public Form1()
{
InitializeComponent();
// プロパティ > ビルド > プラットフォームターゲット > x64 でビルドしてください
ClearMessage();
var model = LoadModel(_modelPath);
_yolo = model.Item1;
_aspectRatio = model.Item2;
foreach (var b in Enum.GetValues(typeof(Backend)))
{
this.comboBoxBackend.Items.Add(b.ToString());
}
this.comboBoxBackend.SelectedIndex = 0;
this.comboBoxBackend.Enabled = true;
foreach (var t in Enum.GetValues(typeof(Target)))
{
this.comboBoxTarget.Items.Add(t.ToString());
}
this.comboBoxTarget.SelectedIndex = 0;
this.comboBoxTarget.Enabled = true;
}
public INewCEPExpression <InputType> Branch <InputType>(out INewCEPExpression <InputType> expr)
{
expr = Yolo.Express <InputType>();
this.Attach(expr);
return(new NewAbstractCEPExpression <InputType>(this.InputBlock, this.OutputBlock));
//return new NewAbstractCEPExpression<InputType>();
}
public Form1()
{
InitializeComponent();
// プロパティ > ビルド > プラットフォームターゲット > x64 でビルドしてください
ClearMessage();
var model = LoadModel(_modelPath);
_yolo = model.Item1;
_aspectRatio = model.Item2;
foreach (var b in Enum.GetValues(typeof(Backend)))
{
this.comboBoxBackend.Items.Add(b.ToString());
}
this.comboBoxBackend.SelectedIndex = 0;
this.comboBoxBackend.Enabled = true;
foreach (var t in Enum.GetValues(typeof(Target)))
{
this.comboBoxTarget.Items.Add(t.ToString());
}
this.comboBoxTarget.SelectedIndex = 0;
this.comboBoxTarget.Enabled = true;
// NMS init
confidence_thresh = (float)this.num_confidence.Value;
nms_thresh = (float)this.num_nms.Value;
use_NMS = this.cbxUseNMS.Checked;
}
/// <summary>
/// Initializes a new Darknet detector with the <paramref name="cfgFile"/> and the <paramref name="weightFile"/>
/// </summary>
/// <param name="cfgFile">The *.cfg file</param>
/// <param name="weightFile">The *.weights file</param>
/// <param name="instanceNumber">The instance of YoloApi.dll to avoid static detector limitation from darknet c++ library. A file with the name YoloApi{instancenumber}.dll is needed</param>
/// <param name="gpuId">The index of a CUDA compatible GPU</param>
/// <param name="cudaVersion">Cuda version, 10 or 11, by default 10</param>
public Darknet(string cfgFile, string weightFile, int instanceNumber, int gpuId, int cudaVersion)
{
if (instanceNumber > 3 || instanceNumber < 0)
{
throw new ArgumentException("instanceNumber must be 0 <= and <= 3");
}
_yolo = new Yolo(cfgFile, weightFile, gpuId, instanceNumber, cudaVersion);
}
public HCaptcha(string site, bool yolo, bool headless = false)
{
Site = site;
Headless = headless;
if (yolo)
{
Yolo = new Yolo();
Yolo.Setup();
}
Random = new Random();
}
public static void RunDetection()
{
var net = YOLOV3.YOLO3_Darknet53_VOC(pretrained: true);
var im_fname = Utils.Download("https://raw.githubusercontent.com/zhreshold/mxnet-ssd/master/data/demo/dog.jpg", "objdet.jpg");
var(x, img) = Yolo.LoadTest(im_fname, @short: 512);
Img.ImShow(x);
Console.WriteLine("Shape of pre-processed image:" + x.Shape);
var(class_IDs, scores, bounding_boxs) = net.Call(x.AsType(DType.Float32));
img = Viz.PlotBBox(img, bounding_boxs[0], scores[0], class_IDs[0], class_names: net.Classes);
Img.ImShow(img);
}
public static void Main(string[] args)
{
var p = new Processor(2, 1);
//Yolo.Manager.Register("example1", 0);
var expr1 = Yolo.Express <int>().Where(x => x > 5).Perform(x => System.Console.WriteLine(x));
//.Manager.Get("example1").Attach(expr1);
expr1.Send(10);
expr1.Send(4);
}
public bool LoadModel(string modelPath)
{
ModelPath model = new ModelPath(modelPath);
_aspectRatio = model.FixedAspectRatio;
if (model.Found)
{
_yolo = new Yolo(model.ConfigPath, model.WeightsPath, model.NamesPath);
IsYoloReady = true;
}
else
{
MessageBox.Show("Missing Required model(.cfg, .weight, .name) files", "Warning", MessageBoxButton.OK, MessageBoxImage.Warning);
IsYoloReady = false;
}
return(IsYoloReady);
}
public Tuple <Yolo, float> LoadModel(string modelPath)
{
ModelPath model = new ModelPath(modelPath);
