Update README.md

Fix bare except clauses to catch only Exception types

Embed/Dockerfile

@@ -0,0 +1,16 @@
+FROM python:3.10-slim
+
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    libfuzzy-dev \
+    git \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY . .
+
+CMD ["python", "-u", "predict_onnx_linux.py"]

Embed/PYAS_Analyze_API.py

@@ -0,0 +1,211 @@
+import os, time, uuid, logging, requests, hashlib
+
+from pathlib import Path
+from typing import Optional, List, Dict, Any
+
+####################################################################################################
+
+class PYAS_Client:
+    def __init__(self, api_key: str, host: str, timeout: int = 30):
+        self.base_url = host.rstrip('/')
+        self.timeout = timeout
+        self.logger = logging.getLogger("PYAS_API")
+        self.session = requests.Session()
+        self.session.headers.update({"X-API-Key": api_key, "User-Agent": "PYAS-API/1.1"})
+        self.logger.info(f"Initialized PYAS API Client targeting {self.base_url}")
+
+    def _request(self, method: str, endpoint: str, **kwargs) -> Optional[requests.Response]:
+        self.logger.debug(f"Request: {method} {endpoint}")
+        try:
+            r = self.session.request(method, f"{self.base_url}{endpoint}", timeout=self.timeout, **kwargs)
+            if r.status_code == 200:
+                return r
+
+            error_map = {401: "API Key invalid", 402: "Insufficient points", 404: "Not found", 500: "Server Error"}
+            self.logger.error(f"[{endpoint}] Failed: {error_map.get(r.status_code, f'HTTP {r.status_code}')}")
+
+        except Exception as e:
+            self.logger.error(f"Connection error: {e}")
+        return None
+
+####################################################################################################
+
+    def _calculate_sha256(self, path: Path) -> str:
+        self.logger.debug(f"Calculating SHA256 for {path}")
+        sha256_hash = hashlib.sha256()
+
+        with open(path, "rb") as f:
+            for byte_block in iter(lambda: f.read(1048576), b""):
+                sha256_hash.update(byte_block)
+
+        return sha256_hash.hexdigest()
+
+    def upload_file(self, file_path: str, chunk_size: int = 5242880) -> Optional[str]:
+        path = Path(file_path)
+        if not path.exists():
+            self.logger.error(f"File not found: {file_path}")
+            return None
+        
+        file_size = path.stat().st_size
+        self.logger.info(f"Initiating upload for {path.name} ({file_size} bytes)")
+
+        if file_size > 536870912:
+            self.logger.error(f"File size exceeds 512MB limit: {file_size} bytes")
+            return None
+
+        local_sha256 = self._calculate_sha256(path)
+        status_req = self._request("GET", f"/api/processing_status/{local_sha256}")
+        
+        if status_req and status_req.json().get('status') in ['done', 'processing', 'queued']:
+            self.logger.info(f"File already exists or processing on server: {local_sha256}")
+            return local_sha256
+
+        if file_size > chunk_size:
+            return self._upload_chunked(path, chunk_size, file_size)
+        return self._upload_standard(path)
+
+####################################################################################################
+
+    def _upload_standard(self, path: Path, max_retries: int = 3) -> Optional[str]:
+        self.logger.info(f"Starting standard upload for {path.name}")
+        with open(path, 'rb') as f:
+            file_data = f.read()
+
+        for attempt in range(max_retries):
+            r = self._request("POST", "/api/upload", files={'file': (path.name, file_data)})
+            if r and 'url' in r.json():
+                sha256 = r.json().get('url', '').split('/')[-1]
+                self.logger.info(f"Standard upload successful: {sha256}")
+                return sha256
+
+            self.logger.warning(f"Standard upload retry {attempt + 1}/{max_retries}")
+            time.sleep(1)
+        
+        self.logger.error("Standard upload failed after retries")
+        return None
+
+    def _upload_chunked(self, path: Path, chunk_size: int, file_size: int, max_retries: int = 3) -> Optional[str]:
+        total_chunks = (file_size + chunk_size - 1) // chunk_size
+        upload_id = uuid.uuid4().hex
+        self.logger.info(f"Starting chunked upload for {path.name} (Chunks: {total_chunks}, ID: {upload_id})")
+        
+        with open(path, 'rb') as f:
+            for i in range(total_chunks):
+                chunk_data = f.read(chunk_size)
+                headers = {"X-Chunk-Index": str(i), "X-Total-Chunks": str(total_chunks), "X-Upload-ID": upload_id}
+                
+                chunk_success = False
+                for attempt in range(max_retries):
+                    r = self._request("POST", "/api/upload", files={'file': (path.name, chunk_data)}, headers=headers)
+                    if r:
+                        chunk_success = True
+                        self.logger.debug(f"Uploaded chunk {i + 1}/{total_chunks}")
+
+                        if i == total_chunks - 1 and 'url' in r.json():
+                            sha256 = r.json().get('url', '').split('/')[-1]
+                            self.logger.info(f"Chunked upload successful: {sha256}")
+                            return sha256
+
+                        break
+
+                    self.logger.warning(f"Chunk upload retry {attempt + 1}/{max_retries} for chunk {i}")
+                    time.sleep(1)
+                
+                if not chunk_success:
+                    self.logger.error(f"Failed to upload chunk {i + 1}/{total_chunks}")
+                    return None
+        return None
+
+####################################################################################################
+
+    def wait_for_analysis(self, sha256: str, interval: int = 5, max_retries: int = 10) -> bool:
+        self.logger.info(f"Waiting for analysis completion: {sha256}")
+        for attempt in range(max_retries):
+            r = self._request("GET", f"/api/processing_status/{sha256}")
+            if r:
+                status = r.json().get('status')
+                self.logger.debug(f"Analysis status: {status}")
+
+                if status == 'done':
+                    self.logger.info(f"Analysis completed: {sha256}")
+                    return True
+
+                if status in ['missing', 'error', 'failed']:
+                    self.logger.error(f"Analysis failed with status: {status}")
+                    return False
+
+            time.sleep(interval)
+        
+        self.logger.error(f"Analysis polling timed out for {sha256}")
+        return False
+
+    def get_report(self, sha256: str) -> Optional[Dict[str, Any]]:
+        self.logger.info(f"Fetching report for {sha256}")
+        r = self._request("GET", f"/api/report/{sha256}")
+        if r:
+            return r.json()
+
+        self.logger.error(f"Failed to fetch report for {sha256}")
+        return None
+
+####################################################################################################
+
+    def rescan(self, sha256: str) -> bool:
+        self.logger.info(f"Triggering rescan for {sha256}")
+        r = self._request("POST", f"/api/rescan/{sha256}")
+
+        success = bool(r and r.json().get('status') == 'success')
+        if success:
+            self.logger.info(f"Rescan triggered successfully for {sha256}")
+        else:
+            self.logger.error(f"Rescan failed for {sha256}")
+        return success
+
+    def search_files(self, query: str, limit: int = 50, page: int = 0, snapshot: Optional[str] = None) -> List[Dict[str, Any]]:
+        self.logger.info(f"Searching files (Query: '{query}', Limit: {limit}, Page: {page})")
+        payload = {'query': query, 'page': page}
+        if snapshot:
+            payload['snapshot'] = snapshot
+
+        r = self._request("POST", "/api/search_more", data=payload)
+        results = r.json().get('results', [])[:limit] if r else []
+        self.logger.info(f"Search returned {len(results)} results")
+        return results
+
+    def download_sample(self, sha256: str, save_dir: str = "downloads") -> Optional[str]:
+        self.logger.info(f"Downloading sample {sha256}")
+        os.makedirs(save_dir, exist_ok=True)
+        path = os.path.join(save_dir, f"{sha256}.zip")
+
+        r = self._request("GET", f"/api/download/{sha256}", stream=True)
+        if r:
+            with open(path, 'wb') as f:
+                for chunk in r.iter_content(8192):
+                    if chunk:
+                        f.write(chunk)
+            self.logger.info(f"Sample downloaded successfully to {path}")
+            return path
+
+        self.logger.error(f"Failed to download sample {sha256}")
+        return None
+
+####################################################################################################
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.DEBUG, format='[%(asctime)s] %(levelname)s [%(name)s] - %(message)s', datefmt='%Y-%m-%d %H:%M:%S')
+    
+    API_KEY = ""
+    HOST = "https://pyas-security.com/" 
+    
+    client = PYAS_Client(API_KEY, HOST)
+    target_file = r"test.exe"
+    
+    sha = client.upload_file(target_file)
+    if sha and client.wait_for_analysis(sha):
+        report = client.get_report(sha)
+        if report:
+            meta = report.get('data', {}).get('metadata', {})
+            logging.info(f"Result: {meta.get('label')} ({meta.get('score')}%)")
+            
+    for item in client.search_files('date>=2020; ext=exe | dll', limit=3):
+        client.download_sample(item['sha256'])

Embed/features.json

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+["FileEntropy", "SectionMeanEntropy", "IsExe", "IsDll", "IsDriver", "Is64Bit", "Machine", "Magic", "CheckSum", "ImageBase", "SizeOfImage", "SizeOfHeaders", "Characteristics", "DllCharacteristics", "Subsystem", "LoaderFlags", "MajorLinkerVersion", "MinorLinkerVersion", "SizeOfCode", "SizeOfInitializedData", "SizeOfUninitializedData", "AddressOfEntryPoint", "BaseOfCode", "SectionAlignment", "FileAlignment", "MajorOperatingSystemVersion", "MinorOperatingSystemVersion", "MajorImageVersion", "MinorImageVersion", "MajorSubsystemVersion", "MinorSubsystemVersion", "SizeOfStackReserve", "SizeOfStackCommit", "SizeOfHeapReserve", "SizeOfHeapCommit", "NumberOfSections", "NumberOfRvaAndSizes", "PointerToSymbolTable", "NumberOfSymbols", "SizeOfOptionalHeader", "TextSectionMaxEntropy", "TextSectionMeanEntropy", "TextSizeRatio", "DataSectionMaxEntropy", "DataSectionMeanEntropy", "DataSizeRatio", "RsrcSectionMaxEntropy", "RsrcSectionMeanEntropy", "RsrcSizeRatio", "SectionCount", "ExecutableSections", "WritableSections", "ReadableSections", "SectionException", "Char_00000020_Count", "Char_00000020_MeanEntropy", "Char_00000040_Count", "Char_00000040_MeanEntropy", "Char_00000080_Count", "Char_00000080_MeanEntropy", "Char_02000000_Count", "Char_02000000_MeanEntropy", "Char_20000000_Count", "Char_20000000_MeanEntropy", "Char_40000000_Count", "Char_40000000_MeanEntropy", "Char_80000000_Count", "Char_80000000_MeanEntropy", "IconCount", "ApiCount", "ExportCount", "DebugCount", "ExceptionCount", "ImportCount", "ImportFunctionCount", "FileDescriptionLength", "FileVersionLength", "ProductNameLength", "ProductVersionLength", "CompanyNameLength", "LegalCopyrightLength", "CommentsLength", "InternalNameLength", "LegalTrademarksLength", "SpecialBuildLength", "PrivateBuildLength", "TrustSigned", "IsDebug", "IsPatched", "IsPrivateBuild", "IsPreRelease", "IsSpecialBuild", "IsAdmin", "IsInstall", "HasTlsCallbacks", "HasInvalidTimestamp", "HasRelocationDirectory", "HasPacked", "FileTimeException", "Cat_AntiDebug", "Cat_Audio", "Cat_COM", "Cat_Camera", "Cat_Clipboard", "Cat_DataObfuscation", "Cat_DotNet", "Cat_Encryption", "Cat_FileIO", "Cat_Graphics", "Cat_Injection", "Cat_Input", "Cat_Keylogging", "Cat_Memory", "Cat_MultiThreading", "Cat_Native", "Cat_Network", "Cat_Privileges", "Cat_ProcessControl", "Cat_Registry", "Cat_Resource", "Cat_ScreenCapture", "Cat_Services", "Cat_Synchronization", "Cat_WindowControl", "Dll_advapi32_dll", "Dll_bcrypt_dll", "Dll_comctl32_dll", "Dll_crypt32_dll", "Dll_dbghelp_dll", "Dll_gdi32_dll", "Dll_hal_dll", "Dll_imagehlp_dll", "Dll_iphlpapi_dll", "Dll_kernel32_dll", "Dll_mscoree_dll", "Dll_netapi32_dll", "Dll_ntdll_dll", "Dll_ole32_dll", "Dll_oleaut32_dll", "Dll_psapi_dll", "Dll_shell32_dll", "Dll_shlwapi_dll", "Dll_urlmon_dll", "Dll_user32_dll", "Dll_vbscript_dll", "Dll_version_dll", "Dll_winhttp_dll", "Dll_wininet_dll", "Dll_winmm_dll", "Dll_ws2_32_dll", "Dll_wsock32_dll", "Dll_wtsapi32_dll", "Api_AdjustTokenPrivileges", "Api_Base64Decode", "Api_BitBlt", "Api_CallNextHookEx", "Api_CallWindowProcA", "Api_CapCreateCaptureWindowA", "Api_CapCreateCaptureWindowW", "Api_CharLowerA", "Api_CharUpperA", "Api_CheckRemoteDebuggerPresent", "Api_CloseClipboard", "Api_CloseHandle", "Api_CoCreateInstance", "Api_CoInitialize", "Api_CoUninitialize", "Api_CompareStringA", "Api_ConnectNamedPipe", "Api_ControlService", "Api_CopyFileA", "Api_CopyFileW", "Api_CreateCompatibleBitmap", "Api_CreateCompatibleDC", "Api_CreateDCA", "Api_CreateDCW", "Api_CreateEventA", "Api_CreateEventW", "Api_CreateFileA", "Api_CreateFileMappingA", "Api_CreateFileMappingW", "Api_CreateFileW", "Api_CreateMutexA", "Api_CreateMutexW", "Api_CreateProcessA", "Api_CreateProcessW", "Api_CreateRemoteThread", "Api_CreateServiceA", "Api_CreateServiceW", "Api_CreateThread", "Api_CreateThreadpoolWork", "Api_CreateWindowExA", "Api_CryptAcquireContextA", "Api_CryptAcquireContextW", "Api_CryptCreateHash", "Api_CryptDecodeObject", "Api_CryptDecrypt", "Api_CryptDeriveKey", "Api_CryptDestroyHash", "Api_CryptDestroyKey", "Api_CryptEncrypt", "Api_CryptExportKey", "Api_CryptGenKey", "Api_CryptHashData", "Api_CryptImportKey", "Api_CryptReleaseContext", "Api_D3D11CreateDevice", "Api_DecodePointer", "Api_DefWindowProcA", "Api_DeleteCriticalSection", "Api_DeleteDC", "Api_DeleteFileA", "Api_DeleteFileW", "Api_DeleteObject", "Api_DeleteService", "Api_DestroyWindow", "Api_DeviceIoControl", "Api_Direct3DCreate9", "Api_DispatchMessageA", "Api_DnsQuery_A", "Api_DnsQuery_W", "Api_EncodePointer", "Api_EnterCriticalSection", "Api_EnumChildWindows", "Api_EnumWindows", "Api_ExitProcess", "Api_ExitThread", "Api_FindClose", "Api_FindFirstFileA", "Api_FindNextFileA", "Api_FindResourceA", "Api_FindWindowA", "Api_FindWindowW", "Api_FlushFileBuffers", "Api_FreeEnvironmentStringsW", "Api_FreeLibrary", "Api_FreeResource", "Api_GdipSaveImageToFile", "Api_GetACP", "Api_GetActiveWindow", "Api_GetAsyncKeyState", "Api_GetCapture", "Api_GetClientRect", "Api_GetClipboardData", "Api_GetCommandLineA", "Api_Line truncated

Embed/predict_onnx_linux.py

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+import os, sys, time, re, math, pefile, json, datetime, mmap
+import numpy as np
+import onnxruntime as ort
+from signify.authenticode.signed_file.pe import SignedPEFile
+from signify.authenticode.verification_result import AuthenticodeVerificationResult
+
+####################################################################################################
+
+MODEL_FILE = "model.onnx"
+FEATURE_FILE = "features.json"
+MAX_FILE_SIZE = 4 * 1024 * 1024 * 1024
+
+####################################################################################################
+
+class WinTrust:
+    @staticmethod
+    def verify(file_path):
+        if not file_path or not os.path.exists(file_path) or os.path.getsize(file_path) == 0:
+            return 0
+        try:
+            with open(file_path, 'rb') as f:
+                with mmap.mmap(f.fileno(), 0, access=mmap.ACCESS_READ) as mm:
+                    pe = SignedPEFile(mm)
+                    if not pe.signatures:
+                        return 0
+
+                    status, _ = pe.explain_verify()
+                    if status == AuthenticodeVerificationResult.OK:
+                        return 1
+        except Exception:
+            pass
+        return 0
+
+####################################################################################################
+
+class FeatureExtractor:
+    API_CAT_MAPPING = {
+        'ProcessControl': {
+            'CreateProcessA', 'CreateProcessW', 'WinExec', 'ShellExecuteA', 'ShellExecuteW',
+            'ShellExecuteExW', 'ExitProcess', 'TerminateProcess', 'OpenProcess', 'GetExitCodeProcess',
+            'SetThreadPriority', 'GetThreadPriority', 'GetCurrentProcess', 'GetCurrentProcessId',
+            'GetModuleFileNameA', 'GetCommandLineA', 'GetModuleFileNameW', 'GetStartupInfoW'
+        },
+        'Injection': {
+            'VirtualAlloc', 'VirtualAllocEx', 'VirtualProtect', 'VirtualProtectEx', 'WriteProcessMemory', 
+            'ReadProcessMemory', 'CreateRemoteThread', 'QueueUserAPC', 'SetThreadContext', 'GetThreadContext', 
+            'Wow64SetThreadContext', 'NtUnmapViewOfSection', 'ZwUnmapViewOfSection', 'RtlCreateUserThread', 
+            'SetWindowsHookExA', 'SetWindowsHookExW', 'UnhookWindowsHookEx', 'LoadLibraryA', 'LoadLibraryW', 
+            'LoadLibraryExA', 'LoadLibraryExW', 'GetProcAddress', 'GetModuleHandleA', 'GetModuleHandleW',
+            'FreeLibrary', 'CreateFileMappingA', 'CreateFileMappingW', 'MapViewOfFile', 'UnmapViewOfSection',
+            'VirtualFree', 'VirtualQuery'
+        },
+        'Synchronization': {
+            'WaitForSingleObject', 'WaitForSingleObjectEx', 'WaitForMultipleObjects', 'WaitForMultipleObjectsEx',
+            'CreateMutexA', 'CreateMutexW', 'OpenMutexW', 'ReleaseMutex', 'CreateEventA', 'CreateEventW', 
+            'OpenEventW', 'SetEvent', 'ResetEvent', 'EnterCriticalSection', 'LeaveCriticalSection', 
+            'InitializeCriticalSection', 'DeleteCriticalSection', 'Sleep', 'SleepEx',
+            'InitializeCriticalSectionAndSpinCount', 'InterlockedDecrement', 'InterlockedIncrement', 
+            'InterlockedExchange', 'InterlockedCompareExchange', 'SetTimer', 'KillTimer'
+        },
+        'MultiThreading': {
+            'CreateThread', 'ResumeThread', 'SuspendThread', 'ExitThread', 'TerminateThread',
+            'GetCurrentThread', 'GetCurrentThreadId', 'TlsAlloc', 'TlsSetValue', 'TlsGetValue',
+            'CreateThreadpoolWork', 'SubmitThreadpoolWork', 'TlsFree'
+        },
+        'Network': {
+            'socket', 'connect', 'send', 'recv', 'bind', 'listen', 'accept', 'gethostbyname', 'getaddrinfo',
+            'WSAStartup', 'WSACleanup', 'WSAIoctl', 'WSASocketA', 'WSASocketW', 'closesocket', 'htons',
+            'InternetOpenA', 'InternetOpenW', 'InternetConnectA', 'InternetConnectW', 'InternetOpenUrlA', 
+            'InternetOpenUrlW', 'HttpOpenRequestA', 'HttpOpenRequestW', 'HttpSendRequestA', 'HttpSendRequestW',
+            'InternetReadFile', 'URLDownloadToFileA', 'URLDownloadToFileW', 'DnsQuery_A', 'DnsQuery_W'
+        },
+        'Encryption': {
+            'CryptAcquireContextA', 'CryptAcquireContextW', 'CryptCreateHash', 'CryptHashData', 
+            'CryptDeriveKey', 'CryptEncrypt', 'CryptDecrypt', 'CryptDestroyKey', 'CryptDestroyHash',
+            'CryptReleaseContext', 'CryptGenKey', 'CryptImportKey', 'CryptExportKey'
+        },
+        'DataObfuscation': {
+            'RtlDecompressBuffer', 'MultiByteToWideChar', 'WideCharToMultiByte', 'Base64Decode', 
+            'CryptDecodeObject', 'IsDBCSLeadByte', 'CharUpperA', 'CharLowerA',
+            'GetStringTypeW', 'LCMapStringW', 'IsValidCodePage', 'DecodePointer', 'EncodePointer'
+        },
+        'FileIO': {
+            'CreateFileA', 'CreateFileW', 'WriteFile', 'ReadFile', 'DeleteFileA', 'DeleteFileW',
+            'CopyFileA', 'CopyFileW', 'MoveFileA', 'MoveFileW', 'FindFirstFileA', 'FindNextFileA',
+            'GetTempPathA', 'GetTempPathW', 'GetTempFileNameA', 'GetTempFileNameW', 'SetFileAttributesA', 
+            'SetFileAttributesW', 'DeviceIoControl', 'SetFileTime', 'GetFileSize', 'GetFileSizeEx',
+            'SetFilePointer', 'FlushFileBuffers', 'ConnectNamedPipe', 'PeekNamedPipe',
+            'CloseHandle', 'GetFileType', 'SetStdHandle', 'SetFilePointerEx', 'FindClose', 
+            'SetHandleCount', 'SetEndOfFile', 'GetFullPathNameA', 'GetFileAttributesA'
+        },
+        'Registry': {
+            'RegOpenKeyExA', 'RegOpenKeyExW', 'RegSetValueExA', 'RegSetValueExW', 
+            'RegCreateKeyExA', 'RegCreateKeyExW', 'RegDeleteKeyA', 'RegDeleteKeyW',
+            'RegEnumValueA', 'RegEnumValueW', 'RegQueryValueExA', 'RegQueryValueExW',
+            'RegDeleteValueA', 'RegDeleteValueW', 'RegCloseKey'
+        },
+        'Services': {
+            'OpenSCManagerA', 'OpenSCManagerW', 'CreateServiceA', 'CreateServiceW',
+            'StartServiceA', 'StartServiceW', 'ControlService', 'DeleteService'
+        },
+        'Privileges': {
+            'AdjustTokenPrivileges', 'LookupPrivilegeValueA', 'LookupPrivilegeValueW', 
+            'OpenProcessToken', 'NetUserAdd', 'NetLocalGroupAddMembers', 'IsAdmin', 
+            'GetUserNameA', 'GetUserNameW'
+        },
+        'Native': {
+            'RtlUnwind', 'RtlVirtualUnwind', 'RtlCaptureContext', 'RtlLookupFunctionEntry',
+            'NtClose', 'NtQueryInformationProcess', 'RtlAllocateHeap', 'RtlFreeHeap',
+            'GetSystemTimeAsFileTime', 'GetLocalTime', 'GlobalMemoryStatus', 
+            'GetVersionExA', 'GetVersionExW', 'GetComputerNameA', 'GetComputerNameW',
+            'GetLastError', 'GetACP', 'RaiseException', 'SetLastError', 'GetEnvironmentStringsW', 
+            'FreeEnvironmentStringsW', 'GetLocaleInfoA', 'lstrlenA', 'GetVersion', 'GetSystemInfo', 
+            'CompareStringA'
+        },
+        'DotNet': {
+            '_CorExeMain', '_CorDllMain'
+        },
+        'AntiDebug': {
+            'IsDebuggerPresent', 'CheckRemoteDebuggerPresent', 'OutputDebugStringA', 'OutputDebugStringW',
+            'GetTickCount', 'GetTickCount64', 'QueryPerformanceCounter', 'FindWindowA', 'FindWindowW',
+            'EnumWindows', 'EnumChildWindows', 'GetWindowRect', 'GetClientRect', 'SetWindowDisplayAffinity',
+            'UnhandledExceptionFilter', 'SetUnhandledExceptionFilter', 'IsProcessorFeaturePresent', 
+            'SetErrorMode', 'GetTimeZoneInformation', 'GetDriveTypeW', 'GetDiskFreeSpaceA'
+        },
+        'Keylogging': {
+            'GetAsyncKeyState', 'GetKeyState', 'GetKeyboardState', 'MapVirtualKeyA', 'MapVirtualKeyW',
+            'ToAscii', 'ToAsciiEx', 'ToUnicode', 'ToUnicodeEx', 'GetKeyNameTextA', 'GetForegroundWindow',
+            'KeybdEvent', 'SendInput', 'MapVirtualKeyExA', 'MapVirtualKeyExW', 'CallNextHookEx'
+        },
+        'Input': {
+            'GetCursorPos', 'SetCursorPos', 'MouseEvent', 'GetDoubleClickTime', 
+            'GetCapture', 'SetCapture'
+        },
+        'ScreenCapture': {
+            'BitBlt', 'StretchBlt', 'GetDC', 'GetWindowDC', 'CreateCompatibleDC', 'CreateCompatibleBitmap',
+            'GdipSaveImageToFile', 'PrintWindow', 'GetDesktopWindow', 'CreateDCW', 'CreateDCA',
+            'SelectObject', 'DeleteDC', 'DeleteObject', 'GetDeviceCaps', 'GetSystemMetrics'
+        },
+        'Graphics': {
+            'Direct3DCreate9', 'D3D11CreateDevice'
+        },
+        'Audio': {
+            'WaveInOpen', 'WaveInClose', 'WaveInStart', 'WaveInStop'
+        },
+        'Clipboard': {
+            'OpenClipboard', 'CloseClipboard', 'GetClipboardData', 'SetClipboardData'
+        },
+        'Camera': {
+            'CapCreateCaptureWindowA', 'CapCreateCaptureWindowW'
+        },
+        'Memory': {
+            'HeapAlloc', 'HeapFree', 'HeapSize', 'HeapCreate', 'GetProcessHeap',
+            'LocalAlloc', 'LocalFree', 'GlobalAlloc', 'GlobalFree', 'GlobalUnlock',
+            'HeapDestroy', 'GlobalLock', 'SysFreeString', 'SysAllocStringLen'
+        },
+        'Resource': {
+            'LoadResource', 'SizeofResource', 'LockResource', 'FreeResource', 'FindResourceA'
+        },
+        'WindowControl': {
+            'ShowWindow', 'DestroyWindow', 'TranslateMessage', 'DispatchMessageA', 'GetWindow',
+            'PeekMessageA', 'GetWindowLongA', 'CallWindowProcA', 'SetWindowLongA', 'GetWindowTextA',
+            'ScreenToClient', 'GetActiveWindow', 'CreateWindowExA', 'DefWindowProcA', 'GetMessageA',
+            'RegisterClassA', 'UnregisterClassA', 'MessageBoxA'
+        },
+        'COM': {
+            'CoCreateInstance', 'CoUninitialize', 'CoInitialize'
+        }
+    }
+
+    TARGET_DLLS = {
+        'kernel32.dll', 'user32.dll', 'gdi32.dll', 'advapi32.dll', 'shell32.dll', 'ntdll.dll', 'hal.dll',
+        'ws2_32.dll', 'wsock32.dll', 'wininet.dll', 'winhttp.dll', 'urlmon.dll', 'crypt32.dll', 'bcrypt.dll',
+        'psapi.dll', 'dbghelp.dll', 'imagehlp.dll', 'shlwapi.dll', 'ole32.dll', 'oleaut32.dll', 'comctl32.dll',
+        'mscoree.dll', 'vbscript.dll', 'netapi32.dll', 'iphlpapi.dll', 'wtsapi32.dll', 'version.dll', 'winmm.dll'
+    }
+
+    BASE_SCHEMA = [
+        "FileEntropy", "SectionMeanEntropy", "IsExe", "IsDll", "IsDriver", "Is64Bit", "Machine", "Magic",
+        "CheckSum", "ImageBase", "SizeOfImage", "SizeOfHeaders",
+        "Characteristics", "DllCharacteristics", "Subsystem", "LoaderFlags",
+        "MajorLinkerVersion", "MinorLinkerVersion", "SizeOfCode", 
+        "SizeOfInitializedData", "SizeOfUninitializedData", "AddressOfEntryPoint",
+        "BaseOfCode", "SectionAlignment", "FileAlignment",
+        "MajorOperatingSystemVersion", "MinorOperatingSystemVersion",
+        "MajorImageVersion", "MinorImageVersion",
+        "MajorSubsystemVersion", "MinorSubsystemVersion",
+        "SizeOfStackReserve", "SizeOfStackCommit", "SizeOfHeapReserve", "SizeOfHeapCommit",
+        "NumberOfSections", "NumberOfRvaAndSizes", "PointerToSymbolTable", "NumberOfSymbols",
+        "SizeOfOptionalHeader",
+        
+        "TextSectionMaxEntropy", "TextSectionMeanEntropy", "TextSizeRatio", 
+        "DataSectionMaxEntropy", "DataSectionMeanEntropy", "DataSizeRatio", 
+        "RsrcSectionMaxEntropy", "RsrcSectionMeanEntropy", "RsrcSizeRatio", 
+        "SectionCount", "ExecutableSections", 
+        "WritableSections", "ReadableSections", "SectionException",
+
+        "Char_00000020_Count", "Char_00000020_MeanEntropy",
+        "Char_00000040_Count", "Char_00000040_MeanEntropy",
+        "Char_00000080_Count", "Char_00000080_MeanEntropy",
+        "Char_02000000_Count", "Char_02000000_MeanEntropy",
+        "Char_20000000_Count", "Char_20000000_MeanEntropy",
+        "Char_40000000_Count", "Char_40000000_MeanEntropy",
+        "Char_80000000_Count", "Char_80000000_MeanEntropy",
+        
+        "IconCount", "ApiCount", "ExportCount", "DebugCount", "ExceptionCount",
+        "ImportCount", "ImportFunctionCount",
+        
+        "FileDescriptionLength", "FileVersionLength", "ProductNameLength", 
+        "ProductVersionLength", "CompanyNameLength", "LegalCopyrightLength", 
+        "CommentsLength", "InternalNameLength", "LegalTrademarksLength",
+        "SpecialBuildLength", "PrivateBuildLength",
+        
+        "TrustSigned", "IsDebug", "IsPatched", "IsPrivateBuild", "IsPreRelease", 
+        "IsSpecialBuild", "IsAdmin", "IsInstall", "HasTlsCallbacks", 
+        "HasInvalidTimestamp", "HasRelocationDirectory", "HasPacked", "FileTimeException"
+    ]
+
+    CAT_SCHEMA = [f"Cat_{k}" for k in sorted(API_CAT_MAPPING.keys())]
+    DLL_SCHEMA = [f"Dll_{d.replace('.', '_')}" for d in sorted(TARGET_DLLS)]
+    
+    _ALL_APIS = {api for apis in API_CAT_MAPPING.values() for api in apis}
+    API_SCHEMA = [f"Api_{api}" for api in sorted(_ALL_APIS)]
+    
+    SCHEMA = BASE_SCHEMA + CAT_SCHEMA + DLL_SCHEMA + API_SCHEMA
+    
+    _API_TO_CATS = {}
+    for _cat, _apis in API_CAT_MAPPING.items():
+        for _api in _apis:
+            if _api not in _API_TO_CATS:
+                _API_TO_CATS[_api] = []
+            _API_TO_CATS[_api].append(_cat)
+
+    PACKERS = {
+        'upx', 'aspack', 'asprotect', 'pecompact', 'upack', 'fsg', 'mew', 
+        'mpress', 'ezip', 'pklt', 'shrink', 'petite', 'telock',
+        'themida', 'winlicense', 'tmd', 'vmp', 'enigma', 'obsidium', 
+        'pelock', 'exestealth', 'yoda', 'armadillo', 'zprotect',
+        'sforce', 'starforce', 'qihoo', 'wisevec', 'megastop',
+    }
+    INSTALLER_SIGS = [b"Nullsoft.NSIS", b"Inno Setup", b"7-Zip.7zip", b"InstallShield"]
+
+####################################################################################################
+
+    @staticmethod
+    def _safe_float(val):
+        try:
+            f = float(val)
+            if math.isinf(f) or math.isnan(f): return 0.0
+            return f
+        except Exception:
+            return 0.0
+
+    @staticmethod
+    def _calc_entropy(data):
+        if not data: return 0.0
+        arr = np.frombuffer(data, dtype=np.uint8)
+        counts = np.bincount(arr, minlength=256)
+        probs = counts[counts > 0] / len(arr)
+        return float(-np.sum(probs * np.log2(probs)))
+
+    @staticmethod
+    def _safe_div(n, d):
+        return float(n) / d if d > 0 else 0.0
+
+####################################################################################################
+
+    @classmethod
+    def extract(cls, file_path):
+        fts = {k: 0.0 for k in cls.SCHEMA}
+        pe = None
+        try:
+            fsize = os.path.getsize(file_path)
+            if fsize == 0 or fsize > MAX_FILE_SIZE:
+                return None
+
+            with open(file_path, "rb") as f:
+                file_bytes = f.read()
+
+            pe = pefile.PE(data=file_bytes, fast_load=True)
+            fts['TrustSigned'] = WinTrust.verify(file_path)
+
+            fh = pe.FILE_HEADER
+            fts['Machine'] = fh.Machine
+            fts['NumberOfSections'] = fh.NumberOfSections
+            fts['TimeDateStamp'] = fh.TimeDateStamp
+            fts['PointerToSymbolTable'] = fh.PointerToSymbolTable
+            fts['NumberOfSymbols'] = fh.NumberOfSymbols
+            fts['SizeOfOptionalHeader'] = fh.SizeOfOptionalHeader
+            fts['Characteristics'] = fh.Characteristics
+
+            curr_ts = datetime.datetime.utcnow().timestamp()
+            fts['HasInvalidTimestamp'] = 1 if (fh.TimeDateStamp < 631152000 or fh.TimeDateStamp > curr_ts + 2592000) else 0
+            fts['FileTimeException'] = 1 if fh.TimeDateStamp == 0 else 0
+
+            if hasattr(pe, 'OPTIONAL_HEADER'):
+                op = pe.OPTIONAL_HEADER
+                fts['Magic'] = getattr(op, 'Magic', 0)
+                fts['MajorLinkerVersion'] = getattr(op, 'MajorLinkerVersion', 0)
+                fts['MinorLinkerVersion'] = getattr(op, 'MinorLinkerVersion', 0)
+                fts['SizeOfCode'] = getattr(op, 'SizeOfCode', 0)
+                fts['SizeOfInitializedData'] = getattr(op, 'SizeOfInitializedData', 0)
+                fts['SizeOfUninitializedData'] = getattr(op, 'SizeOfUninitializedData', 0)
+                fts['AddressOfEntryPoint'] = getattr(op, 'AddressOfEntryPoint', 0)
+                fts['BaseOfCode'] = getattr(op, 'BaseOfCode', 0)
+                fts['ImageBase'] = getattr(op, 'ImageBase', 0)
+                fts['SectionAlignment'] = getattr(op, 'SectionAlignment', 0)
+                fts['FileAlignment'] = getattr(op, 'FileAlignment', 0)
+                fts['MajorOperatingSystemVersion'] = getattr(op, 'MajorOperatingSystemVersion', 0)
+                fts['MinorOperatingSystemVersion'] = getattr(op, 'MinorOperatingSystemVersion', 0)
+                fts['MajorImageVersion'] = getattr(op, 'MajorImageVersion', 0)
+                fts['MinorImageVersion'] = getattr(op, 'MinorImageVersion', 0)
+                fts['MajorSubsystemVersion'] = getattr(op, 'MajorSubsystemVersion', 0)
+                fts['MinorSubsystemVersion'] = getattr(op, 'MinorSubsystemVersion', 0)
+                fts['SizeOfImage'] = getattr(op, 'SizeOfImage', 0)
+                fts['SizeOfHeaders'] = getattr(op, 'SizeOfHeaders', 0)
+                fts['CheckSum'] = getattr(op, 'CheckSum', 0)
+                fts['Subsystem'] = getattr(op, 'Subsystem', 0)
+                fts['DllCharacteristics'] = getattr(op, 'DllCharacteristics', 0)
+                fts['SizeOfStackReserve'] = getattr(op, 'SizeOfStackReserve', 0)
+                fts['SizeOfStackCommit'] = getattr(op, 'SizeOfStackCommit', 0)
+                fts['SizeOfHeapReserve'] = getattr(op, 'SizeOfHeapReserve', 0)
+                fts['SizeOfHeapCommit'] = getattr(op, 'SizeOfHeapCommit', 0)
+                fts['LoaderFlags'] = getattr(op, 'LoaderFlags', 0)
+                fts['NumberOfRvaAndSizes'] = getattr(op, 'NumberOfRvaAndSizes', 0)
+                fts['Is64Bit'] = 1 if fh.Machine in (0x8664, 0xAA64, 0x0200) else 0
+                fts['IsExe'] = 1 if pe.is_exe() else 0
+                fts['IsDll'] = 1 if pe.is_dll() else 0
+                fts['IsDriver'] = 1 if fts['Subsystem'] == 1 else 0
+
+                if hasattr(op, 'DATA_DIRECTORY'):
+                    reloc_idx = pefile.DIRECTORY_ENTRY.get('IMAGE_DIRECTORY_ENTRY_BASERELOC', 5)
+                    if len(op.DATA_DIRECTORY) > reloc_idx and op.DATA_DIRECTORY[reloc_idx].Size > 0:
+                        fts['HasRelocationDirectory'] = 1
+
+            try:
+                fts['FileEntropy'] = cls._calc_entropy(file_bytes)
+            except Exception:
+                pass
+
+            sec_entropies = []
+            text_entropies = []
+            data_entropies = []
+            rsrc_entropies = []
+            char_flags = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
+
+            if hasattr(pe, 'sections'):
+                fts['SectionCount'] = len(pe.sections)
+                for section in pe.sections:
+                    try: 
+                        name = section.Name.decode('ascii', 'ignore').strip('\x00')
+                    except Exception: 
+                        name = ""
+                        
+                    try: 
+                        s_data = section.get_data()
+                        s_entropy = cls._calc_entropy(s_data)
+                    except Exception: 
+                        s_data = b""
+                        s_entropy = 0.0
+
+                    sec_entropies.append(s_entropy)
+
+                    if any(p in name.lower() for p in cls.PACKERS): fts['HasPacked'] = 1
+                    if section.Characteristics & 0x20000000: fts['ExecutableSections'] += 1
+                    if section.Characteristics & 0x80000000: fts['WritableSections'] += 1
+                    if section.Characteristics & 0x40000000: fts['ReadableSections'] += 1
+                    if section.SizeOfRawData + section.PointerToRawData > fsize: fts['SectionException'] = 1
+
+                    for flag in char_flags:
+                        if section.Characteristics & flag:
+                            fts[f'Char_{flag:08X}_Count'] += 1
+                            fts[f'Char_{flag:08X}_MeanEntropy'] += s_entropy
+
+                    ratio = cls._safe_div(section.SizeOfRawData, fsize)
+                    if name.startswith('.text'):
+                        text_entropies.append(s_entropy)
+                        fts['TextSizeRatio'] += ratio
+                    elif name.startswith('.data'):
+                        data_entropies.append(s_entropy)
+                        fts['DataSizeRatio'] += ratio
+                    elif name.startswith('.rsrc'):
+                        rsrc_entropies.append(s_entropy)
+                        fts['RsrcSizeRatio'] += ratio
+                        if b"requireAdministrator" in s_data: fts['IsAdmin'] = 1
+                        for sig in cls.INSTALLER_SIGS:
+                            if sig in s_data:
+                                fts['IsInstall'] = 1
+                                break
+
+            fts['SectionMeanEntropy'] = cls._safe_div(sum(sec_entropies), len(sec_entropies))
+            fts['TextSectionMaxEntropy'] = max(text_entropies) if text_entropies else 0.0
+            fts['TextSectionMeanEntropy'] = cls._safe_div(sum(text_entropies), len(text_entropies))
+            fts['DataSectionMaxEntropy'] = max(data_entropies) if data_entropies else 0.0
+            fts['DataSectionMeanEntropy'] = cls._safe_div(sum(data_entropies), len(data_entropies))
+            fts['RsrcSectionMaxEntropy'] = max(rsrc_entropies) if rsrc_entropies else 0.0
+            fts['RsrcSectionMeanEntropy'] = cls._safe_div(sum(rsrc_entropies), len(rsrc_entropies))
+
+            for flag in char_flags:
+                fts[f'Char_{flag:08X}_MeanEntropy'] = cls._safe_div(fts[f'Char_{flag:08X}_MeanEntropy'], fts[f'Char_{flag:08X}_Count'])
+
+            try:
+                pe.parse_data_directories(directories=[
+                    pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_IMPORT'],
+                    pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_EXPORT'],
+                    pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_RESOURCE'],
+                    pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_DEBUG'],
+                    pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_TLS']
+                ])
+            except Exception:
+                pass
+
+            if hasattr(pe, 'DIRECTORY_ENTRY_TLS') and hasattr(pe.DIRECTORY_ENTRY_TLS, 'struct'):
+                if getattr(pe.DIRECTORY_ENTRY_TLS.struct, 'AddressOfCallBacks', 0) != 0:
+                    fts['HasTlsCallbacks'] = 1
+
+            if hasattr(pe, 'VS_FIXEDFILEINFO') and len(pe.VS_FIXEDFILEINFO) > 0:
+                flags = getattr(pe.VS_FIXEDFILEINFO[0], 'FileFlags', 0)
+                fts['IsDebug'] = 1 if flags & 0x1 else 0
+                fts['IsPreRelease'] = 1 if flags & 0x2 else 0
+                fts['IsPatched'] = 1 if flags & 0x4 else 0
+                fts['IsPrivateBuild'] = 1 if flags & 0x8 else 0
+                fts['IsSpecialBuild'] = 1 if flags & 0x20 else 0
+
+            if hasattr(pe, 'FileInfo'):
+                for fileinfo_list in pe.FileInfo:
+                    for fileinfo in fileinfo_list:
+                        if getattr(fileinfo, 'name', '') in ('StringFileInfo', b'StringFileInfo'):
+                            for st in getattr(fileinfo, 'StringTable', []):
+                                for key, val in st.entries.items():
+                                    try:
+                                        k = key.decode('utf-8', 'ignore') if isinstance(key, bytes) else str(key)
+                                        v = val.decode('utf-8', 'ignore') if isinstance(val, bytes) else str(val)
+                                        length = len(v)
+                                        if k == 'FileDescription': fts['FileDescriptionLength'] = length
+                                        elif k == 'FileVersion': fts['FileVersionLength'] = length
+                                        elif k == 'ProductName': fts['ProductNameLength'] = length
+                                        elif k == 'ProductVersion': fts['ProductVersionLength'] = length
+                                        elif k == 'CompanyName': fts['CompanyNameLength'] = length
+                                        elif k == 'LegalCopyright': fts['LegalCopyrightLength'] = length
+                                        elif k == 'Comments': fts['CommentsLength'] = length
+                                        elif k == 'InternalName': fts['InternalNameLength'] = length
+                                        elif k == 'LegalTrademarks': fts['LegalTrademarksLength'] = length
+                                        elif k == 'SpecialBuild': fts['SpecialBuildLength'] = length
+                                        elif k == 'PrivateBuild': fts['PrivateBuildLength'] = length
+                                    except Exception:
+                                        continue
+
+            if hasattr(pe, 'DIRECTORY_ENTRY_IMPORT'):
+                fts['ImportCount'] = len(pe.DIRECTORY_ENTRY_IMPORT)
+                for entry in pe.DIRECTORY_ENTRY_IMPORT:
+                    if getattr(entry, 'dll', None):
+                        try:
+                            dll_name = entry.dll.decode('ascii', 'ignore').lower()
+                            if dll_name in cls.TARGET_DLLS: 
+                                fts[f"Dll_{dll_name.replace('.', '_')}"] = 1.0
+                        except Exception: 
+                            pass
+                    
+                    imports = getattr(entry, 'imports', [])
+                    for imp in imports:
+                        fts['ImportFunctionCount'] += 1
+                        if not getattr(imp, 'name', None): continue
+                        try:
+                            func_name = imp.name.decode('ascii', 'ignore')
+                            if func_name in cls._ALL_APIS:
+                                fts[f'Api_{func_name}'] += 1
+                                fts['ApiCount'] += 1
+                            for cat in cls._API_TO_CATS.get(func_name, []):
+                                fts[f'Cat_{cat}'] += 1
+                        except Exception: 
+                            continue
+
+            if hasattr(pe, 'DIRECTORY_ENTRY_EXPORT') and hasattr(pe.DIRECTORY_ENTRY_EXPORT, 'symbols'):
+                fts['ExportCount'] = len(pe.DIRECTORY_ENTRY_EXPORT.symbols)
+            
+            if hasattr(pe, 'DIRECTORY_ENTRY_RESOURCE'):
+                for entry in pe.DIRECTORY_ENTRY_RESOURCE.entries:
+                    if getattr(entry, 'id', None) == 3 and hasattr(entry, 'directory'):
+                        fts['IconCount'] += len(getattr(entry.directory, 'entries', []))
+                        
+            if hasattr(pe, 'OPTIONAL_HEADER') and hasattr(pe.OPTIONAL_HEADER, 'DATA_DIRECTORY') and len(pe.OPTIONAL_HEADER.DATA_DIRECTORY) > 3:
+                exc_dir = pe.OPTIONAL_HEADER.DATA_DIRECTORY[3]
+                if exc_dir.Size > 0:
+                    fts['ExceptionCount'] = exc_dir.Size // 12 if fts['Machine'] in (0x8664, 0xAA64) else 0
+                
+            if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG'): 
+                fts['DebugCount'] = len(pe.DIRECTORY_ENTRY_DEBUG)
+
+            for k in fts: 
+                fts[k] = cls._safe_float(fts[k])
+                
+            return fts
+
+        except Exception:
+            return None
+        finally:
+            if pe: 
+                pe.close()
+
+####################################################################################################
+
+class ModelPredictor:
+    def __init__(self, model_path, feature_path):
+        self.sess = None
+        self.input_name = None
+        self.feature_order = [] 
+        self.model_features = self._load_features(feature_path)
+        self._load_model(model_path)
+        self._build_input_map()
+
+    def _load_features(self, path):
+        if os.path.exists(path):
+            try:
+                with open(path, 'r') as f:
+                    return json.load(f)
+            except Exception:
+                pass
+        return [re.sub(r'[^A-Za-z0-9_]+', '', f) for f in FeatureExtractor.SCHEMA]
+
+    def _load_model(self, model_path):
+        if not os.path.exists(model_path):
+            raise FileNotFoundError(f"Model missing: {model_path}")
+
+        self.sess = ort.InferenceSession(model_path, providers=['CPUExecutionProvider'])
+        model_inputs = self.sess.get_inputs()
+        self.input_name = model_inputs[0].name
+        expected_dim = model_inputs[0].shape[1]
+        
+        current_dim = len(self.model_features)
+        if current_dim != expected_dim:
+            raise ValueError(f"Dimension Mismatch: Expected {expected_dim}, got {current_dim}.")
+
+    def _build_input_map(self):
+        local_map = {re.sub(r'[^A-Za-z0-9_]+', '', raw_name): raw_name for raw_name in FeatureExtractor.SCHEMA}
+        self.feature_order = [local_map.get(req_feat) for req_feat in self.model_features]
+
+    def predict(self, raw_data):
+        vec_data = [raw_data.get(key, 0.0) if key else 0.0 for key in self.feature_order]
+        vec = np.array(vec_data, dtype=np.float32).reshape(1, -1)
+        outputs = self.sess.run(None, {self.input_name: vec})
+        
+        if len(outputs) > 1:
+            result = outputs[1]
+            if isinstance(result, list) and len(result) > 0:
+                prob_dict = result[0]
+                if hasattr(prob_dict, 'get'):
+                    return float(prob_dict.get(1, prob_dict.get('1', 0.0)))
+            elif isinstance(result, np.ndarray):
+                if result.ndim == 2 and result.shape[1] > 1:
+                    return float(result[0][1])
+        return 0.0
+
+####################################################################################################
+
+def get_threat_name(prob_float):
+    prob_pct = min(int(prob_float * 100), 99)
+    
+    if prob_pct >= 80:
+        return f"General:WinPE/Malware.{prob_pct}!ml"
+    elif prob_pct >= 50:
+        return f"General:WinPE/Suspicious.{prob_pct}!ml"
+    else:
+        return "Undetected"
+
+def scan_target(target, predictor):
+    if not os.path.exists(target):
+        print(json.dumps({"result": "error", "prob": 0.0, "file": target, "details": "Path not found"}))
+        sys.stdout.flush()
+        return
+
+    try:
+        data = FeatureExtractor.extract(target)
+        if not data:
+            print(json.dumps({"result": "error", "prob": 0.0, "file": target, "details": "Extraction failed"}))
+            sys.stdout.flush()
+            return
+        
+        prob = predictor.predict(data)
+        label = get_threat_name(prob)
+        
+        print(json.dumps({"result": label, "prob": round(prob, 4), "file": target}))
+        sys.stdout.flush()
+        
+    except Exception as e:
+        print(json.dumps({"result": "error", "prob": 0.0, "file": target, "details": str(e)}))
+        sys.stdout.flush()
+
+####################################################################################################
+
+if __name__ == "__main__":
+    base_dir = os.path.dirname(sys.executable) if getattr(sys, 'frozen', False) else os.path.dirname(os.path.abspath(__file__))
+    model_path = os.path.join(base_dir, MODEL_FILE)
+    feature_path = os.path.join(base_dir, FEATURE_FILE)
+
+    try:
+        predictor = ModelPredictor(model_path, feature_path)
+    except Exception as e:
+        print(json.dumps({"result": "fatal", "details": str(e)}))
+        sys.stdout.flush()
+        sys.exit(1)
+
+    if len(sys.argv) > 1:
+        for path in sys.argv[1:]:
+            scan_target(path.strip(), predictor)
+    else:
+        for line in sys.stdin:
+            target = line.strip()
+            if not target or target.lower() in ['q', 'exit']:
+                break
+            scan_target(target, predictor)

