private static TyresMachineInfo CreateTyresMachineInfo(FilesStorage.ContentEntry x)
{
return(new TyresMachineInfo(Path.GetFileNameWithoutExtension(x.Filename), TyresMachine.LoadFrom(x.Filename, null))
{
_filename = x.Filename,
_lastWriteTime = x.LastWriteTime
});
}
public void Main()
{
var carsFromWebApp = new[] {
/*"lotus_exige_s", "lotus_exige_s", "lotus_evora_gte", "lotus_elise_sc", "alfa_mito_qv",
* "abarth500", "lotus_elise_sc", "alfa_romeo_giulietta_qv", "bmw_m3_e30", "audi_sport_quattro",
* "audi_a1s1", "nissan_skyline_r34", "ford_mustang_2015", "bmw_1m", "bmw_m4", "bmw_m4",
* "porsche_991_carrera_s", "porsche_718_boxster_s", "porsche_718_boxster_s", "corvette_c7_stingray",
* "porsche_991_carrera_s"*/
"ks_abarth_595ss_s2", "ks_audi_r8_plus"
};
var tyres = Directory.GetDirectories(@"D:\Games\Assetto Corsa\content\cars", "*")
.Where(x => carsFromWebApp.ArrayContains(Path.GetFileName(x)))
.Select(DataWrapper.FromCarDirectory).SelectMany(NeuralTyresEntry.Get)
.Where(x => x.Version == 10).ToList();
var filteredTyres = tyres.Where(x => x.Name == "Street").ToList();
// filteredTyres.OrderBy(x => x.Values.GetDouble("RADIUS", 0d)).Select(x => $"{x.Values.GetDouble("RADIUS", 0d)}={x.Values.GetDouble(TestKey, 0d)}").JoinToString("; ").Dump();
var options = new NeuralTyresOptions {
OverrideOutputKeys = new[] { "ANGULAR_INERTIA" }
};
var checksum = (filteredTyres.GetEnumerableHashCode() * 397) ^ options.GetHashCode();
var cacheFilename = Path.Combine("U:\\nt-cache", BitConverter.GetBytes(checksum).ToHexString().ToLowerInvariant() + ".zip");
Console.WriteLine(checksum);
TyresMachine neural;
if (File.Exists(cacheFilename))
{
neural = TyresMachine.LoadFrom(cacheFilename, null);
}
else
{
neural = TyresMachine.CreateAsync(filteredTyres, options).Result;
FileUtils.EnsureFileDirectoryExists(cacheFilename);
// neural?.Save(cacheFilename, null);
}
if (neural == null)
{
return;
}
var width = neural.GetNormalization(NeuralTyresOptions.InputWidth);
var radius = neural.GetNormalization(NeuralTyresOptions.InputRadius);
var profile = neural.GetNormalization(NeuralTyresOptions.InputProfile);
var testKey = "ANGULAR_INERTIA";
try {
BuildChart(Enumerable.Range(0, 7).Select(x => {
return((Action <Series>)(s => {
for (var i = 0d; i <= 1d; i += 0.01)
{
var w = width.Denormalize(x / 6d);
var r = radius.Denormalize(i);
var u = profile.Denormalize(i);
s.Points.Add(new DataPoint(r, neural.Conjure(w, r, u)[testKey]));
// s.Points.Add(new DataPoint(r, neural.Conjure(testKey, w, r, u)));
}
s.Color = new[] { Color.Red, Color.Orange, Color.Brown, Color.Lime, Color.Cyan, Color.Blue, Color.Magenta }[x];
}));
}).ToArray());
} catch (Exception e) {
Console.WriteLine(e);
}
Console.WriteLine(neural.Conjure(width.Denormalize(0.5), radius.Denormalize(0.5), profile.Denormalize(0.5))[testKey]);
}