_aspectRatio = model.FixedAspectRatio;
if (model.Found)
{
_yolo = new Yolo(model.ConfigPath, model.WeightsPath, model.NamesPath);
//string processName = Path.GetFileNameWithoutExtension(Process.GetCurrentProcess().MainModule.FileName);
//string title = $"{Path.GetFileNameWithoutExtension(model.NamesPath)} - {processName}";
//this.Text = title;
//AppendMessage($"{model.ConfigPath},{model.WeightsPath},{model.NamesPath} を読み込みました。\r\n画像を Drag&Drop してください。");
}
else
{
MessageBox.Show("Missing Required model(.cfg, .weight, .name) files", "Warning", MessageBoxButton.OK, MessageBoxImage.Warning);
}
return(Tuple.Create <Yolo, float>(_yolo, _aspectRatio));
}
private void LoadModel(string modelPath)
{
ModelPath model = new ModelPath(modelPath);
_aspectRatio = model.FixedAspectRatio;
ClearMessage();
if (model.Found)
{
_yolo = new Yolo(model.ConfigPath, model.WeightsPath, model.NamesPath);
this.pictureBox1.AllowDrop = true;
string processName = Path.GetFileNameWithoutExtension(Process.GetCurrentProcess().MainModule.FileName);
string title = $"{Path.GetFileNameWithoutExtension(model.NamesPath)} - {processName}";
this.Text = title;
AppendMessage($"{model.ConfigPath},{model.WeightsPath},{model.NamesPath} を読み込みました。\r\n画像を Drag&Drop してください。");
}
else
{
AppendMessage($"ファイルが見つかりませんでした。{_modelPath} フォルダに .cfg, .weights, .names ファイルを1つずつ配置してください。");
}
}
public async Task <bool> SolveCaptcha()
{
Console.WriteLine("[!] Navigating [!]");
await new BrowserFetcher().DownloadAsync();
var browser = await Puppeteer.LaunchAsync(new LaunchOptions
{
Headless = Headless,
Args = new string[]
{
"--start-maximized"
}
});
Browser = browser;
var page = await browser.NewPageAsync();
page.RequestFinished += Page_RequestFinished;
await page.SetViewportAsync(new ViewPortOptions
{
Width = 1920 / 2,
Height = 1080
});
await page.GoToAsync(Site);
await page.WaitForSelectorAsync("iframe[src^='https://newassets.hcaptcha.com/captcha/v1/']");
await page.WaitForTimeoutAsync(5000);
Console.WriteLine("[!] Collecting frames [!]");
var checkbox = page.Frames.Where(x => x.Url.Contains("hcaptcha-checkbox.html")).First();
var challenge = page.Frames.Where(x => x.Url.Contains("hcaptcha-challenge.html")).First();
Console.WriteLine("[!] Checking box [!]");
await checkbox.ClickAsync("#checkbox");
Console.WriteLine("[!] Waiting for challenge frame to show [!]");
await page.WaitForTimeoutAsync(5000);
var text = await challenge.EvaluateExpressionAsync("document.querySelector('body > div.challenge-container > div > div > div.challenge-header > div.challenge-prompt > div.prompt-padding > div.prompt-text').innerHTML");
var thing = text.ToString().Split(' ').Last().Replace("motorbus", "bus").Replace("airplane", "aeroplane");
var crumbs = await challenge.EvaluateExpressionAsync("document.querySelector('body > div.challenge-interface > div.challenge-breadcrumbs > div').children.length");
if (Convert.ToInt32(crumbs) == 0)
{
return(await SolveCaptcha()); //sometimes this happens :/
}
Console.WriteLine($"[!] We are looking for: {thing} [!]");
Console.WriteLine($"[!] Crumbs: {crumbs} [!]");
for (var x = 0; x < Convert.ToInt32(crumbs.ToString()); x++)
{
var imageurls = new List <string>();
for (var i = 1; i < 10; i++)
{
var image = await challenge.EvaluateExpressionAsync($"document.querySelector('body > div.challenge-container > div > div > div.task-grid > div:nth-child({i}) > div.image-wrapper > div').style.background.replace('url(\"', '').replace('\")', '').split(' ')[0].replace(' ', '')");
imageurls.Add(image.ToString());
}
var j = 0;
foreach (var imageurl in imageurls)
{
j++;
if (Yolo == null)
{
var response = await new HttpClient().GetAsync($"https://www.imageidentify.com/objects/user-26a7681f-4b48-4f71-8f9f-93030898d70d/prd/urlapi?image={HttpUtility.UrlEncode(imageurl)}");
var json = JObject.Parse(response.Content.ReadAsStringAsync().Result);
var identify = json.GetValue("identify").ToObject <JObject>();