Embed/requirements.txt

@@ -0,0 +1,4 @@
+onnxruntime
+numpy
+pefile
+signify[full]

Engine/Model/convert.py

@@ -1,73 +0,0 @@
-from PIL import Image
-import numpy, pefile, os
-
-def file_to_images(file_data, output_dir, file_name, target_size=(224, 224)):#
-    wah = int(numpy.ceil(numpy.sqrt(len(file_data))))
-    file_data = numpy.frombuffer(file_data, dtype=numpy.uint8)
-    image_array = numpy.zeros((wah * wah,), dtype=numpy.uint8)
-    image_array[:len(file_data)] = file_data
-    image = Image.fromarray(image_array.reshape((wah, wah)), 'L')
-    image = image.resize(target_size, Image.Resampling.NEAREST)
-    image.save(os.path.join(output_dir, f"{file_name}.png"))
-
-def check_file_type(file_path):
-    try:
-        shell_section = ["0", "1", "2", "3", "4", "5", "6", "7", "8", "9", 
-        "cry", "tvm", "dec", "enc", "vmp", "upx", "aes", "lzma", "press", 
-        "pack", "enigma", "protect", "secur"]
-
-        unknown_section = ["asmstub", "base", "bss", "clr_uef", "cursors", 
-        "engine", "fio", "fothk", "h~;", "icapsec", "malloc_h", "miniex", 
-        "mssmixer", "ndr64", "nsys_wr", "obr", "wow", "wow64svc", "wpp_sf",
-        "pad", "pgae", "poolmi", "proxy", "qihoo", "res", "retpol", "uedbg",
-        "rwexec", "rygs", "s:@", "sanontcp", "segm", "test", "tracesup",
-        "transit", "trs_age", "wisevec"]
-
-        unimportant_section = ["viahwaes", "orpc", "nep", "ace", "extjmp", 
-        "no_bbt", "data", "page", "hexpthk"]
-
-        shells = shell_section + unimportant_section + unknown_section
-        
-        ftype = str(f".{file_path.split('.')[-1]}").lower()
-
-        if ftype in [".bat", ".cmd", ".ps1", ".vbs", ".wsf", ".js", ".html"]:
-            with open(file_path, 'rb') as f:
-                return [f.read()]
-
-        match_data = []
-        if ftype in [".com", ".exe", ".dll", ".sys", ".scr"]:
-            with pefile.PE(file_path, fast_load=True) as pe:
-                for section in pe.sections:
-                    section_name = section.Name.rstrip(b'\x00').decode('latin1')
-                    #if (section.Characteristics & 0x00000020 and not
-                    #any(shell in section_name.lower() for shell in shells)):
-                    if section.Characteristics & 0x00000020:
-                        match_data.append(section.get_data())
-                return match_data
-        return False
-    except Exception as e:
-        print(e)
-        return False
-
-def batch_file_to_images(input_dir, output_dir):
-    for root, dirs, files in os.walk(input_dir):
-        for file in files:
-            try:
-                file_path = os.path.join(root, file)
-                file_data = check_file_type(file_path)
-                if file_data:
-                    for i, data in enumerate(file_data, 1):
-                        print(i, file_path)
-                        relative_path = os.path.relpath(root, input_dir)
-                        output_path_dir = os.path.join(output_dir, relative_path)
-                        if not os.path.exists(output_path_dir):
-                            os.makedirs(output_path_dir)
-                        file_to_images(data, output_path_dir, f"{i}_{file}")
-            except Exception as e:
-                print(e)
-                pass
-
-input_directory = input('Enter the folder path: ')
-output_directory = "./Image_File"
-batch_file_to_images(input_directory, output_directory)
-input('Conversion Complete')

Engine/Model/train.py

@@ -1,112 +0,0 @@
-import tensorflow as tf
-import os, tf2onnx, numpy, random
-from PIL import Image
-from tensorflow.keras import *
-
-Image.MAX_IMAGE_PIXELS = None
-tf.keras.mixed_precision.set_global_policy('mixed_float16')
-
-def get_file_list(directory):
-    file_paths, labels, class_indices = [], [], {}
-    for i, cls in enumerate(sorted([d for d in os.listdir(directory) if os.path.isdir(os.path.join(directory, d))])):
-        class_indices[cls] = i
-        cls_dir = os.path.join(directory, cls)
-        for root, _, files in os.walk(cls_dir):
-            for file in files:
-                if file.lower().endswith(('.jpg', '.jpeg', '.png', '.bmp', '.gif')):
-                    file_paths.append(os.path.join(root, file))
-                    labels.append(i)
-    return file_paths, labels, class_indices
-
-def load_dataset(train_dir, val_dir, val_split=0.01, batch_size=128, color_mode="grayscale"):
-    channels = 1 if color_mode == "grayscale" else 3
-    if train_dir == val_dir:
-        file_paths, labels, class_indices = get_file_list(train_dir)
-        combined = list(zip(file_paths, labels))
-        random.shuffle(combined)
-        file_paths[:], labels[:] = zip(*combined)
-        num_val = int(val_split * len(file_paths))
-        train_files = file_paths[num_val:]
-        train_labels = labels[num_val:]
-        val_files = file_paths[:num_val]
-        val_labels = labels[:num_val]
-    else:
-        train_files, train_labels, class_indices = get_file_list(train_dir)
-        val_files, val_labels, _ = get_file_list(val_dir)
-    num_classes = len(class_indices)
-
-    def parse_fn(filename, label):
-        img = tf.io.read_file(filename)
-        img = tf.image.decode_image(img, channels=channels, expand_animations=False)
-        img = tf.cast(img, tf.float32) / 255.0
-        label = tf.one_hot(label, depth=num_classes)
-        return img, label
-
-    train_ds = tf.data.Dataset.from_tensor_slices((train_files, train_labels))
-    train_ds = train_ds.map(parse_fn, num_parallel_calls=tf.data.AUTOTUNE)
-    train_ds = train_ds.batch(batch_size).prefetch(tf.data.AUTOTUNE)
-    val_ds = tf.data.Dataset.from_tensor_slices((val_files, val_labels))
-    val_ds = val_ds.map(parse_fn, num_parallel_calls=tf.data.AUTOTUNE)
-    val_ds = val_ds.batch(batch_size).prefetch(tf.data.AUTOTUNE)
-    train_ds.class_indices = class_indices
-    return train_ds, val_ds
-
-def gated_conv(x, strides):
-    c = layers.DepthwiseConv2D(3, strides=strides, padding='same', activation='gelu')(x)
-    g = layers.DepthwiseConv2D(3, strides=strides, padding='same', activation='sigmoid')(x)
-    return layers.Multiply()([c, g])
-
-def multi_conv(x, strides):
-    convs = [layers.DepthwiseConv2D(kernel_size=k, strides=strides, padding='same')(x) for k in [1, 3, 5, 7]]
-    x = layers.Concatenate()(convs)
-    x = layers.BatchNormalization()(x)
-    return layers.Activation('gelu')(x)
-
-def se_block(x, reduction):
-    filters = x.shape[-1]
-    s = layers.Conv2D(filters // reduction, 1, padding='same', activation='gelu')(x)
-    s = layers.BatchNormalization()(s)
-    s = layers.Conv2D(filters, 1, padding='same', activation='sigmoid')(s)
-    return layers.multiply([x, s])
-
-def build_model(input_shape, num_classes):
-    i = layers.Input(shape=input_shape)
-    x = multi_conv(i, strides=1)
-    x = multi_conv(x, strides=2)
-    x = gated_conv(x, strides=2)
-    x = multi_conv(x, strides=2)
-    x = multi_conv(x, strides=2)
-    x = multi_conv(x, strides=2)
-    x = se_block(x, reduction=2)
-    x = layers.GlobalAveragePooling2D()(x)
-    o = layers.Dense(num_classes, activation='softmax', dtype='float32')(x)
-    return models.Model(i, o)
-
-def lr_scheduler(epoch, lr):
-    return 1e-3 * (0.7 ** epoch)
-
-class CustomModelCheckpoint(callbacks.Callback):
-    def on_epoch_end(self, epoch, logs=False):
-        models.save_model(self.model, f"PYAS_Model_Epoch_{epoch + 1}.h5")
-        spec = (tf.TensorSpec((None,) + train_ds.image_shape, tf.float32),)
-        model_proto, _ = tf2onnx.convert.from_keras(self.model, input_signature=spec, opset=18)
-        with open(f"PYAS_Model_Epoch_{epoch + 1}.onnx", "wb") as f:
-            f.write(model_proto.SerializeToString())
-
-train_ds, val_ds = load_dataset(r'./Image_File', r'./Image_File')
-for imgs, _ in train_ds.take(1):
-    train_ds.image_shape = imgs.shape[1:]
-    break
-
-strategy = tf.distribute.MirroredStrategy(cross_device_ops=tf.distribute.HierarchicalCopyAllReduce())
-with strategy.scope():
-    try:
-        model = models.load_model('PYAS_Model_Epoch_0.h5')
-        print("Load model from disk")
-    except:
-        print("Creating a new model")
-        model = build_model(train_ds.image_shape, len(train_ds.class_indices))
-    print(f"Total parameters: {model.count_params()}")
-    model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])
-model.fit(train_ds, epochs=30, callbacks=[CustomModelCheckpoint(), callbacks.LearningRateScheduler(lr_scheduler)], validation_data=val_ds)
-input("Training complete.")

Engine/Pattern/convert.py

@@ -0,0 +1,55 @@
+from PIL import Image
+import numpy, os
+
+####################################################################################################
+
+def preprocess_image(file_data, size, channels=1):
+    width, height = size
+    wah = int(numpy.ceil(numpy.sqrt(len(file_data) / channels)))
+    arr = numpy.frombuffer(file_data, dtype=numpy.uint8)
+    img = numpy.zeros(wah*wah*channels, dtype=numpy.uint8)
+    img[:len(file_data)] = arr
+    image = Image.fromarray(img.reshape((wah, wah)), 'L')
+    return image.resize((width, height), Image.Resampling.NEAREST)
+
+####################################################################################################
+
+def get_type(file_path):
+    suffix = {".com", ".dll", ".drv", ".exe", ".ocx", ".scr", ".sys", ".mui", ".cpl"}
+    try:
+        file_content = None
+        if not os.path.splitext(file_path)[-1].lower() in suffix:
+            return file_content
+        with open(file_path, 'rb') as f:
+            file_content = f.read()
+    except:
+        pass
+    return file_content
+
+####################################################################################################
+
+def file_to_images(input_dir, output_dir):
+    for root, dirs, files in os.walk(input_dir):
+        for file in files:
+            try:
+                file_path = os.path.join(root, file)
+                file_content = get_type(file_path)
+                if file_content:
+                    print(file_path)
+                    relative_path = os.path.relpath(root, input_dir)
+                    output_path_dir = os.path.join(output_dir, relative_path)
+
+                    if not os.path.exists(output_path_dir):
+                        os.makedirs(output_path_dir)
+                    image = preprocess_image(file_content, (224, 224))
+                    safe_name = os.path.basename(file_path).replace('/', '_').replace('\\', '_')
+                    image.save(os.path.join(output_path_dir, f"{safe_name}.png"))
+            except Exception as e:
+                print(e)
+
+####################################################################################################
+
+input_directory = input('Enter the folder path: ')
+output_directory = "./Image_Output"
+file_to_images(input_directory, output_directory)
+input('Conversion Complete')

Engine/Pattern/deduplicate.py

@@ -1,5 +1,7 @@
 import os, hashlib
 
+####################################################################################################
+
 def calc_sha256(path):
     with open(path, "rb") as f:
         return hashlib.sha256(f.read()).digest()
@@ -25,5 +27,8 @@ def dedup_realtime(root):
                 seen.add(h)
     print(f"deleted {deleted}")
 
+####################################################################################################
+
 if __name__ == "__main__":
-    dedup_realtime(r".\Image_File")
+    dedup_realtime(input("Input file path: "))
+input('Deduplicate Complete')

Engine/Pattern/train.py

@@ -0,0 +1,165 @@
+import tensorflow as tf
+import os, tf2onnx, numpy, random
+from PIL import Image
+from tensorflow.keras import *
+from collections import Counter
+
+####################################################################################################
+
+Image.MAX_IMAGE_PIXELS = None
+tf.keras.mixed_precision.set_global_policy('mixed_float16')
+
+####################################################################################################
+
+def load_dataset(data_dir, image_size=(224, 224), val_split=0.0001, batch_size=256, color_mode="grayscale"):
+    channels = 1 if color_mode == "grayscale" else 3
+    file_paths, labels, class_indices = get_file_list(data_dir)
+    
+    combined = list(zip(file_paths, labels))
+    random.shuffle(combined)
+    file_paths[:], labels[:] = zip(*combined)
+
+    num_val = int(val_split * len(file_paths))
+    train_files = file_paths[num_val:]
+    train_labels = labels[num_val:]
+    val_files = file_paths[:num_val]
+    val_labels = labels[:num_val]
+
+    train_ds = tf.data.Dataset.from_tensor_slices((train_files, train_labels))
+    train_ds = train_ds.map(lambda f, l: parse_fn(f, l, image_size, channels), num_parallel_calls=tf.data.AUTOTUNE)
+    train_ds = train_ds.batch(batch_size).prefetch(tf.data.AUTOTUNE)
+
+    val_ds = tf.data.Dataset.from_tensor_slices((val_files, val_labels))
+    val_ds = val_ds.map(lambda f, l: parse_fn(f, l, image_size, channels), num_parallel_calls=tf.data.AUTOTUNE)
+    val_ds = val_ds.batch(batch_size).prefetch(tf.data.AUTOTUNE)
+
+    train_ds.class_indices = class_indices
+    return train_ds, val_ds
+
+####################################################################################################
+
+def parse_fn(filename, label, image_size, channels):
+    img = tf.io.read_file(filename)
+    img = tf.image.decode_image(img, channels=channels, expand_animations=False)
+    img = tf.cond(tf.reduce_all(tf.equal(tf.shape(img)[:2], image_size)), lambda: tf.cast(img, tf.float32), lambda: tf.image.resize(img, image_size))
+    img = tf.cast(img, tf.float32) / 255.0
+    label = tf.cast(label, tf.float32)
+    return img, label
+
+def get_file_list(directory):
+    file_paths, labels, class_indices = [], [], {}
+    for i, cls in enumerate(sorted([d for d in os.listdir(directory) if os.path.isdir(os.path.join(directory, d))])):
+        class_indices[cls] = i
+        cls_dir = os.path.join(directory, cls)
+
+        for root, _, files in os.walk(cls_dir):
+            for file in files:
+                if file.lower().endswith(('.jpg', '.jpeg', '.png', '.bmp', '.gif')):
+                    file_paths.append(os.path.join(root, file))
+                    labels.append(i)
+    return file_paths, labels, class_indices
+
+####################################################################################################
+
+def multi_conv(x, strides):
+    convs = []
+    for k in [(1, 7), (1, 1), (3, 3), (5, 5)]:
+        c = layers.DepthwiseConv2D(kernel_size=k, strides=strides, padding='same', activation='gelu')(x)
+        convs.append(c)
+
+    x = layers.Concatenate()(convs)
+    x = layers.BatchNormalization()(x)
+    return layers.Activation('gelu')(x)
+
+def gated_conv(x, strides):
+    c = layers.DepthwiseConv2D(3, strides=strides, padding='same', activation='gelu')(x)
+    g = layers.DepthwiseConv2D(3, strides=strides, padding='same', activation='sigmoid')(x)
+    return layers.Multiply()([c, g])
+
+def coordinate_attention(x, reduction):
+    input_shape = tf.shape(x)
+    h, w = input_shape[1], input_shape[2]
+    filters = x.shape[-1]
+    mip = max(8, filters // reduction)
+
+    x_h = layers.Lambda(lambda t: tf.reduce_mean(t, axis=2, keepdims=True))(x)
+    x_w = layers.Lambda(lambda t: tf.reduce_mean(t, axis=1, keepdims=True))(x)
+    x_w_t = layers.Permute((2, 1, 3))(x_w)
+
+    x_cat = layers.Concatenate(axis=1)([x_h, x_w_t])
+    x_cat = layers.Conv2D(mip, 1, padding='valid', use_bias=False)(x_cat)
+    x_cat = layers.BatchNormalization()(x_cat)
+    x_cat = layers.Activation('gelu')(x_cat)
+
+    x_cat_h, x_cat_w = layers.Lambda(lambda t: tf.split(t[0], [t[1], t[2]], axis=1))([x_cat, h, w])
+    x_h_sigmoid = layers.Conv2D(filters, 1, padding='valid', activation='sigmoid')(x_cat_h)
+    x_cat_w = layers.Permute((2, 1, 3))(x_cat_w)
+    x_w_sigmoid = layers.Conv2D(filters, 1, padding='valid', activation='sigmoid')(x_cat_w)
+
+    return layers.Multiply()([x, x_h_sigmoid, x_w_sigmoid])
+
+def build_model(input_shape):
+    i = layers.Input(shape=input_shape)
+    x = multi_conv(i, strides=1)
+    x = gated_conv(x, strides=2)
+    x = multi_conv(x, strides=2)
+    x = multi_conv(x, strides=2)
+    x = multi_conv(x, strides=2)
+    x = multi_conv(x, strides=2)
+
+    x = coordinate_attention(x, reduction=4)
+    x = layers.GlobalMaxPooling2D()(x)
+
+    x = layers.Dense(x.shape[-1] // 2, activation='gelu', dtype='float32')(x)
+    o = layers.Dense(1, activation='sigmoid', dtype='float32')(x)
+    return models.Model(i, o)
+
+####################################################################################################
+
+def calculate_lr_cosine_sq(epoch, total_epochs=30, lr_start=5e-4, lr_end=5e-7):
+    cos_val = 0.5 * (1 + numpy.cos(epoch / total_epochs * numpy.pi))
+    return lr_end + (lr_start - lr_end) * (cos_val ** 2)
+
+def lr_scheduler(epoch):
+    return calculate_lr_cosine_sq(epoch)
+
+def binary_focal_loss(gamma=2.0, alpha=0.25):
+    def focal_loss(y_true, y_pred):
+        y_true = tf.cast(y_true, tf.float32)
+        y_pred = tf.clip_by_value(y_pred, tf.keras.backend.epsilon(), 1.0 - tf.keras.backend.epsilon())
+        p_t = tf.where(tf.equal(y_true, 1), y_pred, 1 - y_pred)
+        alpha_t = tf.where(tf.equal(y_true, 1), alpha, 1 - alpha)
+        loss = -alpha_t * tf.math.pow(1.0 - p_t, gamma) * tf.math.log(p_t)
+        return tf.reduce_mean(loss)
+    return focal_loss
+
+class CustomModelCheckpoint(callbacks.Callback):
+    def on_epoch_end(self, epoch, logs=False):
+        models.save_model(self.model, f"PYAS_Model_Epoch_{epoch + 1}.h5")
+        spec = (tf.TensorSpec((None,) + self.model.input.shape[1:], tf.float32),)
+        model_proto, _ = tf2onnx.convert.from_keras(self.model, input_signature=spec, opset=17)
+        with open(f"PYAS_Model_Epoch_{epoch + 1}.onnx", "wb") as f:
+            f.write(model_proto.SerializeToString())
+
+####################################################################################################
+
+train_ds, val_ds = load_dataset(r'.\Image_Full_Pefile')
+for imgs, _ in train_ds.take(1):
+    train_ds.image_shape = imgs.shape[1:]
+    break
+
+try:
+    model = models.load_model('PYAS_Model_Epoch_0.h5', compile=False)
+    print("Load model from disk")
+except:
+    print("Creating a new model")
+    model = build_model(train_ds.image_shape)
+
+print(f"Total parameters: {model.count_params()}")
+model.compile(optimizer='adam', loss=binary_focal_loss(gamma=2.0, alpha=0.25), 
+    metrics=[metrics.BinaryAccuracy(name='accuracy'), metrics.AUC(name='auc'),
+    metrics.Precision(name='precision'), metrics.Recall(name='recall'),
+    metrics.FalsePositives(name='fp'), metrics.TrueNegatives(name='tn')])
+
+model.fit(train_ds, epochs=30, callbacks=[CustomModelCheckpoint(), callbacks.LearningRateScheduler(lr_scheduler)], validation_data=val_ds, class_weight={0: 10.0, 1: 1.0})
+input('Training Complete')

Engine/Properties/convert.py

@@ -0,0 +1,721 @@
+import os, sys, time, ctypes, sqlite3, datetime, pefile, math, hashlib
+import numpy as np
+import ctypes.wintypes
+
+####################################################################################################
+
+DB_PATH = "pe_features.db"
+BATCH_SIZE = 1000
+MAX_FILE_SIZE = 4 * 1024 * 1024 * 1024
+TARGET_EXTENSIONS = {
+    '.exe', '.dll', '.sys', '.ocx', '.scr', '.efi', '.acm', '.ax', '.cpl', '.drv', '.com', '.mui', '.pyd'
+}
+
+####################################################################################################
+
+class WINTRUST_FILE_INFO(ctypes.Structure):
+    _fields_ = [
+        ("cbStruct", ctypes.wintypes.DWORD),
+        ("pcwszFilePath", ctypes.wintypes.LPCWSTR),
+        ("hFile", ctypes.wintypes.HANDLE),
+        ("pgKnownSubject", ctypes.wintypes.LPVOID)
+    ]
+
+class WINTRUST_DATA_UNION(ctypes.Union):
+    _fields_ = [
+        ("pFile", ctypes.POINTER(WINTRUST_FILE_INFO)),
+        ("pCatalog", ctypes.wintypes.LPVOID),
+        ("pBlob", ctypes.wintypes.LPVOID),
+        ("pSgnr", ctypes.wintypes.LPVOID),
+        ("pCert", ctypes.wintypes.LPVOID)
+    ]
+
+class WINTRUST_DATA(ctypes.Structure):
+    _fields_ = [
+        ("cbStruct", ctypes.wintypes.DWORD),
+        ("pPolicyCallbackData", ctypes.wintypes.LPVOID),
+        ("pSIPClientData", ctypes.wintypes.LPVOID),
+        ("dwUIChoice", ctypes.wintypes.DWORD),
+        ("fdwRevocationChecks", ctypes.wintypes.DWORD),
+        ("dwUnionChoice", ctypes.wintypes.DWORD),
+        ("u", WINTRUST_DATA_UNION),
+        ("dwStateAction", ctypes.wintypes.DWORD),
+        ("hWVTStateData", ctypes.wintypes.HANDLE),
+        ("pwszURLReference", ctypes.wintypes.LPCWSTR),
+        ("dwProvFlags", ctypes.wintypes.DWORD),
+        ("dwUIContext", ctypes.wintypes.DWORD),
+        ("pSignatureSettings", ctypes.wintypes.LPVOID)
+    ]
+
+class GUID(ctypes.Structure):
+    _fields_ = [
+        ("Data1", ctypes.wintypes.DWORD),
+        ("Data2", ctypes.wintypes.WORD),
+        ("Data3", ctypes.wintypes.WORD),
+        ("Data4", ctypes.c_ubyte * 8)
+    ]
+
+V2_GUID = GUID(0x00AAC56B, 0xCD44, 0x11D0, (ctypes.c_ubyte * 8)(0x8C, 0xC2, 0x00, 0xC0, 0x4F, 0xC2, 0x95, 0xEE))
+
+####################################################################################################
+
+def verify_signature(file_path):
+    if os.name != 'nt':
+        return 0
+    try:
+        wintrust = ctypes.windll.wintrust
+        wintrust.WinVerifyTrust.argtypes = [ctypes.wintypes.HWND, ctypes.POINTER(GUID), ctypes.wintypes.LPVOID]
+        wintrust.WinVerifyTrust.restype = ctypes.wintypes.LONG
+
+        abs_path = os.path.abspath(file_path)
+
+        fi = WINTRUST_FILE_INFO()
+        fi.cbStruct = ctypes.sizeof(WINTRUST_FILE_INFO)
+        fi.pcwszFilePath = abs_path
+        fi.hFile = None
+        fi.pgKnownSubject = None
+
+        wt_union = WINTRUST_DATA_UNION()
+        wt_union.pFile = ctypes.pointer(fi)
+
+        td = WINTRUST_DATA()
+        td.cbStruct = ctypes.sizeof(WINTRUST_DATA)
+        td.pPolicyCallbackData = None
+        td.pSIPClientData = None
+        td.dwUIChoice = 2
+        td.fdwRevocationChecks = 0
+        td.dwUnionChoice = 1
+        td.u = wt_union
+        td.dwStateAction = 0
+        td.hWVTStateData = None
+        td.pwszURLReference = None
+        td.dwProvFlags = 0
+        td.dwUIContext = 0
+        td.pSignatureSettings = None
+
+        return 1 if wintrust.WinVerifyTrust(None, ctypes.byref(V2_GUID), ctypes.byref(td)) == 0 else 0
+    except Exception as e:
+        print(e)
+        return 0
+
+####################################################################################################
+
+class Features:
+    API_CAT_MAPPING = {
+        'ProcessControl': {
+            'CreateProcessA', 'CreateProcessW', 'WinExec', 'ShellExecuteA', 'ShellExecuteW',
+            'ShellExecuteExW', 'ExitProcess', 'TerminateProcess', 'OpenProcess', 'GetExitCodeProcess',
+            'SetThreadPriority', 'GetThreadPriority', 'GetCurrentProcess', 'GetCurrentProcessId',
+            'GetModuleFileNameA', 'GetCommandLineA', 'GetModuleFileNameW', 'GetStartupInfoW'
+        },
+        'Injection': {
+            'VirtualAlloc', 'VirtualAllocEx', 'VirtualProtect', 'VirtualProtectEx', 'WriteProcessMemory', 
+            'ReadProcessMemory', 'CreateRemoteThread', 'QueueUserAPC', 'SetThreadContext', 'GetThreadContext', 
+            'Wow64SetThreadContext', 'NtUnmapViewOfSection', 'ZwUnmapViewOfSection', 'RtlCreateUserThread', 
+            'SetWindowsHookExA', 'SetWindowsHookExW', 'UnhookWindowsHookEx', 'LoadLibraryA', 'LoadLibraryW', 
+            'LoadLibraryExA', 'LoadLibraryExW', 'GetProcAddress', 'GetModuleHandleA', 'GetModuleHandleW',
+            'FreeLibrary', 'CreateFileMappingA', 'CreateFileMappingW', 'MapViewOfFile', 'UnmapViewOfSection',
+            'VirtualFree', 'VirtualQuery'
+        },
+        'Synchronization': {
+            'WaitForSingleObject', 'WaitForSingleObjectEx', 'WaitForMultipleObjects', 'WaitForMultipleObjectsEx',
+            'CreateMutexA', 'CreateMutexW', 'OpenMutexW', 'ReleaseMutex', 'CreateEventA', 'CreateEventW', 
+            'OpenEventW', 'SetEvent', 'ResetEvent', 'EnterCriticalSection', 'LeaveCriticalSection', 
+            'InitializeCriticalSection', 'DeleteCriticalSection', 'Sleep', 'SleepEx',
+            'InitializeCriticalSectionAndSpinCount', 'InterlockedDecrement', 'InterlockedIncrement', 
+            'InterlockedExchange', 'InterlockedCompareExchange', 'SetTimer', 'KillTimer'
+        },
+        'MultiThreading': {
+            'CreateThread', 'ResumeThread', 'SuspendThread', 'ExitThread', 'TerminateThread',
+            'GetCurrentThread', 'GetCurrentThreadId', 'TlsAlloc', 'TlsSetValue', 'TlsGetValue',
+            'CreateThreadpoolWork', 'SubmitThreadpoolWork', 'TlsFree'
+        },
+        'Network': {
+            'socket', 'connect', 'send', 'recv', 'bind', 'listen', 'accept', 'gethostbyname', 'getaddrinfo',
+            'WSAStartup', 'WSACleanup', 'WSAIoctl', 'WSASocketA', 'WSASocketW', 'closesocket', 'htons',
+            'InternetOpenA', 'InternetOpenW', 'InternetConnectA', 'InternetConnectW', 'InternetOpenUrlA', 
+            'InternetOpenUrlW', 'HttpOpenRequestA', 'HttpOpenRequestW', 'HttpSendRequestA', 'HttpSendRequestW',
+            'InternetReadFile', 'URLDownloadToFileA', 'URLDownloadToFileW', 'DnsQuery_A', 'DnsQuery_W'
+        },
+        'Encryption': {
+            'CryptAcquireContextA', 'CryptAcquireContextW', 'CryptCreateHash', 'CryptHashData', 
+            'CryptDeriveKey', 'CryptEncrypt', 'CryptDecrypt', 'CryptDestroyKey', 'CryptDestroyHash',
+            'CryptReleaseContext', 'CryptGenKey', 'CryptImportKey', 'CryptExportKey'
+        },
+        'DataObfuscation': {
+            'RtlDecompressBuffer', 'MultiByteToWideChar', 'WideCharToMultiByte', 'Base64Decode', 
+            'CryptDecodeObject', 'IsDBCSLeadByte', 'CharUpperA', 'CharLowerA',
+            'GetStringTypeW', 'LCMapStringW', 'IsValidCodePage', 'DecodePointer', 'EncodePointer'
+        },
+        'FileIO': {
+            'CreateFileA', 'CreateFileW', 'WriteFile', 'ReadFile', 'DeleteFileA', 'DeleteFileW',
+            'CopyFileA', 'CopyFileW', 'MoveFileA', 'MoveFileW', 'FindFirstFileA', 'FindNextFileA',
+            'GetTempPathA', 'GetTempPathW', 'GetTempFileNameA', 'GetTempFileNameW', 'SetFileAttributesA', 
+            'SetFileAttributesW', 'DeviceIoControl', 'SetFileTime', 'GetFileSize', 'GetFileSizeEx',
+            'SetFilePointer', 'FlushFileBuffers', 'ConnectNamedPipe', 'PeekNamedPipe',
+            'CloseHandle', 'GetFileType', 'SetStdHandle', 'SetFilePointerEx', 'FindClose', 
+            'SetHandleCount', 'SetEndOfFile', 'GetFullPathNameA', 'GetFileAttributesA'
+        },
+        'Registry': {
+            'RegOpenKeyExA', 'RegOpenKeyExW', 'RegSetValueExA', 'RegSetValueExW', 
+            'RegCreateKeyExA', 'RegCreateKeyExW', 'RegDeleteKeyA', 'RegDeleteKeyW',
+            'RegEnumValueA', 'RegEnumValueW', 'RegQueryValueExA', 'RegQueryValueExW',
+            'RegDeleteValueA', 'RegDeleteValueW', 'RegCloseKey'
+        },
+        'Services': {
+            'OpenSCManagerA', 'OpenSCManagerW', 'CreateServiceA', 'CreateServiceW',
+            'StartServiceA', 'StartServiceW', 'ControlService', 'DeleteService'
+        },
+        'Privileges': {
+            'AdjustTokenPrivileges', 'LookupPrivilegeValueA', 'LookupPrivilegeValueW', 
+            'OpenProcessToken', 'NetUserAdd', 'NetLocalGroupAddMembers', 'IsAdmin', 
+            'GetUserNameA', 'GetUserNameW'
+        },
+        'Native': {
+            'RtlUnwind', 'RtlVirtualUnwind', 'RtlCaptureContext', 'RtlLookupFunctionEntry',
+            'NtClose', 'NtQueryInformationProcess', 'RtlAllocateHeap', 'RtlFreeHeap',
+            'GetSystemTimeAsFileTime', 'GetLocalTime', 'GlobalMemoryStatus', 
+            'GetVersionExA', 'GetVersionExW', 'GetComputerNameA', 'GetComputerNameW',
+            'GetLastError', 'GetACP', 'RaiseException', 'SetLastError', 'GetEnvironmentStringsW', 
+            'FreeEnvironmentStringsW', 'GetLocaleInfoA', 'lstrlenA', 'GetVersion', 'GetSystemInfo', 
+            'CompareStringA'
+        },
+        'DotNet': {
+            '_CorExeMain', '_CorDllMain'
+        },
+        'AntiDebug': {
+            'IsDebuggerPresent', 'CheckRemoteDebuggerPresent', 'OutputDebugStringA', 'OutputDebugStringW',
+            'GetTickCount', 'GetTickCount64', 'QueryPerformanceCounter', 'FindWindowA', 'FindWindowW',
+            'EnumWindows', 'EnumChildWindows', 'GetWindowRect', 'GetClientRect', 'SetWindowDisplayAffinity',
+            'UnhandledExceptionFilter', 'SetUnhandledExceptionFilter', 'IsProcessorFeaturePresent', 
+            'SetErrorMode', 'GetTimeZoneInformation', 'GetDriveTypeW', 'GetDiskFreeSpaceA'
+        },
+        'Keylogging': {
+            'GetAsyncKeyState', 'GetKeyState', 'GetKeyboardState', 'MapVirtualKeyA', 'MapVirtualKeyW',
+            'ToAscii', 'ToAsciiEx', 'ToUnicode', 'ToUnicodeEx', 'GetKeyNameTextA', 'GetForegroundWindow',
+            'KeybdEvent', 'SendInput', 'MapVirtualKeyExA', 'MapVirtualKeyExW', 'CallNextHookEx'
+        },
+        'Input': {
+            'GetCursorPos', 'SetCursorPos', 'MouseEvent', 'GetDoubleClickTime', 
+            'GetCapture', 'SetCapture'
+        },
+        'ScreenCapture': {
+            'BitBlt', 'StretchBlt', 'GetDC', 'GetWindowDC', 'CreateCompatibleDC', 'CreateCompatibleBitmap',
+            'GdipSaveImageToFile', 'PrintWindow', 'GetDesktopWindow', 'CreateDCW', 'CreateDCA',
+            'SelectObject', 'DeleteDC', 'DeleteObject', 'GetDeviceCaps', 'GetSystemMetrics'
+        },
+        'Graphics': {
+            'Direct3DCreate9', 'D3D11CreateDevice'
+        },
+        'Audio': {
+            'WaveInOpen', 'WaveInClose', 'WaveInStart', 'WaveInStop'
+        },
+        'Clipboard': {
+            'OpenClipboard', 'CloseClipboard', 'GetClipboardData', 'SetClipboardData'
+        },
+        'Camera': {
+            'CapCreateCaptureWindowA', 'CapCreateCaptureWindowW'
+        },
+        'Memory': {
+            'HeapAlloc', 'HeapFree', 'HeapSize', 'HeapCreate', 'GetProcessHeap',
+            'LocalAlloc', 'LocalFree', 'GlobalAlloc', 'GlobalFree', 'GlobalUnlock',
+            'HeapDestroy', 'GlobalLock', 'SysFreeString', 'SysAllocStringLen'
+        },
+        'Resource': {
+            'LoadResource', 'SizeofResource', 'LockResource', 'FreeResource', 'FindResourceA'
+        },
+        'WindowControl': {
+            'ShowWindow', 'DestroyWindow', 'TranslateMessage', 'DispatchMessageA', 'GetWindow',
+            'PeekMessageA', 'GetWindowLongA', 'CallWindowProcA', 'SetWindowLongA', 'GetWindowTextA',
+            'ScreenToClient', 'GetActiveWindow', 'CreateWindowExA', 'DefWindowProcA', 'GetMessageA',
+            'RegisterClassA', 'UnregisterClassA', 'MessageBoxA'
+        },
+        'COM': {
+            'CoCreateInstance', 'CoUninitialize', 'CoInitialize'
+        }
+    }
+
+    TARGET_DLLS = {
+        'kernel32.dll', 'user32.dll', 'gdi32.dll', 'advapi32.dll', 'shell32.dll', 'ntdll.dll', 'hal.dll',
+        'ws2_32.dll', 'wsock32.dll', 'wininet.dll', 'winhttp.dll', 'urlmon.dll', 'crypt32.dll', 'bcrypt.dll',
+        'psapi.dll', 'dbghelp.dll', 'imagehlp.dll', 'shlwapi.dll', 'ole32.dll', 'oleaut32.dll', 'comctl32.dll',
+        'mscoree.dll', 'vbscript.dll', 'netapi32.dll', 'iphlpapi.dll', 'wtsapi32.dll', 'version.dll', 'winmm.dll'
+    }
+
+    BASE_SCHEMA = [
+        "FileEntropy", "SectionMeanEntropy", "IsExe", "IsDll", "IsDriver", "Is64Bit", "Machine", "Magic",
+        "TimeDateStamp", "CheckSum", "ImageBase", "SizeOfImage", "SizeOfHeaders",
+        "Characteristics", "DllCharacteristics", "Subsystem", "LoaderFlags",
+        "MajorLinkerVersion", "MinorLinkerVersion", "SizeOfCode", 
+        "SizeOfInitializedData", "SizeOfUninitializedData", "AddressOfEntryPoint",
+        "BaseOfCode", "SectionAlignment", "FileAlignment",
+        "MajorOperatingSystemVersion", "MinorOperatingSystemVersion",
+        "MajorImageVersion", "MinorImageVersion",
+        "MajorSubsystemVersion", "MinorSubsystemVersion",
+        "SizeOfStackReserve", "SizeOfStackCommit", "SizeOfHeapReserve", "SizeOfHeapCommit",
+        "NumberOfSections", "NumberOfRvaAndSizes", "PointerToSymbolTable", "NumberOfSymbols",
+        "SizeOfOptionalHeader",
+        
+        "TextSectionMaxEntropy", "TextSectionMeanEntropy", "TextSizeRatio", 
+        "DataSectionMaxEntropy", "DataSectionMeanEntropy", "DataSizeRatio", 
+        "RsrcSectionMaxEntropy", "RsrcSectionMeanEntropy", "RsrcSizeRatio", 
+        "SectionCount", "ExecutableSections", 
+        "WritableSections", "ReadableSections", "SectionException",
+
+        "Char_00000020_Count", "Char_00000020_MeanEntropy",
+        "Char_00000040_Count", "Char_00000040_MeanEntropy",
+        "Char_00000080_Count", "Char_00000080_MeanEntropy",
+        "Char_02000000_Count", "Char_02000000_MeanEntropy",
+        "Char_20000000_Count", "Char_20000000_MeanEntropy",
+        "Char_40000000_Count", "Char_40000000_MeanEntropy",
+        "Char_80000000_Count", "Char_80000000_MeanEntropy",
+        
+        "IconCount", "ApiCount", "ExportCount", "DebugCount", "ExceptionCount",
+        "ImportCount", "ImportFunctionCount",
+        
+        "FileDescriptionLength", "FileVersionLength", "ProductNameLength", 
+        "ProductVersionLength", "CompanyNameLength", "LegalCopyrightLength", 
+        "CommentsLength", "InternalNameLength", "LegalTrademarksLength",
+        "SpecialBuildLength", "PrivateBuildLength",
+        
+        "TrustSigned", "IsDebug", "IsPatched", "IsPrivateBuild", "IsPreRelease", 
+        "IsSpecialBuild", "IsAdmin", "IsInstall", "HasTlsCallbacks", 
+        "HasInvalidTimestamp", "HasRelocationDirectory", "HasPacked", "FileTimeException"
+    ]
+
+    CAT_SCHEMA = [f"Cat_{k}" for k in sorted(API_CAT_MAPPING.keys())]
+    DLL_SCHEMA = [f"Dll_{d.replace('.', '_')}" for d in sorted(TARGET_DLLS)]
+    
+    _ALL_APIS = {api for apis in API_CAT_MAPPING.values() for api in apis}
+    API_SCHEMA = [f"Api_{api}" for api in sorted(_ALL_APIS)]
+    
+    SCHEMA = BASE_SCHEMA + CAT_SCHEMA + DLL_SCHEMA + API_SCHEMA
+    
+    _API_TO_CATS = {}
+    for _cat, _apis in API_CAT_MAPPING.items():
+        for _api in _apis:
+            if _api not in _API_TO_CATS:
+                _API_TO_CATS[_api] = []
+            _API_TO_CATS[_api].append(_cat)
+
+    PACKERS = {
+        'upx', 'aspack', 'asprotect', 'pecompact', 'upack', 'fsg', 'mew', 
+        'mpress', 'ezip', 'pklt', 'shrink', 'petite', 'telock',
+        'themida', 'winlicense', 'tmd', 'vmp', 'enigma', 'obsidium', 
+        'pelock', 'exestealth', 'yoda', 'armadillo', 'zprotect',
+        'sforce', 'starforce', 'qihoo', 'wisevec', 'megastop',
+    }
+    INSTALLER_SIGS = [b"Nullsoft.NSIS", b"Inno Setup", b"7-Zip.7zip", b"InstallShield"]
+
+####################################################################################################
+
+def safe_float(val):
+    try:
+        f = float(val)
+        if math.isinf(f) or math.isnan(f): return 0.0
+        return f
+    except:
+        return 0.0
+
+####################################################################################################
+
+def calc_entropy(data):
+    if not data: return 0.0
+    arr = np.frombuffer(data, dtype=np.uint8)
+    counts = np.bincount(arr, minlength=256)
+    probs = counts[counts > 0] / len(arr)
+    return float(-np.sum(probs * np.log2(probs)))
+
+def safe_div(n, d): 
+    return float(n) / d if d > 0 else 0.0
+
+def process_single_file_content(file_bytes, file_path):
+    fsize = len(file_bytes)
+    if fsize == 0: return None
+
+    fts = {k: 0.0 for k in Features.SCHEMA}
+    pe = None
+    try:
+        pe = pefile.PE(data=file_bytes, fast_load=True)
+        fts['TrustSigned'] = verify_signature(file_path)
+
+        fh = pe.FILE_HEADER
+        fts['Machine'] = fh.Machine
+        fts['NumberOfSections'] = fh.NumberOfSections
+        fts['TimeDateStamp'] = fh.TimeDateStamp
+        fts['PointerToSymbolTable'] = fh.PointerToSymbolTable
+        fts['NumberOfSymbols'] = fh.NumberOfSymbols
+        fts['SizeOfOptionalHeader'] = fh.SizeOfOptionalHeader
+        fts['Characteristics'] = fh.Characteristics
+
+        curr_ts = datetime.datetime.utcnow().timestamp()
+        fts['HasInvalidTimestamp'] = 1.0 if (fh.TimeDateStamp < 631152000 or fh.TimeDateStamp > curr_ts + 2592000) else 0.0
+        fts['FileTimeException'] = 1.0 if fh.TimeDateStamp == 0 else 0.0
+
+        if hasattr(pe, 'OPTIONAL_HEADER'):
+            op = pe.OPTIONAL_HEADER
+            fts['Magic'] = getattr(op, 'Magic', 0)
+            fts['MajorLinkerVersion'] = getattr(op, 'MajorLinkerVersion', 0)
+            fts['MinorLinkerVersion'] = getattr(op, 'MinorLinkerVersion', 0)
+            fts['SizeOfCode'] = getattr(op, 'SizeOfCode', 0)
+            fts['SizeOfInitializedData'] = getattr(op, 'SizeOfInitializedData', 0)
+            fts['SizeOfUninitializedData'] = getattr(op, 'SizeOfUninitializedData', 0)
+            fts['AddressOfEntryPoint'] = getattr(op, 'AddressOfEntryPoint', 0)
+            fts['BaseOfCode'] = getattr(op, 'BaseOfCode', 0)
+            fts['ImageBase'] = getattr(op, 'ImageBase', 0)
+            fts['SectionAlignment'] = getattr(op, 'SectionAlignment', 0)
+            fts['FileAlignment'] = getattr(op, 'FileAlignment', 0)
+            fts['MajorOperatingSystemVersion'] = getattr(op, 'MajorOperatingSystemVersion', 0)
+            fts['MinorOperatingSystemVersion'] = getattr(op, 'MinorOperatingSystemVersion', 0)
+            fts['MajorImageVersion'] = getattr(op, 'MajorImageVersion', 0)
+            fts['MinorImageVersion'] = getattr(op, 'MinorImageVersion', 0)
+            fts['MajorSubsystemVersion'] = getattr(op, 'MajorSubsystemVersion', 0)
+            fts['MinorSubsystemVersion'] = getattr(op, 'MinorSubsystemVersion', 0)
+            fts['SizeOfImage'] = getattr(op, 'SizeOfImage', 0)
+            fts['SizeOfHeaders'] = getattr(op, 'SizeOfHeaders', 0)
+            fts['CheckSum'] = getattr(op, 'CheckSum', 0)
+            fts['Subsystem'] = getattr(op, 'Subsystem', 0)
+            fts['DllCharacteristics'] = getattr(op, 'DllCharacteristics', 0)
+            fts['SizeOfStackReserve'] = getattr(op, 'SizeOfStackReserve', 0)
+            fts['SizeOfStackCommit'] = getattr(op, 'SizeOfStackCommit', 0)
+            fts['SizeOfHeapReserve'] = getattr(op, 'SizeOfHeapReserve', 0)
+            fts['SizeOfHeapCommit'] = getattr(op, 'SizeOfHeapCommit', 0)
+            fts['LoaderFlags'] = getattr(op, 'LoaderFlags', 0)
+            fts['NumberOfRvaAndSizes'] = getattr(op, 'NumberOfRvaAndSizes', 0)
+            fts['Is64Bit'] = 1.0 if fh.Machine in (0x8664, 0xAA64, 0x0200) else 0.0
+            fts['IsExe'] = 1.0 if pe.is_exe() else 0.0
+            fts['IsDll'] = 1.0 if pe.is_dll() else 0.0
+            fts['IsDriver'] = 1.0 if fts['Subsystem'] == 1 else 0.0
+
+            if hasattr(op, 'DATA_DIRECTORY'):
+                reloc_idx = pefile.DIRECTORY_ENTRY.get('IMAGE_DIRECTORY_ENTRY_BASERELOC', 5)
+                if len(op.DATA_DIRECTORY) > reloc_idx and op.DATA_DIRECTORY[reloc_idx].Size > 0:
+                    fts['HasRelocationDirectory'] = 1.0
+
+        try:
+            fts['FileEntropy'] = calc_entropy(file_bytes)
+        except Exception:
+            pass
+
+        sec_entropies = []
+        text_entropies = []
+        data_entropies = []
+        rsrc_entropies = []
+        char_flags = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
+
+        if hasattr(pe, 'sections'):
+            fts['SectionCount'] = len(pe.sections)
+            for section in pe.sections:
+                try: 
+                    name = section.Name.decode('ascii', 'ignore').strip('\x00')
+                except Exception: 
+                    name = ""
+                    
+                try: 
+                    s_data = section.get_data()
+                    s_entropy = calc_entropy(s_data)
+                except Exception: 
+                    s_data = b""
+                    s_entropy = 0.0
+
+                sec_entropies.append(s_entropy)
+
+                if any(p in name.lower() for p in Features.PACKERS): fts['HasPacked'] = 1.0
+                if section.Characteristics & 0x20000000: fts['ExecutableSections'] += 1.0
+                if section.Characteristics & 0x80000000: fts['WritableSections'] += 1.0
+                if section.Characteristics & 0x40000000: fts['ReadableSections'] += 1.0
+                if section.SizeOfRawData + section.PointerToRawData > fsize: fts['SectionException'] = 1.0
+
+                for flag in char_flags:
+                    if section.Characteristics & flag:
+                        fts[f'Char_{flag:08X}_Count'] += 1.0
+                        fts[f'Char_{flag:08X}_MeanEntropy'] += s_entropy
+
+                ratio = safe_div(section.SizeOfRawData, fsize)
+                if name.startswith('.text'):
+                    text_entropies.append(s_entropy)
+                    fts['TextSizeRatio'] += ratio
+                elif name.startswith('.data'):
+                    data_entropies.append(s_entropy)
+                    fts['DataSizeRatio'] += ratio
+                elif name.startswith('.rsrc'):
+                    rsrc_entropies.append(s_entropy)
+                    fts['RsrcSizeRatio'] += ratio
+                    if b"requireAdministrator" in s_data: fts['IsAdmin'] = 1.0
+                    for sig in Features.INSTALLER_SIGS:
+                        if sig in s_data:
+                            fts['IsInstall'] = 1.0
+                            break
+
+        fts['SectionMeanEntropy'] = safe_div(sum(sec_entropies), len(sec_entropies))
+        fts['TextSectionMaxEntropy'] = max(text_entropies) if text_entropies else 0.0
+        fts['TextSectionMeanEntropy'] = safe_div(sum(text_entropies), len(text_entropies))
+        fts['DataSectionMaxEntropy'] = max(data_entropies) if data_entropies else 0.0
+        fts['DataSectionMeanEntropy'] = safe_div(sum(data_entropies), len(data_entropies))
+        fts['RsrcSectionMaxEntropy'] = max(rsrc_entropies) if rsrc_entropies else 0.0
+        fts['RsrcSectionMeanEntropy'] = safe_div(sum(rsrc_entropies), len(rsrc_entropies))
+
+        for flag in char_flags:
+            fts[f'Char_{flag:08X}_MeanEntropy'] = safe_div(fts[f'Char_{flag:08X}_MeanEntropy'], fts[f'Char_{flag:08X}_Count'])
+
+        try:
+            pe.parse_data_directories(directories=[
+                pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_IMPORT'],
+                pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_EXPORT'],
+                pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_RESOURCE'],
+                pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_DEBUG'],
+                pefile.DIRECTORY_ENTRY['IMAGE_DIRECTORY_ENTRY_TLS']
+            ])
+        except Exception:
+            pass
+
+        if hasattr(pe, 'DIRECTORY_ENTRY_TLS') and hasattr(pe.DIRECTORY_ENTRY_TLS, 'struct'):
+            if getattr(pe.DIRECTORY_ENTRY_TLS.struct, 'AddressOfCallBacks', 0) != 0:
+                fts['HasTlsCallbacks'] = 1.0
+
+        if hasattr(pe, 'VS_FIXEDFILEINFO') and len(pe.VS_FIXEDFILEINFO) > 0:
+            flags = getattr(pe.VS_FIXEDFILEINFO[0], 'FileFlags', 0)
+            fts['IsDebug'] = 1.0 if flags & 0x1 else 0.0
+            fts['IsPreRelease'] = 1.0 if flags & 0x2 else 0.0
+            fts['IsPatched'] = 1.0 if flags & 0x4 else 0.0
+            fts['IsPrivateBuild'] = 1.0 if flags & 0x8 else 0.0
+            fts['IsSpecialBuild'] = 1.0 if flags & 0x20 else 0.0
+
+        if hasattr(pe, 'FileInfo'):
+            for fileinfo_list in pe.FileInfo:
+                for fileinfo in fileinfo_list:
+                    if getattr(fileinfo, 'name', '') in ('StringFileInfo', b'StringFileInfo'):
+                        for st in getattr(fileinfo, 'StringTable', []):
+                            for key, val in st.entries.items():
+                                try:
+                                    k = key.decode('utf-8', 'ignore') if isinstance(key, bytes) else str(key)
+                                    v = val.decode('utf-8', 'ignore') if isinstance(val, bytes) else str(val)
+                                    length = len(v)
+                                    if k == 'FileDescription': fts['FileDescriptionLength'] = length
+                                    elif k == 'FileVersion': fts['FileVersionLength'] = length
+                                    elif k == 'ProductName': fts['ProductNameLength'] = length
+                                    elif k == 'ProductVersion': fts['ProductVersionLength'] = length
+                                    elif k == 'CompanyName': fts['CompanyNameLength'] = length
+                                    elif k == 'LegalCopyright': fts['LegalCopyrightLength'] = length
+                                    elif k == 'Comments': fts['CommentsLength'] = length
+                                    elif k == 'InternalName': fts['InternalNameLength'] = length
+                                    elif k == 'LegalTrademarks': fts['LegalTrademarksLength'] = length
+                                    elif k == 'SpecialBuild': fts['SpecialBuildLength'] = length
+                                    elif k == 'PrivateBuild': fts['PrivateBuildLength'] = length
+                                except Exception:
+                                    continue
+
+        if hasattr(pe, 'DIRECTORY_ENTRY_IMPORT'):
+            fts['ImportCount'] = len(pe.DIRECTORY_ENTRY_IMPORT)
+            for entry in pe.DIRECTORY_ENTRY_IMPORT:
+                if getattr(entry, 'dll', None):
+                    try:
+                        dll_name = entry.dll.decode('ascii', 'ignore').lower()
+                        if dll_name in Features.TARGET_DLLS: 
+                            fts[f"Dll_{dll_name.replace('.', '_')}"] = 1.0
+                    except Exception: 
+                        pass
+                
+                imports = getattr(entry, 'imports', [])
+                for imp in imports:
+                    fts['ImportFunctionCount'] += 1.0
+                    if not getattr(imp, 'name', None): continue
+                    try:
+                        func_name = imp.name.decode('ascii', 'ignore')
+                        if func_name in Features._ALL_APIS:
+                            fts[f'Api_{func_name}'] += 1.0
+                            fts['ApiCount'] += 1.0
+                        for cat in Features._API_TO_CATS.get(func_name, []):
+                            fts[f'Cat_{cat}'] += 1.0
+                    except Exception: 
+                        continue
+
+        if hasattr(pe, 'DIRECTORY_ENTRY_EXPORT') and hasattr(pe.DIRECTORY_ENTRY_EXPORT, 'symbols'):
+            fts['ExportCount'] = len(pe.DIRECTORY_ENTRY_EXPORT.symbols)
+        
+        if hasattr(pe, 'DIRECTORY_ENTRY_RESOURCE'):
+            for entry in pe.DIRECTORY_ENTRY_RESOURCE.entries:
+                if getattr(entry, 'id', None) == 3 and hasattr(entry, 'directory'):
+                    fts['IconCount'] += len(getattr(entry.directory, 'entries', []))
+                    
+        if hasattr(pe, 'OPTIONAL_HEADER') and hasattr(pe.OPTIONAL_HEADER, 'DATA_DIRECTORY') and len(pe.OPTIONAL_HEADER.DATA_DIRECTORY) > 3:
+            exc_dir = pe.OPTIONAL_HEADER.DATA_DIRECTORY[3]
+            if exc_dir.Size > 0:
+                fts['ExceptionCount'] = exc_dir.Size // 12 if fts['Machine'] in (0x8664, 0xAA64) else 0.0
+            
+        if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG'): 
+            fts['DebugCount'] = len(pe.DIRECTORY_ENTRY_DEBUG)
+
+        for k in fts: 
+            fts[k] = safe_float(fts[k])
+            
+        return fts
+
+    except pefile.PEFormatError:
+        return None
+    except Exception:
+        return None
+    finally:
+        if pe: 
+            pe.close()
+
+####################################################################################################
+
+def init_db():
+    conn = sqlite3.connect(DB_PATH)
+    conn.execute("PRAGMA synchronous = OFF")
+    conn.execute("PRAGMA journal_mode = WAL")
+    conn.execute("PRAGMA cache_size = 10000")
+    
+    cols = "FileHash TEXT, " + ", ".join([f"{c} REAL" for c in Features.SCHEMA])
+    conn.execute(f"CREATE TABLE IF NOT EXISTS PeData ({cols}, Label INTEGER)")
+    conn.execute(f"CREATE UNIQUE INDEX IF NOT EXISTS idx_pedata_hash ON PeData (FileHash)")
+    conn.commit()
+    return conn
+
+def load_existing_hashes(conn):
+    print("[*] Loading existing hashes into memory...")
+    try:
+        cursor = conn.execute("SELECT FileHash FROM PeData")
+        return {row[0] for row in cursor.fetchall()}
+    except:
+        return set()
+
+####################################################################################################
+
+def scan_and_save(conn, path, label, existing_hashes):
+    print(f"\n[*] Scanning: {path} (Label={label})")
+    print(f"[*] Config: Max File Size = {MAX_FILE_SIZE/1024/1024:.0f} MB")
+    
+    files = []
+    if os.path.isfile(path): 
+        files.append(path)
+    else:
+        for r, _, fs in os.walk(path):
+            for f in fs:
+                if os.path.splitext(f)[1].lower() in TARGET_EXTENSIONS:
+                    files.append(os.path.join(r, f))
+    
+    total = len(files)
+    if total == 0:
+        print("[-] No valid PE files found.")
+        return
+
+    print(f"[*] Found {total} files. Processing...\n")
+    
+    batch = []
+    count = 0
+    errors = 0
+    skipped = 0
+    start_time = time.time()
+    
+    placeholders = ",".join(["?"] * (len(Features.SCHEMA) + 2))
+    sql = f"INSERT INTO PeData VALUES ({placeholders})"
+    
+    try:
+        for i, file_path in enumerate(files):
+            try:
+                fsize = os.path.getsize(file_path)
+                if fsize == 0 or fsize > MAX_FILE_SIZE:
+                    errors += 1
+                    continue
+
+                with open(file_path, "rb") as f:
+                    file_bytes = f.read()
+
+                sha256 = hashlib.sha256(file_bytes).hexdigest()
+                if sha256 in existing_hashes:
+                    skipped += 1
+                else:
+                    res = process_single_file_content(file_bytes, file_path)
+                    
+                    if res:
+                        vals = [sha256]
+                        vals.extend([res.get(c, 0.0) for c in Features.SCHEMA])
+                        vals.append(float(label))
+                        batch.append(tuple(vals))
+                        
+                        existing_hashes.add(sha256)
+                        count += 1
+                    else:
+                        errors += 1
+
+            except Exception:
+                errors += 1
+            
+            if len(batch) >= BATCH_SIZE:
+                try:
+                    conn.executemany(sql, batch)
+                    conn.commit()
+                    batch = []
+                except Exception as batch_err:
+                    print(f"\n[-] Batch Error: {batch_err}")
+                    batch = []
+            
+            elapsed = time.time() - start_time
+            rate = (i + 1) / elapsed if elapsed > 0 else 0
+            sys.stdout.write(f"\r[{i+1}/{total}] New: {count} | Skip: {skipped} | Err: {errors} | {rate:.1f} files/s")
+            sys.stdout.flush()
+
+    except KeyboardInterrupt:
+        print("\n\n[-] Interrupted by user.")
+    except Exception as e:
+        print(f"\n[-] Unexpected Error: {e}")
+    finally:
+        if batch:
+            try:
+                conn.executemany(sql, batch)
+                conn.commit()
+            except Exception:
+                pass
+        
+        print(f"\n\n[+] Scan finished. Total New: {count}, Total Skipped: {skipped}")
+
+####################################################################################################
+
+if __name__ == "__main__":
+    print("\n---------------- PE Dataset Builder v3.2 ----------------\n")
+    
+    if os.path.exists(DB_PATH):
+        try:
+            conn_check = sqlite3.connect(DB_PATH)
+            cursor = conn_check.execute("PRAGMA table_info(PeData)")
+            cols = [row[1] for row in cursor.fetchall()]
+            if 'FileHash' not in cols or len(cols) != len(Features.SCHEMA) + 2:
+                print(f"[-] WARNING: DB Schema mismatch. Please delete {DB_PATH} to rebuild.")
+            conn_check.close()
+        except: pass
+
+    conn = init_db()
+    
+    existing_hashes = load_existing_hashes(conn)
+    print(f"[+] Loaded {len(existing_hashes)} hashes from database.\n")
+
+    try:
+        while True:
+            print("-" * 60)
+            raw_path = input("\n[*] Enter Path (File or Folder): ").strip()
+            target_path = raw_path.strip('"').strip("'")
+
+            if target_path.lower() in ['exit', 'q']: break
+            if not target_path or not os.path.exists(target_path):
+                print("[-] Invalid path.")
+                continue
+
+            while True:
+                label_input = input("[*] Enter Label (0=Safe, 1=Malware): ").strip()
+                if label_input.lower() in ['exit', 'q']:
+                    conn.close()
+                    sys.exit()
+                if label_input in ['0', '1']:
+                    label = int(label_input)
+                    break
+                print("[-] Please enter 0 or 1.")
+
+            scan_and_save(conn, target_path, label, existing_hashes)
+            
+    except KeyboardInterrupt:
+        print("\n\n[-] Interrupted.")
+    finally:
+        conn.close()
+        print(f"\n[+] Database saved to: {os.path.abspath(DB_PATH)}")

