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我想利用机器学习对用户的意图进行建模,并可能自动执行常用任务。为此,我希望能够访问有关用户操作和机器状态的信息。为此,我目前的想法是访问 Windows 消息流可能是前进的方向。

我希望获得尽可能多的信息,将信息过滤到我想留给机器学习工具的相关信息。

这将如何实现?(最好在 C# 中)。

请假设我知道如何管理和使用大量涌入的数据。

任何帮助将不胜感激。

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1 回答 1

17

您可以使用SetWindowsHookEx设置低级挂钩以捕获(特定)窗口消息。具体来说,这些钩子 ID 可能对监控很有趣:

WH_CALLWNDPROC(4) 在系统将消息发送到目标窗口过程之前,安装一个挂钩过程来监视消息。有关详细信息,请参阅 CallWndProc 挂钩过程。

WH_CALLWNDPROCRET(12) 安装一个钩子过程,在消息被目标窗口过程处理后监视它们。有关详细信息,请参阅 CallWndRetProc 挂钩过程。

自从我实现它已经有一段时间了,但作为一个例子,我已经发布了我用来挂钩特定消息的基类。(例如,我在全局鼠标滚轮捕获器中使用了它,以确保我的 winforms 应用程序的行为与 Internet Explorer 相同:滚动光标下方的控件,而不是活动控件)。

using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Runtime.InteropServices;
using Subro.Win32;

namespace Subro
{
    /// <summary>
    /// Base class to relatively safely register global windows hooks
    /// </summary>
    public abstract class GlobalHookTrapper : FinalizerBase
    {
        [DllImport("user32", EntryPoint = "SetWindowsHookExA")]
        static extern IntPtr SetWindowsHookEx(int idHook, Delegate lpfn, IntPtr hmod, IntPtr dwThreadId);

        [DllImport("user32", EntryPoint = "UnhookWindowsHookEx")]
        private static extern int UnhookWindowsHookEx(IntPtr hHook);

        [DllImport("user32", EntryPoint = "CallNextHookEx")]
        static extern int CallNextHook(IntPtr hHook, int ncode, IntPtr wParam, IntPtr lParam);

        [DllImport("kernel32.dll")]
        static extern IntPtr GetCurrentThreadId();

        IntPtr hook;
        public readonly int HookId;
        public readonly GlobalHookTypes HookType;

        public GlobalHookTrapper(GlobalHookTypes Type):this(Type,false)
        {
        }

        public GlobalHookTrapper(GlobalHookTypes Type, bool OnThread)
        {
            this.HookType = Type;
            this.HookId = (int)Type;
            del = ProcessMessage;
            if (OnThread)
                hook = SetWindowsHookEx(HookId, del, IntPtr.Zero, GetCurrentThreadId());
            else
            {
                var hmod = IntPtr.Zero; // Marshal.GetHINSTANCE(GetType().Module);
                hook = SetWindowsHookEx(HookId, del, hmod, IntPtr.Zero);
            }

            if (hook == IntPtr.Zero)
            {
                int err = Marshal.GetLastWin32Error();
                if (err != 0)
                    OnHookFailed(err);
            }
        }

        protected virtual void OnHookFailed(int Error)
        {
            throw Win32Functions.TranslateError(Error);
        }

        private const int HC_ACTION = 0;

        [MarshalAs(UnmanagedType.FunctionPtr)]
        private MessageDelegate del;

        private delegate int MessageDelegate(int code, IntPtr wparam, IntPtr lparam);

        private int ProcessMessage(int hookcode, IntPtr wparam, IntPtr lparam)
        {
            if (HC_ACTION == hookcode)
            {
                try
                {
                    if (Handle(wparam, lparam)) return 1;
                }
                catch { }
            }
            return CallNextHook(hook, hookcode, wparam, lparam);
        }

        protected abstract bool Handle(IntPtr wparam, IntPtr lparam);



        protected override sealed void OnDispose()
        {
            UnhookWindowsHookEx(hook);
            AfterDispose();
        }

        protected virtual void AfterDispose()
        {
        }

    }

    public enum GlobalHookTypes
    {
        BeforeWindow = 4, //WH_CALLWNDPROC 
        AfterWindow = 12, //WH_CALLWNDPROCRET 
        KeyBoard = 2, //WH_KEYBOARD
        KeyBoard_Global = 13,  //WH_KEYBOARD_LL
        Mouse = 7, //WH_MOUSE
        Mouse_Global = 14, //WH_MOUSE_LL
        JournalRecord = 0, //WH_JOURNALRECORD
        JournalPlayback = 1, //WH_JOURNALPLAYBACK
        ForeGroundIdle = 11, //WH_FOREGROUNDIDLE
        SystemMessages = 6, //WH_SYSMSGFILTER
        MessageQueue = 3, //WH_GETMESSAGE
        ComputerBasedTraining = 5, //WH_CBT 
        Hardware = 8, //WH_HARDWARE 
        Debug = 9, //WH_DEBUG 
        Shell = 10, //WH_SHELL
    }

    public abstract class FinalizerBase : IDisposable
    {
        protected readonly AppDomain domain;
        public FinalizerBase()
        {
            System.Windows.Forms.Application.ApplicationExit += new EventHandler(Application_ApplicationExit);
            domain = AppDomain.CurrentDomain;
            domain.ProcessExit += new EventHandler(CurrentDomain_ProcessExit);
            domain.DomainUnload += new EventHandler(domain_DomainUnload);            
        }

        private bool disposed;
        public bool IsDisposed{get{return disposed;}}
        public void Dispose()
        {
            if (!disposed)
            {
                GC.SuppressFinalize(this);
                if (domain != null)
                {
                    domain.ProcessExit -= new EventHandler(CurrentDomain_ProcessExit);
                    domain.DomainUnload -= new EventHandler(domain_DomainUnload);
                    System.Windows.Forms.Application.ApplicationExit -= new EventHandler(Application_ApplicationExit);
                }
                disposed = true;
                OnDispose();
            }
        }

        void Application_ApplicationExit(object sender, EventArgs e)
        {
            Dispose();
        }

        void domain_DomainUnload(object sender, EventArgs e)
        {
            Dispose();
        }

        void CurrentDomain_ProcessExit(object sender, EventArgs e)
        {
            Dispose();
        }

        protected abstract void OnDispose();
                /// Destructor
        ~FinalizerBase()
        {
            Dispose();
        }
    }


}
于 2012-07-06T12:13:22.887 回答