Text))
{
var tasks = this.services.Select(s => s.QueryServiceAsync(message.Text)).ToArray();
await Task.WhenAll(tasks);
if (tasks.Any())
{
var sendDefaultMessageAndWait = true;
qnaMakerResults = tasks.FirstOrDefault(x => x.Result.ServiceCfg != null)?.Result;
var qnaMakerFoundResults = tasks.Where(x => x.Result.Answers.Any()).ToList();
if (qnaMakerFoundResults.Any())
{
var maxValue = qnaMakerFoundResults.Max(x => x.Result.Answers[0].Score);
qnaMakerResults = qnaMakerFoundResults.First(x => x.Result.Answers[0].Score == maxValue).Result;
if (qnaMakerResults?.Answers != null && qnaMakerResults.Answers.Count > 0)
{
if (this.IsConfidentAnswer(qnaMakerResults))
{
await this.RespondFromQnAMakerResultAsync(context, message, qnaMakerResults);
await this.DefaultWaitNextMessageAsync(context, message, qnaMakerResults);
}
else
{
feedbackRecord = new FeedbackRecord { UserId = message.From.Id, UserQuestion = message.Text };
await this.QnAFeedbackStepAsync(context, qnaMakerResults);
}
sendDefaultMessageAndWait = false;
}
}
if (sendDefaultMessageAndWait)
{
await context.PostAsync(qnaMakerResults.ServiceCfg.DefaultMessage);
await this.DefaultWaitNextMessageAsync(context, message, qnaMakerResults);
}
}
}
}