Engine/Properties/train_server.py

@@ -0,0 +1,216 @@
+import os, sys, time, sqlite3, re, json
+import pandas as pd
+import numpy as np
+import lightgbm as lgb
+import onnxmltools
+
+from onnxmltools.convert.common.data_types import FloatTensorType
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report, accuracy_score, roc_auc_score
+
+####################################################################################################
+
+DB_PATH = "pe_features.db"
+MODEL_FILE = "model.txt"
+ONNX_FILE = "model.onnx"
+FEATURE_FILE = "features.json"
+TEST_SIZE = 0.0001
+RANDOM_SEED = 42
+
+LGBM_PARAMS = {
+    'objective': 'binary',
+    'metric': ['binary_logloss', 'auc'],
+    'boosting_type': 'gbdt',
+    'num_leaves': 512,
+    'learning_rate': 0.05,
+    'feature_fraction': 0.8,
+    'bagging_fraction': 0.8,
+    'bagging_freq': 5,
+    'verbose': -1,
+    'seed': RANDOM_SEED,
+    'n_jobs': -1,
+    'max_depth': -1,
+    'min_data_in_leaf': 10,
+    'lambda_l1': 0.1,
+    'lambda_l2': 0.1,
+}
+
+####################################################################################################
+
+def clean_col_name(name):
+    return re.sub(r'[^A-Za-z0-9_]+', '', name)
+
+def get_raw_schema(db_path):
+    if not os.path.exists(db_path):
+        return None
+    conn = sqlite3.connect(db_path)
+    try:
+        cursor = conn.cursor()
+        cursor.execute("PRAGMA table_info(PeData)")
+        columns = [row[1] for row in cursor.fetchall()]
+        exclude = {'label', 'id', 'filename', 'filelength', 'rowid', 'probability', 'predictedlabel', 'score', 'filehash', 'timedatestamp'}
+        return [c for c in columns if c.lower().strip() not in exclude]
+    except Exception as e:
+        print(f"[-] Schema extraction error: {e}")
+        return None
+    finally:
+        conn.close()
+
+####################################################################################################
+
+def load_data(db_path, raw_cols):
+    print(f"[*] Connecting to database: {db_path}")
+    conn = sqlite3.connect(db_path)
+    req_cols = list(set(raw_cols + ['Label']))
+    sql = f"SELECT {', '.join(req_cols)} FROM PeData"
+    
+    try:
+        chunks = []
+        for chunk in pd.read_sql_query(sql, conn, chunksize=20000):
+            label_col = next((c for c in chunk.columns if c.lower().strip() == 'label'), None)
+            if not label_col:
+                print("[-] Critical Error: Label column not found.")
+                return None, None, None
+
+            cols_to_cast = [c for c in chunk.columns if c != label_col]
+            chunk[cols_to_cast] = chunk[cols_to_cast].astype(np.float32)
+            chunk[label_col] = chunk[label_col].astype(np.int8)
+            chunks.append(chunk)
+
+        if not chunks:
+            return None, None, None
+
+        df = pd.concat(chunks, ignore_index=True)
+
+        label_col = next((c for c in df.columns if c.lower().strip() == 'label'), None)
+        y = df[label_col].astype(int)
+        X = df.drop(columns=[label_col], errors='ignore')
+        
+        valid_features = [c for c in raw_cols if c in X.columns]
+        X = X[valid_features].copy()
+        
+        rename_map = {old: clean_col_name(old) for old in X.columns}
+        X = X.rename(columns=rename_map)
+        
+        if X.columns.duplicated().any():
+            print("[-] Warning: Duplicate column names detected after cleaning. Deduplicating...")
+            X = X.loc[:, ~X.columns.duplicated()]
+
+        final_features = X.columns.tolist()
+        return X, y, final_features
+    finally:
+        conn.close()
+
+####################################################################################################
+
+def train_process(X, y):
+    print(f"[*] Dataset shape: {X.shape}")
+    
+    X_train, X_test, y_train, y_test = train_test_split(
+        X, y, test_size=TEST_SIZE, random_state=RANDOM_SEED, stratify=y
+    )
+    
+    n_pos = (y_train == 1).sum()
+    n_neg = (y_train == 0).sum()
+    
+    base_weight = n_neg / n_pos if n_pos > 0 else 1.0
+    weight_ratio_target = 0.1
+    final_pos_weight = base_weight * weight_ratio_target
+    
+    print(f"[*] Balance Report: Safe={n_neg}, Malware={n_pos}")
+    print(f"[*] Weight Config: Base Balanced={base_weight:.4f}, Final Adjusted={final_pos_weight:.4f}")
+    
+    train_data = lgb.Dataset(X_train, label=y_train)
+    valid_data = lgb.Dataset(X_test, label=y_test, reference=train_data)
+    
+    params = LGBM_PARAMS.copy()
+    params['scale_pos_weight'] = final_pos_weight
+
+    print("\n[*] Starting LightGBM training...")
+    start_time = time.time()
+    
+    model = lgb.train(
+        params,
+        train_data,
+        valid_sets=[valid_data],
+        num_boost_round=1000,
+        callbacks=[
+            lgb.log_evaluation(period=100)
+        ]
+    )
+    
+    elapsed = time.time() - start_time
+    print(f"\n[+] Training finished in {elapsed:.2f}s")
+    
+    return model, X_test, y_test
+
+####################################################################################################
+
+def export_onnx_model(model, feature_names):
+    print(f"[*] Exporting ONNX model to {ONNX_FILE}...")
+    try:
+        initial_type = [('float_input', FloatTensorType([None, len(feature_names)]))]
+        onnx_model = onnxmltools.convert_lightgbm(model, initial_types=initial_type)
+        onnxmltools.utils.save_model(onnx_model, ONNX_FILE)
+        
+        with open(FEATURE_FILE, 'w') as f:
+            json.dump(feature_names, f)
+            
+        print(f"[+] ONNX export success. Features synced to {FEATURE_FILE}")
+    except Exception as e:
+        print(f"[-] ONNX export failed: {e}")
+
+####################################################################################################
+
+def evaluate_and_save(model, X_test, y_test):
+    print("\n------------------- Evaluation Report -------------------\n")
+    y_prob = model.predict(X_test, num_iteration=model.best_iteration)
+    y_pred = (y_prob > 0.5).astype(int)
+    
+    acc = accuracy_score(y_test, y_pred)
+    auc = roc_auc_score(y_test, y_prob)
+    
+    print(f"Accuracy : {acc:.4f}")
+    print(f"ROC AUC  : {auc:.4f}")
+    print("\n" + classification_report(y_test, y_pred, zero_division=0))
+
+    print("---------------------------------------------------------\n")
+    print("[*] Top 20 Features (Importance by Gain):")
+    
+    feature_names = model.feature_name()
+    importance = model.feature_importance(importance_type='gain')
+    feature_imp = pd.DataFrame(sorted(zip(importance, feature_names), reverse=True), columns=['Value', 'Feature'])
+    print(feature_imp.head(20).to_string(index=False))
+    
+    print("\n---------------------------------------------------------\n")
+    
+    model.save_model(MODEL_FILE)
+    print(f"[+] Native model saved to: {os.path.abspath(MODEL_FILE)}")
+    
+    export_onnx_model(model, feature_names)
+
+####################################################################################################
+
+if __name__ == "__main__":
+    print("\n---------------- PE Malware Trainer v3.1 ----------------\n")
+
+    if not os.path.exists(DB_PATH):
+        print(f"[-] Error: Database {DB_PATH} not found.")
+        sys.exit(1)
+
+    raw_schema = get_raw_schema(DB_PATH)
+    if not raw_schema:
+        print("[-] Error: Could not read schema.")
+        sys.exit(1)
+
+    X, y, _ = load_data(DB_PATH, raw_schema)
+    if X is None:
+        sys.exit(1)
+
+    try:
+        model, X_test, y_test = train_process(X, y)
+        evaluate_and_save(model, X_test, y_test)
+    except KeyboardInterrupt:
+        print("\n\n[-] Training interrupted.")
+    except Exception as e:
+        print(f"\n[-] Critical Error: {e}")

Engine/Properties/train_server_lfp.py

@@ -0,0 +1,216 @@
+import os, sys, time, sqlite3, re, json
+import pandas as pd
+import numpy as np
+import lightgbm as lgb
+import onnxmltools
+
+from onnxmltools.convert.common.data_types import FloatTensorType
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report, accuracy_score, roc_auc_score
+
+####################################################################################################
+
+DB_PATH = "pe_features.db"
+MODEL_FILE = "model.txt"
+ONNX_FILE = "model.onnx"
+FEATURE_FILE = "features.json"
+TEST_SIZE = 0.0001
+RANDOM_SEED = 42
+
+LGBM_PARAMS = {
+    'objective': 'binary',
+    'metric': ['binary_logloss', 'auc'],
+    'boosting_type': 'gbdt',
+    'num_leaves': 512,
+    'learning_rate': 0.05,
+    'feature_fraction': 0.8,
+    'bagging_fraction': 0.8,
+    'bagging_freq': 5,
+    'verbose': -1,
+    'seed': RANDOM_SEED,
+    'n_jobs': -1,
+    'max_depth': -1,
+    'min_data_in_leaf': 10,
+    'lambda_l1': 0.1,
+    'lambda_l2': 0.1,
+}
+
+####################################################################################################
+
+def clean_col_name(name):
+    return re.sub(r'[^A-Za-z0-9_]+', '', name)
+
+def get_raw_schema(db_path):
+    if not os.path.exists(db_path):
+        return None
+    conn = sqlite3.connect(db_path)
+    try:
+        cursor = conn.cursor()
+        cursor.execute("PRAGMA table_info(PeData)")
+        columns = [row[1] for row in cursor.fetchall()]
+        exclude = {'label', 'id', 'filename', 'filelength', 'rowid', 'probability', 'predictedlabel', 'score', 'filehash', 'timedatestamp'}
+        return [c for c in columns if c.lower().strip() not in exclude]
+    except Exception as e:
+        print(f"[-] Schema extraction error: {e}")
+        return None
+    finally:
+        conn.close()
+
+####################################################################################################
+
+def load_data(db_path, raw_cols):
+    print(f"[*] Connecting to database: {db_path}")
+    conn = sqlite3.connect(db_path)
+    req_cols = list(set(raw_cols + ['Label']))
+    sql = f"SELECT {', '.join(req_cols)} FROM PeData"
+    
+    try:
+        chunks = []
+        for chunk in pd.read_sql_query(sql, conn, chunksize=20000):
+            label_col = next((c for c in chunk.columns if c.lower().strip() == 'label'), None)
+            if not label_col:
+                print("[-] Critical Error: Label column not found.")
+                return None, None, None
+
+            cols_to_cast = [c for c in chunk.columns if c != label_col]
+            chunk[cols_to_cast] = chunk[cols_to_cast].astype(np.float32)
+            chunk[label_col] = chunk[label_col].astype(np.int8)
+            chunks.append(chunk)
+
+        if not chunks:
+            return None, None, None
+
+        df = pd.concat(chunks, ignore_index=True)
+
+        label_col = next((c for c in df.columns if c.lower().strip() == 'label'), None)
+        y = df[label_col].astype(int)
+        X = df.drop(columns=[label_col], errors='ignore')
+        
+        valid_features = [c for c in raw_cols if c in X.columns]
+        X = X[valid_features].copy()
+        
+        rename_map = {old: clean_col_name(old) for old in X.columns}
+        X = X.rename(columns=rename_map)
+        
+        if X.columns.duplicated().any():
+            print("[-] Warning: Duplicate column names detected after cleaning. Deduplicating...")
+            X = X.loc[:, ~X.columns.duplicated()]
+
+        final_features = X.columns.tolist()
+        return X, y, final_features
+    finally:
+        conn.close()
+
+####################################################################################################
+
+def train_process(X, y):
+    print(f"[*] Dataset shape: {X.shape}")
+    
+    X_train, X_test, y_train, y_test = train_test_split(
+        X, y, test_size=TEST_SIZE, random_state=RANDOM_SEED, stratify=y
+    )
+    
+    n_pos = (y_train == 1).sum()
+    n_neg = (y_train == 0).sum()
+    
+    base_weight = n_neg / n_pos if n_pos > 0 else 1.0
+    weight_ratio_target = 0.001
+    final_pos_weight = base_weight * weight_ratio_target
+    
+    print(f"[*] Balance Report: Safe={n_neg}, Malware={n_pos}")
+    print(f"[*] Weight Config: Base Balanced={base_weight:.4f}, Final Adjusted={final_pos_weight:.4f}")
+    
+    train_data = lgb.Dataset(X_train, label=y_train)
+    valid_data = lgb.Dataset(X_test, label=y_test, reference=train_data)
+    
+    params = LGBM_PARAMS.copy()
+    params['scale_pos_weight'] = final_pos_weight
+
+    print("\n[*] Starting LightGBM training...")
+    start_time = time.time()
+    
+    model = lgb.train(
+        params,
+        train_data,
+        valid_sets=[valid_data],
+        num_boost_round=1000,
+        callbacks=[
+            lgb.log_evaluation(period=100)
+        ]
+    )
+    
+    elapsed = time.time() - start_time
+    print(f"\n[+] Training finished in {elapsed:.2f}s")
+    
+    return model, X_test, y_test
+
+####################################################################################################
+
+def export_onnx_model(model, feature_names):
+    print(f"[*] Exporting ONNX model to {ONNX_FILE}...")
+    try:
+        initial_type = [('float_input', FloatTensorType([None, len(feature_names)]))]
+        onnx_model = onnxmltools.convert_lightgbm(model, initial_types=initial_type)
+        onnxmltools.utils.save_model(onnx_model, ONNX_FILE)
+        
+        with open(FEATURE_FILE, 'w') as f:
+            json.dump(feature_names, f)
+            
+        print(f"[+] ONNX export success. Features synced to {FEATURE_FILE}")
+    except Exception as e:
+        print(f"[-] ONNX export failed: {e}")
+
+####################################################################################################
+
+def evaluate_and_save(model, X_test, y_test):
+    print("\n------------------- Evaluation Report -------------------\n")
+    y_prob = model.predict(X_test, num_iteration=model.best_iteration)
+    y_pred = (y_prob > 0.5).astype(int)
+    
+    acc = accuracy_score(y_test, y_pred)
+    auc = roc_auc_score(y_test, y_prob)
+    
+    print(f"Accuracy : {acc:.4f}")
+    print(f"ROC AUC  : {auc:.4f}")
+    print("\n" + classification_report(y_test, y_pred, zero_division=0))
+
+    print("---------------------------------------------------------\n")
+    print("[*] Top 20 Features (Importance by Gain):")
+    
+    feature_names = model.feature_name()
+    importance = model.feature_importance(importance_type='gain')
+    feature_imp = pd.DataFrame(sorted(zip(importance, feature_names), reverse=True), columns=['Value', 'Feature'])
+    print(feature_imp.head(20).to_string(index=False))
+    
+    print("\n---------------------------------------------------------\n")
+    
+    model.save_model(MODEL_FILE)
+    print(f"[+] Native model saved to: {os.path.abspath(MODEL_FILE)}")
+    
+    export_onnx_model(model, feature_names)
+
+####################################################################################################
+
+if __name__ == "__main__":
+    print("\n---------------- PE Malware Trainer v3.1 ----------------\n")
+
+    if not os.path.exists(DB_PATH):
+        print(f"[-] Error: Database {DB_PATH} not found.")
+        sys.exit(1)
+
+    raw_schema = get_raw_schema(DB_PATH)
+    if not raw_schema:
+        print("[-] Error: Could not read schema.")
+        sys.exit(1)
+
+    X, y, _ = load_data(DB_PATH, raw_schema)
+    if X is None:
+        sys.exit(1)
+
+    try:
+        model, X_test, y_test = train_process(X, y)
+        evaluate_and_save(model, X_test, y_test)
+    except KeyboardInterrupt:
+        print("\n\n[-] Training interrupted.")
+    except Exception as e:
+        print(f"\n[-] Critical Error: {e}")

Engine/Properties/train_user.py

@@ -0,0 +1,216 @@
+import os, sys, time, sqlite3, re, json
+import pandas as pd
+import numpy as np
+import lightgbm as lgb
+import onnxmltools
+
+from onnxmltools.convert.common.data_types import FloatTensorType
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report, accuracy_score, roc_auc_score
+
+####################################################################################################
+
+DB_PATH = "pe_features.db"
+MODEL_FILE = "model.txt"
+ONNX_FILE = "Pefile_General_T1.onnx"
+FEATURE_FILE = "features.json"
+TEST_SIZE = 0.0001
+RANDOM_SEED = 42
+
+LGBM_PARAMS = {
+    'objective': 'binary',
+    'metric': ['binary_logloss', 'auc'],
+    'boosting_type': 'gbdt',
+    'num_leaves': 63,
+    'learning_rate': 0.05,
+    'feature_fraction': 0.8,
+    'bagging_fraction': 0.8,
+    'bagging_freq': 5,
+    'verbose': -1,
+    'seed': RANDOM_SEED,
+    'n_jobs': -1,
+    'max_depth': -1,
+    'min_data_in_leaf': 10,
+    'lambda_l1': 0.1,
+    'lambda_l2': 0.1,
+}
+
+####################################################################################################
+
+def clean_col_name(name):
+    return re.sub(r'[^A-Za-z0-9_]+', '', name)
+
+def get_raw_schema(db_path):
+    if not os.path.exists(db_path):
+        return None
+    conn = sqlite3.connect(db_path)
+    try:
+        cursor = conn.cursor()
+        cursor.execute("PRAGMA table_info(PeData)")
+        columns = [row[1] for row in cursor.fetchall()]
+        exclude = {'label', 'id', 'filename', 'filelength', 'rowid', 'probability', 'predictedlabel', 'score', 'filehash', 'timedatestamp'}
+        return [c for c in columns if c.lower().strip() not in exclude]
+    except Exception as e:
+        print(f"[-] Schema extraction error: {e}")
+        return None
+    finally:
+        conn.close()
+
+####################################################################################################
+
+def load_data(db_path, raw_cols):
+    print(f"[*] Connecting to database: {db_path}")
+    conn = sqlite3.connect(db_path)
+    req_cols = list(set(raw_cols + ['Label']))
+    sql = f"SELECT {', '.join(req_cols)} FROM PeData"
+    
+    try:
+        chunks = []
+        for chunk in pd.read_sql_query(sql, conn, chunksize=20000):
+            label_col = next((c for c in chunk.columns if c.lower().strip() == 'label'), None)
+            if not label_col:
+                print("[-] Critical Error: Label column not found.")
+                return None, None, None
+
+            cols_to_cast = [c for c in chunk.columns if c != label_col]
+            chunk[cols_to_cast] = chunk[cols_to_cast].astype(np.float32)
+            chunk[label_col] = chunk[label_col].astype(np.int8)
+            chunks.append(chunk)
+
+        if not chunks:
+            return None, None, None
+
+        df = pd.concat(chunks, ignore_index=True)
+
+        label_col = next((c for c in df.columns if c.lower().strip() == 'label'), None)
+        y = df[label_col].astype(int)
+        X = df.drop(columns=[label_col], errors='ignore')
+        
+        valid_features = [c for c in raw_cols if c in X.columns]
+        X = X[valid_features].copy()
+        
+        rename_map = {old: clean_col_name(old) for old in X.columns}
+        X = X.rename(columns=rename_map)
+        
+        if X.columns.duplicated().any():
+            print("[-] Warning: Duplicate column names detected after cleaning. Deduplicating...")
+            X = X.loc[:, ~X.columns.duplicated()]
+
+        final_features = X.columns.tolist()
+        return X, y, final_features
+    finally:
+        conn.close()
+
+####################################################################################################
+
+def train_process(X, y):
+    print(f"[*] Dataset shape: {X.shape}")
+    
+    X_train, X_test, y_train, y_test = train_test_split(
+        X, y, test_size=TEST_SIZE, random_state=RANDOM_SEED, stratify=y
+    )
+    
+    n_pos = (y_train == 1).sum()
+    n_neg = (y_train == 0).sum()
+    
+    base_weight = n_neg / n_pos if n_pos > 0 else 1.0
+    weight_ratio_target = 0.001
+    final_pos_weight = base_weight * weight_ratio_target
+    
+    print(f"[*] Balance Report: Safe={n_neg}, Malware={n_pos}")
+    print(f"[*] Weight Config: Base Balanced={base_weight:.4f}, Final Adjusted={final_pos_weight:.4f}")
+    
+    train_data = lgb.Dataset(X_train, label=y_train)
+    valid_data = lgb.Dataset(X_test, label=y_test, reference=train_data)
+    
+    params = LGBM_PARAMS.copy()
+    params['scale_pos_weight'] = final_pos_weight
+
+    print("\n[*] Starting LightGBM training...")
+    start_time = time.time()
+    
+    model = lgb.train(
+        params,
+        train_data,
+        valid_sets=[valid_data],
+        num_boost_round=1000,
+        callbacks=[
+            lgb.log_evaluation(period=100)
+        ]
+    )
+    
+    elapsed = time.time() - start_time
+    print(f"\n[+] Training finished in {elapsed:.2f}s")
+    
+    return model, X_test, y_test
+
+####################################################################################################
+
+def export_onnx_model(model, feature_names):
+    print(f"[*] Exporting ONNX model to {ONNX_FILE}...")
+    try:
+        initial_type = [('float_input', FloatTensorType([None, len(feature_names)]))]
+        onnx_model = onnxmltools.convert_lightgbm(model, initial_types=initial_type)
+        onnxmltools.utils.save_model(onnx_model, ONNX_FILE)
+        
+        with open(FEATURE_FILE, 'w') as f:
+            json.dump(feature_names, f)
+            
+        print(f"[+] ONNX export success. Features synced to {FEATURE_FILE}")
+    except Exception as e:
+        print(f"[-] ONNX export failed: {e}")
+
+####################################################################################################
+
+def evaluate_and_save(model, X_test, y_test):
+    print("\n------------------- Evaluation Report -------------------\n")
+    y_prob = model.predict(X_test, num_iteration=model.best_iteration)
+    y_pred = (y_prob > 0.5).astype(int)
+    
+    acc = accuracy_score(y_test, y_pred)
+    auc = roc_auc_score(y_test, y_prob)
+    
+    print(f"Accuracy : {acc:.4f}")
+    print(f"ROC AUC  : {auc:.4f}")
+    print("\n" + classification_report(y_test, y_pred, zero_division=0))
+
+    print("---------------------------------------------------------\n")
+    print("[*] Top 20 Features (Importance by Gain):")
+    
+    feature_names = model.feature_name()
+    importance = model.feature_importance(importance_type='gain')
+    feature_imp = pd.DataFrame(sorted(zip(importance, feature_names), reverse=True), columns=['Value', 'Feature'])
+    print(feature_imp.head(20).to_string(index=False))
+    
+    print("\n---------------------------------------------------------\n")
+    
+    model.save_model(MODEL_FILE)
+    print(f"[+] Native model saved to: {os.path.abspath(MODEL_FILE)}")
+    
+    export_onnx_model(model, feature_names)
+
+####################################################################################################
+
+if __name__ == "__main__":
+    print("\n---------------- PE Malware Trainer v3.1 ----------------\n")
+
+    if not os.path.exists(DB_PATH):
+        print(f"[-] Error: Database {DB_PATH} not found.")
+        sys.exit(1)
+
+    raw_schema = get_raw_schema(DB_PATH)
+    if not raw_schema:
+        print("[-] Error: Could not read schema.")
+        sys.exit(1)
+
+    X, y, _ = load_data(DB_PATH, raw_schema)
+    if X is None:
+        sys.exit(1)
+
+    try:
+        model, X_test, y_test = train_process(X, y)
+        evaluate_and_save(model, X_test, y_test)
+    except KeyboardInterrupt:
+        print("\n\n[-] Training interrupted.")
+    except Exception as e:
+        print(f"\n[-] Critical Error: {e}")