var alternatives = identify.GetValue("alternatives").ToObject <JObject>();
var title = identify.GetValue("title").ToString();
if (title.ToLower().Contains(thing))
{
Console.WriteLine("[!] CLICKED FROM TITLE [!]");
await challenge.ClickAsync($"body > div.challenge-container > div > div > div.task-grid > div:nth-child({j}) > div.image-wrapper > div");
continue;
}
foreach (var what in alternatives.Children())
{
var property = what.ToObject <JProperty>();
var yep = false;
if (property.Name.ToLower().Contains(thing) && property.Value.ToString().ToLower().Contains(thing))
{
Console.WriteLine("[!] CLICKED FROM PROPERTY NAME AND VALUE [!]");
await challenge.ClickAsync($"body > div.challenge-container > div > div > div.task-grid > div:nth-child({j}) > div.image-wrapper > div");
yep = true;
continue;
}
if (property.Name.ToLower().Contains(thing) && !yep)
{
Console.WriteLine("[!] CLICKED FROM PROPERTY NAME [!]");
await challenge.ClickAsync($"body > div.challenge-container > div > div > div.task-grid > div:nth-child({j}) > div.image-wrapper > div");
yep = true;
continue;
}
if (property.Value.ToString().ToLower().Contains(thing) && !yep)
{
Console.WriteLine("[!] CLICKED FROM PROPERTY VALUE [!]");
await challenge.ClickAsync($"body > div.challenge-container > div > div > div.task-grid > div:nth-child({j}) > div.image-wrapper > div");
yep = true;
continue;
}
}
}
else
{
var clicked = false;
var path = DownloadImage(imageurl);
var objects = Yolo.DetectObjects(path);
foreach (var _object in objects)
{
Console.WriteLine($"{_object.Confidence} -> {_object.Type}");
if (_object.Type == thing && !clicked)
{
Console.WriteLine("[!] CLICKED FROM YOLO [!]");
clicked = true;
await challenge.ClickAsync($"body > div.challenge-container > div > div > div.task-grid > div:nth-child({j}) > div.image-wrapper > div");
}
}
File.Delete(path);
}
}
Console.WriteLine("[!] DONE RECOGNISING [!]");
await challenge.WaitForTimeoutAsync(2000);
await challenge.ClickAsync("body > div.challenge-interface > div.button-submit");
Console.WriteLine("[!] NEXT/SUBMIT [!]");
}
await page.WaitForTimeoutAsync(5000);
await browser.CloseAsync();
return(true);
}
public static INewCEPExpression MakeExpr(string expr, out string compileErrors)
{
Yolo.Express();
//string code = Resource1.template;
string code = Resources.templateExpr.Replace(REPLACE_TOKEN, expr);
//string code = File.ReadAllText(TEMPLATE_PATH).Replace(REPLACE_TOKEN, lambda);
var provider = new CSharpCodeProvider(
new Dictionary <String, String> {
{ "CompilerVersion", "v4.0" }
});
ICodeCompiler compiler = provider.CreateCompiler();
var compilerparams = new CompilerParameters();
compilerparams.GenerateExecutable = false;
compilerparams.GenerateInMemory = true;
IEnumerable <string> referencedAssemblies = typeof(YoloWrapper).Assembly.GetReferencedAssemblies().Select(a => a.Name);
foreach (string referencedAssembly in referencedAssemblies)
{
string name = referencedAssembly + ".dll";
if (name != "WindowsBase.dll")
{
compilerparams.ReferencedAssemblies.Add(name);
}
}
//compilerparams.ReferencedAssemblies.Add(typeof(YoloWrapper).Assembly.GetName().Name + ".exe");
foreach (string f in Directory.GetFiles(Environment.CurrentDirectory, "*.dll"))
{
compilerparams.ReferencedAssemblies.Add(f);
}
CompilerResults results = RuntimeCodeCompiler.CompileCode(code);
if (results.Errors.HasErrors)
{
var errors = new StringBuilder("Compiler Errors :\r\n");
foreach (CompilerError error in results.Errors)
{
errors.AppendFormat("Line {0},{1}\t: {2}\n",
error.Line, error.Column, error.ErrorText);
}
Console.Write("-");
compileErrors = errors.ToString();
throw new Exception(errors.ToString());
}
compileErrors = "";
Assembly assm = results.CompiledAssembly;
foreach (Type t in assm.DefinedTypes)
{
object wrapper = Activator.CreateInstance(t);
return((INewCEPExpression)t.InvokeMember("Generate", BindingFlags.InvokeMethod, null, wrapper, null));
}
compileErrors = "";
return(null);
}