public static async Task <IActionResult> StartNN([HttpTrigger(AuthorizationLevel.Function, "post", Route = null)] HttpRequest req, ILogger log)
{
log.LogInformation("C# HTTP trigger function processed a request.");
NNSetup data;
try
{
string requestBody = await new StreamReader(req.Body).ReadToEndAsync();
data = JsonConvert.DeserializeObject <NNSetup>(requestBody);
}
catch (Exception ex)
{
return(new BadRequestObjectResult("Nicely done, I've received an error at the JSON deserialization:\n" + ex));
}
try
{
var cancellationToken = new CancellationTokenSource();
var network = new TeachNetwork
{
MomentTemp = data.MomentTemp == 0 ? 0.5 : data.MomentTemp,
LearningRateTemp = data.LearningRateTemp == 0 ? 0.1 : data.LearningRateTemp,
NeuronsAndLayers = string.IsNullOrEmpty(data.NeuronsAndLayers) ? "784 26+ 16 10" : data.NeuronsAndLayers,
terminatingErrorProcents = data.TerminatingErrorProcents == 0 ? 0.00011 : data.TerminatingErrorProcents
};
AsyncNN.asyncNeuralNetwork.Add(AsyncNN.key, new AsyncNN.NN {
CancellationToken = cancellationToken, Network = network
});
Thread workerThread = new Thread(() => AsyncNN.asyncNeuralNetwork[AsyncNN.key - 1].Network.Start(cancellationToken)); // I don't know why it doesn't work without the '- 1'
workerThread.Start();
return(new OkObjectResult(AsyncNN.key++)); //A key so the used could access to the sertain NeuralNetwork
}
catch (Exception ex)
{
return(new BadRequestObjectResult("The error occured at the Task call of the NeuralNetwork " + ex));
}
}
static void Main(string[] args)
{
#region Set process settings
Process thisProc = Process.GetCurrentProcess();
thisProc.PriorityClass = ProcessPriorityClass.High;
#endregion
const int receptors = 75;
const int numberOfOutputClasses = 13; // Количество наших классов
int[] neuronByLayer = { 45, 23, numberOfOutputClasses };
var teachNetwork = new TeachNetwork(receptors, numberOfOutputClasses, neuronByLayer, "memory.txt")
{
Iteration = 10,
TestVectors = new FileManager().ReadVectors("inputDataTest.txt")
};
teachNetwork.TrainNet();
Console.ReadKey();
}
