public double[] Query(double[,] xInputs)
{
//QUERY NEURAL NETWORK
xInputs = NormalizeInput(xInputs);
double[,] inputs = Transpose(xInputs);
//CALCULATE SIGNALS INTO HIDDEN LAYER
double[,] hiddenInputs = Multiply(weightInput, inputs);
if (hiddenInputs == null)
{
UniMsg.Show("Error Matrix Dimensions...", "Matrix must have the same size", MessageBoxButtons.OK); return(null);
}
double[,] hiddenOutputs = ExpitFunction(hiddenInputs);
//CALCULATE SIGNALS INTO FINAL OUTPUT LAYER
double[,] finalInputs = Multiply(weightOutput, hiddenOutputs);
double[,] finalOutputs = ExpitFunction(finalInputs);
AnswerArray = finalOutputs.Cast <double>().ToArray();
Answer = Array.IndexOf(AnswerArray, AnswerArray.Max());
return(AnswerArray);
}
public async Task Execute(IJobExecutionContext context)
{
try
{
var jobConfigFileName = context.JobDetail.JobDataMap["FileName"] as string;
var storagePath = context.JobDetail.JobDataMap["StoragePath"] as string;
var interval = context.JobDetail.JobDataMap["Interval"] as int?;
var cfg = await _configurationService.GetJobConfigAsync(jobConfigFileName);
var added = await _fileService.GetAsync <List <Gem> >(PathTo.Added(DexType.UNISWAP, storagePath));
var deleted = await _fileService.GetAsync <List <Gem> >(PathTo.Deleted(DexType.UNISWAP, storagePath));
if (added.AnyAndNotNull())
{
Logger.Info($"V2|SUMMARY|ADDED|{added.Count}");
var newestAdded = added
.Where(
g =>
g.Recently == TokenActionType.ADDED &&
(DateTime.UtcNow - g.DateTime).TotalMinutes < interval)
.OrderByDescending(g => g.DateTime)
.ToList();
Logger.Info($"V2|SUMMARY|ADDED|NEWEST|{newestAdded.Count}");
if (newestAdded.AnyAndNotNull())
{
var msg = UniMsg.ForTwitterSummary(newestAdded, TokenActionType.ADDED, interval.Value);
var sent = await _twitterService.SendMessageAsync(msg);
if (sent.Success)
{
Logger.Info($"V2|SUMMARY|ADDED|NEWEST|SENT");
}
else
{
Logger.Error($"{sent.Message}");
}
}
}
if (deleted.AnyAndNotNull())
{
Logger.Info($"V2|SUMMARY|DELETED|NEWEST|{deleted.Count}");
var newestDeleted = deleted
.Where(
g =>
g.Recently == TokenActionType.DELETED &&
(DateTime.Now - g.DateTime).TotalMinutes < interval)
.OrderByDescending(g => g.DateTime)
.ToList();
Logger.Info($"V2|SUMMARY|DELETED|NEWEST|{newestDeleted.Count}");
if (newestDeleted.AnyAndNotNull())
{
var msg = UniMsg.ForTwitterSummary(newestDeleted, TokenActionType.DELETED, interval.Value);
var sent = await _twitterService.SendMessageAsync(msg);
if (sent.Success)
{
Logger.Info($"V2|SUMMARY|DELETED|NEWEST|SENT");
}
else
{
Logger.Error($"{sent.Message}");
}
}
}
if (cfg.Success)
{
Logger.Info($"Job: {cfg.JobConfig.Label} - DONE");
}
}
catch (Exception e)
{
Logger.Fatal($"{e.GetFullMessage()}");
}
}
