Files
PYAS/PYAS_Engine.py
T
2026-02-10 17:43:04 +08:00

646 lines
29 KiB
Python

import os, yara, time, numpy, base64, requests, pefile, math
import ctypes, ctypes.wintypes, hashlib, onnxruntime
from PIL import Image
from io import BytesIO
####################################################################################################
class GUID(ctypes.Structure):
_fields_ = [
("Data1", ctypes.wintypes.DWORD),
("Data2", ctypes.wintypes.WORD),
("Data3", ctypes.wintypes.WORD),
("Data4", ctypes.c_ubyte * 8)]
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(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),
("pFile", ctypes.POINTER(WINTRUST_FILE_INFO)),
("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 sign_scanner:
def __init__(self):
self.verify = GUID(0x00AAC56B, 0xCD44, 0x11D0, (0x8C, 0xC2, 0x00, 0xC0, 0x4F, 0xC2, 0x95, 0xEE))
def init_windll(self, path):
for name in path:
try:
setattr(self, name.lower(), ctypes.WinDLL(name, use_last_error=True))
except Exception:
pass
try:
self.WinVerifyTrust = self.wintrust.WinVerifyTrust
self.WinVerifyTrust.restype = ctypes.wintypes.LONG
self.WinVerifyTrust.argtypes = [ctypes.wintypes.HWND, ctypes.POINTER(GUID), ctypes.c_void_p]
except Exception:
pass
def sign_verify(self, file_path):
try:
fi = WINTRUST_FILE_INFO(ctypes.sizeof(WINTRUST_FILE_INFO), file_path, None, None)
data = WINTRUST_DATA(ctypes.sizeof(WINTRUST_DATA), None, None, 2, 0, 1,
ctypes.pointer(fi), 1, None, None, 0, 0, None)
s = self.WinVerifyTrust(None, ctypes.byref(self.verify), ctypes.byref(data))
data.dwStateAction = 2
self.WinVerifyTrust(None, ctypes.byref(self.verify), ctypes.byref(data))
return s == 0
except Exception:
return False
####################################################################################################
class rule_scanner:
def __init__(self):
self.rules = None
self.network = []
def load_path(self, path, callback=None):
yara_files = {}
for root, _, files in os.walk(path):
for file in files:
full_path = os.path.join(root, file)
if callback:
callback(full_path)
ext = os.path.splitext(file)[1].lower()
if ext in ('.yara', '.yar'):
namespace = os.path.relpath(full_path, path).replace(os.sep, '_')
yara_files[namespace] = full_path
elif ext in ('.yc', '.yrc'):
self.load_compiled_rule(full_path)
elif ext in ('.ip', '.txt'):
self.load_network_list(full_path)
if yara_files:
self.compile_all_rules(yara_files)
####################################################################################################
def load_compiled_rule(self, file):
try:
self.rules = yara.load(file)
except Exception:
pass
def load_network_list(self, file):
try:
with open(file, "r", encoding="utf-8", errors="ignore") as f:
self.network.extend(line.strip() for line in f if line.strip())
except Exception:
pass
def compile_all_rules(self, file_map):
try:
self.rules = yara.compile(filepaths=file_map)
except Exception:
pass
####################################################################################################
def yara_scan(self, file_path):
try:
if not self.rules:
return False, False
matches = self.rules.match(filepath=file_path)
if matches:
rule_name = str(matches[0])
label = rule_name.split("_")[0]
level = rule_name.split("_")[-1]
return f"{label}:WinPE/Unknown.A!rb", level
return False, False
except Exception:
return False, False
####################################################################################################
class cnn_scanner:
def __init__(self):
self.models = []
self.labels = ["White:WinPE/Unknown", "General:WinPE/Unknown"]
self.detect_set = {"General:WinPE/Unknown"}
self.resize = (224, 224)
def load_path(self, path, callback=None):
for root, _, files in os.walk(path):
for file in files:
full_path = os.path.join(root, file)
if callback:
callback(full_path)
self.load_file(full_path)
def load_file(self, file):
if file.lower().endswith('.onnx'):
try:
session = onnxruntime.InferenceSession(file, providers=['CPUExecutionProvider'])
self.models.append(session)
except Exception:
return False
####################################################################################################
def model_scan(self, file_path, full_output=False):
if not self.models:
return (False, False) if not full_output else ([], str(file_path), None)
data = self.get_data(file_path)
if not data:
return (False, False) if not full_output else ([], str(file_path), None)
image = self.preprocess_image(data, self.resize)
if not image:
return (False, False) if not full_output else ([], str(file_path), None)
arr = numpy.asarray(image).astype('float32') / 255.0
arr = numpy.expand_dims(arr, axis=0)
if arr.ndim == 3:
arr = numpy.expand_dims(arr, axis=-1)
