///<summary>
///For a given neural network with one output and a list of files that should be given
///either an output of 1 (goodFiles) or 0 (badFiles), and prints bad/uncertain ones
///</summary>
private double trainingError(net netIn, List <string> goodFiles, List <string> badFiles)
{
//count how many the net get right, wrong, or uncertain
//print the wrong and uncertain ones
double error = 0;
int right = 0;
int uncertain = 0;
int wrong = 0;
//All the files that should output 1
for (int i = 0; i < goodFiles.Count; i++)
{
Vector <double> input = fileToInput(goodFiles[i]);
Vector <double> output = Vector <double> .Build.Dense(1);
output[0] = 1;
double result = netIn.forward(input)[0];
if (result > 0.9)
{
right += 1;
}
else if (result > 0.1)
{
uncertain += 1;
System.Diagnostics.Debug.WriteLine(result.ToString() + ", " + goodFiles[i]);
}
else
{
wrong += 1;
System.Diagnostics.Debug.WriteLine(result.ToString() + ", " + goodFiles[i]);
}
error += netIn.error(input, output);
}
//all the files that should output 0
for (int i = 0; i < badFiles.Count; i++)
{
Vector <double> input = fileToInput(badFiles[i]);
Vector <double> output = Vector <double> .Build.Dense(1);
output[0] = 0;
double result = netIn.forward(input)[0];
if (result < 0.1)
{
right += 1;
}
else if (result < 0.9)
{
uncertain += 1;
System.Diagnostics.Debug.WriteLine(result.ToString() + ", " + badFiles[i]);
}
else
{
wrong += 1;
System.Diagnostics.Debug.WriteLine(result.ToString() + ", " + badFiles[i]);
}
error += netIn.error(input, output);
}
System.Diagnostics.Debug.WriteLine(right.ToString() + ", " + uncertain.ToString() + ", " + wrong.ToString());
return(error / (goodFiles.Count + badFiles.Count));
}
private void GetEventsCompleted(object sender, net.cloudapp.geteventinfo.getAllEventsCompletedEventArgs e)
{
allEvents = new List<net.cloudapp.geteventinfo.Eventas>();
allEvents = e.Result.ToList();
foreach (net.cloudapp.geteventinfo.Eventas event1 in allEvents)
{
addEvent(event1);
}
}
private void addEvent(net.cloudapp.geteventinfo.Eventas event1)
{
MarkerOptions marker = new MarkerOptions();
marker.SetPosition(new LatLng(event1.latitude, event1.longitude));
marker.SetTitle(event1.eventname);
marker.SetSnippet(event1.description);
marker.SetIcon(BitmapDescriptorFactory.FromAsset("f.png"));
gMap.AddMarker(marker);
}
public override void alertOfManualUpdate(net.mcforge.system.updater.Updatable u)
{
DialogResult answer;
using (ManualUpdateReady mur = new Dialogs.ManualUpdateReady(u, getServer().getUpdateService()))
{
answer = mur.ShowDialog();
}
if (answer == DialogResult.No)
getServer().getUpdateService().ignoreUpdate(u);
}
public void setInfo(net.mcforge.iomodel.Player player)
{
this.grpInfo.Text = player.getGroup().name;
this.txtTitle.Text = player.getPrefix();
if (txtTitle.Text.StartsWith("&"))
txtTitle.Text = txtTitle.Text.Substring(2);
this.txtMap.Text = player.getLevel().name;
this.txtIp.Text = player.getIP();
this.txtName.Text = player.getName();
this.txtStatus.Text = "Online"; //lolwut ?
