public void HandleAsynchronousDialogueItemCompleted(object sender, AsynchronousDialogueItemEventArgs e)
{
string targetContext = e.TargetContext;
string targetID = e.TargetID;
// Here, set the targetID ONLY if
//
// (i) the agent will change its context anyway upon completion of the asynchronous dialogue item, i.e. if
// the targetContext is different from the original context, or
//
// (ii) the agent aims to stay in the same context (upon completion of the asynchronous dialogue item) but
// has been forced to change context for some other reason (e.g. user action). In this case, the
// agent will ignore the targedID suggested by the asynchronous dialogue item.
//
//
if (e.TargetContext != e.OriginalContext)
{
workingMemory.CurrentContext = e.TargetContext;
}
else
{
if (targetContext == workingMemory.CurrentContext)
{
workingMemory.CurrentID = targetID;
}
}
// MW ToDo: Old, remove
// if (targetContext != workingMemory.CurrentContext) { workingMemory.CurrentContext = targetContext; } // Triggers the ContextChangedEvent in working memory
// else { workingMemory.CurrentID = targetID; } // Triggers the IDChangedEvent in working memory
}
protected override void RunLoop(List <object> parameterList)
{
//pops out the remaining items
MemoryItem origSought = ItemHandler.PopItem(ownerAgent, AgentConstants.QUERY_TAG_3);
MemoryItem destSought = ItemHandler.PopItem(ownerAgent, AgentConstants.QUERY_TAG_4);
string originalContext = ownerAgent.WorkingMemory.CurrentContext;
int totalWaitingTime = 0;
bool hasExpired = false;
ownerAgent.SendExpression("squint"); //tells the agent to really think
string nextID = OutputAction.TargetID;
while (!(mapControl.LoadState == MapControl.LOADSTATE.DestinationComplete || mapControl.LoadState == MapControl.LOADSTATE.LocationComplete) && !hasExpired)
{
totalWaitingTime += step;
hasExpired = totalWaitingTime >= millisecondMaxWaitingTime;
System.Threading.Thread.Sleep(step);
}
if (hasExpired)
{
ownerAgent.SendSpeechOutput("Failed to search for the trip");
}
else if ((mapControl.LoadState == MapControl.LOADSTATE.DestinationComplete) && !hasExpired && mapControl.DepartureTimeListBox.Items.Count > 0)
{
ownerAgent.SendSpeechOutput("I found your trip, the transport departs from " + mapControl.Departure + " at " + mapControl.DepartureTimeListBox.Items[0] + " o' clock");
ownerAgent.SendExpression("nodhead");
if (origSought != null && destSought != null)
{
string orig = origSought.GetContent().ToString();
string dest = destSought.GetContent().ToString();
//tries to remember the gathered position
ItemHandler.StoreShortcut(ownerAgent, orig, mapControl.Departure, false);
ItemHandler.StoreShortcut(ownerAgent, dest, mapControl.Arrival, false);
}
}
else if (((mapControl.LoadState == MapControl.LOADSTATE.LocationComplete)))
{
ownerAgent.SendExpression("nodhead");
if (mapControl.LocationsOfInterest.Count > 0)
{
ownerAgent.SendSpeechOutput("I found " + mapControl.AddressesOfInterest.Count + " locations nearby, " + mapControl.LocationsOfInterest[0] + " is closest. Do you want to go?");
nextID = interestID;
ItemHandler.StoreTermOnTag(ownerAgent, AgentConstants.QUERY_TAG_3, origSought.GetContent().ToString());
}
else
{
ownerAgent.SendSpeechOutput("I could not find any " + destSought.GetContent().ToString() + " places near you.");
}
}
else
{
ownerAgent.SendExpression("shakehead");
ownerAgent.SendSpeechOutput("Uh oh. Something went wrong.");
}
AsynchronousDialogueItemEventArgs e = new AsynchronousDialogueItemEventArgs(originalContext, outputAction.TargetContext, nextID);
OnRunCompleted(e);
}
protected override void RunLoop(List <object> parameterList)
{
string originalContext = ownerAgent.WorkingMemory.CurrentContext;
string currentUser = "";
MemoryItem itemSought = ownerAgent.WorkingMemory.GetLastItemByTag(inputQueryTagList[0]);
if (itemSought != null) // 20171201
{
currentUser = (string)itemSought.GetContent();
}
// Recommend!
