public IHttpActionResult Shoot([FromBody] object input)
{
var Match = (input as JObject).ToObject <Match>();
if (Match.PlayerName == null)
{
return(BadRequest("PlayerName is invalid"));
}
//Initialize some stuff
Choice AIChoice = new Choice();
Match.Timestamp = DateTime.Now;
var numMatchesToTrainOn = 14;
//Set up our data for training
var MatchHistoryTable = Logic.MyMatchHistoryAsTable(Match.PlayerName, numMatchesToTrainOn);
var InTrain = Logic.FromMatchHistoryTableOmitWinners(MatchHistoryTable);
var OutTrain = Logic.FromMatchHistoryTableGenerateWinners(MatchHistoryTable);
//Give it a random Value if we don't have enough training data
if (InTrain.Length <= 7)
{
Array Values = Enum.GetValues(typeof(Choice));
Random Random = new Random();
AIChoice = (Choice)Values.GetValue(Random.Next(Values.Length));
}
else
{
//Train a new Model
var Training = new Training();
Training.Run(InTrain, OutTrain);
//Get the most recent match frame and make sure we put in this match
var ThisFrame = Logic.MostRecentMatchFrame(Match);
//Decide on the AI choice
var PredictedPlayerChoice = (Choice)Training.Decide(ThisFrame);
AIChoice = Logic.WinAgainst(PredictedPlayerChoice);
}
Match.P2Choice = AIChoice;
using (var context = new RPSContext())
{
return(Ok(CreateMatch(Match, context)));
}
}