}
/// <summary>
/// Get the current host language from the Saxon context
/// </summary>
public static string hostLanguage(net.sf.saxon.expr.XPathContext context)
{
int lang = context.getController().getExecutable().getHostLanguage();
if (lang == net.sf.saxon.Configuration.XQUERY)
{
return "XQuery";
}
else if (lang == net.sf.saxon.Configuration.XSLT)
{
return "XSLT";
}
else if (lang == net.sf.saxon.Configuration.XPATH)
{
return "XPath";
}
else
{
return "unknown";
}
}
public IList<Schema> GetSchemas(net.datacowboy.SqlServerDatabaseDocumentationGenerator.Model.Database parent)
{
//get schemas
List<Schema> schemaList = this.queryForSchemas();
//get tables for each schema
if (schemaList != null && schemaList.Count > 0)
{
var tableInspector = new TableInspector(this.peta);
var viewInspector = new ViewInspector(this.peta);
var sprocInspector = new StoredProcedureInspector(this.peta);
var scalarUdfInspector = new ScalarFunctionInspector(this.peta);
var tableUdfInspector = new TableFunctionInspector(this.peta);
Schema schema = null;
for (int i = 0; i < schemaList.Count; i++)
{
schema = schemaList[i];
schema.Tables = tableInspector.GetTables(schema);
schema.Views = viewInspector.GetViews(schema);
schema.StoredProcedures = sprocInspector.GetStoredProcedures(schema);
schema.ScalarFunctions = scalarUdfInspector.GetScalarFunctions(schema);
schema.TableFunctions = tableUdfInspector.GetTableFunctions(schema);
schema.Parent = parent;
}
}
return schemaList;
}
public void ReadJsFile(string in_filename)
{
IronJS.Hosting.Context ctx = IronJS.Hosting.Context.Create();
// set up 'puts' function
// Action<object> emit = ( obj ) => { Console.WriteLine( JsTypeConverter.ToString( obj ) ); };
var emit =
IronJS.Api.HostFunction.create <Action <IronJS.Box> >(ctx.Environment, (obj) => { Console.WriteLine(IronJS.Api.TypeConverter.toString(obj)); });
ctx.PutGlobal("puts", emit);
// Forms the `net" namespace
net netObj = new net(ctx.Environment);
ctx.PutGlobal("net", netObj);
// Forms the `http" namespace
/*
* http httpObj = new http( ctx.Environment );
* ctx.PutGlobal( "http", httpObj );
*/
ctx.ExecuteFile(in_filename);
}
public void ReadJsFile(string in_filename)
{
var context = Context.Create();
var astBuilder = new AstGenerator();
var etGenerator = new EtGenerator();
var astNodes = astBuilder.Build(in_filename, Encoding.UTF8);
Action <Scope> compiled = etGenerator.Build(astNodes, context);
var globals = Scope.CreateGlobal(context);
context.SetupGlobals(globals);
// set up 'puts' function
Action <object> emit = (obj) => { Console.WriteLine(JsTypeConverter.ToString(obj)); };
globals.Global("puts", emit);
// Forms the `net" namespace
net netObj = new net(context);
globals.Global("net", netObj);
compiled(globals);
}
// Generating method code for callFunction
public virtual object CallFunction(NHtmlUnit.Html.HtmlPage htmlPage, net.sourceforge.htmlunit.corejs.javascript.Function function, net.sourceforge.htmlunit.corejs.javascript.Scriptable scope, net.sourceforge.htmlunit.corejs.javascript.Scriptable thisObject, System.Object[] args)
{
return WObj.callFunction((com.gargoylesoftware.htmlunit.html.HtmlPage)htmlPage.WrappedObject, function, scope, thisObject, args);
}
// Generating method code for jsConstructor
public virtual void JsConstructor(string type, net.sourceforge.htmlunit.corejs.javascript.ScriptableObject details)
{
WObj.jsConstructor(type, details);
}
public screenshotDetector()
{
InitializeComponent();
System.Diagnostics.Debug.Write(File.Exists("../../../../eu4ScreenshotDetector.net"));
