private void DoMechineLearning()
{
var label = from w in _context.EmoVarData
where w.評分 == null
select w;
foreach (var labellist in label)
{
EmoData emo = new EmoData
{
Sleep = Convert.ToInt32(labellist.入睡),
Sleeptime = Convert.ToInt32(labellist.時常),
AvgHeartRate = Convert.ToInt32(labellist.平均),
SocialApp = Convert.ToSingle(labellist.社交軟體),
GameApp = Convert.ToSingle(labellist.遊戲軟體),
FunApp = Convert.ToSingle(labellist.娛樂軟體),
OtherApp = Convert.ToSingle(labellist.其他軟體),
Temperture = Convert.ToInt32(labellist.溫度),
Humidity = Convert.ToInt32(labellist.濕度),
//sunshine == Rain,日照 == 雨量
Sunshine = Convert.ToInt32(labellist.日照),
Airquality = Convert.ToInt32(labellist.空氣品質)
};
using (var scope = scopeFactory.CreateScope())
{
_prediction = scope.ServiceProvider.GetRequiredService <PredictionEnginePool <EmoData, EmoPredict> >();
var res = _prediction.Predict(emo);
labellist.評分 = res.Score;
}
}
_context.SaveChanges();
}
public string Post([FromBody] EmoData input)
{
EmoPredict prediction = _predictionEnginePool.Predict(input);
//string sentiment = Convert.ToBoolean(prediction.PredictionLabel) ? "Positive" : "Negative";
return(prediction.Score);
}