// Get similarity of currentUser to all other users-------------------------------------------------
// create ratingTable
List <string> userList = new List <string> {
};
List <string> movieList = new List <string> {
};
userList.Add(currentUser);
foreach (var rating in _ultraManager.RatingList)
{
if (!userList.Exists(x => string.Equals(x, rating.UserName, StringComparison.OrdinalIgnoreCase)))
{
userList.Add(rating.UserName);
}
}
foreach (var rating in _ultraManager.RatingList)
{
if (!movieList.Exists(x => string.Equals(x, rating.MovieTitle, StringComparison.OrdinalIgnoreCase)))
{
movieList.Add(rating.MovieTitle);
}
}
int nbrOfUsers = userList.Count;
int userInsertionIndex = 0;
int nbrOfMovies = movieList.Count;
int movieInsertionIndex = 0;
double[,] ratingTable = new double[nbrOfUsers, nbrOfMovies];
foreach (var rating in _ultraManager.RatingList)
{
userInsertionIndex = userList.FindIndex(x => x.StartsWith(rating.UserName));
movieInsertionIndex = movieList.FindIndex(x => x.StartsWith(rating.MovieTitle));
ratingTable[userInsertionIndex, movieInsertionIndex] = rating.RatingValue;
}
// calculate mean rating for each user
double[] meanRatings = new double[nbrOfUsers];
for (int i = 0; i < nbrOfUsers; ++i)
{
double ratingSum = 0;
int nbrOfRated = 0;
for (int j = 0; j < nbrOfMovies; ++j)
{
if (ratingTable[i, j] > 0)
{
ratingSum = ratingSum + ratingTable[i, j];
++nbrOfRated;
}
}
if (ratingSum > 0 && nbrOfRated > 0)
{
meanRatings[i] = ratingSum / nbrOfRated;
}
}
// calculate Pearson correlation
List <double> simToUser = new List <double> {
0
}; // TODO: use dictionary
for (int i = 1; i < nbrOfUsers; ++i)
{
List <int> setRatedBoth = new List <int> {
};
for (int j = 0; j < nbrOfMovies; ++j)
{
if (ratingTable[0, j] > 0 && ratingTable[i, j] > 0)
{
setRatedBoth.Add(j);
}
}
double sum1 = 0;
double sum2 = 0;
double sum3 = 0;
for (int k = 0; k < setRatedBoth.Count; ++k)
{
sum1 = sum1 + (ratingTable[0, setRatedBoth[k]] - meanRatings[0]) * (ratingTable[i, setRatedBoth[k]] - meanRatings[i]);
sum2 = sum2 + Math.Pow(ratingTable[0, setRatedBoth[k]] - meanRatings[0], 2);
sum3 = sum3 + Math.Pow(ratingTable[i, setRatedBoth[k]] - meanRatings[i], 2);
}
simToUser.Add(sum1 / (Math.Sqrt(sum2 * sum3)));
}
// Get most similar user
int mostSimilarUser = simToUser.IndexOf(simToUser.Max());
Debug.WriteLine(userList[mostSimilarUser]);
// Return random unseen movie
List <string> unseenMovies = new List <string> {
};
for (int j = 0; j < nbrOfMovies; ++j)
{
if (ratingTable[0, j] == 0 && ratingTable[mostSimilarUser, j] > 5)
{
unseenMovies.Add(movieList[j]);
}
}
Boolean noMoreRecommendations = false;
if (unseenMovies.Count > 0)
{
int randomIndex = ownerAgent.RandomNumberGenerator.Next(0, unseenMovies.Count);
string recommendation = unseenMovies[randomIndex];
StringMemoryItem rateMemoryItem = new StringMemoryItem();
rateMemoryItem.TagList = new List <string>()
{
outputQueryTag
};
rateMemoryItem.SetContent(recommendation);
ownerAgent.WorkingMemory.AddItem(rateMemoryItem);
}
else
{
noMoreRecommendations = true;
}
AsynchronousDialogueItemEventArgs e = new AsynchronousDialogueItemEventArgs(originalContext, outputAction.TargetContext, outputAction.TargetID);
OnRunCompleted(e);
}