eu4detector = new net("../../../../eu4ScreenshotDetector.net");
}
// Generating method code for compile
public virtual net.sourceforge.htmlunit.corejs.javascript.Script Compile(NHtmlUnit.InteractivePage owningPage, net.sourceforge.htmlunit.corejs.javascript.Scriptable scope, string sourceCode, string sourceName, int startLine)
{
return WObj.compile((com.gargoylesoftware.htmlunit.InteractivePage)owningPage.WrappedObject, scope, sourceCode, sourceName, startLine);
}
// Generating method code for call
public virtual object Call(net.sourceforge.htmlunit.corejs.javascript.Context cx, net.sourceforge.htmlunit.corejs.javascript.Scriptable scope, net.sourceforge.htmlunit.corejs.javascript.Scriptable thisObj, System.Object[] args)
{
var arg = WObj.call(cx, scope, thisObj, args);
return ObjectWrapper.CreateWrapper<object>(arg);
}
// Generating method code for detachEvent
public virtual void DetachEvent(string type, net.sourceforge.htmlunit.corejs.javascript.Function listener)
{
WObj.detachEvent(type, listener);
}
// Generating method code for removeEventListener
public virtual void RemoveEventListener(string type, net.sourceforge.htmlunit.corejs.javascript.Function listener, bool useCapture)
{
WObj.removeEventListener(type, listener, useCapture);
}
// Generating method code for setOnreadystatechange
public virtual void SetOnreadystatechange(net.sourceforge.htmlunit.corejs.javascript.Function stateChangeHandler)
{
WObj.setOnreadystatechange(stateChangeHandler);
}
// Generating method code for getCurrentPosition
public virtual void GetCurrentPosition(net.sourceforge.htmlunit.corejs.javascript.Function successCallback, object errorCallback, object options)
{
WObj.getCurrentPosition(successCallback, errorCallback, options);
}
// Generating method code for watchPosition
public virtual int WatchPosition(net.sourceforge.htmlunit.corejs.javascript.Function successCallback, object errorCallback, object options)
{
return WObj.watchPosition(successCallback, errorCallback, options);
}
public FrmObjectsWithoutDescription(net.datacowboy.SqlServerDatabaseDocumentationGenerator.Model.Database database)
{
InitializeComponent();
this.database = database;
}
// Generating method code for setEventHandler
public virtual void SetEventHandler(string eventName, net.sourceforge.htmlunit.corejs.javascript.Function eventHandler)
{
WObj.setEventHandler(eventName, eventHandler);
}
/// <summary>
/// Check the type of signature and use the publicKeyDer to verify the
/// signedBlob using the appropriate signature algorithm.
/// </summary>
///
/// <param name="signature"></param>
/// <param name="signedBlob">the SignedBlob with the signed portion to verify.</param>
/// <param name="publicKeyDer"></param>
/// <returns>True if the signature is verified, false if failed.</returns>
/// <exception cref="System.Security.SecurityException">if the signature type is not recognized or ifpublicKeyDer can't be decoded.</exception>
protected internal static bool verifySignature(
net.named_data.jndn.Signature signature, SignedBlob signedBlob,
Blob publicKeyDer)
{
if (signature is Sha256WithRsaSignature) {
if (publicKeyDer.isNull())
return false;
return verifySha256WithRsaSignature(signature.getSignature(),
signedBlob, publicKeyDer);
} else if (signature is Sha256WithEcdsaSignature) {
if (publicKeyDer.isNull())
return false;
return verifySha256WithEcdsaSignature(signature.getSignature(),
signedBlob, publicKeyDer);
} else if (signature is DigestSha256Signature)
return verifyDigestSha256Signature(signature.getSignature(),
signedBlob);
else
// We don't expect this to happen.