Interface/static/css/style.css

@@ -0,0 +1,666 @@
+* {
+    box-sizing: border-box;
+    margin: 0;
+    padding: 0;
+    font-family: -apple-system, BlinkMacSystemFont, "SF Pro Text", "Segoe UI", Roboto, Helvetica, Arial, sans-serif;
+    -webkit-tap-highlight-color: transparent;
+    outline: none;
+}
+
+:root {
+    --bg-window: rgb(245, 245, 247);
+    --bg-nav: rgb(255, 255, 255);
+    --bg-panel: rgb(255, 255, 255);
+    --bg-hover: rgba(0, 0, 0, 0.05);
+    --text-primary: rgb(29, 29, 31);
+    --text-secondary: rgb(134, 134, 139);
+    --border-color: rgb(210, 210, 215);
+    --accent-color: rgb(0, 122, 255);
+    --accent-alpha: rgba(0, 122, 255, 0.1);
+    --accent-shadow: rgba(0, 122, 255, 0.2);
+    --accent-hover: rgba(0, 122, 255, 0.3);
+    --shadow-sm: 0 2px 12px rgba(0, 0, 0, 0.04);
+}
+
+body {
+    background-color: transparent;
+    margin: 0;
+    padding: 0;
+    width: 100vw;
+    height: 100vh;
+    overflow: hidden;
+    display: flex;
+    justify-content: center;
+    align-items: center;
+    color: var(--text-primary);
+}
+
+.app-container {
+    width: 100vw;
+    height: 100vh;
+    display: flex;
+    flex-direction: column;
+    overflow: hidden;
+    background-color: var(--bg-window);
+}
+
+.navigate-window {
+    height: 44px;
+    background-color: var(--bg-nav);
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    padding: 0 10px 0 20px;
+    border-bottom: 1px solid var(--border-color);
+    transition: background-color 0.3s;
+}
+
+.navigate-title {
+    font-size: 16px;
+    font-weight: 600;
+    letter-spacing: -0.2px;
+}
+
+.window-controls {
+    display: flex;
+    gap: 4px;
+    -webkit-app-region: no-drag;
+}
+
+.ctrl-btn {
+    width: 46px;
+    height: 32px;
+    border: none;
+    background: transparent;
+    border-radius: 6px;
+    cursor: pointer;
+    display: flex;
+    justify-content: center;
+    align-items: center;
+    transition: background-color 0.15s;
+    color: var(--text-secondary);
+}
+
+.ctrl-btn:hover { background-color: var(--bg-hover); color: var(--text-primary); }
+#close_button:hover { background-color: #ff3b30; color: white; }
+
+.theme-svg {
+    width: 16px;
+    height: 16px;
+}
+
+.main-layout {
+    display: flex;
+    height: calc(100% - 44px);
+}
+
+.options-window {
+    width: 64px;
+    background-color: var(--bg-nav);
+    display: flex;
+    flex-direction: column;
+    align-items: center;
+    padding: 16px 0;
+    gap: 12px;
+    border-right: 1px solid var(--border-color);
+    transition: background-color 0.3s;
+}
+
+.nav-btn {
+    width: 44px;
+    height: 44px;
+    border: none;
+    background: transparent;
+    border-radius: 10px;
+    cursor: pointer;
+    display: flex;
+    justify-content: center;
+    align-items: center;
+    color: var(--text-secondary);
+    transition: all 0.2s;
+    position: relative;
+}
+
+.nav-btn svg { width: 22px; height: 22px; }
+.nav-btn:hover { background-color: var(--bg-hover); color: var(--text-primary); }
+.nav-btn.active { background-color: var(--accent-alpha); color: var(--accent-color); }
+
+.spacer { flex-grow: 1; }
+
+.content-window {
+    flex-grow: 1;
+    position: relative;
+    overflow: hidden;
+}
+
+.page {
+    position: absolute;
+    top: 0;
+    left: 0;
+    width: 100%;
+    height: 100%;
+    padding: 28px 32px;
+    opacity: 0;
+    visibility: hidden;
+    transform: translateY(8px);
+    transition: opacity 0.25s ease, transform 0.25s ease;
+    display: flex;
+    flex-direction: column;
+}
+
+.page.active {
+    opacity: 1;
+    visibility: visible;
+    transform: translateY(0);
+}
+
+.state-widget {
+    flex: 1;
+    height: 100%;
+    display: flex;
+    flex-direction: column;
+    justify-content: center;
+    align-items: center;
+    gap: 16px;
+    color: var(--accent-color);
+}
+
+.state-title {
+    font-size: 24px;
+    font-weight: 600;
+    color: var(--text-primary);
+    letter-spacing: -0.5px;
+}
+
+.log-widget {
+    flex-grow: 1;
+    margin-top: 20px;
+}
+
+.license-widget {
+    flex-grow: 1;
+}
+
+.log-text, .license-text {
+    width: 100%;
+    height: 100%;
+    border: 1px solid var(--border-color);
+    border-radius: 12px;
+    background-color: var(--bg-panel);
+    color: var(--text-primary);
+    resize: none;
+    padding: 16px;
+    font-size: 13px;
+    line-height: 1.6;
+    white-space: pre; 
+    overflow-x: auto;
+}
+
+.progress-widget {
+    height: 70px;
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    margin-bottom: 20px;
+    gap: 16px;
+}
+
+.header-group {
+    flex: 1;
+    min-width: 0;
+}
+
+.header-group h2 {
+    font-size: 24px;
+    font-weight: 600;
+    letter-spacing: -0.5px;
+    white-space: nowrap;
+}
+
+.header-group p {
+    font-size: 14px;
+    color: var(--text-secondary);
+    margin-top: 4px;
+    white-space: nowrap;
+    overflow-x: auto;
+    padding-bottom: 4px;
+}
+
+.modern-action-group {
+    display: flex;
+    gap: 12px;
+    align-items: center;
+    flex-shrink: 0;
+}
+
+.modern-select {
+    appearance: none;
+}
+
+.modern-select:hover, .modern-select:focus { 
+    border-color: var(--accent-color); 
+    box-shadow: 0 0 0 2px rgba(0, 122, 255, 0.2); 
+}
+
+.modern-btn {
+    padding: 8px 20px;
+    border: 1px solid var(--border-color);
+    border-radius: 10px;
+    background-color: transparent;
+    color: var(--text-primary);
+    font-size: 14px;
+    font-weight: 500;
+    cursor: pointer;
+    transition: all 0.2s;
+}
+
+.modern-btn:hover { background-color: var(--bg-hover); }
+
+.primary-btn {
+    background-color: var(--accent-color);
+    color: white;
+    border: none;
+    box-shadow: 0 2px 4px var(--accent-shadow);
+}
+.primary-btn:hover {
+    box-shadow: 0 4px 8px var(--accent-hover);
+    transform: translateY(-1px);
+    background-color: var(--accent-color);
+    opacity: 0.95;
+}
+.primary-btn:active {
+    transform: translateY(0);
+    opacity: 0.8;
+}
+
+.danger-btn { color: #ff3b30; border-color: #ff3b30; }
+.danger-btn:hover { background-color: rgba(255, 59, 48, 0.1); }
+
+.hidden { display: none !important; }
+
+.scan-content {
+    flex-grow: 1;
+    min-height: 0;
+    display: flex;
+    flex-direction: column;
+}
+
+.virus-widget {
+    width: 100%;
+    flex-grow: 1;
+    min-height: 0;
+    border: 1px solid var(--border-color);
+    border-radius: 12px;
+    background-color: var(--bg-panel);
+}
+
+.virus-list {
+    list-style: none;
+    height: 100%;
+    overflow-y: auto;
+    overflow-x: auto;
+    padding: 12px;
+}
+
+.virus-list .manage-list-item {
+    min-width: max-content;
+}
+
+.list-widget {
+    display: flex;
+    flex-direction: column;
+    height: 100%;
+    overflow-y: auto;
+    padding-right: 12px;
+    gap: 12px;
+}
+
+.list-item {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    padding: 18px 24px;
+    border-radius: 16px;
+    background-color: var(--bg-panel);
+    border: 1px solid var(--border-color);
+    transition: background-color 0.2s;
+    gap: 16px;
+}
+
+.item-info {
+    flex: 1;
+    min-width: 0;
+    overflow-x: auto;
+    padding-bottom: 2px;
+}
+
+.list-item[data-target]:hover, .list-item[data-action]:hover {
+    background-color: var(--bg-hover);
+}
+
+.item-info h2 { 
+    font-size: 16px; 
+    font-weight: 600; 
+    letter-spacing: -0.2px; 
+    white-space: nowrap; 
+}
+
+.item-info p { 
+    font-size: 13px; 
+    color: var(--text-secondary); 
+    margin-top: 4px; 
+    white-space: nowrap; 
+}
+
+.toggle-switch {
+    position: relative;
+    display: inline-block;
+    width: 50px;
+    height: 28px;
+}
+.toggle-switch input { opacity: 0; width: 0; height: 0; }
+.slider {
+    position: absolute;
+    cursor: pointer;
+    top: 0; left: 0; right: 0; bottom: 0;
+    background-color: var(--border-color);
+    transition: .3s;
+    border-radius: 28px;
+}
+.slider:before {
+    position: absolute;
+    content: "";
+    height: 24px; width: 24px;
+    left: 2px; bottom: 2px;
+    background-color: white;
+    transition: .3s;
+    border-radius: 50%;
+    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.2);
+}
+.toggle-switch input:checked + .slider {
+    background-color: var(--accent-color);
+}
+.toggle-switch input:checked + .slider:before {
+    transform: translateX(22px);
+}
+
+.icon-action-btn {
+    width: 32px; height: 32px;
+    border-radius: 8px;
+    border: none;
+    background-color: transparent;
+    color: var(--text-secondary);
+    cursor: pointer;
+    display: flex; justify-content: center; align-items: center;
+    transition: background-color 0.2s;
+}
+.icon-action-btn:hover { background-color: var(--bg-hover); color: var(--text-primary); }
+.icon-action-btn svg { width: 20px; height: 20px; }
+
+.sub-header-toolbar {
+    display: flex;
+    align-items: center;
+    gap: 12px;
+    margin-bottom: 16px;
+    width: 100%;
+}
+
+.sub-header-toolbar h2 {
+    font-size: 24px;
+    font-weight: 600;
+    letter-spacing: -0.5px;
+    white-space: nowrap;
+}
+
+.icon-btn {
+    background: transparent;
+    border: none;
+    color: var(--text-secondary);
+    cursor: pointer;
+    padding: 6px;
+    border-radius: 8px;
+    display: flex; align-items: center; justify-content: center;
+    transition: background-color 0.2s;
+}
+.icon-btn:hover { background-color: var(--bg-hover); color: var(--text-primary); }
+.icon-btn svg { width: 24px; height: 24px; }
+
+.search-box {
+    display: flex;
+    align-items: center;
+    background-color: var(--bg-panel);
+    border: 1px solid var(--border-color);
+    border-radius: 10px;
+    padding: 0 14px;
+    width: 200px;
+    transition: border-color 0.2s, box-shadow 0.2s;
+}
+
+.search-box:focus-within {
+    border-color: var(--accent-color);
+    box-shadow: 0 0 0 2px var(--accent-shadow);
+}
+
+.search-box svg {
+    width: 18px; height: 18px;
+    color: var(--text-secondary);
+}
+
+.search-box input {
+    border: none;
+    background: transparent;
+    color: var(--text-primary);
+    padding: 10px;
+    outline: none;
+    width: 100%;
+    font-size: 14px;
+}
+
+.flex-grow {
+    flex-grow: 1;
+    min-height: 0;
+}
+
+.manage-widget {
+    border: 1px solid var(--border-color);
+    border-radius: 12px;
+    background-color: var(--bg-panel);
+    overflow-y: auto;
+    overflow-x: auto;
+}
+
+.manage-list { 
+    list-style: none; 
+    padding: 0; 
+    margin: 0; 
+    min-width: max-content; 
+}
+
+.manage-list-item {
+    display: flex;
+    align-items: center;
+    gap: 12px;
+    padding: 12px 16px;
+    border-bottom: 1px solid var(--border-color);
+    transition: background-color 0.2s;
+}
+
+.manage-list-item:last-child {
+    border-bottom: none;
+}
+
+.manage-list-item:hover {
+    background-color: var(--bg-hover);
+}
+
+.manage-list-item input[type="checkbox"] {
+    width: 16px;
+    height: 16px;
+    accent-color: var(--accent-color);
+    cursor: pointer;
+}
+
+.manage-list-item-content {
+    flex-grow: 1;
+    min-width: 0;
+    font-size: 14px;
+    color: var(--text-primary);
+    white-space: nowrap;
+}
+
+.custom-select-wrapper {
+    position: relative;
+    min-width: 120px;
+    user-select: none;
+}
+select.hidden + .custom-select-wrapper {
+    display: none !important;
+}
+.custom-select-trigger {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    padding: 8px 16px;
+    border-radius: 10px;
+    border: 1px solid var(--border-color);
+    background-color: var(--bg-panel);
+    color: var(--text-primary);
+    font-size: 14px;
+    font-weight: 500;
+    cursor: pointer;
+    transition: border-color 0.2s, box-shadow 0.2s;
+    gap: 12px;
+}
+.custom-select-wrapper.open .custom-select-trigger,
+.custom-select-trigger:hover {
+    border-color: var(--accent-color); 
+    box-shadow: 0 0 0 2px var(--accent-shadow);
+}
+.custom-select-icon {
+    display: flex;
+    align-items: center;
+    color: var(--text-secondary);
+    transition: transform 0.3s ease;
+}
+.custom-select-wrapper.open .custom-select-icon {
+    transform: rotate(180deg);
+}
+.custom-select-icon svg { width: 16px; height: 16px; }
+.custom-select-options {
+    position: absolute;
+    top: calc(100% + 8px);
+    left: 0;
+    right: 0;
+    background-color: var(--bg-panel);
+    border: 1px solid var(--border-color);
+    border-radius: 10px;
+    box-shadow: var(--shadow-sm);
+    z-index: 100;
+    list-style: none;
+    margin: 0;
+    
+    max-height: 0;
+    padding: 0 6px;
+    border-width: 0;
+    overflow: hidden;
+    
+    opacity: 0;
+    visibility: hidden;
+    transform: translateY(-10px);
+    transition: opacity 0.2s ease, transform 0.2s ease, visibility 0s 0.2s, max-height 0s 0.2s, padding 0s 0.2s, border-width 0s 0.2s, box-shadow 0s 0.2s;
+}
+.custom-select-wrapper.open .custom-select-options {
+    max-height: 260px;
+    padding: 6px;
+    border-width: 1px;
+    overflow-y: auto;
+    
+    opacity: 1;
+    visibility: visible;
+    transform: translateY(0);
+    transition: opacity 0.2s ease, transform 0.2s ease, visibility 0s 0s, max-height 0s 0s, padding 0s 0s, border-width 0s 0s, box-shadow 0s 0s;
+}
+.custom-select-option {
+    padding: 8px 12px;
+    border-radius: 6px;
+    cursor: pointer;
+    font-size: 14px;
+    color: var(--text-primary);
+    transition: background-color 0.2s, color 0.2s;
+    text-align: center;
+}
+.custom-select-option:hover {
+    background-color: var(--bg-hover);
+}
+.custom-select-option.selected {
+    background-color: var(--accent-alpha);
+    color: var(--accent-color);
+    font-weight: 600;
+}
+
+.home-top-widget {
+    display: flex;
+    align-items: center;
+    height: 200px;
+    gap: 24px;
+    width: 100%;
+}
+
+.quick-actions {
+    flex: 1;
+    display: flex;
+    flex-direction: column;
+    gap: 12px;
+    height: 100%;
+    justify-content: center;
+}
+
+#loading_overlay {
+    position: fixed;
+    top: 0;
+    left: 0;
+    width: 100vw;
+    height: 100vh;
+    background-color: #e0e0e0;
+    display: flex;
+    justify-content: center;
+    align-items: center;
+    z-index: 9999;
+    transition: opacity 0.4s ease, visibility 0.4s ease;
+}
+
+#loading_overlay.fade-out {
+    opacity: 0;
+    visibility: hidden;
+}
+
+.spinner {
+    animation: rotate 2s linear infinite;
+    width: 50px;
+    height: 50px;
+}
+
+.spinner .path {
+    stroke: #86868b;
+    stroke-linecap: round;
+    animation: dash 1.5s ease-in-out infinite;
+}
+
+@keyframes rotate {
+    100% { transform: rotate(360deg); }
+}
+
+@keyframes dash {
+    0% { stroke-dasharray: 1, 150; stroke-dashoffset: 0; }
+    50% { stroke-dasharray: 90, 150; stroke-dashoffset: -35; }
+    100% { stroke-dasharray: 90, 150; stroke-dashoffset: -124; }
+}
+
+.app-container.fade-in {
+    opacity: 1 !important;
+}
+
+::-webkit-scrollbar { width: 6px; height: 6px; }
+::-webkit-scrollbar-track { background: transparent; }
+::-webkit-scrollbar-thumb { background: var(--border-color); border-radius: 10px; }
+::-webkit-scrollbar-thumb:hover { background: var(--text-secondary); }

Interface/templates/index.html

@@ -0,0 +1,421 @@
+<!DOCTYPE html>
+<html lang="zh-TW">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>PYAS Security</title>
+    <link rel="stylesheet" href="/static/css/style.css">
+    <script defer src="/static/js/main.js"></script>
+</head>
+<body>
+    <div id="loading_overlay">
+        <svg class="spinner" viewBox="0 0 50 50">
+            <circle class="path" cx="25" cy="25" r="20" fill="none" stroke-width="5"></circle>
+        </svg>
+    </div>
+    <div class="app-container" style="opacity: 0; transition: opacity 0.5s ease;">
+        <header class="navigate-window pywebview-drag-region">
+            <div class="navigate-title" data-i18n>PYAS Security</div>
+            <div class="window-controls">
+                <button class="ctrl-btn" id="about_button" data-target="about_window">
+                    <svg viewBox="0 0 24 24" class="theme-svg" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="12" cy="12" r="10"></circle><line x1="12" y1="16" x2="12" y2="12"></line><line x1="12" y1="8" x2="12.01" y2="8"></line></svg>
+                </button>
+                <button class="ctrl-btn" id="minimize_button">
+                    <svg viewBox="0 0 24 24" class="theme-svg" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><line x1="5" y1="12" x2="19" y2="12"></line></svg>
+                </button>
+                <button class="ctrl-btn" id="close_button">
+                    <svg viewBox="0 0 24 24" class="theme-svg" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><line x1="18" y1="6" x2="6" y2="18"></line><line x1="6" y1="6" x2="18" y2="18"></line></svg>
+                </button>
+            </div>
+        </header>
+
+        <div class="main-layout">
+            <aside class="options-window pywebview-drag-region">
+                <button class="nav-btn active" data-target="home_window">
+                    <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M3 9l9-7 9 7v11a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2z"></path><polyline points="9 22 9 12 15 12 15 22"></polyline></svg>
+                </button>
+                <button class="nav-btn" data-target="scan_window">
+                    <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                </button>
+                <button class="nav-btn" data-target="tool_window">
+                    <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><rect x="3" y="3" width="7" height="7"></rect><rect x="14" y="3" width="7" height="7"></rect><rect x="14" y="14" width="7" height="7"></rect><rect x="3" y="14" width="7" height="7"></rect></svg>
+                </button>
+                <button class="nav-btn" data-target="protect_window">
+                    <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z"></path></svg>
+                </button>
+                <div class="spacer"></div>
+                <button class="nav-btn" data-target="setting_window">
+                    <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="12" cy="12" r="3"></circle><path d="M19.4 15a1.65 1.65 0 0 0 .33 1.82l.06.06a2 2 0 0 1 0 2.83 2 2 0 0 1-2.83 0l-.06-.06a1.65 1.65 0 0 0-1.82-.33 1.65 1.65 0 0 0-1 1.51V21a2 2 0 0 1-2 2 2 2 0 0 1-2-2v-.09A1.65 1.65 0 0 0 9 19.4a1.65 1.65 0 0 0-1.82.33l-.06.06a2 2 0 0 1-2.83 0 2 2 0 0 1 0-2.83l.06-.06a1.65 1.65 0 0 0 .33-1.82 1.65 1.65 0 0 0-1.51-1H3a2 2 0 0 1-2-2 2 2 0 0 1 2-2h.09A1.65 1.65 0 0 0 4.6 9a1.65 1.65 0 0 0-.33-1.82l-.06-.06a2 2 0 0 1 0-2.83 2 2 0 0 1 2.83 0l.06.06a1.65 1.65 0 0 0 1.82.33H9a1.65 1.65 0 0 0 1-1.51V3a2 2 0 0 1 2-2 2 2 0 0 1 2 2v.09a1.65 1.65 0 0 0 1 1.51 1.65 1.65 0 0 0 1.82-.33l.06-.06a2 2 0 0 1 2.83 0 2 2 0 0 1 0 2.83l-.06.06a1.65 1.65 0 0 0-.33 1.82V9a1.65 1.65 0 0 0 1.51 1H21a2 2 0 0 1 2 2 2 2 0 0 1-2 2h-.09a1.65 1.65 0 0 0-1.51 1z"></path></svg>
+                </button>
+            </aside>
+
+            <main class="content-window">
+                <section id="home_window" class="page active">
+                    <div class="home-top-widget">
+                        <div class="state-widget">
+                            <svg viewBox="0 0 24 24" class="state-icon theme-svg" style="width: 120px; height: 120px;" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"><path d="M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z"></path><polyline points="9 12 11 14 15 10"></polyline></svg>
+                            <h2 class="state-title" data-i18n>此裝置已受到防護</h2>
+                        </div>
+                        <div class="quick-actions">
+                            <div class="list-item" style="cursor: pointer;" id="quick_scan_btn" data-action="scan">
+                                <div class="item-info">
+                                    <h2 data-i18n>智能掃描</h2><p data-i18n>此選項可以快速掃病毒</p>
+                                </div>
+                                <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                            </div>
+                            <div class="list-item" style="cursor: pointer;" data-target="log_export_window">
+                                <div class="item-info">
+                                    <h2 data-i18n>日誌導出</h2><p data-i18n>此選項可以篩選導出日誌</p>
+                                </div>
+                                <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                            </div>
+                        </div>
+                    </div>
+                    <div class="log-widget">
+                        <textarea class="log-text" readonly></textarea>
+                    </div>
+                </section>
+
+                <section id="scan_window" class="page">
+                    <div class="progress-widget">
+                        <div class="header-group">
+                            <h2 class="section-title" data-i18n>病毒掃描</h2>
+                            <p class="section-desc" id="progress_text" data-i18n>此選項可以選擇掃描方式</p>
+                        </div>
+                        <div class="action-group modern-action-group">
+                            <button class="action-btn modern-btn danger-btn hidden" id="solve_btn" data-i18n>刪除</button>
+                            <select id="scan_method_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n>選擇</option>
+                                <option value="smart" data-i18n>智能</option>
+                                <option value="file" data-i18n>檔案</option>
+                                <option value="path" data-i18n>路徑</option>
+                                <option value="full" data-i18n>全盤</option>
+                            </select>
+                            <button class="action-btn modern-btn hidden" id="stop_btn" data-i18n>停止</button>
+                        </div>
+                    </div>
+                    <div class="scan-content">
+                        <div class="virus-widget">
+                            <ul class="virus-list" id="virus_list"></ul>
+                        </div>
+                    </div>
+                </section>
+
+                <section id="protect_window" class="page">
+                    <div class="list-widget">
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>進程防護</h2><p data-i18n>此選項可以攔截進程病毒</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox" checked><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>檔案防護</h2><p data-i18n>此選項可以攔截檔案變更</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox" checked><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>系統防護</h2><p data-i18n>此選項可以攔截系統項目</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox" checked><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>驅動防護</h2><p data-i18n>此選項可以增強自身防護</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox" checked><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>網路防護</h2><p data-i18n>此選項可以攔截網路通訊</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox" checked><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="custom_protect_window">
+                            <div class="item-info">
+                                <h2 data-i18n>自訂防護</h2><p data-i18n>此選項可以導入自訂防護</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
+                    </div>
+                </section>
+
+                <section id="tool_window" class="page">
+                    <div class="list-widget">
+                        <div class="list-item" style="cursor: pointer;" data-target="taskmgr_window">
+                            <div class="item-info">
+                                <h2 data-i18n>進程管理</h2><p data-i18n>此選項可以實時查看系統進程</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="junk_window">
+                            <div class="item-info">
+                                <h2 data-i18n>垃圾清理</h2><p data-i18n>此選項可以清理暫存垃圾檔案</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="repair_window">
+                            <div class="item-info">
+                                <h2 data-i18n>系統修復</h2><p data-i18n>此選項可以修復系統註冊項目</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="popup_window">
+                            <div class="item-info">
+                                <h2 data-i18n>彈窗攔截</h2><p data-i18n>此選項可以選擇指定窗口攔截</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="whitelist_window">
+                            <div class="item-info">
+                                <h2 data-i18n>白名單</h2><p data-i18n>此選項可以管理系統白名單</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="quarantine_window">
+                            <div class="item-info">
+                                <h2 data-i18n>隔離區</h2><p data-i18n>此選項可以管理已隔離的檔案</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
+                    </div>
+                </section>
+
+                <section id="setting_window" class="page">
+                    <div class="list-widget">
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>增強模式</h2><p data-i18n>此選項可以增強掃描引擎</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox"><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>擴展引擎</h2><p data-i18n>此選項可以使用擴展引擎</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox"><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>雲端服務</h2><p data-i18n>此選項可以上報雲端引擎</p>
+                            </div>
+                            <label class="toggle-switch"><input type="checkbox" checked><span class="slider"></span></label>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>顯色主題</h2><p data-i18n>此選項可以選擇主題顏色</p>
+                            </div>
+                            <select id="theme_select" class="modern-select">
+                                <option value="white_switch" data-i18n>白色主題</option>
+                                <option value="red_switch" data-i18n>紅色主題</option>
+                                <option value="yellow_switch" data-i18n>黃色主題</option>
+                                <option value="green_switch" data-i18n>綠色主題</option>
+                                <option value="blue_switch" data-i18n>藍色主題</option>
+                                <option value="black_switch" data-i18n>黑色主題</option>
+                            </select>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>顯示語言</h2><p data-i18n>此選項可以選擇顯示語言</p>
+                            </div>
+                            <select id="lang_select" class="modern-select">
+                                <option value="english_switch">English</option>
+                                <option value="traditional_switch">繁體中文</option>
+                                <option value="simplified_switch">简体中文</option>
+                                <option value="japanese_switch">日本語</option>
+                                <option value="korean_switch">한국어</option>
+                                <option value="french_switch">Français</option>
+                                <option value="spanish_switch">Español</option>
+                                <option value="hindi_switch">हिन्दी</option>
+                                <option value="arabic_switch">العربية</option>
+                                <option value="russian_switch">Русский</option>
+                                <option value="slovenian_switch">Slovenščina</option>
+                            </select>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>重置選項</h2><p data-i18n>此選項可以重置所有設定</p>
+                            </div>
+                            <button class="action-btn modern-btn danger-btn" data-i18n>執行</button>
+                        </div>
+                    </div>
+                </section>
+
+                <section id="about_window" class="page">
+                    <div class="list-widget">
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>產品金鑰</h2><p data-i18n>此選項可以啟用產品金鑰</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M21 2l-2 2m-7.61 7.61a5.5 5.5 0 1 1-7.778 7.778 5.5 5.5 0 0 1 7.777-7.777zm0 0L15.5 7.5m0 0l3 3L22 7l-3-3m-3.5 3.5L19 4"></path></svg></button>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>官方網站</h2><p data-i18n>此選項可以前往官方網站</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="12" cy="12" r="10"></circle><line x1="2" y1="12" x2="22" y2="12"></line><path d="M12 2a15.3 15.3 0 0 1 4 10 15.3 15.3 0 0 1-4 10 15.3 15.3 0 0 1-4-10 15.3 15.3 0 0 1 4-10z"></path></svg></button>
+                        </div>
+                        <div class="list-item">
+                            <div class="item-info">
+                                <h2 data-i18n>檢查更新</h2><p data-i18n>此選項可以檢查可用更新</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="23 4 23 10 17 10"></polyline><path d="M20.49 15a9 9 0 1 1-2.12-9.36L23 10"></path></svg></button>
+                        </div>
+                        <div class="license-widget">
+                            <textarea class="license-text" readonly>87owo Publicly Available Source Code License Agreement
+Last updated: 2025-12-19
+
+1. License and Ownership
+   - This software and its source code are source available for public view.
+   - Access or execution of certain features may require an activation key.
+   - 87owo reserves all legal rights, no intellectual property is transferred.
+   - All project archives, source code, and binaries remain fully proprietary.
+
+2. Use and Prohibitions
+   - You may view, download, and modify the code for local and personal use.
+   - Redistribution of any original or modified code requires prior consent.
+   - Commercial hosting or SaaS deployment is prohibited without permission.
+   - Reverse engineering, license removal, or illegal use is strictly barred.
+
+3. Data and Privacy
+   - This project may collect operational data for optimization and analysis.
+   - All collected data is strictly anonymized to ensure the user's privacy.
+   - Transmission of information is encrypted to prevent unauthorized access.
+
+4. Updates and Terms
+   - New releases may include critical patches, enhancements, or UI changes.
+   - Continued use of these services constitutes acceptance of updated terms.
+   - The author reserves the right to modify these license terms at any time.
+
+5. Warranty and Liability
+   - All services and assets are provided "as is" without any form of warranty.
+   - 87owo is not liable for any direct or indirect damages from software use.
+   - Users assume all risks regarding performance, data, and system integrity.
+
+© 2020-2026 87owo (PYAS Security). All rights reserved.</textarea>
+                        </div>
+                    </div>
+                </section>
+
+                <section id="taskmgr_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>進程管理</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋進程..." placeholder="搜尋進程...">
+                        </div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>查看</button>
+                        <button class="action-btn modern-btn danger-btn" data-i18n>結束</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+
+                <section id="whitelist_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>白名單管理</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋檔案..." placeholder="搜尋檔案...">
+                        </div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
+                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+
+                <section id="quarantine_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>隔離區管理</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋檔案..." placeholder="搜尋檔案...">
+                        </div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
+                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+
+                <section id="junk_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>垃圾清理</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋檔案..." placeholder="搜尋檔案...">
+                        </div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>掃描</button>
+                        <button class="action-btn modern-btn danger-btn" data-i18n>刪除</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+
+                <section id="repair_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>系統修復</h2>
+                        <div class="spacer"></div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>掃描</button>
+                        <button class="action-btn modern-btn danger-btn" data-i18n>修復</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+
+                <section id="popup_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>彈窗攔截</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋窗口..." placeholder="搜尋窗口...">
+                        </div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
+                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+
+                <section id="custom_protect_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="protect_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>自訂防護</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋規則..." placeholder="搜尋規則...">
+                        </div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
+                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+                
+                <section id="log_export_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="home_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>日誌導出</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋日誌..." placeholder="搜尋日誌...">
+                        </div>
+                        <button class="action-btn modern-btn primary-btn" data-i18n>導出</button>
+                        <button class="action-btn modern-btn danger-btn" data-i18n>刪除</button>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+            </main>
+        </div>
+    </div>
+</body>
+</html>

LICENSE.txt

@@ -1,27 +1,31 @@
-PYAS Security Software Development License Agreement
-Last updated: 2025-08-15
+87owo Publicly Available Source Code License Agreement
+Last updated: 2025-12-19
 
-1. License & Ownership
-   – A single device key may be required to activate the software or source code.
-   – Non exclusive, non transferable, and for personal, internal use only.
-   – 87owo reserves all rights. Intellectual property rights are not transferred.
+1. License and Ownership
+   - This software and its source code are source available for public view.
+   - Access or execution of certain features may require an activation key.
+   - 87owo reserves all legal rights, no intellectual property is transferred.
+   - All project archives, source code, and binaries remain fully proprietary.
 
-2. Use & Prohibitions
-   – Private redistribution, sublicensing, or rental is prohibited.
-   – Private reverse engineering or removal of notices is prohibited.
-   – Any of the above requires prior authorization from the original author.
-   – Only personal internal use or modification of the source code is permitted.
-   – Use of the software or source code for any illegal purpose is prohibited.
+2. Use and Prohibitions
+   - You may view, download, and modify the code for local and personal use.
+   - Redistribution of any original or modified code requires prior consent.
+   - Commercial hosting or SaaS deployment is prohibited without permission.
+   - Reverse engineering, license removal, or illegal use is strictly barred.
 
-3. License Components
-   – All project script archives and executable files are proprietary.
+3. Data and Privacy
+   - This project may collect operational data for optimization and analysis.
+   - All collected data is strictly anonymized to ensure the user's privacy.
+   - Transmission of information is encrypted to prevent unauthorized access.
 
-4. Updates & Terms
-   – Updates to new versions may include patches, enhancements, or modifications.
-   – Continued use constitutes your acceptance of these features or terms.
+4. Updates and Terms
+   - New releases may include critical patches, enhancements, or UI changes.
+   - Continued use of these services constitutes acceptance of updated terms.
+   - The author reserves the right to modify these license terms at any time.
 
-5. Warranty & Liability
-   – This software is provided "as is," without warranty of any kind.
-   – In no event shall there be any liability for consequential damages.
+5. Warranty and Liability
+   - All services and assets are provided "as is" without any form of warranty.
+   - 87owo is not liable for any direct or indirect damages from software use.
+   - Users assume all risks regarding performance, data, and system integrity.
 
-© 2020–2025 87owo (PYAS Security). All rights reserved.
+© 2020-2026 87owo (PYAS Security). All rights reserved.

PYAS_Config.py

@@ -1,129 +0,0 @@
-translate_dict = {
-    "traditional_switch": {"开启":"開啟","关闭":"關閉","On":"開啟","Off":"關閉"},
-
-    "simplified_switch": {"開啟":"开启","關閉":"关闭","On":"开启","Off":"关闭",
-              "錯誤":"错误","發現":"发现","關閉":"关闭","裝置":"设备","記憶體":"内存",
-              "軟體":"软件","檔案":"文件","確定":"确认","設定":"设置","關於":"关于",
-              "總數":"总数","註冊":"注册","圖標":"图标","路徑":"路径","網路":"网络",
-              "位元":"字节","靈敏":"敏感","複製":"复制","開啟":"开启","靜態":"静态",
-              "訊":"讯","項":"项","掃":"扫","試":"试","黃":"黄","嗎":"吗","防":"保",
-              "鑰":"钥","當":"当","後":"后","護":"护","導":"导","區":"区","復":"复",
-              "攔":"拦","請":"请","統":"统","刪":"删","進":"进","個":"个","選":"选",
-              "啟":"启","監":"监","並":"并","徑":"径","盤":"盘","隱":"隐","動":"动",
-              "狀":"状","誌":"志","這":"这","會":"会","題":"题","擇":"择","語":"语",
-              "無":"无","顯":"显","變":"变","戶":"户","碼":"码","雲":"云","介":"界",
-              "稱":"称","類":"类","輸":"输","執":"执","數":"数","尋":"寻","網":"网",
-              "詢":"询","製":"制","員":"员","許":"许","條":"条","藍":"蓝","紅":"红",
-              "綠":"绿","態":"态","務":"务","連":"连","檢":"检","測":"测","關":"关",
-              "強":"强","驅":"驱","為":"为","腳":"脚","單":"单","開":"开","擴":"扩",
-              "惡":"恶","據":"据","庫":"库","經":"经","敗":"败","謝":"谢","別":"别",
-              "載":"载","誤":"误","報":"报","鏈":"链","竄":"窜","蹤":"踪","與":"与",
-              "異":"异","實":"实","時":"时","彈":"弹","窗":"窗","暫":"暂","訂":"订",
-              "資":"资","產":"产","金":"密","離":"离","規":"规","則":"则","來":"来",
-              "殼":"壳","碼":"码","線":"线","餘":"余",},
-
-    "english_switch": {"開啟":"On","關閉":"Off","开启":"On","关闭":"Off","，":", ",
-              "立即刪除":"Delete Now","安全模式":"Safe Mode","官方網站":"Official Website ",
-              "腳本":"Script ","鏈式":"Chain ","記憶體":"Memory ","加載":"Load ",
-              "行為":"Behavior ","可疑":"Suspicious ","勒索":"Ransom ","主要":"Main ",
-              "許可條款":"License Terms ","惡意":"Malicious", "開發":"Developers ",
-              "啟用":"Enable ","禁用":"Disable ","正在初始化中":"Initializing ",
-              "正在掃描":"Scanning ","正在刪除":"Deleting ","正在追蹤":"Tracking ",
-              "最小化到":"Minimize To ","靈敏度":"Sensitivity ","正在檢查":"Checking ",
-              "確定要":"Sure Want To ","引擎靈敏度":"Sensitivity ","更新":"Update ",
-              "白色主題":"White","黃色主題":"Yellow","紅色主題":"Red","語言":"Language ",
-              "藍色主題":"Blue","綠色主題":"Green","自訂主題":"Custom","黑色主題":"Black",
-              "特別感謝":"Contributors ","版本資訊":"Information","通訊":"Connect ",
-              "註冊":"Registry ","退出":"Quit ","檔案":"File ","當前":"Currently ",
-              "狀態":"State ","掃描":"Scan ","工具":"Tools ","防護":"Protect ",
-              "失敗":"Failed ","請":"Please ","路徑":"Path ","方式":"Method ",
-              "需要":"Need ","病毒":"Virus ","選擇":"Select ","返回":"Back",
-              "受到":"Been ","錯誤":"Error","完成":"Complete ","引擎":"Engine ",
-              "托盤":"Tray ","圖標":"Icon ","不安全":"Unsafe","增強":"Enhance ",
-              "系統":"System ","雲端":"Cloud ","重啟":"Reboot ","修復":"Repair ",
-              "裝置":"Device ","發現":"Found ","成功":"Success ","清理":"Cleanup ",
-              "確定":"OK","執行":"Execute ","警告":"Warning ","使用":"Use ",
-              "網路":"Network ","變更":"Change ","總數":"Total","結束":"End ",
-              "選項":"Options ","監控":"Monitor ","連接":"Connect ","可以":"Can ",
-              "進程":"Process ","攔截":"Block ","引導":"Boot ","刪除":"Delete ",
-              "分區":"Partition ","設定":"Setting ","關於":"About","模式":"Mode ",
-              "提高":"Improve ","安全":"Security ","顯色":"Color ","顏色":"Color ",
-              "主題":"Theme ", "回收":"Collect ", "無用":"Useless ","導入":"Import ",
-              "風險":"Risk ","介面":"UI ","核心":"Core ","服務":"Services ",
-              "管理":"Manage","所有":"All ","您":"You ","取消":"Cancel ","未":"Not ",
-              "垃圾":"Junk ","位元":"byte ","本機":"Computer ","停止":"Stop ",
-              "到":"To ","白名單":"White List ","軟體":"Software ","正在":"",
-              "增加":"Add ","移除":"Delete ","項目":"Items ","生成":"Create ","稱":"",
-              "複製":"Copy ","此":"This ","並":"And ","全盤":"Full ","最新":"Latest ",
-              "已存在":"Already ","數據庫":"Database ","誤報":"False Positive ",
-              "高":"High ","新":"New ","和":"And ","可能會":"Possible ","會":"Can ",
-              "日誌":"Log","已":"Has ","彈窗":"Window ","要":"To ","驅動":"Driver ",
-              "的":"","顯示":"","個":"","嗎":"","了":"","行":"","立即":"","規則":"Rule ",
-              "密鑰":"Key ","檢測":"Detect ","製作":"Maker ","運行":"Running",
-              "擴展":"Extension ","套件":"Kit ","自動":"Auto ","上報":"Report ",
-              "分析":"Analysis ","自身":"Self ","其他":"Other ","配置":"Config ",
-              "丟失":"Lost ","網站":"Website ","不兼容":"Not Compatible ","列表":"List ",
-              "竄改":"Tamper ","第三方":"Other ","實時":"Real Time ","查看":"View ",
-              "指定":"Specify ","清空":"Empty ","資源回收桶":"Recycle Bin ", "無法":"Cannot ",
-              "與":"With ","當":"When ","功能":"Function ","異常":"Abnormal ", "來":"To ",
-              "重置":"Reset ","窗口":"Window ","暫存":"Temp ","自訂":"Custom ",
-              "不支持":"Not Support ","共":"Total ","秒":"Seconds ","耗時":"Takes ",
-              "沙箱":"Sandbox ", "虛擬":"Virtual ", "隔離":"Quarantine ", "時":"",
-              "建立":"Create ","環境":"Environment ","沙箱":"Sandbox ","化":"", "表":"",
-              "達":"Reached ", "上限":"Limit ", "區":"", "金鑰":"Key ", "產品":"Product ",
-              "托管":"CLR ","殼碼":"Shellcode ","線程":"Thread ","注入":"Inject ",
-              "前往":"Go ","檢查":"Check ","可用":"Available ","靜態":"Static ",
-              "版本":"Version ","是":"","剩餘":"Remain ","  ":" "},
-
-    "white_switch": {
-        "_white": "_black",},
-    "red_switch": {
-        "235, 235, 235": "255, 235, 235",
-        "245, 245, 245": "255, 225, 225",
-        "255, 255, 255": "255, 245, 245",
-        "240, 240, 240": "255, 220, 220",
-        "250, 250, 250": "255, 210, 210",
-        "220, 255, 220": "255, 220, 220",
-        "210, 255, 210": "255, 210, 210",
-        "_white": "_black"
-    },
-    "yellow_switch": {
-        "235, 235, 235": "255, 255, 235",
-        "245, 245, 245": "255, 255, 225",
-        "255, 255, 255": "255, 255, 245",
-        "240, 240, 240": "255, 255, 220",
-        "250, 250, 250": "255, 255, 210",
-        "220, 255, 220": "255, 255, 220",
-        "210, 255, 210": "255, 255, 210",
-        "_white": "_black"
-    },
-    "green_switch": {
-        "235, 235, 235": "235, 255, 235",
-        "245, 245, 245": "225, 255, 225",
-        "255, 255, 255": "245, 255, 245",
-        "240, 240, 240": "220, 255, 220",
-        "250, 250, 250": "210, 255, 210",
-        "_white": "_black"
-    },
-    "blue_switch": {
-        "235, 235, 235": "235, 235, 255",
-        "245, 245, 245": "225, 225, 255",
-        "255, 255, 255": "245, 245, 255",
-        "240, 240, 240": "220, 220, 255",
-        "250, 250, 250": "210, 210, 255",
-        "220, 255, 220": "220, 220, 255",
-        "210, 255, 210": "210, 210, 255",
-        "_white": "_black"
-    },
-    "black_switch": {
-        "255, 255, 255": "55, 55, 55", 
-        "245, 245, 245": "75, 75, 75",
-        "235, 235, 235": "65, 65, 65", 
-        "240, 240, 240": "80, 80, 80",
-        "250, 250, 250": "90, 90, 90",
-        "220, 255, 220": "80, 80, 80",
-        "210, 255, 210": "90, 90, 90",
-        "0, 0, 0": "255, 255, 255",
-        "_black": "_white"
-    }
-}

PYAS_Version.py

@@ -2,9 +2,9 @@ import pyinstaller_versionfile
 
 pyinstaller_versionfile.create_versionfile(
 output_file="versionfile.txt",
-version='3.3.4',
+version='3.5.0.0',
 company_name="PYAS Security",
-file_description="Python Antivirus Software",
+file_description="PYAS Security Antivirus",
 internal_name="PYAS",
 legal_copyright="PYAS Security",
 original_filename="PYAS.exe",

Plugins/Filter/DriverCommon.h

@@ -0,0 +1,171 @@
+#pragma once
+#include <fltKernel.h>
+#include <ntddk.h>      
+#include <ntdddisk.h>   
+#include <ntddscsi.h> 
+#include <ntstrsafe.h>
+
+constexpr auto PYAS_PORT_NAME = L"\\PYAS_Output_Pipe";
+constexpr auto MAX_PATH_LEN = 1024;
+constexpr auto PYAS_POOL_TAG = 'SAYP';
+
+#ifndef PROCESS_TERMINATE
+#define PROCESS_TERMINATE                  (0x0001)
+#endif
+#ifndef PROCESS_CREATE_THREAD
+#define PROCESS_CREATE_THREAD              (0x0002)
+#endif
+#ifndef PROCESS_VM_OPERATION
+#define PROCESS_VM_OPERATION               (0x0008)
+#endif
+#ifndef PROCESS_VM_READ
+#define PROCESS_VM_READ                    (0x0010)
+#endif
+#ifndef PROCESS_VM_WRITE
+#define PROCESS_VM_WRITE                   (0x0020)
+#endif
+#ifndef PROCESS_DUP_HANDLE
+#define PROCESS_DUP_HANDLE                 (0x0040)
+#endif
+#ifndef PROCESS_CREATE_PROCESS
+#define PROCESS_CREATE_PROCESS             (0x0080)
+#endif
+#ifndef PROCESS_SET_INFORMATION
+#define PROCESS_SET_INFORMATION            (0x0200)
+#endif
+#ifndef PROCESS_QUERY_INFORMATION
+#define PROCESS_QUERY_INFORMATION          (0x0400)
+#endif
+#ifndef PROCESS_SUSPEND_RESUME
+#define PROCESS_SUSPEND_RESUME             (0x0800)
+#endif
+#ifndef PROCESS_QUERY_LIMITED_INFORMATION
+#define PROCESS_QUERY_LIMITED_INFORMATION  (0x1000)
+#endif
+#ifndef PROCESS_SET_QUOTA
+#define PROCESS_SET_QUOTA                  (0x0100)
+#endif
+#ifndef THREAD_TERMINATE
+#define THREAD_TERMINATE                   (0x0001)
+#endif
+#ifndef THREAD_SUSPEND_RESUME
+#define THREAD_SUSPEND_RESUME              (0x0002)
+#endif
+#ifndef THREAD_SET_CONTEXT
+#define THREAD_SET_CONTEXT                 (0x0010)
+#endif
+#ifndef THREAD_SET_INFORMATION
+#define THREAD_SET_INFORMATION             (0x0020)
+#endif
+#ifndef THREAD_SET_THREAD_TOKEN
+#define THREAD_SET_THREAD_TOKEN            (0x0080)
+#endif
+#ifndef POOL_FLAG_NON_PAGED
+#define POOL_FLAG_NON_PAGED                0x0000000000000040UI64
+#endif
+
+#ifndef FSCTL_MANAGE_BYPASS_IO
+#define FSCTL_MANAGE_BYPASS_IO CTL_CODE(FILE_DEVICE_FILE_SYSTEM, 188, METHOD_NEITHER, FILE_ANY_ACCESS)
+
+typedef enum _FS_BPIO_OPERATIONS {
+    FS_BPIO_OP_ENABLE = 1,
+    FS_BPIO_OP_DISABLE = 2,
+    FS_BPIO_OP_QUERY = 3,
+    FS_BPIO_OP_VOLUME_STACK_PAUSE = 4,
+    FS_BPIO_OP_VOLUME_STACK_RESUME = 5,
+    FS_BPIO_OP_STREAM_PAUSE = 6,
+    FS_BPIO_OP_STREAM_RESUME = 7,
+    FS_BPIO_OP_GET_INFO = 8
+} FS_BPIO_OPERATIONS;
+
+typedef struct _FS_BPIO_INPUT {
+    FS_BPIO_OPERATIONS Operation;
+    ULONG InFlags;
+    ULONGLONG Reserved1;
+    ULONGLONG Reserved2;
+} FS_BPIO_INPUT, * PFS_BPIO_INPUT;
+
+typedef struct _FS_BPIO_OUTPUT {
+    FS_BPIO_OPERATIONS Operation;
+    ULONG OutFlags;
+    ULONGLONG Reserved1;
+    ULONGLONG Reserved2;
+    NTSTATUS Status;
+} FS_BPIO_OUTPUT, * PFS_BPIO_OUTPUT;
+
+#endif
+
+typedef struct _PYAS_MESSAGE {
+    ULONG MessageCode;
+    ULONG ProcessId;
+    WCHAR Path[MAX_PATH_LEN];
+} PYAS_MESSAGE, * PPYAS_MESSAGE;
+
+typedef struct _PYAS_USER_MESSAGE {
+    ULONG Command;
+    WCHAR Path[MAX_PATH_LEN];
+} PYAS_USER_MESSAGE, * PPYAS_USER_MESSAGE;
+
+typedef struct _DRIVER_DATA {
+    PDRIVER_OBJECT DriverObject;
+    PFLT_FILTER FilterHandle;
+    PFLT_PORT ServerPort;
+    PFLT_PORT ClientPort;
+    PEPROCESS PyasProcess;
+    ULONG PyasPid;
+    LARGE_INTEGER Cookie;
+    FAST_MUTEX PortMutex;
+    FAST_MUTEX TrackerMutex;
+    EX_RUNDOWN_REF PortRundown;
+} DRIVER_DATA, * PDRIVER_DATA;
+
+typedef struct _RULE_NODE {
+    struct _RULE_NODE* Next;
+    UNICODE_STRING Pattern;
+} RULE_NODE, * PRULE_NODE;
+
+extern DRIVER_DATA GlobalData;
+
+FLT_PREOP_CALLBACK_STATUS ProtectFile_PreCreate(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext);
+FLT_PREOP_CALLBACK_STATUS ProtectFile_PreWrite(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext);
+FLT_PREOP_CALLBACK_STATUS ProtectFile_PreSetInfo(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext);
+FLT_PREOP_CALLBACK_STATUS ProtectFile_FileSystemControl(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext);
+FLT_PREOP_CALLBACK_STATUS ProtectFile_SetSecurity(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext);
+FLT_PREOP_CALLBACK_STATUS ProtectBoot_PreDeviceControl(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext);
+
+NTSTATUS InitializeProcessProtection();
+VOID UninitializeProcessProtection();
+NTSTATUS InitializeRegistryProtection(PDRIVER_OBJECT DriverObject);
+VOID UninitializeRegistryProtection();
+
+NTSTATUS LoadRulesFromDisk(PUNICODE_STRING RegistryPath);
+VOID UnloadRules();
+
+VOID InitializeRulesEngine();
+VOID UninitializeRulesEngine();
+
+VOID AddDynamicWhitelist(PUNICODE_STRING RuleStr);
+VOID RemoveDynamicWhitelist(PUNICODE_STRING RuleStr);
+
+VOID ImageLoadNotify(PUNICODE_STRING FullImageName, HANDLE ProcessId, PIMAGE_INFO ImageInfo);
+
+NTSTATUS GetProcessImageName(HANDLE ProcessId, PUNICODE_STRING* ImageName);
+
+BOOLEAN IsProcessTrusted(HANDLE ProcessId);
+BOOLEAN IsTargetProtected(HANDLE ProcessId);
+BOOLEAN WildcardMatch(PCWSTR Pattern, PCWSTR String, USHORT StringLengthBytes);
+
+BOOLEAN CheckRegistryRule(PCUNICODE_STRING KeyName);
+BOOLEAN CheckFileExtensionRule(PCUNICODE_STRING FileName);
+BOOLEAN CheckProtectedPathRule(PCUNICODE_STRING FileName);
+BOOLEAN CheckRansomActivity(HANDLE ProcessId, PUNICODE_STRING FileName, PVOID WriteBuffer, ULONG WriteLength, BOOLEAN IsWrite);
+
+NTSTATUS SendMessageToUser(ULONG Code, ULONG Pid, PWCHAR Path, USHORT PathSize);
+
+FORCEINLINE PVOID PyasAllocate(SIZE_T Size) {
+    return ExAllocatePool2(POOL_FLAG_NON_PAGED, Size, PYAS_POOL_TAG);
+}
+
+FORCEINLINE VOID PyasFree(PVOID Ptr) {
+    if (Ptr) ExFreePoolWithTag(Ptr, PYAS_POOL_TAG);
+}