throw new SecurityException(
"PolicyManager.verify: Signature type is unknown");
}
public static string DotNetFramework(in string version = "4.7.2") => Concat(net, version.Replace(dot, Empty));
// Generating method code for startDownload
public virtual void StartDownload(string uri, net.sourceforge.htmlunit.corejs.javascript.Function callback)
{
WObj.startDownload(uri, callback);
}
public StaticNodeList(java.util.List elements, net.sourceforge.htmlunit.corejs.javascript.ScriptableObject parentScope)
: this(new com.gargoylesoftware.htmlunit.javascript.host.StaticNodeList(elements, parentScope))
{
}
///<summary>
///Train a neural network on a bunch of images to distinguish between two categories of images
///(currently EU4 screenshots versus everything else, as that's what I had images of available)
///with a random selection of images as testing images. The network doesn't train with these, and so
///they provide a good measure of the accuracy of the network
///</summary>
public void pictureNetTrain()
{
int testCountPerCat = 30;
Random rnd = new Random();
//Grab all the good (output = 1) and bad (output = 0) images and put them in a list in random order
List <string> goodFilesIn = System.IO.Directory.GetFiles(goodDirectory).ToList();
List <string> goodFiles = new List <string>(goodFilesIn.OrderBy(x => rnd.Next()).ToArray());
//The last testCountPerCat images in the goodFiles list will be used as test images; not trained against
int goodFileCount = goodFiles.Count() - testCountPerCat;
List <string> goodFilesTrain = goodFiles.GetRange(0, goodFileCount);
List <string> goodFilesTest = goodFiles.GetRange(goodFileCount, testCountPerCat);
List <string> badFilesIn = System.IO.Directory.GetFiles(badDirectory).ToList();
List <string> badFiles = new List <string>(badFilesIn.OrderBy(x => rnd.Next()).ToArray());
//same idea as for good files
int badFileCount = badFiles.Count() - testCountPerCat;
List <string> badFilesTrain = badFiles.GetRange(0, badFileCount);
List <string> badFilesTest = badFiles.GetRange(badFileCount, testCountPerCat);
//Make a list of the inputs and outputs, excluding the testing images
List <Vector <double> > inputs = new List <Vector <double> >();
List <Vector <double> > outputs = new List <Vector <double> >();
for (int j = 0; j < goodFileCount; j++) //only goes up to goodFileCount - therefore excludes test images
{
string file;
Vector <double> output = Vector <double> .Build.Dense(1);
file = goodFiles[j];
output[0] = 1;
Vector <double> input = fileToInput(file);
inputs.Add(input);
outputs.Add(output);
}
for (int j = 0; j < badFileCount; j++)
{
string file;
Vector <double> output = Vector <double> .Build.Dense(1);
file = badFiles[j];
output[0] = 0;
Vector <double> input = fileToInput(file);
inputs.Add(input);
outputs.Add(output);
}
//a list of locations in the input/output lists, will be randomized to draw from to train
int[] intRange = Enumerable.Range(0, goodFileCount + badFileCount).ToArray();
//Load in an old net or create a new one
net net;
if (loadNet)
{
net = new net(loadLoc);
}
else
{
net = new net(4 * pictureWidth * pictureHeight, 1, 2, 30);
}
//We'll only save the net to file when it's error on the test images decreases
double priorError = 1;
int trainNum = 0;
//Until the user closes the training thing
while (true)
{
//randomly grab 10 inputs and their corresponding outputs
int[] imageID = intRange.OrderBy(x => rnd.Next()).ToArray();
List <Vector <double> > inputsForRound = new List <Vector <double> >();
List <Vector <double> > outputsForRound = new List <Vector <double> >();
for (int j = 0; j < 10; j++)
{
inputsForRound.Add(inputs[imageID[j]]);
outputsForRound.Add(outputs[imageID[j]]);
}
//train the net with the selected inputs and outputs
net.train(inputsForRound, outputsForRound, 1);
//every once in a while, check how we're doing, record it on the graph, and save if we're improving
if (trainNum % 100 == 0)
{
double error = trainingError(net, goodFilesTest, badFilesTest);