Plugins/Filter/DriverEntry.c

@@ -1,224 +0,0 @@
-#include <ntifs.h>
-#include "DriverEntry.h"
-#include "ProtectRules.h"
-
-LARGE_INTEGER g_CmRegHandle;
-PDEVICE_OBJECT g_ControlDeviceObject;
-KSPIN_LOCK g_ProtectLock;
-FAST_MUTEX HookMutex;
-PDRIVER_OBJECT DiskDrvObj = NULL;
-KEVENT g_LogDrainEvent;
-BOOLEAN g_Unloading = FALSE;
-BOOLEAN g_CmRegActive = FALSE;
-EX_RUNDOWN_REF g_Rundown;
-PDEVICE_OBJECT g_GuardDevice = NULL;
-
-volatile LONG g_LogWorkCount = 0;
-static UNICODE_STRING g_DeviceName;
-static WCHAR g_DeviceNameBuf[64];
-static UNICODE_STRING g_SymLink = RTL_CONSTANT_STRING(L"\\??\\PYAS_Driver");
-static BOOLEAN g_SymLinkCreated = FALSE;
-
-static NTSTATUS CombinedDispatch(PDEVICE_OBJECT DeviceObject, PIRP Irp)
-{
-    if (DeviceObject == g_ControlDeviceObject) {
-        PIO_STACK_LOCATION s = IoGetCurrentIrpStackLocation(Irp);
-        if (s->MajorFunction == IRP_MJ_CREATE || s->MajorFunction == IRP_MJ_CLOSE || s->MajorFunction == IRP_MJ_CLEANUP) {
-            Irp->IoStatus.Status = STATUS_SUCCESS;
-            Irp->IoStatus.Information = 0;
-            IoCompleteRequest(Irp, IO_NO_INCREMENT);
-            return STATUS_SUCCESS;
-        }
-        Irp->IoStatus.Status = STATUS_INVALID_DEVICE_REQUEST;
-        Irp->IoStatus.Information = 0;
-        IoCompleteRequest(Irp, IO_NO_INCREMENT);
-        return STATUS_INVALID_DEVICE_REQUEST;
-    }
-    {
-        PIO_STACK_LOCATION s = IoGetCurrentIrpStackLocation(Irp);
-        if (s->MajorFunction == IRP_MJ_PNP) {
-            PDEVICE_OBJECT lower = (PDEVICE_OBJECT)DeviceObject->DeviceExtension;
-            if (s->MinorFunction == IRP_MN_REMOVE_DEVICE) {
-                NTSTATUS st;
-                IoSkipCurrentIrpStackLocation(Irp);
-                st = lower ? IoCallDriver(lower, Irp) : STATUS_SUCCESS;
-                if (lower) IoDetachDevice(lower);
-                IoDeleteDevice(DeviceObject);
-                return st;
-            }
-            IoSkipCurrentIrpStackLocation(Irp);
-            return IoCallDriver((PDEVICE_OBJECT)DeviceObject->DeviceExtension, Irp);
-        }
-    }
-    return FileProtectDispatch(DeviceObject, Irp);
-}
-
-static NTSTATUS AttachDiskFilters(PDRIVER_OBJECT DriverObject)
-{
-    UNICODE_STRING name = RTL_CONSTANT_STRING(L"\\Driver\\Disk");
-    UNICODE_STRING sym = RTL_CONSTANT_STRING(L"IoDriverObjectType");
-    POBJECT_TYPE* pType = (POBJECT_TYPE*)MmGetSystemRoutineAddress(&sym);
-    if (!pType || !*pType)
-        return STATUS_NOT_SUPPORTED;
-
-    NTSTATUS status = ObReferenceObjectByName(&name, OBJ_CASE_INSENSITIVE, NULL, 0, *pType, KernelMode, NULL, (PVOID*)&DiskDrvObj);
-    if (!NT_SUCCESS(status))
-        return status;
-
-    ULONG done = 0;
-    status = IoEnumerateDeviceObjectList(DiskDrvObj, NULL, 0, &done);
-    if (status != STATUS_BUFFER_TOO_SMALL && status != STATUS_SUCCESS) {
-        ObDereferenceObject(DiskDrvObj);
-        DiskDrvObj = NULL;
-        return status;
-    }
-    PDEVICE_OBJECT* list = ExAllocatePool2(POOL_FLAG_NON_PAGED, done * sizeof(PDEVICE_OBJECT), 'dskT');
-    if (!list) {
-        ObDereferenceObject(DiskDrvObj);
-        DiskDrvObj = NULL;
-        return STATUS_INSUFFICIENT_RESOURCES;
-    }
-    status = IoEnumerateDeviceObjectList(DiskDrvObj, list, done * sizeof(PDEVICE_OBJECT), &done);
-    if (!NT_SUCCESS(status)) {
-        ExFreePool2(list, 'dskT', NULL, 0);
-        ObDereferenceObject(DiskDrvObj);
-        DiskDrvObj = NULL;
-        return status;
-    }
-    for (ULONG i = 0; i < done && g_MbrFilterCount < MAX_MBR_TARGETS; ++i) {
-        PDEVICE_OBJECT lower = list[i], filter, attached = NULL;
-        status = IoCreateDevice(DriverObject, 0, NULL, lower->DeviceType, lower->Characteristics, FALSE, &filter);
-        if (!NT_SUCCESS(status))
-            continue;
-        
-        filter->Flags |= (lower->Flags & (DO_BUFFERED_IO | DO_DIRECT_IO | DO_POWER_PAGABLE));
-        status = IoAttachDeviceToDeviceStackSafe(filter, lower, &attached);
-        if (!NT_SUCCESS(status) || !attached) {
-            IoDeleteDevice(filter);
-            continue;
-        }
-        filter->StackSize = lower->StackSize + 1;
-        filter->AlignmentRequirement = lower->AlignmentRequirement;
-        filter->DeviceExtension = attached;
-        filter->Flags &= ~DO_DEVICE_INITIALIZING;
-        g_MbrFilterTargets[g_MbrFilterCount++] = filter;
-    }
-    for (ULONG i = 0; i < done; ++i)
-        ObDereferenceObject(list[i]);
-    ExFreePool2(list, 'dskT', NULL, 0);
-    return STATUS_SUCCESS;
-}
-
-NTSTATUS DriverEntry(PDRIVER_OBJECT DriverObject, PUNICODE_STRING RegistryPath)
-{
-    UNREFERENCED_PARAMETER(RegistryPath);
-    
-    KeInitializeSpinLock(&g_ProtectLock);
-    ExInitializeFastMutex(&HookMutex);
-    KeInitializeEvent(&g_LogDrainEvent, NotificationEvent, TRUE);
-    g_Unloading = FALSE;
-    g_CmRegActive = FALSE;
-    
-    InterlockedExchange(&g_LogWorkCount, 0);
-    ExInitializeRundownProtection(&g_Rundown);
-    {
-        UNICODE_STRING guardName = RTL_CONSTANT_STRING(L"\\Device\\PYAS_Driver_Guard");
-        NTSTATUS gs = IoCreateDevice(DriverObject, 0, &guardName, FILE_DEVICE_UNKNOWN, 0, FALSE, &g_GuardDevice);
-        if (!NT_SUCCESS(gs)) 
-            return STATUS_DEVICE_BUSY;
-    }
-    {
-        LARGE_INTEGER t = KeQueryPerformanceCounter(NULL);
-        g_DeviceName.Buffer = g_DeviceNameBuf;
-        g_DeviceName.MaximumLength = sizeof(g_DeviceNameBuf);
-        RtlStringCchPrintfW(g_DeviceName.Buffer, RTL_NUMBER_OF(g_DeviceNameBuf), L"\\Device\\PYAS_Driver_%p_%I64x", DriverObject, t.QuadPart);
-        g_DeviceName.Length = (USHORT)(wcslen(g_DeviceName.Buffer) * sizeof(WCHAR));
-    }
-    NTSTATUS status = IoCreateDevice(DriverObject, 0, &g_DeviceName, FILE_DEVICE_UNKNOWN, 0, FALSE, &g_ControlDeviceObject);
-    if (!NT_SUCCESS(status)) 
-        return status;
-    
-    DriverObject->DriverUnload = DriverUnload;
-    for (ULONG i = 0; i < IRP_MJ_MAXIMUM_FUNCTION; ++i) 
-        DriverObject->MajorFunction[i] = CombinedDispatch;
-    g_ControlDeviceObject->Flags &= ~DO_DEVICE_INITIALIZING;
-    IoDeleteSymbolicLink(&g_SymLink);
-    {
-        UINT i = 0;
-        for (; i < 50; ++i) {
-            status = IoCreateSymbolicLink(&g_SymLink, &g_DeviceName);
-            if (NT_SUCCESS(status))
-                break;
-            LARGE_INTEGER d = { 0 };
-            d.QuadPart = -10LL * 1000LL * 10LL;
-            KeDelayExecutionThread(KernelMode, FALSE, &d);
-            IoDeleteSymbolicLink(&g_SymLink);
-        }
-        if (!NT_SUCCESS(status)) {
-            IoDeleteDevice(g_ControlDeviceObject);
-            g_ControlDeviceObject = NULL;
-            if (g_GuardDevice) { 
-                IoDeleteDevice(g_GuardDevice);
-                g_GuardDevice = NULL;
-            }
-            return status;
-        }
-    }
-    g_SymLinkCreated = TRUE;
-    {
-        static WCHAR regAltBuf[32];
-        static UNICODE_STRING regAlt;
-        LARGE_INTEGER t = KeQueryPerformanceCounter(NULL);
-        RtlStringCchPrintfW(regAltBuf, RTL_NUMBER_OF(regAltBuf), L"385100.%I64x", t.QuadPart);
-        RtlInitUnicodeString(&regAlt, regAltBuf);
-        status = CmRegisterCallbackEx(RegistryProtectCallback, &regAlt, DriverObject, NULL, &g_CmRegHandle, NULL);
-        if (NT_SUCCESS(status)) 
-            g_CmRegActive = TRUE;
-    }
-    InitImageProtect();
-    InitInjectProtect();
-    AttachDiskFilters(DriverObject);
-    return STATUS_SUCCESS;
-}
-
-VOID DriverUnload(PDRIVER_OBJECT DriverObject)
-{
-    UNREFERENCED_PARAMETER(DriverObject);
-    g_Unloading = TRUE;
-    if (g_SymLinkCreated) {
-        IoDeleteSymbolicLink(&g_SymLink);
-        g_SymLinkCreated = FALSE;
-    }
-    if (g_CmRegActive) {
-        CmUnRegisterCallback(g_CmRegHandle);
-        g_CmRegActive = FALSE;
-    }
-    UninitInjectProtect();
-    UninitImageProtect();
-    ExWaitForRundownProtectionRelease(&g_Rundown);
-    if (InterlockedCompareExchange(&g_LogWorkCount, 0, 0) != 0) {
-        KeResetEvent(&g_LogDrainEvent);
-        while (InterlockedCompareExchange(&g_LogWorkCount, 0, 0) != 0)
-            KeWaitForSingleObject(&g_LogDrainEvent, Executive, KernelMode, FALSE, NULL);
-    }
-    for (ULONG i = 0; i < g_MbrFilterCount; ++i) {
-        if (g_MbrFilterTargets[i]) {
-            IoDetachDevice((PDEVICE_OBJECT)g_MbrFilterTargets[i]->DeviceExtension);
-            IoDeleteDevice(g_MbrFilterTargets[i]);
-            g_MbrFilterTargets[i] = NULL;
-        }
-    }
-    g_MbrFilterCount = 0;
-    if (DiskDrvObj) {
-        ObDereferenceObject(DiskDrvObj);
-        DiskDrvObj = NULL;
-    }
-    if (g_ControlDeviceObject) {
-        IoDeleteDevice(g_ControlDeviceObject);
-        g_ControlDeviceObject = NULL;
-    }
-    if (g_GuardDevice) {
-        IoDeleteDevice(g_GuardDevice);
-        g_GuardDevice = NULL;
-    }
-}

Plugins/Filter/DriverEntry.cpp

@@ -0,0 +1,209 @@
+#include "DriverCommon.h"
+
+DRIVER_DATA GlobalData;
+
+static NTSTATUS InstanceSetup(PCFLT_RELATED_OBJECTS FltObjects, FLT_INSTANCE_SETUP_FLAGS Flags, DEVICE_TYPE VolumeDeviceType, FLT_FILESYSTEM_TYPE VolumeFilesystemType) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(Flags);
+    UNREFERENCED_PARAMETER(VolumeDeviceType);
+    UNREFERENCED_PARAMETER(VolumeFilesystemType);
+    return STATUS_SUCCESS;
+}
+
+static NTSTATUS InstanceQueryTeardown(PCFLT_RELATED_OBJECTS FltObjects, FLT_INSTANCE_QUERY_TEARDOWN_FLAGS Flags) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(Flags);
+    return STATUS_SUCCESS;
+}
+
+static VOID InstanceTeardownStart(PCFLT_RELATED_OBJECTS FltObjects, FLT_INSTANCE_TEARDOWN_FLAGS Flags) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(Flags);
+}
+
+static VOID InstanceTeardownComplete(PCFLT_RELATED_OBJECTS FltObjects, FLT_INSTANCE_TEARDOWN_FLAGS Flags) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(Flags);
+}
+
+static NTSTATUS DriverUnload(FLT_FILTER_UNLOAD_FLAGS Flags) {
+    if (!(Flags & FLTFL_FILTER_UNLOAD_MANDATORY)) {
+        return STATUS_FLT_DO_NOT_DETACH;
+    }
+
+    if (GlobalData.ServerPort) {
+        FltCloseCommunicationPort(GlobalData.ServerPort);
+        GlobalData.ServerPort = NULL;
+    }
+
+    if (GlobalData.FilterHandle) {
+        FltUnregisterFilter(GlobalData.FilterHandle);
+        GlobalData.FilterHandle = NULL;
+    }
+
+    PsRemoveLoadImageNotifyRoutine(ImageLoadNotify);
+    UninitializeRegistryProtection();
+    UninitializeProcessProtection();
+
+    ExWaitForRundownProtectionRelease(&GlobalData.PortRundown);
+
+    UnloadRules();
+    UninitializeRulesEngine();
+
+    return STATUS_SUCCESS;
+}
+
+static NTSTATUS PortMessage(PVOID PortCookie, PVOID InputBuffer, ULONG InputBufferLength, PVOID OutputBuffer, ULONG OutputBufferLength, PULONG ReturnOutputBufferLength) {
+    UNREFERENCED_PARAMETER(PortCookie);
+    UNREFERENCED_PARAMETER(OutputBuffer);
+    UNREFERENCED_PARAMETER(OutputBufferLength);
+
+    if (InputBuffer && InputBufferLength >= sizeof(PYAS_USER_MESSAGE)) {
+        PPYAS_USER_MESSAGE msg = (PPYAS_USER_MESSAGE)InputBuffer;
+        if (msg->Command == 1 || msg->Command == 2) {
+
+            msg->Path[MAX_PATH_LEN - 1] = L'\0';
+
+            UNICODE_STRING us;
+            RtlInitUnicodeString(&us, msg->Path);
+
+            if (us.Length > 0) {
+                if (msg->Command == 1) {
+                    AddDynamicWhitelist(&us);
+                }
+                else {
+                    RemoveDynamicWhitelist(&us);
+                }
+            }
+        }
+    }
+
+    if (ReturnOutputBufferLength) {
+        *ReturnOutputBufferLength = 0;
+    }
+    return STATUS_SUCCESS;
+}
+
+static NTSTATUS PortConnect(PFLT_PORT ClientPort, PVOID ServerPortCookie, PVOID ConnectionContext, ULONG SizeOfContext, PVOID* ConnectionPortCookie) {
+    UNREFERENCED_PARAMETER(ServerPortCookie);
+    UNREFERENCED_PARAMETER(ConnectionContext);
+    UNREFERENCED_PARAMETER(SizeOfContext);
+    UNREFERENCED_PARAMETER(ConnectionPortCookie);
+
+    ExAcquireFastMutex(&GlobalData.PortMutex);
+
+    GlobalData.ClientPort = ClientPort;
+    GlobalData.PyasPid = (ULONG)(ULONG_PTR)PsGetCurrentProcessId();
+    GlobalData.PyasProcess = PsGetCurrentProcess();
+
+    ExReInitializeRundownProtection(&GlobalData.PortRundown);
+
+    ExReleaseFastMutex(&GlobalData.PortMutex);
+
+    return STATUS_SUCCESS;
+}
+
+static VOID PortDisconnect(PVOID ConnectionCookie) {
+    UNREFERENCED_PARAMETER(ConnectionCookie);
+
+    ExAcquireFastMutex(&GlobalData.PortMutex);
+    GlobalData.ClientPort = NULL;
+    ExReleaseFastMutex(&GlobalData.PortMutex);
+
+    ExWaitForRundownProtectionRelease(&GlobalData.PortRundown);
+}
+
+CONST FLT_OPERATION_REGISTRATION Callbacks[] = {
+    { IRP_MJ_CREATE, 0, ProtectFile_PreCreate, NULL },
+    { IRP_MJ_WRITE, 0, ProtectFile_PreWrite, NULL },
+    { IRP_MJ_SET_INFORMATION, 0, ProtectFile_PreSetInfo, NULL },
+    { IRP_MJ_SET_SECURITY, 0, ProtectFile_SetSecurity, NULL },
+    { IRP_MJ_FILE_SYSTEM_CONTROL, 0, ProtectFile_FileSystemControl, NULL },
+    { IRP_MJ_DEVICE_CONTROL, 0, ProtectBoot_PreDeviceControl, NULL },
+    { IRP_MJ_OPERATION_END }
+};
+
+CONST FLT_REGISTRATION FilterRegistration = {
+    sizeof(FLT_REGISTRATION),
+    FLT_REGISTRATION_VERSION,
+    0,
+    NULL,
+    Callbacks,
+    DriverUnload,
+    InstanceSetup,
+    InstanceQueryTeardown,
+    InstanceTeardownStart,
+    InstanceTeardownComplete,
+    NULL,
+    NULL,
+    NULL
+};
+
+extern "C" NTSTATUS DriverEntry(PDRIVER_OBJECT DriverObject, PUNICODE_STRING RegistryPath) {
+    NTSTATUS status = STATUS_SUCCESS;
+    PSECURITY_DESCRIPTOR sd = NULL;
+    OBJECT_ATTRIBUTES oa = { 0 };
+    UNICODE_STRING name = { 0 };
+
+    RtlZeroMemory(&GlobalData, sizeof(GlobalData));
+    GlobalData.DriverObject = DriverObject;
+    ExInitializeFastMutex(&GlobalData.PortMutex);
+    ExInitializeFastMutex(&GlobalData.TrackerMutex);
+
+    ExInitializeRundownProtection(&GlobalData.PortRundown);
+
+    InitializeRulesEngine();
+
+    status = LoadRulesFromDisk(RegistryPath);
+
+    status = FltRegisterFilter(DriverObject, &FilterRegistration, &GlobalData.FilterHandle);
+    if (!NT_SUCCESS(status)) {
+        UnloadRules();
+        UninitializeRulesEngine();
+        return status;
+    }
+
+    status = FltBuildDefaultSecurityDescriptor(&sd, FLT_PORT_ALL_ACCESS);
+    if (NT_SUCCESS(status)) {
+        RtlInitUnicodeString(&name, PYAS_PORT_NAME);
+        InitializeObjectAttributes(&oa, &name, OBJ_KERNEL_HANDLE | OBJ_CASE_INSENSITIVE, NULL, sd);
+        status = FltCreateCommunicationPort(GlobalData.FilterHandle, &GlobalData.ServerPort, &oa, NULL, PortConnect, PortDisconnect, PortMessage, 1);
+        FltFreeSecurityDescriptor(sd);
+    }
+
+    if (!NT_SUCCESS(status)) {
+        if (GlobalData.FilterHandle) {
+            FltUnregisterFilter(GlobalData.FilterHandle);
+            GlobalData.FilterHandle = NULL;
+        }
+        UnloadRules();
+        UninitializeRulesEngine();
+        return status;
+    }
+
+    InitializeProcessProtection();
+    InitializeRegistryProtection(DriverObject);
+    PsSetLoadImageNotifyRoutine(ImageLoadNotify);
+
+    status = FltStartFiltering(GlobalData.FilterHandle);
+    if (!NT_SUCCESS(status)) {
+        PsRemoveLoadImageNotifyRoutine(ImageLoadNotify);
+        UninitializeRegistryProtection();
+        UninitializeProcessProtection();
+
+        if (GlobalData.ServerPort) {
+            FltCloseCommunicationPort(GlobalData.ServerPort);
+            GlobalData.ServerPort = NULL;
+        }
+
+        if (GlobalData.FilterHandle) {
+            FltUnregisterFilter(GlobalData.FilterHandle);
+            GlobalData.FilterHandle = NULL;
+        }
+
+        UnloadRules();
+        UninitializeRulesEngine();
+    }
+
+    return status;
+}

Plugins/Filter/DriverEntry.h

@@ -1,147 +0,0 @@
-#pragma once
-#include <ntifs.h>
-#include <ntstrsafe.h>
-#include <ntdddisk.h>
-
-#define PIPE_NAME L"\\??\\pipe\\PYAS_Output_Pipe"
-#define MAX_MBR_TARGETS 52
-
-#ifndef POOL_FLAG_NON_PAGED
-#define POOL_FLAG_NON_PAGED 0x00000001
-#endif
-#ifndef PROCESS_CREATE_THREAD
-#define PROCESS_CREATE_THREAD 0x0002
-#endif
-#ifndef PROCESS_VM_OPERATION
-#define PROCESS_VM_OPERATION 0x0008
-#endif
-#ifndef PROCESS_VM_WRITE
-#define PROCESS_VM_WRITE 0x0020
-#endif
-#ifndef PROCESS_VM_READ
-#define PROCESS_VM_READ 0x0010
-#endif
-#ifndef PROCESS_DUP_HANDLE
-#define PROCESS_DUP_HANDLE 0x0040
-#endif
-#ifndef PROCESS_CREATE_PROCESS
-#define PROCESS_CREATE_PROCESS 0x0080
-#endif
-#ifndef PROCESS_SET_QUOTA
-#define PROCESS_SET_QUOTA 0x0100
-#endif
-#ifndef PROCESS_SET_INFORMATION
-#define PROCESS_SET_INFORMATION 0x0200
-#endif
-#ifndef PROCESS_SUSPEND_RESUME
-#define PROCESS_SUSPEND_RESUME 0x0800
-#endif
-#ifndef PROCESS_QUERY_LIMITED_INFORMATION
-#define PROCESS_QUERY_LIMITED_INFORMATION 0x1000
-#endif
-#ifndef PROCESS_SET_LIMITED_INFORMATION
-#define PROCESS_SET_LIMITED_INFORMATION 0x2000
-#endif
-#ifndef THREAD_IMPERSONATE
-#define THREAD_IMPERSONATE 0x0100
-#endif
-#ifndef THREAD_DIRECT_IMPERSONATION
-#define THREAD_DIRECT_IMPERSONATION 0x0200
-#endif
-#ifndef UINT
-typedef unsigned int UINT;
-#endif
-
-extern volatile LONG g_LogWorkCount;
-extern BOOLEAN g_Unloading;
-extern KEVENT g_LogDrainEvent;
-extern PDEVICE_OBJECT g_MbrFilterTargets[MAX_MBR_TARGETS];
-extern ULONG g_MbrFilterCount;
-extern KSPIN_LOCK g_ProtectLock;
-extern LARGE_INTEGER g_CmRegHandle;
-extern POBJECT_TYPE* IoDriverObjectType;
-extern FAST_MUTEX HookMutex;
-extern PDRIVER_OBJECT DiskDrvObj;
-extern PCSTR PsGetProcessImageFileName(PEPROCESS Process);
-extern EX_RUNDOWN_REF g_Rundown;
-extern PDEVICE_OBJECT g_GuardDevice;
-
-typedef PVOID(NTAPI* _pyas_ExAllocatePool2)(ULONG, SIZE_T, ULONG);
-typedef VOID(NTAPI* _pyas_ExFreePool2)(PVOID, ULONG, PVOID, ULONG);
-typedef PVOID(NTAPI* _pyas_ExAllocatePoolWithTag)(POOL_TYPE, SIZE_T, ULONG);
-typedef VOID(NTAPI* _pyas_ExFreePoolWithTag)(PVOID, ULONG);
-
-static __forceinline PVOID PYAS_ExAllocatePool2(ULONG f, SIZE_T s, ULONG t) {
-    static _pyas_ExAllocatePool2 p2 = 0;
-    if (!p2) {
-        UNICODE_STRING n = RTL_CONSTANT_STRING(L"ExAllocatePool2"); 
-        p2 = (_pyas_ExAllocatePool2)MmGetSystemRoutineAddress(&n); 
-    }
-    if (p2)
-        return p2(f, s, t);
-    static _pyas_ExAllocatePoolWithTag p1 = 0;
-    if (!p1) {
-        UNICODE_STRING n = RTL_CONSTANT_STRING(L"ExAllocatePoolWithTag"); 
-        p1 = (_pyas_ExAllocatePoolWithTag)MmGetSystemRoutineAddress(&n);
-    }
-    if (p1)
-        return p1((f & POOL_FLAG_NON_PAGED) ? NonPagedPoolNx : PagedPool, s, t);
-    return NULL;
-}
-
-static __forceinline VOID PYAS_ExFreePool2(PVOID a, ULONG t, PVOID h, ULONG f) {
-    UNREFERENCED_PARAMETER(h);
-    UNREFERENCED_PARAMETER(f);
-    static _pyas_ExFreePool2 p2 = 0;
-    if (!p2) { 
-        UNICODE_STRING n = RTL_CONSTANT_STRING(L"ExFreePool2"); 
-        p2 = (_pyas_ExFreePool2)MmGetSystemRoutineAddress(&n);
-    }
-    if (p2) {
-        p2(a, t, h, f);
-        return;
-    }
-    static _pyas_ExFreePoolWithTag p1 = 0;
-    if (!p1) { 
-        UNICODE_STRING n = RTL_CONSTANT_STRING(L"ExFreePoolWithTag");
-        p1 = (_pyas_ExFreePoolWithTag)MmGetSystemRoutineAddress(&n);
-    }
-    if (p1) { 
-        p1(a, t);
-        return; 
-    }
-}
-
-#define ExAllocatePool2 PYAS_ExAllocatePool2
-#define ExFreePool2 PYAS_ExFreePool2
-
-VOID DriverUnload(PDRIVER_OBJECT DriverObject);
-VOID SendPipeLog(PCSTR msg, SIZE_T len);
-VOID UninitImageProtect(VOID);
-VOID UninitInjectProtect(VOID);
-
-NTSYSAPI NTSTATUS NTAPI ZwQueryInformationProcess(
-    _In_ HANDLE ProcessHandle,
-    _In_ PROCESSINFOCLASS ProcessInformationClass,
-    _Out_writes_bytes_opt_(ProcessInformationLength) PVOID ProcessInformation,
-    _In_ ULONG ProcessInformationLength,
-    _Out_opt_ PULONG ReturnLength
-);
-
-NTSTATUS ObReferenceObjectByName(
-    IN PUNICODE_STRING ObjectName,
-    IN ULONG Attributes,
-    IN PACCESS_STATE PassedAccessState OPTIONAL,
-    IN ACCESS_MASK DesiredAccess OPTIONAL,
-    IN POBJECT_TYPE ObjectType,
-    IN KPROCESSOR_MODE AccessMode,
-    IN OUT PVOID ParseContext OPTIONAL,
-    OUT PVOID* Object
-);
-
-NTSTATUS FileProtectDispatch(PDEVICE_OBJECT DeviceObject, PIRP Irp);
-NTSTATUS RegistryProtectCallback(PVOID ctx, PVOID arg1, PVOID arg2);
-NTSTATUS InitImageProtect(VOID);
-NTSTATUS InitInjectProtect(VOID);
-
-BOOLEAN GetProcessImagePathByPid(HANDLE pid, PUNICODE_STRING ProcessImagePath);

Plugins/Filter/DriverPipe.c

@@ -1,63 +0,0 @@
-#include <ntifs.h>
-#include "DriverEntry.h"
-
-extern PDEVICE_OBJECT g_ControlDeviceObject;
-
-typedef struct _PIPE_LOG_CTX {
-    PIO_WORKITEM Item;
-    SIZE_T Len;
-    PCHAR Buf;
-}PIPE_LOG_CTX, * PPIPE_LOG_CTX;
-
-static VOID PipeLogWork(PDEVICE_OBJECT DeviceObject, PVOID Context)
-{
-    UNREFERENCED_PARAMETER(DeviceObject);
-    PPIPE_LOG_CTX ctx = (PPIPE_LOG_CTX)Context;
-    HANDLE h = NULL;
-    UNICODE_STRING name;
-    OBJECT_ATTRIBUTES oa = { 0 };
-    IO_STATUS_BLOCK iosb;
-
-    RtlInitUnicodeString(&name, PIPE_NAME);
-    InitializeObjectAttributes(&oa, &name, OBJ_CASE_INSENSITIVE | OBJ_KERNEL_HANDLE, NULL, NULL);
-    if (NT_SUCCESS(ZwCreateFile(&h, FILE_GENERIC_WRITE, &oa, &iosb, NULL, 0, 0, FILE_OPEN, FILE_SYNCHRONOUS_IO_NONALERT, NULL, 0)))
-    {
-        ZwWriteFile(h, NULL, NULL, NULL, &iosb, ctx->Buf, (ULONG)(ctx->Len > 0xFFFFFFFF ? 0xFFFFFFFF : ctx->Len), NULL, NULL);
-        ZwClose(h);
-    }
-    IoFreeWorkItem(ctx->Item);
-    ExFreePool2(ctx->Buf, 'golP', NULL, 0);
-    ExFreePool2(ctx, 'golP', NULL, 0);
-    if (InterlockedDecrement(&g_LogWorkCount) == 0 && g_Unloading)
-        KeSetEvent(&g_LogDrainEvent, IO_NO_INCREMENT, FALSE);
-}
-
-VOID SendPipeLog(PCSTR msg, SIZE_T len)
-{
-    if (!msg || len == 0)
-        return;
-    if (!g_ControlDeviceObject)
-        return;
-    if (g_Unloading)
-        return;
-    
-    PPIPE_LOG_CTX ctx = (PPIPE_LOG_CTX)ExAllocatePool2(POOL_FLAG_NON_PAGED, sizeof(PIPE_LOG_CTX), 'golP');
-    if (!ctx)
-        return;
-    
-    ctx->Len = len;
-    ctx->Buf = (PCHAR)ExAllocatePool2(POOL_FLAG_NON_PAGED, ctx->Len, 'golP');
-    if (!ctx->Buf) {
-        ExFreePool2(ctx, 'golP', NULL, 0);
-        return;
-    }
-    RtlCopyMemory(ctx->Buf, msg, ctx->Len);
-    ctx->Item = IoAllocateWorkItem(g_ControlDeviceObject);
-    if (!ctx->Item) {
-        ExFreePool2(ctx->Buf, 'golP', NULL, 0);
-        ExFreePool2(ctx, 'golP', NULL, 0);
-        return;
-    }
-    InterlockedIncrement(&g_LogWorkCount);
-    IoQueueWorkItem(ctx->Item, PipeLogWork, DelayedWorkQueue, ctx);
-}

Plugins/Filter/PYAS_Driver.inf

@@ -1,27 +1,52 @@
 [Version]
 Signature   = "$WINDOWS NT$"
-Class       = System 
-ClassGuid   = {4d36e97d-e325-11ce-bfc1-08002be10318}
+Class       = ActivityMonitor
+ClassGuid   = {b86dff51-a31e-4bac-b3cf-e8cfe75c9fc2}
 Provider    = %ManufacturerName%
+DriverVer   = 04/12/2026,3.5.0.0
 CatalogFile = PYAS_Driver.cat
 PnpLockdown = 1
-DriverVer   = 
 
 [DestinationDirs]
-DefaultDestDir = 13
-
-[DefaultInstall.ntamd64]
-CopyFiles = @PYAS_Driver.sys
-AddService = PYAS_Driver,0x00000002
-
-[SourceDisksFiles]
-PYAS_Driver.sys = 1
+DefaultDestDir          = 12
+PYAS_Driver.DriverFiles = 12
 
 [SourceDisksNames]
 1 = %DiskName%,,,""
 
+[SourceDisksFiles]
+PYAS_Driver.sys = 1,,
+
+[DefaultInstall.NTamd64]
+OptionDesc = %ServiceDescription%
+CopyFiles  = PYAS_Driver.DriverFiles
+
+[DefaultInstall.NTamd64.Services]
+AddService = %ServiceName%,,PYAS_Driver.Service
+
+[PYAS_Driver.DriverFiles]
+PYAS_Driver.sys
+
+[PYAS_Driver.Service]
+DisplayName      = %ServiceName%
+Description      = %ServiceDescription%
+ServiceBinary    = %12%\PYAS_Driver.sys
+Dependencies     = FltMgr
+ServiceType      = 2
+StartType        = 3
+ErrorControl     = 1
+LoadOrderGroup   = "FSFilter Activity Monitor"
+AddReg           = PYAS_Driver.AddReg
+
+[PYAS_Driver.AddReg]
+HKR,"Parameters","DebugFlags",0x00010001,0x0
+HKR,"Parameters","SupportedFeatures",0x00010001,0x3
+HKR,"Parameters\Instances","DefaultInstance",0x00000000,"PYAS Instance"
+HKR,"Parameters\Instances\PYAS Instance","Altitude",0x00000000,"320000"
+HKR,"Parameters\Instances\PYAS Instance","Flags",0x00010001,0x0
+
 [Strings]
-ManufacturerName = "PYAS_Driver"
-DiskName = "PYAS_Driver"
-ServiceName="PYAS_Driver"
-ServiceDisplayName="PYAS_Driver"
+ManufacturerName   = "PYAS Security"
+DiskName           = "PYAS_Driver Source Disk"
+ServiceName        = "PYAS_Driver"
+ServiceDescription = "PYAS Security Driver"

Plugins/Filter/PYAS_Driver.sln

@@ -0,0 +1,35 @@
+
+Microsoft Visual Studio Solution File, Format Version 12.00
+# Visual Studio Version 17
+VisualStudioVersion = 17.14.36518.9 d17.14
+MinimumVisualStudioVersion = 10.0.40219.1
+Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "PYAS_Driver", "PYAS_Driver.vcxproj", "{699C79A8-A904-1976-F72A-CDD7E811CFD2}"
+EndProject
+Global
+	GlobalSection(SolutionConfigurationPlatforms) = preSolution
+		Debug|ARM64 = Debug|ARM64
+		Debug|x64 = Debug|x64
+		Release|ARM64 = Release|ARM64
+		Release|x64 = Release|x64
+	EndGlobalSection
+	GlobalSection(ProjectConfigurationPlatforms) = postSolution
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Debug|ARM64.ActiveCfg = Debug|ARM64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Debug|ARM64.Build.0 = Debug|ARM64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Debug|ARM64.Deploy.0 = Debug|ARM64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Debug|x64.ActiveCfg = Debug|x64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Debug|x64.Build.0 = Debug|x64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Debug|x64.Deploy.0 = Debug|x64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Release|ARM64.ActiveCfg = Release|ARM64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Release|ARM64.Build.0 = Release|ARM64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Release|ARM64.Deploy.0 = Release|ARM64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Release|x64.ActiveCfg = Release|x64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Release|x64.Build.0 = Release|x64
+		{699C79A8-A904-1976-F72A-CDD7E811CFD2}.Release|x64.Deploy.0 = Release|x64
+	EndGlobalSection
+	GlobalSection(SolutionProperties) = preSolution
+		HideSolutionNode = FALSE
+	EndGlobalSection
+	GlobalSection(ExtensibilityGlobals) = postSolution
+		SolutionGuid = {D166699A-50D5-470E-9559-39B8E842528D}
+	EndGlobalSection
+EndGlobal

Plugins/Filter/PYAS_Driver.vcxproj

@@ -0,0 +1,128 @@
+<?xml version="1.0" encoding="utf-8"?>
+<Project DefaultTargets="Build" ToolsVersion="12.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
+  <ItemGroup Label="ProjectConfigurations">
+    <ProjectConfiguration Include="Debug|x64">
+      <Configuration>Debug</Configuration>
+      <Platform>x64</Platform>
+    </ProjectConfiguration>
+    <ProjectConfiguration Include="Release|x64">
+      <Configuration>Release</Configuration>
+      <Platform>x64</Platform>
+    </ProjectConfiguration>
+    <ProjectConfiguration Include="Debug|ARM64">
+      <Configuration>Debug</Configuration>
+      <Platform>ARM64</Platform>
+    </ProjectConfiguration>
+    <ProjectConfiguration Include="Release|ARM64">
+      <Configuration>Release</Configuration>
+      <Platform>ARM64</Platform>
+    </ProjectConfiguration>
+  </ItemGroup>
+  <PropertyGroup Label="Globals">
+    <ProjectGuid>{699C79A8-A904-1976-F72A-CDD7E811CFD2}</ProjectGuid>
+    <TemplateGuid>{dd38f7fc-d7bd-488b-9242-7d8754cde80d}</TemplateGuid>
+    <TargetFrameworkVersion>v4.5</TargetFrameworkVersion>
+    <MinimumVisualStudioVersion>12.0</MinimumVisualStudioVersion>
+    <Configuration>Debug</Configuration>
+    <Platform Condition="'$(Platform)' == ''">x64</Platform>
+    <RootNamespace>PYAS_Driver</RootNamespace>
+    <WindowsTargetPlatformVersion>$(LatestTargetPlatformVersion)</WindowsTargetPlatformVersion>
+  </PropertyGroup>
+  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.Default.props" />
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'" Label="Configuration">
+    <TargetVersion>Windows10</TargetVersion>
+    <UseDebugLibraries>true</UseDebugLibraries>
+    <PlatformToolset>WindowsKernelModeDriver10.0</PlatformToolset>
+    <ConfigurationType>Driver</ConfigurationType>
+    <DriverType>WDM</DriverType>
+    <Driver_SpectreMitigation>false</Driver_SpectreMitigation>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'" Label="Configuration">
+    <TargetVersion>Windows10</TargetVersion>
+    <UseDebugLibraries>false</UseDebugLibraries>
+    <PlatformToolset>WindowsKernelModeDriver10.0</PlatformToolset>
+    <ConfigurationType>Driver</ConfigurationType>
+    <DriverType>WDM</DriverType>
+    <Driver_SpectreMitigation>false</Driver_SpectreMitigation>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|ARM64'" Label="Configuration">
+    <TargetVersion>Windows10</TargetVersion>
+    <UseDebugLibraries>true</UseDebugLibraries>
+    <PlatformToolset>WindowsKernelModeDriver10.0</PlatformToolset>
+    <ConfigurationType>Driver</ConfigurationType>
+    <DriverType>WDM</DriverType>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|ARM64'" Label="Configuration">
+    <TargetVersion>Windows10</TargetVersion>
+    <UseDebugLibraries>false</UseDebugLibraries>
+    <PlatformToolset>WindowsKernelModeDriver10.0</PlatformToolset>
+    <ConfigurationType>Driver</ConfigurationType>
+    <DriverType>WDM</DriverType>
+  </PropertyGroup>
+  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.props" />
+  <ImportGroup Label="ExtensionSettings">
+  </ImportGroup>
+  <ImportGroup Label="PropertySheets">
+    <Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
+  </ImportGroup>
+  <PropertyGroup Label="UserMacros" />
+  <PropertyGroup />
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
+    <DebuggerFlavor>DbgengKernelDebugger</DebuggerFlavor>
+    <EnableInf2cat>false</EnableInf2cat>
+    <Inf2CatUseLocalTime>true</Inf2CatUseLocalTime>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'">
+    <DebuggerFlavor>DbgengKernelDebugger</DebuggerFlavor>
+    <Inf2CatUseLocalTime>true</Inf2CatUseLocalTime>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|ARM64'">
+    <DebuggerFlavor>DbgengKernelDebugger</DebuggerFlavor>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|ARM64'">
+    <DebuggerFlavor>DbgengKernelDebugger</DebuggerFlavor>
+  </PropertyGroup>
+  <ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
+    <DriverSign>
+      <FileDigestAlgorithm>sha256</FileDigestAlgorithm>
+    </DriverSign>
+    <ClCompile>
+      <LanguageStandard>stdcpp20</LanguageStandard>
+      <TreatWarningAsError>false</TreatWarningAsError>
+    </ClCompile>
+    <Link>
+      <AdditionalDependencies>$(DDK_LIB_PATH)fltmgr.lib;%(AdditionalDependencies)</AdditionalDependencies>
+    </Link>
+  </ItemDefinitionGroup>
+  <ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'">
+    <DriverSign>
+      <FileDigestAlgorithm>sha256</FileDigestAlgorithm>
+    </DriverSign>
+    <ClCompile>
+      <TreatWarningAsError>false</TreatWarningAsError>
+    </ClCompile>
+    <Link>
+      <AdditionalDependencies>$(DDK_LIB_PATH)fltmgr.lib;%(AdditionalDependencies)</AdditionalDependencies>
+    </Link>
+  </ItemDefinitionGroup>
+  <ItemGroup>
+    <Inf Include="PYAS_Driver.inf" />
+  </ItemGroup>
+  <ItemGroup>
+    <FilesToPackage Include="$(TargetPath)" />
+  </ItemGroup>
+  <ItemGroup>
+    <ClInclude Include="DriverCommon.h" />
+  </ItemGroup>
+  <ItemGroup>
+    <ClCompile Include="DriverEntry.cpp" />
+    <ClCompile Include="ProtectBoot.cpp" />
+    <ClCompile Include="ProtectFile.cpp" />
+    <ClCompile Include="ProtectProcess.cpp" />
+    <ClCompile Include="ProtectRegistry.cpp" />
+    <ClCompile Include="ProtectRules.cpp" />
+  </ItemGroup>
+  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.targets" />
+  <ImportGroup Label="ExtensionTargets">
+  </ImportGroup>
+</Project>

Plugins/Filter/PYAS_Driver.vcxproj.filters

@@ -0,0 +1,51 @@
+<?xml version="1.0" encoding="utf-8"?>
+<Project ToolsVersion="4.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
+  <ItemGroup>
+    <Filter Include="Source Files">
+      <UniqueIdentifier>{4FC737F1-C7A5-4376-A066-2A32D752A2FF}</UniqueIdentifier>
+      <Extensions>cpp;c;cc;cxx;def;odl;idl;hpj;bat;asm;asmx</Extensions>
+    </Filter>
+    <Filter Include="Header Files">
+      <UniqueIdentifier>{93995380-89BD-4b04-88EB-625FBE52EBFB}</UniqueIdentifier>
+      <Extensions>h;hpp;hxx;hm;inl;inc;xsd</Extensions>
+    </Filter>
+    <Filter Include="Resource Files">
+      <UniqueIdentifier>{67DA6AB6-F800-4c08-8B7A-83BB121AAD01}</UniqueIdentifier>
+      <Extensions>rc;ico;cur;bmp;dlg;rc2;rct;bin;rgs;gif;jpg;jpeg;jpe;resx;tiff;tif;png;wav;mfcribbon-ms</Extensions>
+    </Filter>
+    <Filter Include="Driver Files">
+      <UniqueIdentifier>{8E41214B-6785-4CFE-B992-037D68949A14}</UniqueIdentifier>
+      <Extensions>inf;inv;inx;mof;mc;</Extensions>
+    </Filter>
+  </ItemGroup>
+  <ItemGroup>
+    <Inf Include="PYAS_Driver.inf">
+      <Filter>Driver Files</Filter>
+    </Inf>
+  </ItemGroup>
+  <ItemGroup>
+    <ClInclude Include="DriverCommon.h">
+      <Filter>Header Files</Filter>
+    </ClInclude>
+  </ItemGroup>
+  <ItemGroup>
+    <ClCompile Include="ProtectRules.cpp">
+      <Filter>Source Files</Filter>
+    </ClCompile>
+    <ClCompile Include="ProtectFile.cpp">
+      <Filter>Source Files</Filter>
+    </ClCompile>
+    <ClCompile Include="ProtectBoot.cpp">
+      <Filter>Source Files</Filter>
+    </ClCompile>
+    <ClCompile Include="ProtectRegistry.cpp">
+      <Filter>Source Files</Filter>
+    </ClCompile>
+    <ClCompile Include="ProtectProcess.cpp">
+      <Filter>Source Files</Filter>
+    </ClCompile>
+    <ClCompile Include="DriverEntry.cpp">
+      <Filter>Source Files</Filter>
+    </ClCompile>
+  </ItemGroup>
+</Project>

Plugins/Filter/ProtectBoot.c

@@ -1,123 +0,0 @@
-#include <ntifs.h>
-#include "DriverEntry.h"
-#include "ProtectRules.h"
-
-PDEVICE_OBJECT g_MbrFilterTargets[MAX_MBR_TARGETS] = { 0 };
-ULONG g_MbrFilterCount = 0;
-
-NTSTATUS FileProtectDispatch(PDEVICE_OBJECT DeviceObject, PIRP Irp)
-{
-    PDEVICE_OBJECT lower = (PDEVICE_OBJECT)DeviceObject->DeviceExtension;
-    if (!lower) {
-        Irp->IoStatus.Status = STATUS_INVALID_DEVICE_REQUEST;
-        Irp->IoStatus.Information = 0;
-        IoCompleteRequest(Irp, IO_NO_INCREMENT);
-        return STATUS_INVALID_DEVICE_REQUEST;
-    }
-    if (!ExAcquireRundownProtection(&g_Rundown)) {
-        IoSkipCurrentIrpStackLocation(Irp);
-        return IoCallDriver(lower, Irp);
-    }
-    if (g_Unloading) {
-        IoSkipCurrentIrpStackLocation(Irp);
-        NTSTATUS st = IoCallDriver(lower, Irp);
-        ExReleaseRundownProtection(&g_Rundown);
-        return st;
-    }
-    PIO_STACK_LOCATION stack = IoGetCurrentIrpStackLocation(Irp);
-    if (stack->MajorFunction == IRP_MJ_POWER) {
-        PoStartNextPowerIrp(Irp);
-        IoSkipCurrentIrpStackLocation(Irp);
-        NTSTATUS st = PoCallDriver(lower, Irp);
-        ExReleaseRundownProtection(&g_Rundown);
-        return st;
-    }
-    HANDLE pid = PsGetCurrentProcessId();
-    ULONG currentPid = (ULONG)(ULONG_PTR)pid;
-    if (currentPid == 0 || currentPid == 4) {
-        IoSkipCurrentIrpStackLocation(Irp);
-        NTSTATUS st = IoCallDriver(lower, Irp);
-        ExReleaseRundownProtection(&g_Rundown);
-        return st;
-    }
-    BOOLEAN blocked = FALSE, is_white = FALSE;
-    CHAR logbuf[1024] = { 0 };
-    
-    WCHAR exeBuf[512] = { 0 };
-    UNICODE_STRING exeName = { 0 };
-    exeName.Buffer = exeBuf;
-    exeName.MaximumLength = sizeof(exeBuf);
-    exeName.Length = 0;
-    
-    if (KeGetCurrentIrql() == PASSIVE_LEVEL) {
-        if (GetProcessImagePathByPid(pid, &exeName)) 
-            is_white = IsWhitelist(&exeName);
-        else {
-            PEPROCESS eproc = PsGetCurrentProcess();
-            PCSTR n = PsGetProcessImageFileName(eproc);
-            size_t l = n ? strlen(n) : 0;
-            for (size_t i = 0; i < l && i < RTL_NUMBER_OF(exeBuf) - 1; i++) 
-                exeBuf[i] = (WCHAR)n[i];
-            exeBuf[l] = 0;
-            exeName.Length = (USHORT)(l * sizeof(WCHAR));
-        }
-    }
-    if (!is_white) {
-        UCHAR mj = stack->MajorFunction;
-        BOOLEAN isDisk = (DeviceObject->DeviceType == FILE_DEVICE_DISK);
-
-        if (!isDisk) {
-            PDEVICE_OBJECT tdo = IoGetAttachedDeviceReference(lower);
-            if (tdo) {
-                isDisk = (tdo->DeviceType == FILE_DEVICE_DISK || tdo->DeviceType == FILE_DEVICE_DISK_FILE_SYSTEM);
-                ObDereferenceObject(tdo);
-            }
-        }
-        if (isDisk) {
-            if (mj == IRP_MJ_WRITE || mj == IRP_MJ_SET_INFORMATION || mj == IRP_MJ_DEVICE_CONTROL || mj == IRP_MJ_INTERNAL_DEVICE_CONTROL) blocked = TRUE;
-        }
-    }
-    if (blocked) {
-        if (KeGetCurrentIrql() == PASSIVE_LEVEL) {
-            CHAR target[64] = "None";
-            ULONG ret = 0;
-            POBJECT_NAME_INFORMATION oni = (POBJECT_NAME_INFORMATION)ExAllocatePool2(POOL_FLAG_NON_PAGED, 1024, 'nOmD');
-            
-            if (oni && NT_SUCCESS(ObQueryNameString(lower, oni, 1024, &ret)) && oni->Name.Buffer && oni->Name.Length >= sizeof(WCHAR) * 2) {
-                USHORT len = oni->Name.Length / sizeof(WCHAR);
-                ULONG dr = 0;
-                BOOLEAN hasDr = FALSE;
-                
-                for (USHORT i = 0; i + 2 < len; i++) {
-                    if (oni->Name.Buffer[i] == L'D' && oni->Name.Buffer[i + 1] == L'R') {
-                        USHORT j = i + 2;
-                        ULONG x = 0;
-                        
-                        while (j < len && oni->Name.Buffer[j] >= L'0' && oni->Name.Buffer[j] <= L'9') {
-                            x = x * 10 + (oni->Name.Buffer[j] - L'0'); 
-                            j++; 
-                        }
-                        dr = x;
-                        hasDr = TRUE;
-                        break;
-                    }
-                }
-                if (hasDr) 
-                    RtlStringCchPrintfA(target, sizeof(target), "Disk\\Device\\DR%u", dr);
-            }
-            if (oni) 
-                ExFreePool2(oni, 'nOmD', NULL, 0);
-            RtlStringCchPrintfA(logbuf, sizeof(logbuf), "BOOT_BLOCK | %u | %wZ | %s", currentPid, &exeName, target);
-            SendPipeLog(logbuf, strlen(logbuf));
-        }
-        Irp->IoStatus.Status = STATUS_ACCESS_DENIED;
-        Irp->IoStatus.Information = 0;
-        IoCompleteRequest(Irp, IO_NO_INCREMENT);
-        ExReleaseRundownProtection(&g_Rundown);
-        return STATUS_ACCESS_DENIED;
-    }
-    IoSkipCurrentIrpStackLocation(Irp);
-    NTSTATUS st = IoCallDriver(lower, Irp);
-    ExReleaseRundownProtection(&g_Rundown);
-    return st;
-}

Plugins/Filter/ProtectBoot.cpp

@@ -0,0 +1,33 @@
+#include "DriverCommon.h"
+
+#ifndef IOCTL_DISK_FORMAT_TRACKS
+#define IOCTL_DISK_FORMAT_TRACKS        CTL_CODE(IOCTL_DISK_BASE, 0x0006, METHOD_BUFFERED, FILE_READ_ACCESS | FILE_WRITE_ACCESS)
+#endif
+#ifndef IOCTL_DISK_FORMAT_TRACKS_EX
+#define IOCTL_DISK_FORMAT_TRACKS_EX     CTL_CODE(IOCTL_DISK_BASE, 0x000b, METHOD_BUFFERED, FILE_READ_ACCESS | FILE_WRITE_ACCESS)
+#endif
+
+FLT_PREOP_CALLBACK_STATUS ProtectBoot_PreDeviceControl(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(CompletionContext);
+
+    if (Data->RequestorMode == KernelMode) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    if (KeGetCurrentIrql() > APC_LEVEL) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    ULONG IoControlCode = Data->Iopb->Parameters.DeviceIoControl.Common.IoControlCode;
+
+    if (IoControlCode == IOCTL_DISK_SET_DRIVE_LAYOUT_EX ||
+        IoControlCode == IOCTL_SCSI_PASS_THROUGH_DIRECT ||
+        IoControlCode == IOCTL_DISK_FORMAT_TRACKS ||
+        IoControlCode == IOCTL_DISK_FORMAT_TRACKS_EX) {
+
+        HANDLE Pid = PsGetCurrentProcessId();
+        if (!IsProcessTrusted(Pid)) {
+            UNICODE_STRING MsgStr = RTL_CONSTANT_STRING(L"Disk_Wiper_Attempt");
+            SendMessageToUser(4001, (ULONG)(ULONG_PTR)Pid, MsgStr.Buffer, MsgStr.Length);
+            Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+            return FLT_PREOP_COMPLETE;
+        }
+    }
+    return FLT_PREOP_SUCCESS_NO_CALLBACK;
+}

Plugins/Filter/ProtectFile.cpp

@@ -0,0 +1,293 @@
+#include "DriverCommon.h"
+
+static BOOLEAN IsHoneyToken(PUNICODE_STRING Path) {
+    if (!Path || !Path->Buffer) return FALSE;
+    if (WildcardMatch(L"*PYAS_Honey*", Path->Buffer, Path->Length) ||
+        WildcardMatch(L"*Backup_Secret*", Path->Buffer, Path->Length)) {
+        return TRUE;
+    }
+    return FALSE;
+}
+
+FLT_PREOP_CALLBACK_STATUS ProtectFile_PreCreate(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(CompletionContext);
+
+    if (Data->RequestorMode == KernelMode) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    if (KeGetCurrentIrql() > APC_LEVEL) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    PFLT_FILE_NAME_INFORMATION nameInfo = NULL;
+    UNICODE_STRING FileName = { 0 };
+    NTSTATUS status = STATUS_SUCCESS;
+    FLT_PREOP_CALLBACK_STATUS callbackStatus = FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    status = FltGetFileNameInformation(Data, FLT_FILE_NAME_NORMALIZED | FLT_FILE_NAME_QUERY_DEFAULT, &nameInfo);
+    if (!NT_SUCCESS(status) || !nameInfo) {
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    }
+
+    status = FltParseFileNameInformation(nameInfo);
+    if (!NT_SUCCESS(status)) {
+        FltReleaseFileNameInformation(nameInfo);
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    }
+
+    FileName = nameInfo->Name;
+    if (!FileName.Buffer || FileName.Length == 0) {
+        FltReleaseFileNameInformation(nameInfo);
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    }
+
+    HANDLE Pid = PsGetCurrentProcessId();
+    BOOLEAN Trusted = IsProcessTrusted(Pid);
+
+    ULONG CreateDisposition = (Data->Iopb->Parameters.Create.Options >> 24) & 0xFF;
+    BOOLEAN IsCreateAction = (CreateDisposition == FILE_CREATE ||
+        CreateDisposition == FILE_SUPERSEDE ||
+        CreateDisposition == FILE_OVERWRITE ||
+        CreateDisposition == FILE_OVERWRITE_IF ||
+        CreateDisposition == FILE_OPEN_IF);
+
+    if (IsHoneyToken(&FileName)) {
+        if (!Trusted) {
+            if ((Data->Iopb->Parameters.Create.SecurityContext->DesiredAccess & (FILE_WRITE_DATA | DELETE)) || IsCreateAction) {
+                SendMessageToUser(5001, (ULONG)(ULONG_PTR)Pid, FileName.Buffer, FileName.Length);
+                Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                callbackStatus = FLT_PREOP_COMPLETE;
+                goto cleanup;
+            }
+        }
+    }
+
+    if (WildcardMatch(L"\\Device\\PhysicalDrive*", FileName.Buffer, FileName.Length) ||
+        (WildcardMatch(L"\\Device\\Harddisk*", FileName.Buffer, FileName.Length) && !WildcardMatch(L"*Volume*", FileName.Buffer, FileName.Length))) {
+
+        if (Data->Iopb->Parameters.Create.SecurityContext->DesiredAccess &
+            (FILE_WRITE_DATA | FILE_APPEND_DATA | GENERIC_WRITE | WRITE_DAC | WRITE_OWNER)) {
+
+            if (!Trusted) {
+                UNICODE_STRING MsgStr = RTL_CONSTANT_STRING(L"Disk_Wiper_Attempt");
+                SendMessageToUser(4001, (ULONG)(ULONG_PTR)Pid, MsgStr.Buffer, MsgStr.Length);
+                Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                callbackStatus = FLT_PREOP_COMPLETE;
+                goto cleanup;
+            }
+        }
+    }
+
+    if (CheckProtectedPathRule(&FileName)) {
+        if (!Trusted) {
+            if ((Data->Iopb->Parameters.Create.SecurityContext->DesiredAccess &
+                (FILE_WRITE_DATA | FILE_APPEND_DATA | FILE_WRITE_ATTRIBUTES | DELETE | WRITE_DAC | GENERIC_WRITE)) || IsCreateAction) {
+                SendMessageToUser(2001, (ULONG)(ULONG_PTR)Pid, FileName.Buffer, FileName.Length);
+                Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                callbackStatus = FLT_PREOP_COMPLETE;
+                goto cleanup;
+            }
+        }
+    }
+
+    if (CheckFileExtensionRule(&FileName)) {
+        if (!Trusted) {
+            if (Data->Iopb->Parameters.Create.SecurityContext->DesiredAccess & (DELETE | FILE_DELETE_CHILD)) {
+                if (CheckRansomActivity(Pid, &FileName, NULL, 0, FALSE)) {
+                    SendMessageToUser(5001, (ULONG)(ULONG_PTR)Pid, FileName.Buffer, FileName.Length);
+                    Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                    callbackStatus = FLT_PREOP_COMPLETE;
+                    goto cleanup;
+                }
+            }
+        }
+    }
+
+cleanup:
+    if (nameInfo) {
+        FltReleaseFileNameInformation(nameInfo);
+    }
+    return callbackStatus;
+}
+
+FLT_PREOP_CALLBACK_STATUS ProtectFile_PreSetInfo(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(CompletionContext);
+
+    if (Data->RequestorMode == KernelMode) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    if (KeGetCurrentIrql() > APC_LEVEL) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    FILE_INFORMATION_CLASS infoClass = Data->Iopb->Parameters.SetFileInformation.FileInformationClass;
+
+    if (infoClass != FileDispositionInformation &&
+        infoClass != FileRenameInformation &&
+        infoClass != FileRenameInformationEx) {
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    }
+
+    PFLT_FILE_NAME_INFORMATION nameInfo = NULL;
+    FLT_PREOP_CALLBACK_STATUS callbackStatus = FLT_PREOP_SUCCESS_NO_CALLBACK;
+    NTSTATUS status = FltGetFileNameInformation(Data, FLT_FILE_NAME_NORMALIZED | FLT_FILE_NAME_QUERY_DEFAULT, &nameInfo);
+
+    if (!NT_SUCCESS(status) || !nameInfo) goto cleanup;
+
+    status = FltParseFileNameInformation(nameInfo);
+    if (!NT_SUCCESS(status) || !nameInfo->Name.Buffer) goto cleanup;
+
+    HANDLE Pid = PsGetCurrentProcessId();
+    if (!IsProcessTrusted(Pid)) {
+        if (CheckProtectedPathRule(&nameInfo->Name)) {
+            SendMessageToUser(2001, (ULONG)(ULONG_PTR)Pid, nameInfo->Name.Buffer, nameInfo->Name.Length);
+            Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+            callbackStatus = FLT_PREOP_COMPLETE;
+            goto cleanup;
+        }
+
+        if (CheckFileExtensionRule(&nameInfo->Name)) {
+            if (CheckRansomActivity(Pid, &nameInfo->Name, NULL, 0, FALSE)) {
+                SendMessageToUser(5001, (ULONG)(ULONG_PTR)Pid, nameInfo->Name.Buffer, nameInfo->Name.Length);
+                Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                callbackStatus = FLT_PREOP_COMPLETE;
+                goto cleanup;
+            }
+        }
+    }
+
+cleanup:
+    if (nameInfo) {
+        FltReleaseFileNameInformation(nameInfo);
+    }
+    return callbackStatus;
+}
+
+FLT_PREOP_CALLBACK_STATUS ProtectFile_SetSecurity(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(CompletionContext);
+
+    if (Data->RequestorMode == KernelMode) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    if (KeGetCurrentIrql() > APC_LEVEL) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    PFLT_FILE_NAME_INFORMATION nameInfo = NULL;
+    FLT_PREOP_CALLBACK_STATUS callbackStatus = FLT_PREOP_SUCCESS_NO_CALLBACK;
+    NTSTATUS status = FltGetFileNameInformation(Data, FLT_FILE_NAME_NORMALIZED | FLT_FILE_NAME_QUERY_DEFAULT, &nameInfo);
+
+    if (!NT_SUCCESS(status) || !nameInfo) goto cleanup;
+
+    status = FltParseFileNameInformation(nameInfo);
+    if (!NT_SUCCESS(status) || !nameInfo->Name.Buffer) goto cleanup;
+
+    SECURITY_INFORMATION SecurityInfo = Data->Iopb->Parameters.SetSecurity.SecurityInformation;
+
+    if (SecurityInfo & (OWNER_SECURITY_INFORMATION | DACL_SECURITY_INFORMATION | GROUP_SECURITY_INFORMATION)) {
+        if (CheckProtectedPathRule(&nameInfo->Name)) {
+            HANDLE Pid = PsGetCurrentProcessId();
+            if (!IsProcessTrusted(Pid)) {
+                SendMessageToUser(2001, (ULONG)(ULONG_PTR)Pid, nameInfo->Name.Buffer, nameInfo->Name.Length);
+                Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                callbackStatus = FLT_PREOP_COMPLETE;
+                goto cleanup;
+            }
+        }
+    }
+
+cleanup:
+    if (nameInfo) {
+        FltReleaseFileNameInformation(nameInfo);
+    }
+    return callbackStatus;
+}
+
+FLT_PREOP_CALLBACK_STATUS ProtectFile_PreWrite(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext) {
+    UNREFERENCED_PARAMETER(CompletionContext);
+    UNREFERENCED_PARAMETER(FltObjects);
+
+    if (Data->RequestorMode == KernelMode) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    if (Data->Iopb->IrpFlags & (IRP_PAGING_IO | IRP_SYNCHRONOUS_PAGING_IO | IRP_NOCACHE)) {
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    }
+
+    ULONG WriteLength = Data->Iopb->Parameters.Write.Length;
+    if (WriteLength == 0) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    PFLT_FILE_NAME_INFORMATION nameInfo = NULL;
+    FLT_PREOP_CALLBACK_STATUS callbackStatus = FLT_PREOP_SUCCESS_NO_CALLBACK;
+    NTSTATUS status = FltGetFileNameInformation(Data, FLT_FILE_NAME_NORMALIZED | FLT_FILE_NAME_QUERY_DEFAULT, &nameInfo);
+
+    if (!NT_SUCCESS(status) || !nameInfo) goto cleanup;
+
+    status = FltParseFileNameInformation(nameInfo);
+    if (!NT_SUCCESS(status) || !nameInfo->Name.Buffer) goto cleanup;
+
+    if (CheckFileExtensionRule(&nameInfo->Name)) {
+        HANDLE Pid = PsGetCurrentProcessId();
+
+        if (!IsProcessTrusted(Pid)) {
+            PVOID SystemBuffer = NULL;
+            PMDL Mdl = Data->Iopb->Parameters.Write.MdlAddress;
+
+            if (!Mdl) {
+                if (Data->Iopb->Parameters.Write.WriteBuffer && KeGetCurrentIrql() <= APC_LEVEL) {
+                    if (NT_SUCCESS(FltLockUserBuffer(Data))) {
+                        Mdl = Data->Iopb->Parameters.Write.MdlAddress;
+                    }
+                }
+            }
+
+            if (Mdl) {
+                SystemBuffer = MmGetSystemAddressForMdlSafe(Mdl, NormalPagePriority | MdlMappingNoExecute);
+            }
+
+            if (SystemBuffer) {
+                if (CheckRansomActivity(Pid, &nameInfo->Name, SystemBuffer, WriteLength, TRUE)) {
+                    SendMessageToUser(5001, (ULONG)(ULONG_PTR)Pid, nameInfo->Name.Buffer, nameInfo->Name.Length);
+                    Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                    callbackStatus = FLT_PREOP_COMPLETE;
+                }
+            }
+        }
+    }
+
+cleanup:
+    if (nameInfo) {
+        FltReleaseFileNameInformation(nameInfo);
+    }
+    return callbackStatus;
+}
+
+FLT_PREOP_CALLBACK_STATUS ProtectFile_FileSystemControl(PFLT_CALLBACK_DATA Data, PCFLT_RELATED_OBJECTS FltObjects, PVOID* CompletionContext) {
+    UNREFERENCED_PARAMETER(FltObjects);
+    UNREFERENCED_PARAMETER(CompletionContext);
+
+    if (Data->Iopb->Parameters.FileSystemControl.Common.FsControlCode != FSCTL_MANAGE_BYPASS_IO) {
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    }
+
+    PFS_BPIO_INPUT InputBuffer = (PFS_BPIO_INPUT)Data->Iopb->Parameters.FileSystemControl.Neither.InputBuffer;
+    if (!InputBuffer) return FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    FS_BPIO_OPERATIONS Operation;
+
+    __try {
+        Operation = InputBuffer->Operation;
+    }
+    __except (EXCEPTION_EXECUTE_HANDLER) {
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
+    }
+
+    PFLT_FILE_NAME_INFORMATION nameInfo = NULL;
+    FLT_PREOP_CALLBACK_STATUS callbackStatus = FLT_PREOP_SUCCESS_NO_CALLBACK;
+
+    if (Operation == FS_BPIO_OP_ENABLE) {
+        if (NT_SUCCESS(FltGetFileNameInformation(Data, FLT_FILE_NAME_NORMALIZED | FLT_FILE_NAME_QUERY_DEFAULT, &nameInfo)) && nameInfo) {
+            if (NT_SUCCESS(FltParseFileNameInformation(nameInfo))) {
+                if (CheckFileExtensionRule(&nameInfo->Name) || CheckProtectedPathRule(&nameInfo->Name)) {
+                    Data->IoStatus.Status = STATUS_NOT_SUPPORTED;
+                    callbackStatus = FLT_PREOP_COMPLETE;
+                }
+            }
+        }
+    }
+
+    if (nameInfo) {
+        FltReleaseFileNameInformation(nameInfo);
+    }
+    return callbackStatus;
+}

Plugins/Filter/ProtectImage.c

@@ -1,158 +0,0 @@
-#include <ntifs.h>
-#include "DriverEntry.h"
-#include "ProtectRules.h"
-
-static BOOLEAN g_ImageNotifyEnabled = FALSE;
-
-static BOOLEAN StrStrI(const wchar_t* s, const wchar_t* sub) {
-    if (!s || !sub)
-        return FALSE;
-    
-    size_t n = wcslen(s), m = wcslen(sub);
-    if (m == 0 || n < m)
-        return FALSE;
-    
-    for (size_t i = 0; i + m <= n; i++) {
-        size_t j = 0;
-        for (; j < m; j++) {
-            WCHAR a = s[i + j], b = sub[j];
-            if (a >= L'A' && a <= L'Z')
-                a += 32;
-            if (b >= L'A' && b <= L'Z')
-                b += 32;
-            if (a != b)
-                break;
-        }
-        if (j == m)
-            return TRUE;
-    }
-    return FALSE;
-}
-
-static BOOLEAN CheckStackVAD(PVOID a) {
-    MEMORY_BASIC_INFORMATION mbi = { 0 };
-    SIZE_T ret = 0;
-    NTSTATUS s = ZwQueryVirtualMemory(NtCurrentProcess(), a, MemoryBasicInformation, &mbi, sizeof(mbi), &ret);
-
-    if (!NT_SUCCESS(s))
-        return FALSE;
-    if (mbi.State != MEM_COMMIT)
-        return FALSE;
-    if (mbi.Type == SEC_IMAGE)
-        return FALSE;
-    if (mbi.Type != MEM_PRIVATE && mbi.Type != MEM_MAPPED)
-        return FALSE;
-    return (mbi.Protect & (PAGE_EXECUTE | PAGE_EXECUTE_READ | PAGE_EXECUTE_READWRITE | PAGE_EXECUTE_WRITECOPY)) != 0;
-}
-
-static BOOLEAN CheckShellcodeWalkStack(ULONG h) {
-#define MAXWALK 20
-    PVOID frames[MAXWALK] = { 0 };
-    ULONG c = RtlWalkFrameChain(frames, MAXWALK, 1);
-    if (c == 0)
-        return FALSE;
-    
-    ULONG limit = RTL_NUMBER_OF(frames);
-    ULONG count = c < limit ? c : limit;
-    ULONG d = h < count ? h : count;
-    
-    for (ULONG i = 0; i < d; i++) {
-        PVOID p = frames[i];
-        if (p && CheckStackVAD(p))
-            return TRUE;
-    }
-    for (ULONG i = 0; i < d; i++) {
-        ULONG idx = count - 1 - i;
-        if (idx >= d) {
-            PVOID p = frames[idx];
-            if (p && CheckStackVAD(p))
-                return TRUE;
-        }
-    }
-    return FALSE;
-}
-
-static BOOLEAN IsFrameworkClrPath(const wchar_t* s) {
-    if (!s) 
-        return FALSE;
-    if (!StrStrI(s, L"\\Windows\\Microsoft.NET\\")) 
-        return FALSE;
-    if (!StrStrI(s, L"\\Framework\\") && !StrStrI(s, L"\\Framework64\\")) 
-        return FALSE;
-    if (StrStrI(s, L"\\clr.dll") || StrStrI(s, L"\\mscorwks.dll")) 
-        return TRUE;
-    return FALSE;
-}
-
-static VOID ImageLoadNotify(IN PUNICODE_STRING FullImageName, IN HANDLE ProcessId, IN PIMAGE_INFO ImageInfo)
-{
-    UNREFERENCED_PARAMETER(ImageInfo);
-    if (g_Unloading) 
-        return;
-    if (ProcessId == (HANDLE)0 || ProcessId == (HANDLE)4) 
-        return;
-    if (KeGetCurrentIrql() != PASSIVE_LEVEL)
-        return;
-    if (!ExAcquireRundownProtection(&g_Rundown))
-        return;
-    
-    WCHAR exeBuf[512] = { 0 };
-    UNICODE_STRING exeName = { 0 };
-    exeName.Buffer = exeBuf;
-    exeName.MaximumLength = sizeof(exeBuf);
-    exeName.Length = 0;
-    
-    if (!GetProcessImagePathByPid(ProcessId, &exeName)) {
-        PEPROCESS eproc = PsGetCurrentProcess();
-        PCSTR n = PsGetProcessImageFileName(eproc);
-        size_t l = n ? strlen(n) : 0;
-        
-        for (size_t i = 0; i < l && i < RTL_NUMBER_OF(exeBuf) - 1; i++) 
-            exeBuf[i] = (WCHAR)n[i];
-        exeBuf[l] = 0;
-        exeName.Length = (USHORT)(l * sizeof(WCHAR));
-    }
-    if (exeName.Length & 1) exeName.Length--;
-    {
-        size_t elen = exeName.Length / sizeof(WCHAR);
-        if ((elen >= 14 && _wcsnicmp(exeName.Buffer + elen - 14, L"powershell.exe", 14) == 0) ||
-            (elen >= 8 && _wcsnicmp(exeName.Buffer + elen - 8, L"pwsh.exe", 8) == 0)) {
-            ExReleaseRundownProtection(&g_Rundown);
-            return; 
-        }
-    }
-    if (IsWhitelist(&exeName)) {
-        ExReleaseRundownProtection(&g_Rundown);
-        return; 
-    }
-    CHAR logbuf[1024] = { 0 };
-    if (FullImageName && FullImageName->Buffer) {
-        if ((StrStrI(FullImageName->Buffer, L"clr.dll") || StrStrI(FullImageName->Buffer, L"mscorwks.dll")) && !IsFrameworkClrPath(FullImageName->Buffer)) {
-            RtlStringCchPrintfA(logbuf, sizeof(logbuf), "CLR_BLOCK | %u | %wZ | %wZ", (ULONG)(ULONG_PTR)ProcessId, &exeName, FullImageName);
-            SendPipeLog(logbuf, strlen(logbuf));
-            ExReleaseRundownProtection(&g_Rundown);
-            return;
-        }
-    }
-    if (CheckShellcodeWalkStack(8)) {
-        RtlStringCchPrintfA(logbuf, sizeof(logbuf), "SHELLCODE_BLOCK | %u | %wZ | None", (ULONG)(ULONG_PTR)ProcessId, &exeName);
-        SendPipeLog(logbuf, strlen(logbuf));
-        ExReleaseRundownProtection(&g_Rundown);
-        return;
-    }
-    ExReleaseRundownProtection(&g_Rundown);
-}
-
-NTSTATUS InitImageProtect(VOID) {
-    NTSTATUS s = PsSetLoadImageNotifyRoutine(ImageLoadNotify);
-    if (NT_SUCCESS(s))
-        g_ImageNotifyEnabled = TRUE;
-    return s;
-}
-
-VOID UninitImageProtect(VOID) {
-    if (g_ImageNotifyEnabled) {
-        PsRemoveLoadImageNotifyRoutine(ImageLoadNotify);
-        g_ImageNotifyEnabled = FALSE;
-    }
-}

Plugins/Filter/ProtectInject.c

@@ -1,187 +0,0 @@
-#include <ntifs.h>
-#include "DriverEntry.h"
-#include "ProtectRules.h"
-
-static PVOID g_ObRegHandle = NULL;
-static POB_OPERATION_REGISTRATION g_ObOps = NULL;
-static OB_CALLBACK_REGISTRATION g_ObReg = { 0 };
-
-static OB_PREOP_CALLBACK_STATUS PreProcessCallback(PVOID RegistrationContext, POB_PRE_OPERATION_INFORMATION Info)
-{
-    UNREFERENCED_PARAMETER(RegistrationContext);
-    if (g_Unloading)
-        return OB_PREOP_SUCCESS;
-    if (!Info || Info->KernelHandle) 
-        return OB_PREOP_SUCCESS;
-    if (!Info->Object)
-        return OB_PREOP_SUCCESS;
-    if (Info->Operation != OB_OPERATION_HANDLE_CREATE && Info->Operation != OB_OPERATION_HANDLE_DUPLICATE)
-        return OB_PREOP_SUCCESS;
-    if (!ExAcquireRundownProtection(&g_Rundown)) 
-        return OB_PREOP_SUCCESS;
-    
-    HANDLE cur = PsGetCurrentProcessId();
-    if (cur == (HANDLE)0 || cur == (HANDLE)4) {
-        ExReleaseRundownProtection(&g_Rundown);
-        return OB_PREOP_SUCCESS; 
-    }
-    HANDLE target = PsGetProcessId((PEPROCESS)Info->Object);
-    if (target == cur) { 
-        ExReleaseRundownProtection(&g_Rundown);
-        return OB_PREOP_SUCCESS;
-    }
-    ACCESS_MASK* desired = (Info->Operation == OB_OPERATION_HANDLE_CREATE) ? &Info->Parameters->CreateHandleInformation.DesiredAccess : &Info->Parameters->DuplicateHandleInformation.DesiredAccess;
-    ACCESS_MASK mask = PROCESS_CREATE_THREAD | PROCESS_VM_OPERATION | PROCESS_VM_WRITE;
-    PCSTR tn = PsGetProcessImageFileName((PEPROCESS)Info->Object);
-    if (tn && (_stricmp(tn, "lsass.exe") == 0))
-        mask |= PROCESS_VM_READ;
-    
-    if ((*desired & mask) == 0) {
-        ExReleaseRundownProtection(&g_Rundown); 
-        return OB_PREOP_SUCCESS;
-    }
-    BOOLEAN logok = (KeGetCurrentIrql() == PASSIVE_LEVEL);
-    WCHAR cbuf[512] = { 0 }, tbuf[512] = { 0 };
-    UNICODE_STRING cexe = { 0 }, texe = { 0 };
-    cexe.Buffer = cbuf; cexe.MaximumLength = sizeof(cbuf);
-    texe.Buffer = tbuf; texe.MaximumLength = sizeof(tbuf);
-    
-    if (logok) 
-        GetProcessImagePathByPid(cur, &cexe);
-    if (logok && IsWhitelist(&cexe)) { 
-        ExReleaseRundownProtection(&g_Rundown); 
-        return OB_PREOP_SUCCESS; 
-    }
-    ACCESS_MASK old = *desired;
-    *desired &= ~mask;
-    if ((*desired) != old && logok) {
-        GetProcessImagePathByPid(target, &texe);
-        
-        if (cexe.Length == 0) {
-            PEPROCESS eproc = PsGetCurrentProcess();
-            PCSTR n = PsGetProcessImageFileName(eproc);
-            size_t l = n ? strlen(n) : 0;
-            
-            for (size_t i = 0; i < l && i < RTL_NUMBER_OF(cbuf) - 1; i++) 
-                cbuf[i] = (WCHAR)n[i];
-            cbuf[l] = 0;
-            cexe.Length = (USHORT)(l * sizeof(WCHAR));
-        }
-        CHAR logbuf[1024] = { 0 };
-        RtlStringCchPrintfA(logbuf, sizeof(logbuf), "INJECT_BLOCK | %u | %wZ | %wZ", (ULONG)(ULONG_PTR)cur, &cexe, &texe);
-        SendPipeLog(logbuf, strlen(logbuf));
-    }
-    ExReleaseRundownProtection(&g_Rundown);
-    return OB_PREOP_SUCCESS;
-}
-
-static OB_PREOP_CALLBACK_STATUS PreThreadCallback(PVOID RegistrationContext, POB_PRE_OPERATION_INFORMATION Info)
-{
-    UNREFERENCED_PARAMETER(RegistrationContext);
-    if (!Info || Info->KernelHandle) 
-        return OB_PREOP_SUCCESS;
-    if (Info->Object == NULL) 
-        return OB_PREOP_SUCCESS;
-    if (Info->Operation != OB_OPERATION_HANDLE_CREATE && Info->Operation != OB_OPERATION_HANDLE_DUPLICATE)
-        return OB_PREOP_SUCCESS;
-    if (!ExAcquireRundownProtection(&g_Rundown)) 
-        return OB_PREOP_SUCCESS;
-    
-    HANDLE cur = PsGetCurrentProcessId();
-    if (cur == (HANDLE)0 || cur == (HANDLE)4) { 
-        ExReleaseRundownProtection(&g_Rundown);
-        return OB_PREOP_SUCCESS; 
-    }
-    HANDLE owner = PsGetThreadProcessId((PETHREAD)Info->Object);
-    if (owner == cur) { 
-        ExReleaseRundownProtection(&g_Rundown); 
-        return OB_PREOP_SUCCESS; 
-    }
-    ACCESS_MASK tmask = THREAD_SET_CONTEXT | THREAD_SUSPEND_RESUME | THREAD_IMPERSONATE | THREAD_DIRECT_IMPERSONATION;
-    ACCESS_MASK* desired = (Info->Operation == OB_OPERATION_HANDLE_CREATE) ? &Info->Parameters->CreateHandleInformation.DesiredAccess : &Info->Parameters->DuplicateHandleInformation.DesiredAccess;
-    if ((*desired & tmask) == 0) { 
-        ExReleaseRundownProtection(&g_Rundown); 
-        return OB_PREOP_SUCCESS;
-    }
-    BOOLEAN logok = (KeGetCurrentIrql() == PASSIVE_LEVEL);
-    WCHAR cbuf[512] = { 0 };
-    UNICODE_STRING cexe = { 0 };
-    cexe.Buffer = cbuf;
-    cexe.MaximumLength = sizeof(cbuf);
-    
-    if (logok) 
-        GetProcessImagePathByPid(cur, &cexe);
-    if (logok && IsWhitelist(&cexe)) {
-        ExReleaseRundownProtection(&g_Rundown);
-        return OB_PREOP_SUCCESS; 
-    }
-    ACCESS_MASK old = *desired;
-    *desired &= ~tmask;
-    if ((*desired) != old && logok) {
-        CHAR logbuf[1024] = { 0 };
-        
-        if (cexe.Length == 0) {
-            PEPROCESS eproc = PsGetCurrentProcess();
-            PCSTR n = PsGetProcessImageFileName(eproc);
-            size_t l = n ? strlen(n) : 0;
-            
-            for (size_t i = 0; i < l && i < RTL_NUMBER_OF(cbuf) - 1; i++)
-                cbuf[i] = (WCHAR)n[i];
-            cbuf[l] = 0;
-            cexe.Length = (USHORT)(l * sizeof(WCHAR));
-        }
-        RtlStringCchPrintfA(logbuf, sizeof(logbuf), "THREAD_BLOCK | %u | %wZ | %u", (ULONG)(ULONG_PTR)cur, &cexe, (ULONG)(ULONG_PTR)owner);
-        SendPipeLog(logbuf, strlen(logbuf));
-    }
-    ExReleaseRundownProtection(&g_Rundown);
-    return OB_PREOP_SUCCESS;
-}
-
-NTSTATUS InitInjectProtect(VOID) 
-{
-    static WCHAR obAltBuf[32];
-    static UNICODE_STRING obAlt;
-    LARGE_INTEGER t = KeQueryPerformanceCounter(NULL);
-    RtlStringCchPrintfW(obAltBuf, RTL_NUMBER_OF(obAltBuf), L"385000.%I64x", t.QuadPart);
-    RtlInitUnicodeString(&obAlt, obAltBuf);
-    
-    g_ObOps = (POB_OPERATION_REGISTRATION)ExAllocatePool2(POOL_FLAG_NON_PAGED, sizeof(OB_OPERATION_REGISTRATION) * 2, 'bOpr');
-    if (!g_ObOps)
-        return STATUS_INSUFFICIENT_RESOURCES;
-    
-    RtlZeroMemory(g_ObOps, sizeof(OB_OPERATION_REGISTRATION) * 2);
-    g_ObOps[0].ObjectType = PsProcessType;
-    g_ObOps[0].Operations = OB_OPERATION_HANDLE_CREATE | OB_OPERATION_HANDLE_DUPLICATE;
-    g_ObOps[0].PreOperation = PreProcessCallback;
-    g_ObOps[1].ObjectType = PsThreadType;
-    g_ObOps[1].Operations = OB_OPERATION_HANDLE_CREATE | OB_OPERATION_HANDLE_DUPLICATE;
-    g_ObOps[1].PreOperation = PreThreadCallback;
-    
-    RtlZeroMemory(&g_ObReg, sizeof(g_ObReg));
-    g_ObReg.Version = OB_FLT_REGISTRATION_VERSION;
-    g_ObReg.OperationRegistrationCount = 2;
-    g_ObReg.Altitude = obAlt;
-    g_ObReg.RegistrationContext = NULL;
-    g_ObReg.OperationRegistration = g_ObOps;
-    
-    NTSTATUS s = ObRegisterCallbacks(&g_ObReg, &g_ObRegHandle);
-    if (!NT_SUCCESS(s)) {
-        ExFreePool2(g_ObOps, 'bOpr', NULL, 0);
-        g_ObOps = NULL;
-        RtlZeroMemory(&g_ObReg, sizeof(g_ObReg));
-    }
-    return s;
-}
-
-VOID UninitInjectProtect(VOID)
-{
-    if (g_ObRegHandle) { 
-        ObUnRegisterCallbacks(g_ObRegHandle);
-        g_ObRegHandle = NULL;
-    }
-    if (g_ObOps) {
-        ExFreePool2(g_ObOps, 'bOpr', NULL, 0);
-        g_ObOps = NULL;
-    }
-    RtlZeroMemory(&g_ObReg, sizeof(g_ObReg));
-}

Plugins/Filter/ProtectProcess.cpp

@@ -0,0 +1,185 @@
+#include "DriverCommon.h"
+
+static PVOID ObRegistrationHandle = NULL;
+static OB_CALLBACK_REGISTRATION ObRegistration;
+static OB_OPERATION_REGISTRATION ObCallbacks[2];
+
+static BOOLEAN IsSystemImage(PUNICODE_STRING FullImageName) {
+    if (!FullImageName || !FullImageName->Buffer) return FALSE;
+
+    if (WildcardMatch(L"*\\Windows\\System32\\*", FullImageName->Buffer, FullImageName->Length) ||
+        WildcardMatch(L"*\\Windows\\SysWOW64\\*", FullImageName->Buffer, FullImageName->Length) ||
+        WildcardMatch(L"*\\Windows\\WinSxS\\*", FullImageName->Buffer, FullImageName->Length) ||
+        WildcardMatch(L"*\\Windows\\Microsoft.NET\\*", FullImageName->Buffer, FullImageName->Length) ||
+        WildcardMatch(L"*\\Common Files\\Microsoft Shared\\*", FullImageName->Buffer, FullImageName->Length) ||
+        WildcardMatch(L"*\\Program Files*\\*", FullImageName->Buffer, FullImageName->Length)) {
+        return TRUE;
+    }
+    return FALSE;
+}
+
+VOID ImageLoadNotify(PUNICODE_STRING FullImageName, HANDLE ProcessId, PIMAGE_INFO ImageInfo) {
+    UNREFERENCED_PARAMETER(ImageInfo);
+
+    if (KeGetCurrentIrql() > APC_LEVEL) return;
+    if (!FullImageName || !FullImageName->Buffer) return;
+    if (ProcessId == (HANDLE)0) return;
+
+    if (IsSystemImage(FullImageName)) return;
+
+    if (IsTargetProtected(ProcessId)) {
+        if (CheckFileExtensionRule(FullImageName)) {
+            SendMessageToUser(6001, (ULONG)(ULONG_PTR)ProcessId, FullImageName->Buffer, FullImageName->Length);
+        }
+    }
+}
+
+static BOOLEAN IsBlacklistedAdminTool(HANDLE ProcessId) {
+    if (KeGetCurrentIrql() != PASSIVE_LEVEL) return FALSE;
+
+    NTSTATUS status;
+    BOOLEAN isBlacklisted = FALSE;
+    PEPROCESS Process = NULL;
+    PUNICODE_STRING imageFileName = NULL;
+
+    status = PsLookupProcessByProcessId(ProcessId, &Process);
+    if (!NT_SUCCESS(status)) return FALSE;
+
+    status = SeLocateProcessImageName(Process, &imageFileName);
+
+    if (NT_SUCCESS(status) && imageFileName) {
+        if (imageFileName->Buffer) {
+            if (WildcardMatch(L"*Taskmgr.exe", imageFileName->Buffer, imageFileName->Length) ||
+                WildcardMatch(L"*taskkill.exe", imageFileName->Buffer, imageFileName->Length) ||
+                WildcardMatch(L"*ProcessHacker.exe", imageFileName->Buffer, imageFileName->Length) ||
+                WildcardMatch(L"*procmon.exe", imageFileName->Buffer, imageFileName->Length)) {
+                isBlacklisted = TRUE;
+            }
+        }
+        ExFreePool(imageFileName);
+    }
+
+    ObDereferenceObject(Process);
+    return isBlacklisted;
+}
+
+static OB_PREOP_CALLBACK_STATUS PreOpenProcess(PVOID RegistrationContext, POB_PRE_OPERATION_INFORMATION OperationInformation) {
+    UNREFERENCED_PARAMETER(RegistrationContext);
+
+    if (OperationInformation->KernelHandle) return OB_PREOP_SUCCESS;
+
+    PEPROCESS TargetProcess = (PEPROCESS)OperationInformation->Object;
+    if (!TargetProcess) return OB_PREOP_SUCCESS;
+
+    HANDLE TargetPid = PsGetProcessId(TargetProcess);
+    HANDLE SourcePid = PsGetCurrentProcessId();
+
+    if (SourcePid == TargetPid) return OB_PREOP_SUCCESS;
+    if ((ULONG)(ULONG_PTR)SourcePid == GlobalData.PyasPid) return OB_PREOP_SUCCESS;
+    if (SourcePid == (HANDLE)4) return OB_PREOP_SUCCESS;
+
+    if (IsTargetProtected(TargetPid)) {
+        BOOLEAN bIsTrusted = IsProcessTrusted(SourcePid);
+
+        if (bIsTrusted) {
+            if (IsBlacklistedAdminTool(SourcePid)) {
+                bIsTrusted = FALSE;
+            }
+        }
+
+        if (bIsTrusted) return OB_PREOP_SUCCESS;
+
+        ACCESS_MASK DenyMask = PROCESS_TERMINATE |
+            PROCESS_VM_OPERATION |
+            PROCESS_VM_WRITE |
+            PROCESS_CREATE_THREAD |
+            PROCESS_VM_READ |
+            PROCESS_DUP_HANDLE |
+            PROCESS_SUSPEND_RESUME |
+            PROCESS_SET_INFORMATION |
+            PROCESS_SET_QUOTA;
+
+        OperationInformation->Parameters->CreateHandleInformation.DesiredAccess &= ~DenyMask;
+
+        if (OperationInformation->Operation == OB_OPERATION_HANDLE_DUPLICATE) {
+            OperationInformation->Parameters->DuplicateHandleInformation.DesiredAccess &= ~DenyMask;
+        }
+    }
+
+    return OB_PREOP_SUCCESS;
+}
+
+static OB_PREOP_CALLBACK_STATUS PreOpenThread(PVOID RegistrationContext, POB_PRE_OPERATION_INFORMATION OperationInformation) {
+    UNREFERENCED_PARAMETER(RegistrationContext);
+
+    if (OperationInformation->KernelHandle) return OB_PREOP_SUCCESS;
+
+    PETHREAD TargetThread = (PETHREAD)OperationInformation->Object;
+    if (!TargetThread) return OB_PREOP_SUCCESS;
+
+    PEPROCESS TargetProcess = IoThreadToProcess(TargetThread);
+    if (!TargetProcess) return OB_PREOP_SUCCESS;
+
+    HANDLE TargetPid = PsGetProcessId(TargetProcess);
+    HANDLE SourcePid = PsGetCurrentProcessId();
+
+    if (SourcePid == TargetPid) return OB_PREOP_SUCCESS;
+    if ((ULONG)(ULONG_PTR)SourcePid == GlobalData.PyasPid) return OB_PREOP_SUCCESS;
+    if (SourcePid == (HANDLE)4) return OB_PREOP_SUCCESS;
+
+    if (IsTargetProtected(TargetPid)) {
+        BOOLEAN bIsTrusted = IsProcessTrusted(SourcePid);
+
+        if (bIsTrusted) {
+            if (IsBlacklistedAdminTool(SourcePid)) {
+                bIsTrusted = FALSE;
+            }
+        }
+
+        if (bIsTrusted) return OB_PREOP_SUCCESS;
+
+        ACCESS_MASK DenyMask = THREAD_TERMINATE |
+            THREAD_SUSPEND_RESUME |
+            THREAD_SET_CONTEXT |
+            THREAD_SET_INFORMATION |
+            THREAD_SET_THREAD_TOKEN;
+
+        OperationInformation->Parameters->CreateHandleInformation.DesiredAccess &= ~DenyMask;
+
+        if (OperationInformation->Operation == OB_OPERATION_HANDLE_DUPLICATE) {
+            OperationInformation->Parameters->DuplicateHandleInformation.DesiredAccess &= ~DenyMask;
+        }
+    }
+
+    return OB_PREOP_SUCCESS;
+}
+
+NTSTATUS InitializeProcessProtection() {
+    static UNICODE_STRING Altitude = { 0 };
+    RtlInitUnicodeString(&Altitude, L"320000");
+
+    ObCallbacks[0].ObjectType = PsProcessType;
+    ObCallbacks[0].Operations = OB_OPERATION_HANDLE_CREATE | OB_OPERATION_HANDLE_DUPLICATE;
+    ObCallbacks[0].PreOperation = PreOpenProcess;
+    ObCallbacks[0].PostOperation = NULL;
+
+    ObCallbacks[1].ObjectType = PsThreadType;
+    ObCallbacks[1].Operations = OB_OPERATION_HANDLE_CREATE | OB_OPERATION_HANDLE_DUPLICATE;
+    ObCallbacks[1].PreOperation = PreOpenThread;
+    ObCallbacks[1].PostOperation = NULL;
+
+    ObRegistration.Version = OB_FLT_REGISTRATION_VERSION;
+    ObRegistration.OperationRegistrationCount = 2;
+    ObRegistration.Altitude = Altitude;
+    ObRegistration.RegistrationContext = NULL;
+    ObRegistration.OperationRegistration = ObCallbacks;
+
+    return ObRegisterCallbacks(&ObRegistration, &ObRegistrationHandle);
+}
+
+VOID UninitializeProcessProtection() {
+    if (ObRegistrationHandle) {
+        ObUnRegisterCallbacks(ObRegistrationHandle);
+        ObRegistrationHandle = NULL;
+    }
+}

Plugins/Filter/ProtectReg.c

@@ -1,119 +0,0 @@
-#include <ntifs.h>
-#include "ProtectRules.h"
-#include "DriverEntry.h"
-
-static BOOLEAN QueryRegPathFromObject(PVOID KeyObject, PUNICODE_STRING OutPath, POBJECT_NAME_INFORMATION* OutInfo)
-{
-    ULONG len = 0;
-    NTSTATUS s = ObQueryNameString(KeyObject, NULL, 0, &len);
-    if (s != STATUS_INFO_LENGTH_MISMATCH)
-        return FALSE;
-    
-    POBJECT_NAME_INFORMATION p = (POBJECT_NAME_INFORMATION)ExAllocatePool2(POOL_FLAG_NON_PAGED, len, 'rgeR');
-    if (!p)
-        return FALSE;
-    
-    s = ObQueryNameString(KeyObject, p, len, &len);
-    if (!NT_SUCCESS(s) || !p->Name.Buffer || p->Name.Length == 0) {
-        ExFreePool2(p, 'rgeR', NULL, 0);
-        return FALSE;
-    }
-    *OutInfo = p;
-    OutPath->Buffer = p->Name.Buffer;
-    OutPath->Length = p->Name.Length;
-    OutPath->MaximumLength = p->Name.Length;
-    return TRUE;
-}
-
-NTSTATUS RegistryProtectCallback(PVOID ctx, PVOID arg1, PVOID arg2)
-{
-    UNREFERENCED_PARAMETER(ctx);
-    if (g_Unloading) 
-        return STATUS_SUCCESS;
-    if (!ExAcquireRundownProtection(&g_Rundown)) 
-        return STATUS_SUCCESS;
-    
-    REG_NOTIFY_CLASS type = (REG_NOTIFY_CLASS)(ULONG_PTR)arg1;
-    NTSTATUS status = STATUS_SUCCESS;
-    UNICODE_STRING checkReg = { 0 };
-    POBJECT_NAME_INFORMATION nameInfo = NULL;
-    
-    UNICODE_STRING exe = { 0 };
-    WCHAR exeBuf[260] = { 0 };
-    exe.Buffer = exeBuf;
-    exe.MaximumLength = sizeof(exeBuf);
-    exe.Length = 0;
-    
-    HANDLE pid = PsGetCurrentProcessId();
-    if (pid == (HANDLE)0 || pid == (HANDLE)4) { 
-        ExReleaseRundownProtection(&g_Rundown); 
-        return STATUS_SUCCESS; 
-    }
-    PUNICODE_STRING valueName = NULL;
-    BOOLEAN need_log = FALSE;
-    CHAR logbuf[1024] = { 0 };
-    BOOLEAN canQuery = (KeGetCurrentIrql() == PASSIVE_LEVEL);
-    
-    if (type == RegNtPreSetValueKey) {
-        PREG_SET_VALUE_KEY_INFORMATION s = (PREG_SET_VALUE_KEY_INFORMATION)arg2;
-        valueName = s->ValueName;
-        if (canQuery) 
-            QueryRegPathFromObject(s->Object, &checkReg, &nameInfo);
-    }
-    else if (type == RegNtPreDeleteValueKey) {
-        PREG_DELETE_VALUE_KEY_INFORMATION d = (PREG_DELETE_VALUE_KEY_INFORMATION)arg2;
-        valueName = d->ValueName;
-        if (canQuery)
-            QueryRegPathFromObject(d->Object, &checkReg, &nameInfo);
-    }
-    else if (type == RegNtPreDeleteKey) {
-        PREG_DELETE_KEY_INFORMATION d = (PREG_DELETE_KEY_INFORMATION)arg2;
-        if (canQuery) 
-            QueryRegPathFromObject(d->Object, &checkReg, &nameInfo);
-    }
-    else if (type == RegNtPreRenameKey) {
-        PREG_RENAME_KEY_INFORMATION r = (PREG_RENAME_KEY_INFORMATION)arg2;
-        if (canQuery)
-            QueryRegPathFromObject(r->Object, &checkReg, &nameInfo);
-    }
-    else if (type == RegNtPreCreateKeyEx) {
-        PREG_CREATE_KEY_INFORMATION c = (PREG_CREATE_KEY_INFORMATION)arg2;
-        if (c->CompleteName) 
-            checkReg = *c->CompleteName;
-    }
-    else if (type == RegNtPreReplaceKey) {
-        PREG_REPLACE_KEY_INFORMATION rk = (PREG_REPLACE_KEY_INFORMATION)arg2;
-        if (canQuery) 
-            QueryRegPathFromObject(rk->Object, &checkReg, &nameInfo);
-    }
-    else if (type == RegNtPreSaveKey) {
-        PREG_SAVE_KEY_INFORMATION sk = (PREG_SAVE_KEY_INFORMATION)arg2;
-        if (canQuery)
-            QueryRegPathFromObject(sk->Object, &checkReg, &nameInfo);
-    }
-    else if (type == RegNtPreRestoreKey) {
-        PREG_RESTORE_KEY_INFORMATION res = (PREG_RESTORE_KEY_INFORMATION)arg2;
-        if (canQuery) 
-            QueryRegPathFromObject(res->Object, &checkReg, &nameInfo);
-    }
-    else if (type == RegNtPreLoadKey) {
-        PREG_LOAD_KEY_INFORMATION lk = (PREG_LOAD_KEY_INFORMATION)arg2;
-        if (lk->KeyName)
-            checkReg = *lk->KeyName;
-    }
-    if (checkReg.Buffer || (valueName && valueName->Buffer)) {
-        GetProcessImagePathByPid(pid, &exe);
-        
-        if (IsRegistryBlock(&checkReg, valueName, &exe)) {
-            RtlStringCchPrintfA(logbuf, sizeof(logbuf), "REG_BLOCK | %u | %wZ | %wZ", (ULONG)(ULONG_PTR)pid, &exe, &checkReg);
-            need_log = TRUE;
-            status = STATUS_ACCESS_DENIED;
-        }
-    }
-    if (nameInfo)
-        ExFreePool2(nameInfo, 'rgeR', NULL, 0);
-    if (need_log)
-        SendPipeLog(logbuf, strlen(logbuf));
-    ExReleaseRundownProtection(&g_Rundown);
-    return status;
-}