addPoint(trainNum, error, 1);
addPoint(trainNum, net.error(inputsForRound, outputsForRound), 0);
if (error < priorError)
{
priorError = error;
net.serialize(saveLoc);
}
System.Diagnostics.Debug.WriteLine(error);
}
trainNum++;
}
}
// Generating method code for attachEvent
public virtual bool AttachEvent(string type, net.sourceforge.htmlunit.corejs.javascript.Function listener)
{
return WObj.attachEvent(type, listener);
}
// Generating method code for call
public virtual object Call(net.sourceforge.htmlunit.corejs.javascript.Context cx, net.sourceforge.htmlunit.corejs.javascript.Scriptable scope, net.sourceforge.htmlunit.corejs.javascript.Scriptable thisObj, System.Object[] args)
{
return WObj.call(cx, scope, thisObj, args);
}
// Generating method code for construct
public virtual net.sourceforge.htmlunit.corejs.javascript.Scriptable Construct(net.sourceforge.htmlunit.corejs.javascript.Context cx, net.sourceforge.htmlunit.corejs.javascript.Scriptable scope, System.Object[] args)
{
return WObj.construct(cx, scope, args);
}
// Generating method code for execute
public virtual object Execute(NHtmlUnit.Html.HtmlPage htmlPage, net.sourceforge.htmlunit.corejs.javascript.Script script)
{
return WObj.execute((com.gargoylesoftware.htmlunit.html.HtmlPage)htmlPage.WrappedObject, script);
}
// Generating method code for set
public virtual void Set(net.sourceforge.htmlunit.corejs.javascript.ScriptableObject sourceArray, int offset)
{
WObj.set(sourceArray, offset);
}
// Generating method code for callFunction
public virtual object CallFunction(NHtmlUnit.Html.HtmlPage htmlPage, net.sourceforge.htmlunit.corejs.javascript.Function javaScriptFunction, net.sourceforge.htmlunit.corejs.javascript.Scriptable thisObject, System.Object[] args, NHtmlUnit.Html.DomNode htmlElement)
{
return WObj.callFunction((com.gargoylesoftware.htmlunit.html.HtmlPage)htmlPage.WrappedObject, javaScriptFunction, thisObject, args, (com.gargoylesoftware.htmlunit.html.DomNode)htmlElement.WrappedObject);
}
// Generating method code for executeJavaScriptFunctionIfPossible
public virtual NHtmlUnit.ScriptResult ExecuteJavaScriptFunctionIfPossible(net.sourceforge.htmlunit.corejs.javascript.Function function, net.sourceforge.htmlunit.corejs.javascript.Scriptable thisObject, System.Object[] args, NHtmlUnit.Html.DomNode htmlElementScope)
{
return ObjectWrapper.CreateWrapper<NHtmlUnit.ScriptResult>(WObj.executeJavaScriptFunctionIfPossible(function, thisObject, args, (com.gargoylesoftware.htmlunit.html.DomNode)htmlElementScope.WrappedObject));
}
// Generating method code for execute
public virtual object Execute(NHtmlUnit.InteractivePage page, net.sourceforge.htmlunit.corejs.javascript.Scriptable scope, net.sourceforge.htmlunit.corejs.javascript.Script script)
{
var arg = WObj.execute((com.gargoylesoftware.htmlunit.InteractivePage)page.WrappedObject, scope, script);
return ObjectWrapper.CreateWrapper<object>(arg);
}
public net.sf.saxon.om.SequenceIterator resolve(string href, string baseStr, net.sf.saxon.expr.XPathContext context) {
try {
List<Uri> docs;
if (href == null) {
docs = (List<Uri>)collections[new Uri("http://www.saxonica.com/defaultCollection")];
} else {
XmlUrlResolver res = new XmlUrlResolver();
Uri abs= res.ResolveUri(new Uri(baseStr), href);
docs = (List<Uri>)collections[abs];
}
if (docs == null) {
return net.sf.saxon.tree.iter.EmptyIterator.getInstance();
} else {
java.util.List list = new java.util.ArrayList();
foreach(Uri uri in docs){
list.add(new net.sf.saxon.value.AnyURIValue(uri.ToString()));
}
return new net.sf.saxon.tree.iter.ListIterator(list);
}
} catch (java.net.URISyntaxException e) {
Console.WriteLine("** Invalid Uri: " + e.Message);
return net.sf.saxon.tree.iter.EmptyIterator.getInstance();
}
}
public Namespace(net.sourceforge.htmlunit.corejs.javascript.ScriptableObject parentScope, string name, string urn)
: this(new com.gargoylesoftware.htmlunit.javascript.host.Namespace(parentScope, name, urn))
{
}