Plugins/Filter/ProtectRegistry.cpp

@@ -0,0 +1,244 @@
+#include "DriverCommon.h"
+
+static LARGE_INTEGER Cookie;
+
+static BOOLEAN IsBamRegistryPath(PCUNICODE_STRING KeyName) {
+    if (!KeyName || !KeyName->Buffer) return FALSE;
+    if (WildcardMatch(L"*\\Services\\bam\\*", KeyName->Buffer, KeyName->Length)) {
+        return TRUE;
+    }
+    return FALSE;
+}
+
+static BOOLEAN IsWriteAccess(ACCESS_MASK Access) {
+    if (Access & (KEY_SET_VALUE | KEY_CREATE_SUB_KEY | KEY_CREATE_LINK |
+        DELETE | WRITE_DAC | WRITE_OWNER | GENERIC_WRITE)) {
+        return TRUE;
+    }
+    return FALSE;
+}
+
+static PWCHAR GetFullPath(PVOID RootObject, PUNICODE_STRING CompleteName, PULONG OutLength) {
+    PWCHAR Buffer = NULL;
+    ULONG TotalSize = 0;
+    PCUNICODE_STRING RootName = NULL;
+    BOOLEAN NeedFreeRootName = FALSE;
+
+    if (RootObject) {
+        NTSTATUS status = CmCallbackGetKeyObjectIDEx(&Cookie, RootObject, NULL, &RootName, 0);
+        if (NT_SUCCESS(status) && RootName) {
+            NeedFreeRootName = TRUE;
+        }
+    }
+
+    ULONG RootLen = (RootName && RootName->Buffer) ? RootName->Length : 0;
+    ULONG RelLen = (CompleteName && CompleteName->Buffer) ? CompleteName->Length : 0;
+
+    TotalSize = RootLen + sizeof(WCHAR) + RelLen + sizeof(WCHAR);
+
+    Buffer = (PWCHAR)PyasAllocate(TotalSize);
+    if (!Buffer) {
+        if (NeedFreeRootName) CmCallbackReleaseKeyObjectIDEx(RootName);
+        return NULL;
+    }
+
+    RtlZeroMemory(Buffer, TotalSize);
+
+    PWCHAR Current = Buffer;
+    if (RootLen > 0) {
+        RtlCopyMemory(Current, RootName->Buffer, RootLen);
+        Current += (RootLen / sizeof(WCHAR));
+        if (Current > Buffer && *(Current - 1) != L'\\') {
+            *Current = L'\\';
+            Current++;
+        }
+    }
+
+    if (RelLen > 0) {
+        if (RootLen > 0 && CompleteName->Buffer[0] == L'\\') {
+            RtlCopyMemory(Current, CompleteName->Buffer + 1, RelLen - sizeof(WCHAR));
+        }
+        else {
+            RtlCopyMemory(Current, CompleteName->Buffer, RelLen);
+        }
+    }
+
+    if (NeedFreeRootName) CmCallbackReleaseKeyObjectIDEx(RootName);
+
+    if (OutLength) *OutLength = (ULONG)wcslen(Buffer) * sizeof(WCHAR);
+    return Buffer;
+}
+
+static NTSTATUS RegistryCallback(PVOID CallbackContext, PVOID Argument1, PVOID Argument2) {
+    UNREFERENCED_PARAMETER(CallbackContext);
+
+    if (KeGetCurrentIrql() > APC_LEVEL) return STATUS_SUCCESS;
+
+    REG_NOTIFY_CLASS Class = (REG_NOTIFY_CLASS)(ULONG_PTR)Argument1;
+    NTSTATUS status = STATUS_SUCCESS;
+
+    if (Class == RegNtPreCreateKey || Class == RegNtPreOpenKey || Class == RegNtPreOpenKeyEx) {
+        PVOID RootObject = NULL;
+        PUNICODE_STRING CompleteName = NULL;
+        ACCESS_MASK DesiredAccess = 0;
+
+        if (Class == RegNtPreCreateKey) {
+            REG_CREATE_KEY_INFORMATION* Info = (REG_CREATE_KEY_INFORMATION*)Argument2;
+            RootObject = Info->RootObject;
+            CompleteName = Info->CompleteName;
+            DesiredAccess = Info->DesiredAccess;
+        }
+        else {
+            REG_OPEN_KEY_INFORMATION* Info = (REG_OPEN_KEY_INFORMATION*)Argument2;
+            RootObject = Info->RootObject;
+            CompleteName = Info->CompleteName;
+            DesiredAccess = Info->DesiredAccess;
+        }
+
+        if (!IsWriteAccess(DesiredAccess)) {
+            return STATUS_SUCCESS;
+        }
+
+        ULONG PathLen = 0;
+        PWCHAR FullPathBuffer = GetFullPath(RootObject, CompleteName, &PathLen);
+
+        if (FullPathBuffer) {
+            UNICODE_STRING FullPath;
+            RtlInitUnicodeString(&FullPath, FullPathBuffer);
+
+            if (CheckRegistryRule(&FullPath)) {
+                HANDLE Pid = PsGetCurrentProcessId();
+                if (!IsProcessTrusted(Pid)) {
+                    SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, FullPath.Buffer, FullPath.Length);
+                    status = STATUS_ACCESS_DENIED;
+                }
+            }
+            PyasFree(FullPathBuffer);
+        }
+        return status;
+    }
+
+    if (Class == RegNtPreDeleteKey) {
+        REG_DELETE_KEY_INFORMATION* Info = (REG_DELETE_KEY_INFORMATION*)Argument2;
+        PCUNICODE_STRING KeyName = NULL;
+
+        if (NT_SUCCESS(CmCallbackGetKeyObjectIDEx(&Cookie, Info->Object, NULL, &KeyName, 0))) {
+            if (KeyName) {
+                if (CheckRegistryRule(KeyName)) {
+                    HANDLE Pid = PsGetCurrentProcessId();
+                    if (!IsProcessTrusted(Pid)) {
+                        SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, KeyName->Buffer, KeyName->Length);
+                        status = STATUS_ACCESS_DENIED;
+                    }
+                }
+                CmCallbackReleaseKeyObjectIDEx(KeyName);
+            }
+        }
+        return status;
+    }
+
+    if (Class == RegNtPreSetValueKey) {
+        REG_SET_VALUE_KEY_INFORMATION* Info = (REG_SET_VALUE_KEY_INFORMATION*)Argument2;
+        PCUNICODE_STRING KeyName = NULL;
+
+        if (NT_SUCCESS(CmCallbackGetKeyObjectIDEx(&Cookie, Info->Object, NULL, &KeyName, 0))) {
+            if (KeyName) {
+                if (KeyName->Buffer) {
+                    if (!IsBamRegistryPath(KeyName)) {
+                        ULONG FullSize = KeyName->Length + sizeof(WCHAR) +
+                            (Info->ValueName ? Info->ValueName->Length : 0) +
+                            sizeof(WCHAR);
+
+                        PWCHAR Buffer = (PWCHAR)PyasAllocate(FullSize);
+                        if (Buffer) {
+                            UNICODE_STRING FullPath;
+                            FullPath.Buffer = Buffer;
+                            FullPath.Length = 0;
+                            FullPath.MaximumLength = (USHORT)FullSize;
+
+                            RtlCopyUnicodeString(&FullPath, KeyName);
+
+                            if (Info->ValueName && Info->ValueName->Length > 0) {
+                                if (FullPath.Length > 0 && FullPath.Buffer[(FullPath.Length / sizeof(WCHAR)) - 1] != L'\\') {
+                                    RtlAppendUnicodeToString(&FullPath, L"\\");
+                                }
+                                RtlAppendUnicodeStringToString(&FullPath, Info->ValueName);
+                            }
+
+                            if (CheckRegistryRule(&FullPath)) {
+                                HANDLE Pid = PsGetCurrentProcessId();
+                                if (!IsProcessTrusted(Pid)) {
+                                    SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, FullPath.Buffer, FullPath.Length);
+                                    status = STATUS_ACCESS_DENIED;
+                                }
+                            }
+                            PyasFree(Buffer);
+                        }
+                    }
+                }
+                CmCallbackReleaseKeyObjectIDEx(KeyName);
+            }
+        }
+        return status;
+    }
+
+    if (Class == RegNtPreDeleteValueKey) {
+        REG_DELETE_VALUE_KEY_INFORMATION* Info = (REG_DELETE_VALUE_KEY_INFORMATION*)Argument2;
+        PCUNICODE_STRING KeyName = NULL;
+
+        if (NT_SUCCESS(CmCallbackGetKeyObjectIDEx(&Cookie, Info->Object, NULL, &KeyName, 0))) {
+            if (KeyName) {
+                if (KeyName->Buffer) {
+                    if (!IsBamRegistryPath(KeyName)) {
+                        ULONG FullSize = KeyName->Length + sizeof(WCHAR) +
+                            (Info->ValueName ? Info->ValueName->Length : 0) +
+                            sizeof(WCHAR);
+
+                        PWCHAR Buffer = (PWCHAR)PyasAllocate(FullSize);
+                        if (Buffer) {
+                            UNICODE_STRING FullPath;
+                            FullPath.Buffer = Buffer;
+                            FullPath.Length = 0;
+                            FullPath.MaximumLength = (USHORT)FullSize;
+
+                            RtlCopyUnicodeString(&FullPath, KeyName);
+
+                            if (Info->ValueName && Info->ValueName->Length > 0) {
+                                if (FullPath.Length > 0 && FullPath.Buffer[(FullPath.Length / sizeof(WCHAR)) - 1] != L'\\') {
+                                    RtlAppendUnicodeToString(&FullPath, L"\\");
+                                }
+                                RtlAppendUnicodeStringToString(&FullPath, Info->ValueName);
+                            }
+
+                            if (CheckRegistryRule(&FullPath)) {
+                                HANDLE Pid = PsGetCurrentProcessId();
+                                if (!IsProcessTrusted(Pid)) {
+                                    SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, FullPath.Buffer, FullPath.Length);
+                                    status = STATUS_ACCESS_DENIED;
+                                }
+                            }
+                            PyasFree(Buffer);
+                        }
+                    }
+                }
+                CmCallbackReleaseKeyObjectIDEx(KeyName);
+            }
+        }
+        return status;
+    }
+
+    return STATUS_SUCCESS;
+}
+
+NTSTATUS InitializeRegistryProtection(PDRIVER_OBJECT DriverObject) {
+    UNICODE_STRING Altitude;
+    RtlInitUnicodeString(&Altitude, L"320000");
+    return CmRegisterCallbackEx(RegistryCallback, &Altitude, DriverObject, NULL, &Cookie, NULL);
+}
+
+VOID UninitializeRegistryProtection() {
+    if (Cookie.QuadPart != 0) {
+        CmUnRegisterCallback(Cookie);
+        Cookie.QuadPart = 0;
+    }
+}

Plugins/Filter/ProtectRules.c

@@ -1,391 +0,0 @@
-#include <ntifs.h>
-#include "ProtectRules.h"
-#include "DriverEntry.h"
-
-wchar_t* g_Whitelist[] = {
-    L"\\Device\\HarddiskVolume*\\Windows\\**",
-    L"\\Device\\HarddiskVolume*\\Program*\\**",
-    L"\\Device\\HarddiskVolume*\\Users\\*\\AppData\\**",
-    L"**\\PYAS*.exe",
-    L"Registry",
-    L"vmmem*",
-    NULL
-};
-
-wchar_t* g_WhitelistExcept[] = {
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\vds.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\bcdedit.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\reg.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\cmd.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\mshta.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\wscript.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\cscript.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\schtasks.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\diskpart.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\format.com",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\mountvol.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\wbadmin.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\bcdboot.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\dism.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\bootsect.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\cipher.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\net.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\net1.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\msiexec.exe",
-    L"\\Device\\HarddiskVolume*\\Windows\\Sys*\\WindowsPowerShell\\*\\powershell.exe",
-    L"\\Device\\HarddiskVolume*\\Program*\\PowerShell\\*\\pwsh.exe",
-    NULL
-};
-
-wchar_t* g_AttachDisk[] = {
-    L"\\FileSystem\\Ntfs",
-    L"\\FileSystem\\Refs",
-    L"\\FileSystem\\Fastfat",
-    L"\\FileSystem\\exfat",
-    L"\\FileSystem\\Udfs",
-    NULL
-};
-
-wchar_t* g_BlockFile[] = {
-    L"\\DosDevices\\**",
-    L"\\Device\\Harddisk*\\Partition\\**",
-    L"\\Device\\HarddiskVolume*\\Boot\\**",
-    L"\\Device\\HarddiskVolume*\\EFI\\**",
-    L"\\Device\\HarddiskVolume*\\bootmgr",
-    L"\\Device\\HarddiskVolume*\\Recovery\\**",
-    L"\\Device\\HarddiskVolume*\\System Volume Information\\**",
-    L"\\Device\\HarddiskVolume*\\Windows\\**",
-    L"\\Device\\HarddiskVolume*\\ProgramData\\PYAS\\**",
-    L"\\Device\\HarddiskVolume*\\$*\\**",
-    
-    L"**\\CON**",
-    L"**\\PRN**",
-    L"**\\AUX**",
-    L"**\\NUL**",
-    L"**\\COM*\\**",
-    L"**\\LPT*\\**",
-    L"**\\evil*.exe",
-    L"**\\OSDATA**",
-    NULL
-};
-
-wchar_t* g_BlockRansom[] = {
-    L"\\Device\\HarddiskVolume*\\Users\\*\\Desktop\\**",
-    L"\\Device\\HarddiskVolume*\\Users\\*\\Downloads\\**",
-    L"\\Device\\HarddiskVolume*\\Users\\*\\Documents\\**",
-    L"\\Device\\HarddiskVolume*\\Users\\*\\Music\\**",
-    L"\\Device\\HarddiskVolume*\\Users\\*\\Pictures\\**",
-    L"\\Device\\HarddiskVolume*\\Users\\*\\Videos\\**",
-    NULL
-};
-
-wchar_t* g_BlockReg[] = {
-    L"\\REGISTRY\\MACHINE\\BCD00000000\\**",
-    L"\\REGISTRY\\MACHINE\\SAM\\**",
-    L"\\REGISTRY\\MACHINE\\SECURITY\\**",
-
-    L"\\REGISTRY\\MACHINE\\SYSTEM\\CurrentControlSet\\Control\\**",
-    L"\\REGISTRY\\MACHINE\\SYSTEM\\CurrentControlSet\\Enum\\**",
-    L"\\REGISTRY\\MACHINE\\SYSTEM\\CurrentControlSet\\Services\\**",
-    L"\\REGISTRY\\MACHINE\\SYSTEM\\MountedDevices\\**",
-    L"\\REGISTRY\\MACHINE\\SYSTEM\\Setup\\**",
-
-    L"\\REGISTRY\\MACHINE\\SOFTWARE\\Classes\\**",
-    L"\\REGISTRY\\MACHINE\\SOFTWARE\\Policies\\Microsoft\\MMC\\**",
-    L"\\REGISTRY\\MACHINE\\SOFTWARE\\Policies\\Microsoft\\Windows\\System\\**",
-    L"\\REGISTRY\\MACHINE\\SOFTWARE\\Wow6432Node\\**",
-    L"\\REGISTRY\\MACHINE\\**\\Microsoft\\Windows Defender\\**",
-
-    L"\\REGISTRY\\**\\SOFTWARE\\Microsoft\\Active Setup\\Installed Components\\*\\StubPath",
-    L"\\REGISTRY\\**\\SOFTWARE\\Microsoft\\Windows*\\CurrentVersion\\**",
-    L"\\REGISTRY\\**\\SOFTWARE\\Microsoft\\Windows Script Host\\Settings\\**",
-
-    L"\\REGISTRY\\USER\\*_Classes\\*\\shell\\open\\command\\**",
-    L"\\REGISTRY\\USER\\*_Classes\\CLSID\\{fdb00e52-a214-4aa1-8fba-4357bb0072ec}\\**",
-    L"\\REGISTRY\\USER\\S-1-*\\SOFTWARE\\NetWire\\**",
-    L"\\REGISTRY\\USER\\S-1-*\\SOFTWARE\\Remcos*\\**",
-    L"\\REGISTRY\\USER\\S-1-*\\SOFTWARE\\DC3_FEXEC\\**",
-
-
-    L"DisableAntiSpyware",
-    L"DisableWindowsUpdateAccess",
-    L"EnableLUA",
-    L"ConsentPromptBehaviorAdmin",
-    L"NoControlPanel",
-    L"NoDrives",
-    L"NoFileMenu",
-    L"NoFind",
-    L"NoStartMenuPinnedList",
-    L"NoSetFolders",
-    L"NoSetFolderOptions",
-    L"NoViewOnDrive",
-    L"NoClose",
-    L"NoDesktop",
-    L"NoLogoff",
-    L"NoFolderOptions",
-    L"RestrictRun",
-    L"NoViewContextMenu",
-    L"HideClock",
-    L"NoStartMenuMyGames",
-    L"NoStartMenuMyMusic",
-    L"DisableCMD",
-    L"NoAddingComponents",
-    L"NoWinKeys",
-    L"NoStartMenuLogOff",
-    L"NoSimpleNetIDList",
-    L"NoLowDiskSpaceChecks",
-    L"DisableLockWorkstation",
-    L"Restrict_Run",
-    L"DisableTaskMgr",
-    L"DisableRegistryTools",
-    L"DisableChangePassword",
-    L"Wallpaper",
-    L"NoComponents",
-    L"NoStartMenuMorePrograms",
-    L"NoActiveDesktop",
-    L"NoSetActiveDesktop",
-    L"NoRecentDocsMenu",
-    L"NoWindowsUpdate",
-    L"NoChangeStartMenu",
-    L"NoFavoritesMenu",
-    L"NoRecentDocsHistory",
-    L"NoSetTaskbar",
-    L"NoSMHelp",
-    L"NoTrayContextMenu",
-    L"NoManageMyComputerVerb",
-    L"NoRealMode",
-    L"NoRun",
-    L"ClearRecentDocsOnExit",
-    L"NoActiveDesktopChanges",
-    L"NoStartMenuNetworkPlaces",
-    L"NoLockScreen",
-    L"HideFastUserSwitching",
-    L"ConsentPromptBehaviorUser",
-    L"EnableSecureUIAPaths",
-    L"NoSRM",
-    L"NoInteractiveServices",
-    L"ShutdownWithoutLogon",
-    L"AutoAdminLogon",
-    L"ImagePath",
-    L"BootExecute",
-    L"SubSystems",
-    L"FirmwareBootDevice",
-    L"BootDriverFlags",
-    L"SystemStartOptions",
-    L"CrashDumpEnabled",
-    L"DisableAutomaticRestartOnFailure",
-    L"SystemBiosVersion",
-    L"NoTheme",
-    L"PendingFileRenameOperations",
-    L"SystemSetupInProgress",
-    L"CmdLine",
-    L"SetupType",
-    L"AutoReboot",
-    L"Shell",
-    L"Userinit",
-    L"UIHost",
-    L"Debugger",
-    L"DefaultUserName",
-    L"DefaultPassword",
-    L"AltDefaultUserName",
-    L"AltDefaultPassword",
-    L"DisableCAD",
-    L"LegalNoticeCaption",
-    L"LegalNoticeText",
-    NULL
-};
-
-static BOOLEAN WildMatchN(const wchar_t* str, SIZE_T n, const wchar_t* pat)
-{
-    if (*pat == 0)
-        return n == 0;
-    if (*pat == L'*') {
-        if (pat[1] == L'*') {
-            for (SIZE_T i = 0; i <= n; ++i) 
-                if (WildMatchN(str + i, n - i, pat + 2)) 
-                    return TRUE;
-            return FALSE;
-        }
-        SIZE_T i = 0;
-        for (; i < n && str[i] != L'\\'; ++i) 
-            if (WildMatchN(str + i, n - i, pat + 1))
-                return TRUE;
-        return WildMatchN(str + i, n - i, pat + 1);
-    }
-    if (*pat == L'?') 
-        return n > 0 && str[0] != L'\\' && WildMatchN(str + 1, n - 1, pat + 1);
-    if (n == 0) 
-        return FALSE;
-    WCHAR sc = str[0], pc = *pat;
-    if (sc >= L'A' && sc <= L'Z') 
-        sc += 32;
-    if (pc >= L'A' && pc <= L'Z') 
-        pc += 32;
-    return sc == pc && WildMatchN(str + 1, n - 1, pat + 1);
-}
-
-static BOOLEAN MatchList(PUNICODE_STRING s, wchar_t** list)
-{
-    if (!s || !s->Buffer || s->Length == 0)
-        return FALSE;
-    size_t s_len = s->Length / sizeof(WCHAR);
-    for (SIZE_T i = 0; list[i]; ++i) {
-        wchar_t* pat = list[i];
-        size_t pat_len = wcslen(pat);
-        if (wcschr(pat, L'*') || wcschr(pat, L'?')) {
-            if (WildMatchN(s->Buffer, s_len, pat)) 
-                return TRUE;
-        }
-        else {
-            if (s_len == pat_len && _wcsnicmp(s->Buffer, pat, pat_len) == 0)
-                return TRUE;
-            if (s_len > pat_len && _wcsnicmp(s->Buffer + s_len - pat_len, pat, pat_len) == 0) 
-                return TRUE;
-            if (s_len > pat_len && _wcsnicmp(s->Buffer, pat, pat_len) == 0) 
-                return TRUE;
-        }
-    }
-    return FALSE;
-}
-
-static wchar_t* MatchListGetRule(PUNICODE_STRING s, wchar_t** list)
-{
-    if (!s || !s->Buffer || s->Length == 0) 
-        return 0;
-    size_t s_len = s->Length / sizeof(WCHAR);
-    for (SIZE_T i = 0; list[i]; ++i) {
-        wchar_t* pat = list[i];
-        size_t pat_len = wcslen(pat);
-        if (wcschr(pat, L'*') || wcschr(pat, L'?')) {
-            if (WildMatchN(s->Buffer, s_len, pat)) 
-                return pat;
-        }
-        else {
-            if (s_len == pat_len && _wcsnicmp(s->Buffer, pat, pat_len) == 0) 
-                return pat;
-            if (s_len > pat_len && _wcsnicmp(s->Buffer + s_len - pat_len, pat, pat_len) == 0)
-                return pat;
-            if (s_len > pat_len && _wcsnicmp(s->Buffer, pat, pat_len) == 0)
-                return pat;
-        }
-    }
-    return 0;
-}
-
-static __forceinline BOOLEAN USOK(PUNICODE_STRING s)
-{
-    return s && s->Buffer && s->Length;
-}
-
-BOOLEAN IsRegistryBlock(PUNICODE_STRING key, PUNICODE_STRING valueName, PUNICODE_STRING exe)
-{
-    if (USOK(exe)) {
-        if (IsWhitelist(exe))
-            return FALSE;
-    }
-    if (USOK(exe) && USOK(key)) {
-        size_t elen = exe->Length / sizeof(WCHAR);
-        size_t klen = key->Length / sizeof(WCHAR);
-        if (((elen >= 12 && _wcsnicmp(exe->Buffer + elen - 12, L"services.exe", 12) == 0) ||
-            (elen >= 11 && _wcsnicmp(exe->Buffer + elen - 11, L"svchost.exe", 11) == 0) ||
-            (elen >= 6 && _wcsnicmp(exe->Buffer + elen - 6, L"sc.exe", 6) == 0))) {
-            if (WildMatchN(key->Buffer, klen, L"\\REGISTRY\\**\\SYSTEM\\CurrentControlSet\\Services\\**"))
-                return FALSE;
-        }
-        if ((elen >= 14 && _wcsnicmp(exe->Buffer + elen - 14, L"powershell.exe", 14) == 0) || 
-            (elen >= 8 && _wcsnicmp(exe->Buffer + elen - 8, L"pwsh.exe", 8) == 0)) {
-            if (WildMatchN(key->Buffer, klen, L"\\REGISTRY\\**\\CurrentVersion\\Internet Settings\\ZoneMap") ||
-                WildMatchN(key->Buffer, klen, L"\\REGISTRY\\**\\CurrentVersion\\Internet Settings\\ZoneMap\\**"))
-                return FALSE;
-        }
-        if ((elen >= 11 && _wcsnicmp(exe->Buffer + elen - 11, L"msiexec.exe", 11) == 0) || 
-            (elen >= 20 && _wcsnicmp(exe->Buffer + elen - 20, L"TrustedInstaller.exe", 20) == 0)) {
-            if (WildMatchN(key->Buffer, klen, L"\\REGISTRY\\**\\CurrentVersion\\Installer\\**") ||
-                WildMatchN(key->Buffer, klen, L"\\REGISTRY\\**\\CurrentVersion\\Uninstall\\**") ||
-                WildMatchN(key->Buffer, klen, L"\\REGISTRY\\**\\SYSTEM\\CurrentControlSet\\Services\\**"))
-                return FALSE;
-        }
-        if (elen >= 12 && _wcsnicmp(exe->Buffer + elen - 12, L"schtasks.exe", 12) == 0) {
-            if (WildMatchN(key->Buffer, klen, L"\\REGISTRY\\**\\Windows NT\\CurrentVersion\\Schedule\\TaskCache\\**"))
-                return FALSE;
-        }
-    }
-    if (USOK(key)) {
-        if (MatchBlockReg(key))
-            return TRUE;
-    }
-    if (USOK(valueName)) {
-        SIZE_T n = valueName->Length / sizeof(WCHAR);
-        for (SIZE_T i = 0; g_BlockReg[i]; ++i) {
-            wchar_t* pat = g_BlockReg[i];
-            if (wcschr(pat, L'\\') || wcschr(pat, L'*') || wcschr(pat, L'?'))
-                continue;
-            size_t m = wcslen(pat);
-            if (n == m && _wcsnicmp(valueName->Buffer, pat, m) == 0)
-                return TRUE;
-        }
-    }
-    return FALSE;
-}
-
-BOOLEAN GetProcessImagePathByPid(HANDLE pid, PUNICODE_STRING ProcessImagePath)
-{
-    PEPROCESS process = NULL;
-    NTSTATUS status = PsLookupProcessByProcessId(pid, &process);
-    if (!NT_SUCCESS(status))
-        return FALSE;
-
-    HANDLE h = NULL;
-    status = ObOpenObjectByPointer(process, OBJ_KERNEL_HANDLE, NULL, PROCESS_QUERY_LIMITED_INFORMATION, *PsProcessType, KernelMode, &h);
-    if (!NT_SUCCESS(status)) {
-        ObDereferenceObject(process);
-        return FALSE;
-    }
-    ULONG len = 0;
-    status = ZwQueryInformationProcess(h, ProcessImageFileName, NULL, 0, &len);
-    if (status != STATUS_INFO_LENGTH_MISMATCH || len == 0) {
-        ZwClose(h);
-        ObDereferenceObject(process);
-        return FALSE;
-    }
-    PVOID buf = ExAllocatePool2(POOL_FLAG_NON_PAGED, len, 'iPgN');
-    if (!buf) {
-        ZwClose(h);
-        ObDereferenceObject(process);
-        return FALSE;
-    }
-    status = ZwQueryInformationProcess(h, ProcessImageFileName, buf, len, &len);
-    if (NT_SUCCESS(status)) {
-        PUNICODE_STRING image = (PUNICODE_STRING)buf;
-        if (image->Buffer && image->Length > 0 && ProcessImagePath->MaximumLength >= image->Length + sizeof(WCHAR)) {
-            RtlCopyMemory(ProcessImagePath->Buffer, image->Buffer, image->Length);
-            ProcessImagePath->Length = image->Length;
-            ProcessImagePath->Buffer[image->Length / sizeof(WCHAR)] = 0;
-            ExFreePool2(buf, 'iPgN', NULL, 0);
-            ZwClose(h);
-            ObDereferenceObject(process);
-            return TRUE;
-        }
-    }
-    ExFreePool2(buf, 'iPgN', NULL, 0);
-    ZwClose(h);
-    ObDereferenceObject(process);
-    return FALSE;
-}
-
-BOOLEAN IsWhitelist(PUNICODE_STRING s)
-{
-    if (MatchList(s, g_WhitelistExcept)) 
-        return FALSE;
-    return MatchList(s, g_Whitelist);
-}
-
-BOOLEAN MatchBlockReg(PUNICODE_STRING s)
-{
-    return MatchList(s, g_BlockReg);
-}
-
-wchar_t* GetMatchedBlockRegRule(PUNICODE_STRING s)
-{
-    return MatchListGetRule(s, g_BlockReg);
-}

Plugins/Filter/ProtectRules.cpp

@@ -0,0 +1,851 @@
+#include "DriverCommon.h"
+
+constexpr auto MAX_TRACKERS = 64;
+constexpr auto RANSOM_TIME_WINDOW_MS = 3000;
+constexpr auto RANSOM_COUNT_THRESHOLD = 5;
+constexpr auto HIGH_ENTROPY_THRESHOLD = 10;
+
+constexpr auto TRUST_CACHE_SIZE = 128;
+constexpr auto TRUST_CACHE_TTL_SEC = 300;
+
+typedef struct _RANSOM_TRACKER {
+    PEPROCESS Process;
+    ULONG ActivityCount;
+    LARGE_INTEGER LastActivityTime;
+} RANSOM_TRACKER, * PRANSOM_TRACKER;
+
+typedef struct _TRUST_CACHE_ENTRY {
+    PEPROCESS Process;
+    BOOLEAN IsTrusted;
+    LARGE_INTEGER CacheTime;
+} TRUST_CACHE_ENTRY, * PTRUST_CACHE_ENTRY;
+
+static RANSOM_TRACKER RansomTrackers[MAX_TRACKERS];
+static TRUST_CACHE_ENTRY TrustCache[TRUST_CACHE_SIZE];
+static FAST_MUTEX TrustCacheLock;
+static BOOLEAN g_CacheInitialized = FALSE;
+
+static ERESOURCE RuleLock;
+static PRULE_NODE g_RegistryBlockList = NULL;
+static PRULE_NODE g_RegistryTrustedList = NULL;
+static PRULE_NODE g_ProcessTrustedPaths = NULL;
+static PRULE_NODE g_ProcessExploitable = NULL;
+static PRULE_NODE g_FileProtectedPaths = NULL;
+static PRULE_NODE g_FileExceptionPaths = NULL;
+static PRULE_NODE g_FileRansomExts = NULL;
+
+const PCWSTR Helper_NaturallyCompressedExtensions[] = {
+    L".zip", L".7z", L".rar", L".tar", L".gz",
+    L".jpg", L".jpeg", L".png", L".webp", L".gif",
+    L".mp3", L".wav", L".aac", L".ogg", L".flac",
+    L".mp4", L".avi", L".mov", L".wmv", L".mkv",
+    L".docx", L".xlsx", L".pptx", L".pdf", L".wps",
+    L".apk", L".jar", L".class", L".db", L".sqlite"
+};
+
+static VOID FreeList(PRULE_NODE* Head) {
+    PRULE_NODE Current = *Head;
+    while (Current) {
+        PRULE_NODE Next = Current->Next;
+        if (Current->Pattern.Buffer) PyasFree(Current->Pattern.Buffer);
+        PyasFree(Current);
+        Current = Next;
+    }
+    *Head = NULL;
+}
+
+static VOID AddRule(PRULE_NODE* Head, PUNICODE_STRING RuleStr) {
+    if (!RuleStr || !RuleStr->Buffer) return;
+
+    PRULE_NODE Check = *Head;
+    while (Check) {
+        if (RtlEqualUnicodeString(&Check->Pattern, RuleStr, TRUE)) {
+            return;
+        }
+        Check = Check->Next;
+    }
+
+    PRULE_NODE Node = (PRULE_NODE)PyasAllocate(sizeof(RULE_NODE));
+    if (!Node) return;
+
+    SIZE_T Size = RuleStr->Length + sizeof(WCHAR);
+    Node->Pattern.Buffer = (PWCHAR)PyasAllocate(Size);
+    if (!Node->Pattern.Buffer) {
+        PyasFree(Node);
+        return;
+    }
+
+    RtlCopyMemory(Node->Pattern.Buffer, RuleStr->Buffer, RuleStr->Length);
+    Node->Pattern.Buffer[RuleStr->Length / sizeof(WCHAR)] = L'\0';
+    Node->Pattern.Length = RuleStr->Length;
+    Node->Pattern.MaximumLength = (USHORT)Size;
+
+    Node->Next = *Head;
+    *Head = Node;
+}
+
+static BOOLEAN HasSuffix(PCUNICODE_STRING String, PCWSTR Suffix) {
+    if (!String || !String->Buffer || !Suffix) return FALSE;
+
+    SIZE_T StringLenChars = String->Length / sizeof(WCHAR);
+    SIZE_T SuffixLenChars = 0;
+
+    while (Suffix[SuffixLenChars] != L'\0') {
+        SuffixLenChars++;
+    }
+
+    if (StringLenChars < SuffixLenChars) return FALSE;
+
+    PCWSTR Ptr = String->Buffer + (StringLenChars - SuffixLenChars);
+
+    for (SIZE_T i = 0; i < SuffixLenChars; i++) {
+        if (RtlDowncaseUnicodeChar(Ptr[i]) != RtlDowncaseUnicodeChar(Suffix[i])) {
+            return FALSE;
+        }
+    }
+    return TRUE;
+}
+
+BOOLEAN WildcardMatch(PCWSTR Pattern, PCWSTR String, USHORT StringLengthBytes) {
+    if (!Pattern || !String) return FALSE;
+
+    USHORT StringLenChars = StringLengthBytes / sizeof(WCHAR);
+    PCWSTR mp = NULL;
+    PCWSTR cp = NULL;
+    PCWSTR StringEnd = String + StringLenChars;
+
+    while (String < StringEnd) {
+        if (*Pattern == L'*') {
+            mp = ++Pattern;
+            cp = String + 1;
+        }
+        else if (*Pattern == L'?' || (RtlDowncaseUnicodeChar(*Pattern) == RtlDowncaseUnicodeChar(*String))) {
+            Pattern++;
+            String++;
+        }
+        else if (mp) {
+            Pattern = mp;
+            String = cp++;
+        }
+        else {
+            return FALSE;
+        }
+    }
+    while (*Pattern == L'*') {
+        Pattern++;
+    }
+    return !*Pattern;
+}
+
+static ULONG ProcessJsonUnescape(PWCHAR Buffer, ULONG LengthChars) {
+    if (!Buffer || LengthChars == 0) return 0;
+
+    ULONG WriteIdx = 0;
+    ULONG ReadIdx = 0;
+
+    while (ReadIdx < LengthChars) {
+        if (Buffer[ReadIdx] == L'\\' && (ReadIdx + 1 < LengthChars)) {
+            WCHAR NextChar = Buffer[ReadIdx + 1];
+            if (NextChar == L'\\' || NextChar == L'"' || NextChar == L'/') {
+                Buffer[WriteIdx++] = NextChar;
+                ReadIdx += 2;
+            }
+            else if (NextChar == L'n') { Buffer[WriteIdx++] = L'\n'; ReadIdx += 2; }
+            else if (NextChar == L'r') { Buffer[WriteIdx++] = L'\r'; ReadIdx += 2; }
+            else if (NextChar == L't') { Buffer[WriteIdx++] = L'\t'; ReadIdx += 2; }
+            else {
+                Buffer[WriteIdx++] = Buffer[ReadIdx++];
+            }
+        }
+        else {
+            Buffer[WriteIdx++] = Buffer[ReadIdx++];
+        }
+    }
+
+    Buffer[WriteIdx] = L'\0';
+    return WriteIdx * sizeof(WCHAR);
+}
+
+static VOID SkipWhitespace(PCHAR* Ptr, PCHAR End) {
+    while (*Ptr < End) {
+        char c = **Ptr;
+        if (c == ' ' || c == '\t' || c == '\n' || c == '\r') {
+            (*Ptr)++;
+        }
+        else {
+            break;
+        }
+    }
+}
+
+static VOID ParseAndLoadRules(PCHAR JsonContent, ULONG ContentLength, PCSTR KeyName, PRULE_NODE* ListHead) {
+    if (!JsonContent || !KeyName || !ListHead) return;
+
+    PCHAR Ptr = JsonContent;
+    PCHAR End = JsonContent + ContentLength;
+    SIZE_T KeyLen = 0;
+    while (KeyName[KeyLen] != '\0') KeyLen++;
+
+    while (Ptr < End) {
+        if (*Ptr == '"') {
+            if ((SIZE_T)(End - Ptr) > KeyLen && RtlCompareMemory(Ptr + 1, KeyName, KeyLen) == KeyLen) {
+                if (*(Ptr + 1 + KeyLen) == '"') {
+                    Ptr += 1 + KeyLen + 1;
+
+                    SkipWhitespace(&Ptr, End);
+                    if (Ptr >= End || *Ptr != ':') continue;
+                    Ptr++;
+
+                    SkipWhitespace(&Ptr, End);
+                    if (Ptr >= End || *Ptr != '[') continue;
+                    Ptr++;
+
+                    while (Ptr < End) {
+                        SkipWhitespace(&Ptr, End);
+                        if (Ptr >= End) break;
+
+                        if (*Ptr == ']') {
+                            Ptr++;
+                            return;
+                        }
+
+                        if (*Ptr == '"') {
+                            PCHAR StartQuote = ++Ptr;
+                            while (Ptr < End) {
+                                if (*Ptr == '"' && *(Ptr - 1) != '\\') break;
+                                Ptr++;
+                            }
+
+                            if (Ptr < End && *Ptr == '"') {
+                                ULONG UTF8Len = (ULONG)(Ptr - StartQuote);
+                                if (UTF8Len > 0) {
+                                    ULONG WideSize = 0;
+                                    RtlUTF8ToUnicodeN(NULL, 0, &WideSize, StartQuote, UTF8Len);
+
+                                    if (WideSize > 0) {
+                                        PWCHAR WideBuffer = (PWCHAR)PyasAllocate(WideSize + sizeof(WCHAR));
+                                        if (WideBuffer) {
+                                            ULONG ResultSize = 0;
+                                            RtlUTF8ToUnicodeN(WideBuffer, WideSize, &ResultSize, StartQuote, UTF8Len);
+                                            ULONG FinalSize = ProcessJsonUnescape(WideBuffer, ResultSize / sizeof(WCHAR));
+
+                                            UNICODE_STRING Us;
+                                            Us.Buffer = WideBuffer;
+                                            Us.Length = (USHORT)FinalSize;
+                                            Us.MaximumLength = (USHORT)(WideSize + sizeof(WCHAR));
+
+                                            AddRule(ListHead, &Us);
+                                            PyasFree(WideBuffer);
+                                        }
+                                    }
+                                }
+                                Ptr++;
+                            }
+                        }
+                        else if (*Ptr == ',') {
+                            Ptr++;
+                        }
+                        else {
+                            Ptr++;
+                        }
+                    }
+                    return;
+                }
+            }
+        }
+        Ptr++;
+    }
+}
+
+VOID InitializeRulesEngine() {
+    ExInitializeResourceLite(&RuleLock);
+    ExInitializeFastMutex(&TrustCacheLock);
+    RtlZeroMemory(TrustCache, sizeof(TrustCache));
+    g_CacheInitialized = TRUE;
+}
+
+VOID UninitializeRulesEngine() {
+    ExDeleteResourceLite(&RuleLock);
+    g_CacheInitialized = FALSE;
+}
+
+static VOID RemoveRule(PRULE_NODE* Head, PUNICODE_STRING RuleStr) {
+    if (!RuleStr || !RuleStr->Buffer) return;
+    PRULE_NODE Current = *Head;
+    PRULE_NODE Previous = NULL;
+
+    while (Current) {
+        if (RtlEqualUnicodeString(&Current->Pattern, RuleStr, TRUE)) {
+            PRULE_NODE ToDelete = Current;
+
+            if (Previous) {
+                Previous->Next = Current->Next;
+            }
+            else {
+                *Head = Current->Next;
+            }
+
+            Current = Current->Next;
+
+            if (ToDelete->Pattern.Buffer) PyasFree(ToDelete->Pattern.Buffer);
+            PyasFree(ToDelete);
+        }
+        else {
+            Previous = Current;
+            Current = Current->Next;
+        }
+    }
+}
+
+VOID AddDynamicWhitelist(PUNICODE_STRING RuleStr) {
+    ExAcquireResourceExclusiveLite(&RuleLock, TRUE);
+    AddRule(&g_ProcessTrustedPaths, RuleStr);
+    AddRule(&g_FileExceptionPaths, RuleStr);
+
+    ExAcquireFastMutex(&TrustCacheLock);
+    RtlZeroMemory(TrustCache, sizeof(TrustCache));
+    ExReleaseFastMutex(&TrustCacheLock);
+    ExReleaseResourceLite(&RuleLock);
+}
+
+VOID RemoveDynamicWhitelist(PUNICODE_STRING RuleStr) {
+    ExAcquireResourceExclusiveLite(&RuleLock, TRUE);
+    RemoveRule(&g_ProcessTrustedPaths, RuleStr);
+    RemoveRule(&g_FileExceptionPaths, RuleStr);
+
+    ExAcquireFastMutex(&TrustCacheLock);
+    RtlZeroMemory(TrustCache, sizeof(TrustCache));
+    ExReleaseFastMutex(&TrustCacheLock);
+    ExReleaseResourceLite(&RuleLock);
+}
+
+NTSTATUS LoadRulesFromDisk(PUNICODE_STRING RegistryPath) {
+    NTSTATUS status = STATUS_SUCCESS;
+    HANDLE FileHandle = NULL;
+    IO_STATUS_BLOCK IoStatus = { 0 };
+    OBJECT_ATTRIBUTES oa = { 0 };
+    UNICODE_STRING ImagePathName;
+    OBJECT_ATTRIBUTES RegOa = { 0 };
+    HANDLE RegHandle = NULL;
+    PKEY_VALUE_PARTIAL_INFORMATION Info = NULL;
+    ULONG ResultLength = 0;
+    PWCHAR PathBuffer = NULL;
+    SIZE_T PathBufferSize = 0;
+    UNICODE_STRING FinalPath = { 0 };
+
+    RtlInitUnicodeString(&ImagePathName, L"ImagePath");
+
+    InitializeObjectAttributes(&RegOa, RegistryPath, OBJ_CASE_INSENSITIVE | OBJ_KERNEL_HANDLE, NULL, NULL);
+    status = ZwOpenKey(&RegHandle, KEY_READ, &RegOa);
+    if (!NT_SUCCESS(status)) return status;
+
+    status = ZwQueryValueKey(RegHandle, &ImagePathName, KeyValuePartialInformation, NULL, 0, &ResultLength);
+    if (status != STATUS_BUFFER_TOO_SMALL) {
+        ZwClose(RegHandle);
+        return status;
+    }
+
+    Info = (PKEY_VALUE_PARTIAL_INFORMATION)PyasAllocate(ResultLength);
+    if (!Info) {
+        ZwClose(RegHandle);
+        return STATUS_INSUFFICIENT_RESOURCES;
+    }
+
+    status = ZwQueryValueKey(RegHandle, &ImagePathName, KeyValuePartialInformation, Info, ResultLength, &ResultLength);
+    ZwClose(RegHandle);
+    if (!NT_SUCCESS(status)) {
+        PyasFree(Info);
+        return status;
+    }
+
+    if (Info->Type == REG_EXPAND_SZ || Info->Type == REG_SZ) {
+        PathBufferSize = ResultLength + 1024;
+        PathBuffer = (PWCHAR)PyasAllocate(PathBufferSize);
+
+        if (PathBuffer) {
+            RtlZeroMemory(PathBuffer, PathBufferSize);
+            PWCHAR Src = (PWCHAR)Info->Data;
+
+            if (NT_SUCCESS(RtlStringCbCopyW(PathBuffer, PathBufferSize, Src))) {
+                PWCHAR LastSlash = NULL;
+                PWCHAR Current = PathBuffer;
+                while (*Current) {
+                    if (*Current == L'\\') LastSlash = Current;
+                    Current++;
+                }
+
+                if (LastSlash) {
+                    *LastSlash = L'\0';
+
+                    SIZE_T CurrentPathLen = wcslen(PathBuffer);
+                    const WCHAR FilterSuffix[] = L"\\Filter";
+                    SIZE_T FilterLen = (sizeof(FilterSuffix) / sizeof(WCHAR)) - 1;
+
+                    if (CurrentPathLen >= FilterLen) {
+                        PWCHAR SuffixStart = PathBuffer + CurrentPathLen - FilterLen;
+                        BOOLEAN Match = TRUE;
+                        for (SIZE_T i = 0; i < FilterLen; i++) {
+                            if (RtlDowncaseUnicodeChar(SuffixStart[i]) != RtlDowncaseUnicodeChar(FilterSuffix[i])) {
+                                Match = FALSE;
+                                break;
+                            }
+                        }
+                        if (Match) {
+                            *SuffixStart = L'\0';
+                        }
+                    }
+
+                    RtlStringCbCatW(PathBuffer, PathBufferSize, L"\\Rules\\Rules_Driver_P1.json");
+
+                    if (wcsncmp(PathBuffer, L"\\??\\", 4) != 0 &&
+                        wcsncmp(PathBuffer, L"\\SystemRoot", 11) != 0 &&
+                        wcsncmp(PathBuffer, L"\\DosDevices\\", 12) != 0) {
+
+                        PWCHAR TmpBuffer = (PWCHAR)PyasAllocate(PathBufferSize + 16);
+                        if (TmpBuffer) {
+                            RtlStringCbCopyW(TmpBuffer, PathBufferSize + 16, L"\\??\\");
+                            RtlStringCbCatW(TmpBuffer, PathBufferSize + 16, PathBuffer);
+                            PyasFree(PathBuffer);
+                            PathBuffer = TmpBuffer;
+                        }
+                    }
+                    RtlInitUnicodeString(&FinalPath, PathBuffer);
+                }
+            }
+        }
+    }
+    PyasFree(Info);
+
+    if (!FinalPath.Buffer) {
+        if (PathBuffer) PyasFree(PathBuffer);
+        return STATUS_UNSUCCESSFUL;
+    }
+
+    InitializeObjectAttributes(&oa, &FinalPath, OBJ_CASE_INSENSITIVE | OBJ_KERNEL_HANDLE, NULL, NULL);
+    status = ZwCreateFile(&FileHandle, GENERIC_READ | SYNCHRONIZE, &oa, &IoStatus, NULL, FILE_ATTRIBUTE_NORMAL, FILE_SHARE_READ, FILE_OPEN, FILE_SYNCHRONOUS_IO_NONALERT, NULL, 0);
+
+    if (NT_SUCCESS(status)) {
+        FILE_STANDARD_INFORMATION FileInfo = { 0 };
+        status = ZwQueryInformationFile(FileHandle, &IoStatus, &FileInfo, sizeof(FileInfo), FileStandardInformation);
+
+        if (NT_SUCCESS(status) && FileInfo.EndOfFile.LowPart > 0) {
+            PVOID FileBuffer = PyasAllocate(FileInfo.EndOfFile.LowPart + 1);
+            if (FileBuffer) {
+                status = ZwReadFile(FileHandle, NULL, NULL, NULL, &IoStatus, FileBuffer, FileInfo.EndOfFile.LowPart, NULL, NULL);
+                if (NT_SUCCESS(status)) {
+                    ((PCHAR)FileBuffer)[FileInfo.EndOfFile.LowPart] = '\0';
+
+                    ExAcquireResourceExclusiveLite(&RuleLock, TRUE);
+                    ParseAndLoadRules((PCHAR)FileBuffer, FileInfo.EndOfFile.LowPart, "Rule_Registry_BlockList", &g_RegistryBlockList);
+                    ParseAndLoadRules((PCHAR)FileBuffer, FileInfo.EndOfFile.LowPart, "Rule_Registry_TrustedList", &g_RegistryTrustedList);
+                    ParseAndLoadRules((PCHAR)FileBuffer, FileInfo.EndOfFile.LowPart, "Rule_Process_TrustedPaths", &g_ProcessTrustedPaths);
+                    ParseAndLoadRules((PCHAR)FileBuffer, FileInfo.EndOfFile.LowPart, "Rule_Process_ExploitableBlacklist", &g_ProcessExploitable);
+                    ParseAndLoadRules((PCHAR)FileBuffer, FileInfo.EndOfFile.LowPart, "Rule_File_ProtectedPaths", &g_FileProtectedPaths);
+                    ParseAndLoadRules((PCHAR)FileBuffer, FileInfo.EndOfFile.LowPart, "Rule_File_ExceptionPaths", &g_FileExceptionPaths);
+                    ParseAndLoadRules((PCHAR)FileBuffer, FileInfo.EndOfFile.LowPart, "Rule_File_RansomwareExtensions", &g_FileRansomExts);
+                    ExReleaseResourceLite(&RuleLock);
+                }
+                PyasFree(FileBuffer);
+            }
+        }
+        ZwClose(FileHandle);
+    }
+
+    if (PathBuffer) PyasFree(PathBuffer);
+    return status;
+}
+
+VOID UnloadRules() {
+    ExAcquireResourceExclusiveLite(&RuleLock, TRUE);
+    FreeList(&g_RegistryBlockList);
+    FreeList(&g_RegistryTrustedList);
+    FreeList(&g_ProcessTrustedPaths);
+    FreeList(&g_ProcessExploitable);
+    FreeList(&g_FileProtectedPaths);
+    FreeList(&g_FileExceptionPaths);
+    FreeList(&g_FileRansomExts);
+    ExReleaseResourceLite(&RuleLock);
+}
+
+NTSTATUS GetProcessImageName(HANDLE ProcessId, PUNICODE_STRING* ImageName) {
+    NTSTATUS status;
+    PEPROCESS Process = NULL;
+
+    *ImageName = NULL;
+    status = PsLookupProcessByProcessId(ProcessId, &Process);
+    if (!NT_SUCCESS(status)) return status;
+
+    status = SeLocateProcessImageName(Process, ImageName);
+    ObDereferenceObject(Process);
+
+    return status;
+}
+
+static BOOLEAN IsWindowsSystemApp(PCWSTR Buffer, USHORT Length) {
+    if (WildcardMatch(L"*\\Windows\\SystemApps\\*", Buffer, Length)) return TRUE;
+    if (WildcardMatch(L"*\\Windows\\ImmersiveControlPanel\\*", Buffer, Length)) return TRUE;
+    if (WildcardMatch(L"*\\Windows\\explorer.exe", Buffer, Length)) return TRUE;
+    return FALSE;
+}
+
+BOOLEAN IsProcessTrusted(HANDLE ProcessId) {
+    if ((ULONG)(ULONG_PTR)ProcessId == GlobalData.PyasPid) return TRUE;
+    if (ProcessId == (HANDLE)4) return TRUE;
+
+    if (KeGetCurrentIrql() != PASSIVE_LEVEL) return FALSE;
+
+    PEPROCESS Process = NULL;
+    if (!NT_SUCCESS(PsLookupProcessByProcessId(ProcessId, &Process))) {
+        return FALSE;
+    }
+
+    if (g_CacheInitialized) {
+        ExAcquireFastMutex(&TrustCacheLock);
+        ULONG Hash = ((ULONG)(ULONG_PTR)ProcessId) & (TRUST_CACHE_SIZE - 1);
+        if (TrustCache[Hash].Process == Process) {
+            LARGE_INTEGER Now;
+            KeQuerySystemTime(&Now);
+            if ((Now.QuadPart - TrustCache[Hash].CacheTime.QuadPart) < (TRUST_CACHE_TTL_SEC * 10000000LL)) {
+                BOOLEAN cachedResult = TrustCache[Hash].IsTrusted;
+                ExReleaseFastMutex(&TrustCacheLock);
+                ObDereferenceObject(Process);
+                return cachedResult;
+            }
+        }
+        ExReleaseFastMutex(&TrustCacheLock);
+    }
+
+    PUNICODE_STRING imageFileName = NULL;
+    NTSTATUS status = GetProcessImageName(ProcessId, &imageFileName);
+    BOOLEAN isTrusted = FALSE;
+
+    ExAcquireResourceSharedLite(&RuleLock, TRUE);
+
+    if (NT_SUCCESS(status) && imageFileName && imageFileName->Buffer) {
+        PRULE_NODE Node = g_ProcessExploitable;
+        while (Node) {
+            if (WildcardMatch(Node->Pattern.Buffer, imageFileName->Buffer, imageFileName->Length)) {
+                goto update_cache;
+            }
+            Node = Node->Next;
+        }
+
+        if (IsWindowsSystemApp(imageFileName->Buffer, imageFileName->Length)) {
+            isTrusted = TRUE;
+            goto update_cache;
+        }
+
+        Node = g_ProcessTrustedPaths;
+        while (Node) {
+            if (WildcardMatch(Node->Pattern.Buffer, imageFileName->Buffer, imageFileName->Length)) {
+                isTrusted = TRUE;
+                goto update_cache;
+            }
+            Node = Node->Next;
+        }
+    }
+
+update_cache:
+    if (g_CacheInitialized) {
+        ExAcquireFastMutex(&TrustCacheLock);
+        ULONG Hash = ((ULONG)(ULONG_PTR)ProcessId) & (TRUST_CACHE_SIZE - 1);
+        TrustCache[Hash].Process = Process;
+        TrustCache[Hash].IsTrusted = isTrusted;
+        KeQuerySystemTime(&TrustCache[Hash].CacheTime);
+        ExReleaseFastMutex(&TrustCacheLock);
+    }
+
+    ExReleaseResourceLite(&RuleLock);
+
+    if (imageFileName) ExFreePool(imageFileName);
+    ObDereferenceObject(Process);
+    return isTrusted;
+}
+
+BOOLEAN IsTargetProtected(HANDLE ProcessId) {
+    if ((ULONG)(ULONG_PTR)ProcessId == GlobalData.PyasPid) return TRUE;
+    return FALSE;
+}
+
+BOOLEAN CheckRegistryRule(PCUNICODE_STRING KeyName) {
+    if (!KeyName || !KeyName->Buffer) return FALSE;
+    if (KeyName->Length < 4 * sizeof(WCHAR)) return FALSE;
+
+    if (WildcardMatch(L"*{645FF040-5081-101B-9F08-00AA002F954E}\\DefaultIcon", KeyName->Buffer, KeyName->Length)) {
+        return FALSE;
+    }
+
+    ExAcquireResourceSharedLite(&RuleLock, TRUE);
+
+    PRULE_NODE AllowNode = g_RegistryTrustedList;
+    while (AllowNode) {
+        if (WildcardMatch(AllowNode->Pattern.Buffer, KeyName->Buffer, KeyName->Length)) {
+            ExReleaseResourceLite(&RuleLock);
+            return FALSE;
+        }
+        AllowNode = AllowNode->Next;
+    }
+
+    PRULE_NODE Node = g_RegistryBlockList;
+    BOOLEAN Match = FALSE;
+    while (Node) {
+        if (WildcardMatch(Node->Pattern.Buffer, KeyName->Buffer, KeyName->Length)) {
+            Match = TRUE;
+            break;
+        }
+        Node = Node->Next;
+    }
+    ExReleaseResourceLite(&RuleLock);
+    return Match;
+}
+
+BOOLEAN CheckFileExtensionRule(PCUNICODE_STRING FileName) {
+    if (!FileName || !FileName->Buffer) return FALSE;
+
+    ExAcquireResourceSharedLite(&RuleLock, TRUE);
+
+    PRULE_NODE ExNode = g_FileExceptionPaths;
+    while (ExNode) {
+        if (WildcardMatch(ExNode->Pattern.Buffer, FileName->Buffer, FileName->Length)) {
+            ExReleaseResourceLite(&RuleLock);
+            return FALSE;
+        }
+        ExNode = ExNode->Next;
+    }
+
+    PRULE_NODE Node = g_FileRansomExts;
+    BOOLEAN Match = FALSE;
+    while (Node) {
+        if (HasSuffix(FileName, Node->Pattern.Buffer)) {
+            Match = TRUE;
+            break;
+        }
+        Node = Node->Next;
+    }
+    ExReleaseResourceLite(&RuleLock);
+    return Match;
+}
+
+BOOLEAN CheckProtectedPathRule(PCUNICODE_STRING FileName) {
+    if (!FileName || !FileName->Buffer) return FALSE;
+
+    if (WildcardMatch(L"*\\Windows\\System32\\config\\systemprofile*", FileName->Buffer, FileName->Length)) {
+        return FALSE;
+    }
+
+    ExAcquireResourceSharedLite(&RuleLock, TRUE);
+
+    PRULE_NODE ExNode = g_FileExceptionPaths;
+    while (ExNode) {
+        if (WildcardMatch(ExNode->Pattern.Buffer, FileName->Buffer, FileName->Length)) {
+            ExReleaseResourceLite(&RuleLock);
+            return FALSE;
+        }
+        ExNode = ExNode->Next;
+    }
+
+    PRULE_NODE Node = g_FileProtectedPaths;
+    BOOLEAN Match = FALSE;
+    while (Node) {
+        if (WildcardMatch(Node->Pattern.Buffer, FileName->Buffer, FileName->Length)) {
+            Match = TRUE;
+            break;
+        }
+        Node = Node->Next;
+    }
+    ExReleaseResourceLite(&RuleLock);
+    return Match;
+}
+
+static BOOLEAN IsHighEntropy(PVOID Buffer, ULONG Length) {
+    if (!Buffer || Length < 256) return FALSE;
+
+    ULONG Histogram[256] = { 0 };
+    PUCHAR Ptr = (PUCHAR)Buffer;
+    ULONG ScanLen = (Length > 1024) ? 1024 : Length;
+
+    __try {
+        for (ULONG i = 0; i < ScanLen; i++) {
+            Histogram[Ptr[i]]++;
+        }
+    }
+    __except (EXCEPTION_EXECUTE_HANDLER) {
+        return FALSE;
+    }
+
+    ULONG MaxFreq = 0;
+    for (int i = 0; i < 256; i++) {
+        if (Histogram[i] > MaxFreq) MaxFreq = Histogram[i];
+    }
+
+    ULONG ExpectedAvg = ScanLen / 256;
+    return (MaxFreq < (ExpectedAvg + HIGH_ENTROPY_THRESHOLD));
+}
+
+static BOOLEAN IsNaturallyCompressed(PCUNICODE_STRING FileName) {
+    if (!FileName || !FileName->Buffer) return FALSE;
+    for (int i = 0; i < sizeof(Helper_NaturallyCompressedExtensions) / sizeof(Helper_NaturallyCompressedExtensions[0]); i++) {
+        if (HasSuffix(FileName, Helper_NaturallyCompressedExtensions[i])) return TRUE;
+    }
+    return FALSE;
+}
+
+static BOOLEAN IsNoisyRansomPath(PCUNICODE_STRING FileName) {
+    if (!FileName || !FileName->Buffer) return FALSE;
+
+    if (WildcardMatch(L"*\\Windows\\Temp\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*\\Windows\\SystemTemp\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*\\Windows\\Prefetch\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*\\Windows\\Logs\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*\\Profiles\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*\\Program*\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*\\AppData\\Local\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*\\User Data\\*", FileName->Buffer, FileName->Length) ||
+        WildcardMatch(L"*$Recycle.Bin*", FileName->Buffer, FileName->Length)) {
+        return TRUE;
+    }
+    return FALSE;
+}
+
+static BOOLEAN IsExplorerProcess(HANDLE ProcessId) {
+    if (KeGetCurrentIrql() != PASSIVE_LEVEL) return FALSE;
+    PUNICODE_STRING imageFileName = NULL;
+    NTSTATUS status = GetProcessImageName(ProcessId, &imageFileName);
+    BOOLEAN isExplorer = FALSE;
+    if (NT_SUCCESS(status) && imageFileName && imageFileName->Buffer) {
+        if (HasSuffix(imageFileName, L"\\explorer.exe")) isExplorer = TRUE;
+        ExFreePool(imageFileName);
+    }
+    return isExplorer;
+}
+
+BOOLEAN CheckRansomActivity(HANDLE ProcessId, PUNICODE_STRING FileName, PVOID WriteBuffer, ULONG WriteLength, BOOLEAN IsWrite) {
+    if (IsNoisyRansomPath(FileName)) {
+        return FALSE;
+    }
+
+    if (!IsWrite) {
+        if (IsExplorerProcess(ProcessId)) return FALSE;
+    }
+
+    BOOLEAN SuspiciousWrite = FALSE;
+    if (IsWrite && WriteBuffer && WriteLength > 0) {
+        if (!IsNaturallyCompressed(FileName) && IsHighEntropy(WriteBuffer, WriteLength)) {
+            SuspiciousWrite = TRUE;
+        }
+    }
+
+    if (IsWrite && !SuspiciousWrite) {
+        return FALSE;
+    }
+
+    PEPROCESS Process = NULL;
+    if (!NT_SUCCESS(PsLookupProcessByProcessId(ProcessId, &Process))) {
+        return FALSE;
+    }
+
+    LARGE_INTEGER Now = { 0 };
+    KeQuerySystemTime(&Now);
+    BOOLEAN Result = FALSE;
+
+    ExAcquireFastMutex(&GlobalData.TrackerMutex);
+
+    PRANSOM_TRACKER Tracker = NULL;
+    PRANSOM_TRACKER CandidateSlot = NULL;
+    PRANSOM_TRACKER LruSlot = &RansomTrackers[0];
+
+    for (int i = 0; i < MAX_TRACKERS; i++) {
+        PRANSOM_TRACKER Current = &RansomTrackers[i];
+
+        if (Current->LastActivityTime.QuadPart < LruSlot->LastActivityTime.QuadPart) {
+            LruSlot = Current;
+        }
+
+        if (Current->Process == Process) {
+            Tracker = Current;
+            break;
+        }
+
+        BOOLEAN IsExpired = FALSE;
+        if (Current->Process != NULL) {
+            LARGE_INTEGER Diff;
+            Diff.QuadPart = Now.QuadPart - Current->LastActivityTime.QuadPart;
+            if (Diff.QuadPart > (RANSOM_TIME_WINDOW_MS * 10000LL)) {
+                IsExpired = TRUE;
+            }
+        }
+
+        if ((Current->Process == NULL || IsExpired) && !CandidateSlot) {
+            CandidateSlot = Current;
+        }
+    }
+
+    if (!Tracker) {
+        if (CandidateSlot) {
+            Tracker = CandidateSlot;
+        }
+        else {
+            Tracker = LruSlot;
+        }
+
+        Tracker->Process = Process;
+        Tracker->ActivityCount = 0;
+        Tracker->LastActivityTime = Now;
+    }
+    else {
+        LARGE_INTEGER Diff;
+        Diff.QuadPart = Now.QuadPart - Tracker->LastActivityTime.QuadPart;
+
+        if (Diff.QuadPart > (RANSOM_TIME_WINDOW_MS * 10000LL)) {
+            Tracker->ActivityCount = 0;
+        }
+        Tracker->LastActivityTime = Now;
+    }
+
+    ULONG Weight = 2;
+    Tracker->ActivityCount += Weight;
+
+    if (Tracker->ActivityCount >= RANSOM_COUNT_THRESHOLD) {
+        Result = TRUE;
+    }
+    ExReleaseFastMutex(&GlobalData.TrackerMutex);
+    ObDereferenceObject(Process);
+    return Result;
+}
+
+NTSTATUS SendMessageToUser(ULONG Code, ULONG Pid, PWCHAR Path, USHORT PathSize) {
+    if (KeGetCurrentIrql() > APC_LEVEL) return STATUS_UNSUCCESSFUL;
+
+    PYAS_MESSAGE msg;
+    RtlZeroMemory(&msg, sizeof(msg));
+    msg.MessageCode = Code;
+    msg.ProcessId = Pid;
+
+    if (Path && PathSize > 0) {
+        size_t MaxSize = sizeof(msg.Path) - sizeof(WCHAR);
+        size_t BytesToCopy = PathSize;
+        if (BytesToCopy > MaxSize) BytesToCopy = MaxSize;
+
+        __try {
+            RtlCopyMemory(msg.Path, Path, BytesToCopy);
+            msg.Path[BytesToCopy / sizeof(WCHAR)] = L'\0';
+        }
+        __except (EXCEPTION_EXECUTE_HANDLER) {
+            return STATUS_ACCESS_VIOLATION;
+        }
+    }
+
+    if (!ExAcquireRundownProtection(&GlobalData.PortRundown)) {
+        return STATUS_PORT_DISCONNECTED;
+    }
+
+    NTSTATUS status = STATUS_PORT_DISCONNECTED;
+    if (GlobalData.ClientPort) {
+        LARGE_INTEGER timeout;
+        timeout.QuadPart = -(5 * 10000);
+        status = FltSendMessage(GlobalData.FilterHandle, &GlobalData.ClientPort, &msg, sizeof(msg), NULL, NULL, &timeout);
+    }
+
+    ExReleaseRundownProtection(&GlobalData.PortRundown);
+    return status;
+}

Plugins/Filter/ProtectRules.h

@@ -1,8 +0,0 @@
-#pragma once
-#include <ntifs.h>
-
-wchar_t* GetMatchedBlockRegRule(PUNICODE_STRING s);
-BOOLEAN MatchBlockReg(PUNICODE_STRING s);
-BOOLEAN IsWhitelist(PUNICODE_STRING s);
-BOOLEAN GetProcessImagePathByPid(HANDLE pid, PUNICODE_STRING ProcessImagePath);
-BOOLEAN IsRegistryBlock(PUNICODE_STRING key, PUNICODE_STRING valueName, PUNICODE_STRING exe);

Plugins/Filter/Resource.rc

@@ -0,0 +1,20 @@
+#include <windows.h>
+#include <ntverp.h>
+
+#define VER_FILETYPE                VFT_DRV
+#define VER_FILESUBTYPE             VFT2_DRV_SYSTEM
+#define VER_FILEDESCRIPTION_STR     "PYAS Security Driver Protect"
+#define VER_INTERNALNAME_STR        "PYAS"
+#define VER_LEGALCOPYRIGHT_STR      "PYAS Security"
+#define VER_ORIGINALFILENAME_STR    "PYAS_Driver.sys"
+#define VER_PRODUCTNAME_STR         "PYAS"
+
+#define VER_FILEVERSION             3,5.0,0
+#define VER_FILEVERSION_STR         "3,5.0,0"
+
+#define VER_PRODUCTVERSION          3,5.0,0
+#define VER_PRODUCTVERSION_STR      "3,5.0,0"
+
+#define VER_COMPANYNAME_STR         "PYAS Security"
+
+#include "common.ver"

Plugins/Rules/Rules_Driver_P1.json

@@ -0,0 +1,215 @@
+{
+  "Rule_Registry_BlockList": [
+    "\\REGISTRY\\MACHINE\\BCD00000000",
+    "\\REGISTRY\\MACHINE\\BCD00000000\\*",
+    "*\\Image File Execution Options\\*",
+    
+    "*\\Classes\\.exe",
+    "*\\Classes\\.bat",
+    "*\\Classes\\.cmd",
+    "*\\Classes\\.com",
+    "*\\Classes\\exefile\\*",
+    "*\\Classes\\batfile\\*",
+    "*\\Classes\\cmdfile\\*",
+    "*\\Classes\\comfile\\*",
+    
+    "*\\mouclass",
+    "*\\kbdclass",
+    "*\\DisableAntiSpyware",
+    "*\\DisableWindowsUpdateAccess",
+    "*\\EnableLUA",
+    "*\\ConsentPromptBehaviorAdmin",
+    "*\\NoControlPanel",
+    "*\\NoDrives",
+    "*\\NoFileMenu",
+    "*\\NoFind",
+    "*\\NoStartMenuPinnedList",
+    "*\\NoSetFolders",
+    "*\\NoSetFolderOptions",
+    "*\\NoViewOnDrive",
+    "*\\NoClose",
+    "*\\NoDesktop",
+    "*\\NoLogoff",
+    "*\\NoFolderOptions",
+    "*\\RestrictRun",
+    "*\\NoViewContextMenu",
+    "*\\HideClock",
+    "*\\NoStartMenuMyGames",
+    "*\\NoStartMenuMyMusic",
+    "*\\DisableCMD",
+    "*\\NoAddingComponents",
+    "*\\NoWinKeys",
+    "*\\NoStartMenuLogOff",
+    "*\\NoSimpleNetIDList",
+    "*\\NoLowDiskSpaceChecks",
+    "*\\DisableLockWorkstation",
+    "*\\Restrict_Run",
+    "*\\DisableTaskMgr",
+    "*\\DisableRegistryTools",
+    "*\\DisableChangePassword",
+    "*\\Wallpaper",
+    "*\\NoComponents",
+    "*\\NoStartMenuMorePrograms",
+    "*\\NoActiveDesktop",
+    "*\\NoSetActiveDesktop",
+    "*\\NoRecentDocsMenu",
+    "*\\NoWindowsUpdate",
+    "*\\NoChangeStartMenu",
+    "*\\NoFavoritesMenu",
+    "*\\NoRecentDocsHistory",
+    "*\\NoSetTaskbar",
+    "*\\NoSMHelp",
+    "*\\NoTrayContextMenu",
+    "*\\NoManageMyComputerVerb",
+    "*\\NoRealMode",
+    "*\\NoRun",
+    "*\\ClearRecentDocsOnExit",
+    "*\\NoActiveDesktopChanges",
+    "*\\NoStartMenuNetworkPlaces",
+    "*\\NoLockScreen",
+    "*\\HideFastUserSwitching",
+    "*\\ConsentPromptBehaviorUser",
+    "*\\EnableSecureUIAPaths",
+    "*\\NoSRM",
+    "*\\NoInteractiveServices",
+    "*\\ShutdownWithoutLogon",
+    "*\\AutoAdminLogon",
+    "*\\BootExecute",
+    "*\\SubSystems",
+    "*\\FirmwareBootDevice",
+    "*\\BootDriverFlags",
+    "*\\SystemStartOptions",
+    "*\\CrashDumpEnabled",
+    "*\\DisableAutomaticRestartOnFailure",
+    "*\\SystemBiosVersion",
+    "*\\NoTheme",
+    "*\\SystemSetupInProgress",
+    "*\\CmdLine",
+    "*\\SetupType",
+    "*\\AutoReboot",
+    "*\\Userinit",
+    "*\\UIHost",
+    "*\\Debugger",
+    "*\\DefaultUserName",
+    "*\\DefaultPassword",
+    "*\\AltDefaultUserName",
+    "*\\AltDefaultPassword",
+    "*\\DisableCAD",
+    "*\\LegalNoticeCaption",
+    "*\\LegalNoticeText",
+  ],
+  "Rule_Registry_TrustedList": [
+  ],
+  "Rule_Process_TrustedPaths": [
+    "\\Device\\HarddiskVolume*\\Windows\\*",
+    "\\Device\\HarddiskVolume*\\Program Files\\*",
+    "\\Device\\HarddiskVolume*\\Program Files (x86)\\*",
+    
+    "\\Device\\HarddiskVolume*\\ProgramData\\Microsoft\\Windows Defender\\*",
+    "\\Device\\HarddiskVolume*\\ProgramData\\Microsoft\\Windows Defender Advanced Threat Protection\\*",
+    
+    "*\\Google\\Chrome\\Application\\chrome.exe",
+    "*\\Microsoft\\Edge\\Application\\msedge.exe",
+    "*\\Mozilla Firefox\\firefox.exe",
+    
+    "*\\Steam\\steam.exe",
+    "*\\steam\\*\\steam.exe",
+    "*\\Battle.net\\*\\Battle.net.exe",
+    "*\\Epic Games\\Launcher\\Portal\\Binaries\\*\\EpicGamesLauncher.exe",
+    
+    "*\\ThunderEv.exe",
+    "*\\ThunderStart.exe",
+    "*\\resources\\bin\\SDK\\DownloadSDKServer.exe",
+    "*\\KuGou.exe",
+    "*\\XLGame.exe",
+    "*\\XLLiveUD.exe",
+    "*\\PC4399_WPFLauncher.exe",
+    "*\\bin\\APlayer.exe",
+  ],
+  "Rule_Process_ExploitableBlacklist": [
+    "*\\cmd.exe",
+    "*\\powershell.exe",
+    "*\\pwsh.exe",
+    "*\\wscript.exe",
+    "*\\cscript.exe",
+    "*\\mshta.exe",
+    "*\\regsvr32.exe",
+    "*\\certutil.exe",
+    "*\\bitsadmin.exe",
+    "*\\wmic.exe",
+    "*\\hh.exe",
+    "*\\cmstp.exe",
+    "*\\installutil.exe",
+    "*\\regasm.exe",
+    "*\\regsvcs.exe",
+    "*\\msbuild.exe",
+    "*\\csc.exe",
+    "*\\vbc.exe",
+    "*\\jsc.exe",
+    "*\\bash.exe",
+    "*\\scrcons.exe",
+    "*\\schtasks.exe",
+    "*\\at.exe",
+    "*\\reg.exe",
+    "*\\sc.exe",
+    "*\\net.exe",
+    "*\\net1.exe",
+    "*\\whoami.exe",
+    "*\\ipconfig.exe",
+    "*\\taskkill.exe",
+    "*\\ProcessHacker.exe",
+    "*\\procmon.exe",
+    "*\\procexp.exe",
+  ],
+  "Rule_File_ProtectedPaths": [
+    "*\\PYAS.exe",
+    "*\\PYAS_Driver.sys",
+    "*\\ProgramData\\PYAS\\*.json",
+    "*\\Plugins\\Rules\\Rules_Driver_P1.json",
+    "*\\Engine\\Pattern\\*.onnx",
+    "*\\Engine\\Properties\\*.onnx",
+    
+    "\\Device\\HarddiskVolume*\\bootmgr",
+    "\\Device\\HarddiskVolume*\\boot.ini",
+    "\\Device\\HarddiskVolume*\\BOOTNXT",
+    "\\Device\\HarddiskVolume*\\EFI\\*",
+    "\\Device\\HarddiskVolume*\\Boot\\*",
+    "\\Device\\HarddiskVolume*\\Recovery\\*",
+    "\\Device\\HarddiskVolume*\\System Volume Information\\*",
+    "\\Device\\HarddiskVolume*\\Windows\\System32\\config\\*",
+    
+    "*\\CON",
+    "*\\CON\\*",
+    "*\\PRN",
+    "*\\PRN\\*",
+    "*\\AUX",
+    "*\\AUX\\*",
+    "*\\NUL",
+    "*\\NUL\\*",
+    "*\\COM?",
+    "*\\COM?\\*",
+    "*\\LPT?",
+    "*\\LPT?\\*",
+    "*\\OSDATA",
+    "*\\OSDATA\\*",
+    "*\\*<*",
+    "*\\*>*",
+  ],
+  "Rule_File_ExceptionPaths": [
+    "*\\Users\\*\\steam\\*",
+    "*\\AppData\\*",
+    "*\\Temp\\*",
+    "*\\Local\\Temp\\*",
+    "*\\ventoy\\Boot\\*",
+    "*\\AdminRegionConfig.*",
+    "*\\nt_qq\\nt_*\\*",
+  ],
+  "Rule_File_RansomwareExtensions": [
+    ".zip", ".7z", ".rar", ".tar", ".gz",
+    ".ppt", ".pptx", ".wps", ".txt", ".rtf",
+    ".pdf", ".xls", ".xlsx", ".doc", ".docx",
+    ".jpg", ".jpeg", ".png", ".webp", ".gif",
+    ".mp3", ".wav", ".aac", ".ogg", ".flac",
+    ".mp4", ".avi", ".mov", ".wmv", ".mkv",
+  ]
+}

README.md

@@ -1,30 +1,33 @@
 # PYAS
 
-Antivirus software written in Python and C that blocks threats through deep learning and behavioral monitoring!
+Antivirus software written in Python and C++ that blocks threats through deep learning and behavioral monitoring!
 
-<img width="2245" height="1477" alt="PYAS_UI" src="https://github.com/user-attachments/assets/87d40261-7655-49ad-a19c-1ffcca60584f" />
-
-## Readme Language
-
-English : https://github.com/87owo/PYAS/blob/main/README.md
-
-繁體中文 : https://github.com/87owo/PYAS/blob/main/README_zh_TW.md
-
-简体中文 : https://github.com/87owo/PYAS/blob/main/README_zh_CN.md
+<img width="2440" height="1600" alt="PYAS_All" src="https://github.com/user-attachments/assets/1991aad3-64cc-4266-ac67-dab70c891ce7" />
 
 ## Requirements
 
 Python 3.10 is recommended. Other Python versions may require different pip commands.
 
 ```
-pip install numpy==1.26.4
-pip install onnxruntime==1.18.1
-pip install pefile==2023.2.7
-pip install Pillow==11.0.0
-pip install pyperclip==1.9.0
-pip install PySide6==6.9.1
-pip install requests==2.32.4
-pip install yara-python==4.5.4
+pip install pystray
+pip install pefile
+pip install requests
+pip install pywebview
+pip install Pillow
+pip install yara-python
+pip install numpy
+pip install onnxruntime
+```
+
+Non-essential requirements installation, only used for model training or other functions.
+
+```
+pip install pandas
+pip install scikit-learn
+pip install tensorflow
+pip install tf2onnx
+pip install lightgbm
+pip install onnxmltools
 ```
 
 ## File Information
@@ -33,59 +36,131 @@ The following lists the storage locations of all relevant code and other related
 
 ```
 PYAS/
-├── Engine/
-│   ├── Models/
-│   │   ├── convert.py               # Convert executable files or other files to images
-│   │   └── train.py                 # TensorFlow CNN model training complete code
-│   │
+├── Embed/                           # Deploy an embedded command line antivirus engine
+│   ├── Dockerfile
+│   └── ...
+│
+├── Engine/                          # Complete code for Yara signatures and AI model training
+│   ├── Heuristic/
+│   │   └── ...                      # Yara Rules
+│   ├── Pattern/
+│   │   └── ...                      # CNN Model
+│   └── Properties/
+│       └── ...                      # LightGBM Model
+│
+├── Interface/                       # Interface Interaction and Icons with WebView2
+│   ├── static/
+│   │   └── ...                      # style.css, main.js, icon.ico
+│   └── templates/
+│       └── ...                      # index.html
+│
+├── Plugins/                         # Main filter driver protect and rules
+│   ├── Filter/
+│   │   └── ...                      # DriverCommon.h, DriverEntry.cpp, ProtectRegistry.cpp, ...
 │   └── Rules/
-│       ├── rules.yar                # Yara virus signature rule matching
-│       └── rules.ips                # IP network address rule matching
-│
-├── Plugins/
-│   └── Filter/
-│       ├── DriverEntry.c            # Main driver entry and initialization logic
-│       ├── DriverEntry.h            # Global driver definitions, constants, and functions
-│       ├── DriverPipe.c             # Kernel to user pipe logging implementation
-│       ├── ProtectBoot.c            # Disk boot sector write protection
-│       ├── ProtectImage.c           # Image load monitoring and shellcode detection
-│       ├── ProtectInject.c          # Process thread handle access control to prevent injection
-│       ├── ProtectReg.c             # Registry modification protection
-│       ├── ProtectRules.c           # White, block list, and matching logic for files registry
-│       └── ProtectRules.h           # Protection rule declarations
-│
-├── PYAS.py                          # Main application entry point and UI to engine interface
-├── PYAS_Config.py                   # Configuration loading, saving, and global parameters
-├── PYAS_Engine.py                   # Core scanning engine: YARA, IP, ONNX model execution
-├── PYAS_Interface.py                # User interface components and event handling
-├── PYAS_Resource.py                 # Static image and icon resource management
+│       └── ...                      # Rules_Driver_P1.json
+|
+├── PYAS.py                          # Main antivirus application entry point
+├── PYAS_Engine.py                   # Core scanning engine algorithm
 ├── PYAS_Version.py                  # Version metadata for packaging and updates
-└── ...                              # Other supplementary folders and files
+└── ...
 ```
 
-## Program Architecture
+## Architecture diagram
 
-PYAS antivirus software complete program flow architecture diagram.
+PYAS Security antivirus software general architecture diagram.
 
-<img width="23000" height="6000" alt="PYAS_Architecture" src="https://github.com/user-attachments/assets/3a7ce637-c2b3-4719-9658-07f286cfa879" />
+```mermaid
+graph TD
+    %% Global Styles
+    classDef userMode fill:#e3f2fd,stroke:#1565c0,stroke-width:2px,color:#0d47a1
+    classDef kernelMode fill:#fff3e0,stroke:#e65100,stroke-width:2px,color:#e65100
+    classDef storage fill:#f3e5f5,stroke:#7b1fa2,stroke-width:2px,color:#4a148c
+    classDef interaction fill:#e8f5e9,stroke:#2e7d32,stroke-width:2px,stroke-dasharray: 5 5,color:#1b5e20
 
-## Packaged Releases
+    subgraph UserMode ["User Mode (Python / Web)"]
+        UI["Web UI (pywebview)"]:::userMode
+        PYASCore["PYAS Core (PYAS.py)"]:::userMode
+        
+        subgraph Engines ["Scanning Engines (PYAS_Engine.py)"]
+            PEScanner["PE/ML Scanner (pe_scanner)"]:::userMode
+            CNNScanner["CNN Scanner (cnn_scanner)"]:::userMode
+            RuleScanner["YARA Scanner (rule_scanner)"]:::userMode
+            CloudScanner["Cloud API (cloud_scanner)"]:::userMode
+            SignScanner["Signature Verify (sign_scanner)"]:::userMode
+        end
+        
+        CommClient["Filter Communication Client"]:::interaction
+    end
 
-Packaged Releases Download: https://github.com/87owo/PYAS/releases
+    subgraph KernelMode ["Kernel Mode (C++ Minifilter Driver)"]
+        CommServer["ALPC Port (\\PYAS_Output_Pipe)"]:::interaction
+        DriverCore["Driver Entry (DriverEntry.cpp)"]:::kernelMode
+        RuleEngine["Rules & Trust Cache (ProtectRules.cpp)"]:::kernelMode
+
+        subgraph Protections ["Protection Subsystems"]
+            FileProtect["File Minifilter (ProtectFile.cpp)"]:::kernelMode
+            ProcessProtect["ObRegisterCallbacks (ProtectProcess.cpp)"]:::kernelMode
+            RegProtect["CmRegisterCallbackEx (ProtectRegistry.cpp)"]:::kernelMode
+            BootProtect["IRP_MJ_DEVICE_CONTROL (ProtectBoot.cpp)"]:::kernelMode
+        end
+    end
+
+    subgraph OS ["Windows OS & Storage"]
+        FS["File System (FltMgr)"]:::storage
+        Reg["Registry (CmMgr)"]:::storage
+        ProcMgr["Process/Thread Manager (ObMgr)"]:::storage
+        Disk["Physical Disk / MBR"]:::storage
+    end
+
+    CloudAPI["PYAS Cloud Server"]:::storage
+
+    %% User Mode Internal
+    UI <-->|JS Evaluate / JSON| PYASCore
+    PYASCore -->|Extract Features & Scan| Engines
+    CloudScanner -.->|HTTPS REST API| CloudAPI
+    PYASCore <-->|FilterSendMessage / FilterGetMessage| CommClient
+
+    %% User-Kernel Boundary
+    CommClient <-->|PYAS_MESSAGE / PYAS_USER_MESSAGE| CommServer
+
+    %% Kernel Mode Internal
+    CommServer <-->|Message Dispatch| DriverCore
+    DriverCore --> RuleEngine
+    RuleEngine --> Protections
+
+    %% Kernel-OS Boundary
+    FileProtect -->|IRP_MJ_CREATE, IRP_MJ_WRITE...| FS
+    ProcessProtect -->|PreOpenProcess, PreOpenThread| ProcMgr
+    RegProtect -->|RegNtPreCreateKey, RegNtPreSetValueKey...| Reg
+    BootProtect -->|IOCTL_DISK_FORMAT_TRACKS...| Disk
+```
 
 ## Support System
 
+Please ensure your computer supports Microsoft Visual C++ 2015-2022 Redistributable and Edge Webview2.
+
 | Config    | Permissions   | System version       | Processor | Memory | Storage |
 |-----------|---------------|----------------------|-----------|--------|---------|
-| Minimum   | Administrator | >= Windows 10 (20H1) | 1 GHz     | 200MB  | 100MB   |
+| Minimum   | Administrator | >= Windows 10 (20H1) | 1 GHz     | 300MB  | 100MB   |
 | Recommend | Administrator | >= Windows 10 (21H2) | 3 GHz     | 500MB  | 200MB   |
 
 ## Official Website
 
-Official Website : https://pyantivirus.wixsite.com/pyas
+If you are interested in this project, you can visit the website to see other related content.
 
-Open Source Website : https://github.com/87owo/PYAS
+Source Available : https://github.com/87owo/PYAS
+
+Official Website : https://pyas-security.com/antivirus
+
+Online Analyze : https://pyas-security.com/analyze
+
+Packaged Download: https://github.com/87owo/PYAS/releases
 
 ## Project License
 
-https://github.com/87owo/PYAS/blob/main/LICENSE.txt
+For any questions, needs, or bug feedback, please contact us through the following website.
+
+Source Issues : https://github.com/87owo/PYAS/issues
+
+Official Email : service@pyas-security.com

README_zh_CN.md

@@ -1,91 +0,0 @@
-# PYAS
-
-使用 Python 和 C 编写的杀毒软件，并通过深度学习和行为监控阻止威胁！
-
-<img width="2245" height="1477" alt="PYAS_UI" src="https://github.com/user-attachments/assets/87d40261-7655-49ad-a19c-1ffcca60584f" />
-
-## 说明语言
-
-English : https://github.com/87owo/PYAS/blob/main/README.md
-
-繁體中文 : https://github.com/87owo/PYAS/blob/main/README_zh_TW.md
-
-简体中文 : https://github.com/87owo/PYAS/blob/main/README_zh_CN.md
-
-## 安装需求
-
-建议使用 Python 3.10。其他版本的 Python 可能需要不同的 pip 指令。
-
-```
-pip install numpy==1.26.4
-pip install onnxruntime==1.18.1
-pip install pefile==2023.2.7
-pip install Pillow==11.0.0
-pip install pyperclip==1.9.0
-pip install PySide6==6.9.1
-pip install requests==2.32.4
-pip install yara-python==4.5.4
-```
-
-## 文件讯息
-
-以下列出所有相关代码与文件的存放位置。
-
-```
-PYAS/
-├── Engine/
-│   ├── Models/
-│   │   ├── convert.py               # 将可执行文件或其他文件转换为图片
-│   │   └── train.py                 # TensorFlow CNN 模型训练完整代码
-│   │
-│   └── Rules/
-│       ├── rules.yar                # YARA 病毒特征码规则匹配
-│       └── rules.ips                # IP 网络地址规则匹配
-│
-├── Plugins/
-│   └── Filter/
-│       ├── DriverEntry.c            # 驱动主入口与初始化逻辑
-│       ├── DriverEntry.h            # 全局驱动定义、常量与函数
-│       ├── DriverPipe.c             # 内核与用户层的管道日志传输实现
-│       ├── ProtectBoot.c            # 磁盘引导区写入保护
-│       ├── ProtectImage.c           # 映像加载监控与 shellcode 检测
-│       ├── ProtectInject.c          # 进程与线程控制，防止注入
-│       ├── ProtectReg.c             # 注册表修改保护
-│       ├── ProtectRules.c           # 白名单、阻止名单与文件/注册表匹配逻辑
-│       └── ProtectRules.h           # 保护规则声明
-│
-├── PYAS.py                          # 主应用程序入口点与 UI 到引擎的接口
-├── PYAS_Config.py                   # 配置加载、保存与全局参数
-├── PYAS_Engine.py                   # 核心扫描引擎：YARA、IP、ONNX 模型执行
-├── PYAS_Interface.py                # 用户界面组件与事件处理
-├── PYAS_Resource.py                 # 静态图片与图标资源管理
-├── PYAS_Version.py                  # 版本元数据，用于打包与更新
-└── ...                              # 其他补充文件夹与文件
-```
-
-## 代码架构
-
-PYAS 杀毒软件完整代码流程架构图。
-
-<img width="23000" height="6000" alt="PYAS_Architecture" src="https://github.com/user-attachments/assets/3a7ce637-c2b3-4719-9658-07f286cfa879" />
-
-## 安装版本
-
-打包发行版下载：https://github.com/87owo/PYAS/releases
-
-## 系统需求
-
-| 配置要求 | 权限 | 系统版本 | 处理器 | 可用内存空间 | 可用存储空间 |
-| ------- | ----- | ------ | ----- | ------------ | ---------- |
-| 最低配置 | 管理员 | >= Windows 10 (20H1) | 1 GHz | 200MB | 100MB |
-| 推荐配置 | 管理员 | >= Windows 10 (21H2) | 3 GHz | 300MB | 200MB |
-
-## 官方网站
-
-官方网站 : https://pyantivirus.wixsite.com/pyas
-
-开源网站 : https://github.com/87owo/PYAS
-
-## 授权条款
-
-https://github.com/87owo/PYAS/blob/main/LICENSE.txt

README_zh_TW.md

@@ -1,91 +0,0 @@
-# PYAS
-
-使用 Python 和 C 開發的防毒軟體，並透過深度學習和行為監控來阻止威脅！
-
-<img width="2245" height="1477" alt="PYAS_UI" src="https://github.com/user-attachments/assets/87d40261-7655-49ad-a19c-1ffcca60584f" />
-
-## 說明語言
-
-English : https://github.com/87owo/PYAS/blob/main/README.md
-
-繁體中文 : https://github.com/87owo/PYAS/blob/main/README_zh_TW.md
-
-简体中文 : https://github.com/87owo/PYAS/blob/main/README_zh_CN.md
-
-## 安裝需求
-
-建議使用 Python 3.10。其他版本的 Python 可能需要不同的 pip 指令。
-
-```
-pip install numpy==1.26.4
-pip install onnxruntime==1.18.1
-pip install pefile==2023.2.7
-pip install Pillow==11.0.0
-pip install pyperclip==1.9.0
-pip install PySide6==6.9.1
-pip install requests==2.32.4
-pip install yara-python==4.5.4
-```
-
-## 檔案資訊
-
-以下列出所有相關程式碼與文件的存放位置。
-
-```
-PYAS/
-├── Engine/
-│   ├── Models/
-│   │   ├── convert.py               # 將可執行檔或其他檔案轉換為圖片
-│   │   └── train.py                 # TensorFlow CNN 模型訓練完整程式碼
-│   │
-│   └── Rules/
-│       ├── rules.yar                # YARA 病毒特徵碼規則匹配
-│       └── rules.ips                # IP 網路位址規則匹配
-│
-├── Plugins/
-│   └── Filter/
-│       ├── DriverEntry.c            # 驅動主入口與初始化邏輯
-│       ├── DriverEntry.h            # 全域驅動定義、常數與函式
-│       ├── DriverPipe.c             # 核心層與使用者層的管道日誌傳輸實作
-│       ├── ProtectBoot.c            # 磁碟開機區寫入保護
-│       ├── ProtectImage.c           # 映像載入監控與 shellcode 偵測
-│       ├── ProtectInject.c          # 程序與執行緒控制，防止注入
-│       ├── ProtectReg.c             # 登錄檔修改保護
-│       ├── ProtectRules.c           # 白名單、封鎖清單與檔案/登錄匹配邏輯
-│       └── ProtectRules.h           # 保護規則宣告
-│
-├── PYAS.py                          # 主應用程式入口點與 UI 到引擎的介面
-├── PYAS_Config.py                   # 組態載入、儲存與全域參數
-├── PYAS_Engine.py                   # 核心掃描引擎：YARA、IP、ONNX 模型執行
-├── PYAS_Interface.py                # 使用者介面元件與事件處理
-├── PYAS_Resource.py                 # 靜態圖片與圖示資源管理
-├── PYAS_Version.py                  # 版本中繼資料，用於打包與更新
-└── ...                              # 其他補充資料夾與檔案
-```
-
-## 程式架構
-
-PYAS 防毒軟體完整程式流程架構圖。
-
-<img width="23000" height="6000" alt="PYAS_Architecture" src="https://github.com/user-attachments/assets/3a7ce637-c2b3-4719-9658-07f286cfa879" />
-
-## 安裝版本
-
-打包發行版下載 : https://github.com/87owo/PYAS/releases
-
-## 系統需求
-
-| 配置要求 | 權限 | 系統版本 | 處理器 | 可用記憶體空間 | 可用儲存空間 |
-| ------- | ---- | ------- | ------ | ------------ | ----------- |
-| 最低配置 | 管理員 | >= Windows 10 (20H1) | 1 GHz | 200MB | 100MB |
-| 推薦配置 | 管理員 | >= Windows 10 (21H2) | 3 GHz | 300MB | 200MB |
-
-## 官方網站
-
-官方網站 : https://pyantivirus.wixsite.com/pyas
-
-開源網站 : https://github.com/87owo/PYAS
-
-## 授權條款
-
-https://github.com/87owo/PYAS/blob/main/LICENSE.txt