results = []
best_malicious = None
for model in self.models:
input_meta = model.get_inputs()[0]
input_name = input_meta.name
input_shape = input_meta.shape
curr_arr = arr.copy()
if len(input_shape) == 4:
if input_shape[1] in (1, 3) and input_shape[3] not in (1, 3):
curr_arr = curr_arr.transpose(0, 3, 1, 2)
try:
probs = model.run(None, {input_name: curr_arr})[0]
pred_prob = float(probs[0][0]) if hasattr(probs[0], '__len__') else float(probs[0])
except Exception:
continue
is_malicious = pred_prob > 0.5
idx = 1 if is_malicious else 0
label = self.labels[idx]
conf = pred_prob if is_malicious else (1.0 - pred_prob)
conf = round(conf * 100, 2)
if full_output:
results.append(("Whole File", label, conf, self.pil_to_base64(image)))
if label in self.detect_set:
if best_malicious is None or conf > best_malicious[1]:
best_malicious = (f"{label}.{int(conf)}!dl", int(conf))
if full_output:
results.sort(key=lambda x: (x[1] not in self.detect_set, -x[2]))
malicious_count = sum(1 for _, lbl, _, _ in results if lbl in self.detect_set)
total = len(results)
return results, str(file_path), f"{malicious_count}/{total}"
return best_malicious if best_malicious else (False, False)
####################################################################################################
def pil_to_base64(self, img):
buf = BytesIO()
img.save(buf, format='PNG')
return base64.b64encode(buf.getvalue()).decode()
def preprocess_image(self, data, size, channels=1):
width, height = size
wah = int(numpy.ceil(numpy.sqrt(len(data) / channels)))
arr = numpy.frombuffer(data, dtype=numpy.uint8)
imgbuf = numpy.zeros(wah * wah * channels, dtype=numpy.uint8)
imgbuf[:len(arr)] = arr
image = Image.fromarray(imgbuf.reshape((wah, wah)), 'L')
return image.resize((width, height), Image.Resampling.NEAREST)
def get_data(self, file_path):
try:
with open(file_path, 'rb') as f:
return f.read()
except Exception:
return None
####################################################################################################
class pe_scanner:
def __init__(self):
self.model = None
self.input_name = None
self.signer = sign_scanner()
self.signer.init_windll(["wintrust"])
self.SCHEMA = [
"FileEntropy", "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",
"TextSection", "TextSizeRatio", "DataSection", "DataSizeRatio",
"RsrcSection", "RsrcSizeRatio", "SectionCount", "ExecutableSections",
"WritableSections", "ReadableSections", "SectionException",
"IconCount", "ApiCount", "ExportCount", "DebugCount", "ExceptionCount",
"FileDescriptionLength", "FileVersionLength", "ProductNameLength",
"ProductVersionLength", "CompanyNameLength", "LegalCopyrightLength",
"CommentsLength", "InternalNameLength", "LegalTrademarksLength",
"SpecialBuildLength", "PrivateBuildLength",
"TrustSigned", "IsDebug", "IsPatched", "IsPrivateBuild", "IsPreRelease",
"IsSpecialBuild", "IsAdmin", "IsInstall", "HasTlsCallbacks",
"HasInvalidTimestamp", "HasRelocationDirectory", "HasPacked", "FileTimeException",
"_CorExeMain", "_CorDllMain",
"GetDC", "CreateDCW", "CreateDCA", "BitBlt", "StretchBlt", "CreateCompatibleDC",
"CreateCompatibleBitmap", "SelectObject", "DeleteDC", "DeleteObject", "GetDeviceCaps",
"GetSystemMetrics",
"SetWindowsHookExA", "SetWindowsHookExW", "UnhookWindowsHookEx",
"GetAsyncKeyState", "GetKeyState", "GetKeyboardState",
"MapVirtualKeyA", "MapVirtualKeyW", "MapVirtualKeyExA", "MapVirtualKeyExW",
"ToAscii", "ToAsciiEx", "ToUnicode", "ToUnicodeEx", "KeybdEvent", "SendInput",
"GetCursorPos", "SetCursorPos", "MouseEvent", "GetDoubleClickTime",
"GetCapture", "SetCapture",
"WaveInOpen", "WaveInClose", "WaveInStart", "WaveInStop",
"CapCreateCaptureWindowA", "CapCreateCaptureWindowW",
"OpenClipboard", "CloseClipboard", "GetClipboardData", "SetClipboardData",
"GetDesktopWindow", "GetForegroundWindow", "GetWindowDC", "GetWindowRect",
"GetClientRect", "PrintWindow", "SetWindowDisplayAffinity", "FindWindowA", "FindWindowW",
"EnumWindows", "EnumChildWindows",
"Direct3DCreate9", "D3D11CreateDevice", "GdipSaveImageToFile",
"CreateProcessA", "CreateProcessW", "CreateThread", "ResumeThread", "SuspendThread",
"OpenProcess", "TerminateProcess", "GetCurrentProcess", "GetCurrentProcessId",
"ExitProcess", "WinExec", "ShellExecuteA", "ShellExecuteW",
"CreateRemoteThread", "QueueUserAPC", "VirtualAlloc", "VirtualAllocEx",
"VirtualProtect", "VirtualProtectEx", "WriteProcessMemory", "ReadProcessMemory",
"NtUnmapViewOfSection", "SetThreadContext", "GetThreadContext", "Wow64SetThreadContext",
"ZwUnmapViewOfSection", "CreateFileMappingA", "CreateFileMappingW", "MapViewOfFile",
"UnmapViewOfSection",
"LoadLibraryA", "LoadLibraryW", "LoadLibraryExA", "LoadLibraryExW",
"GetProcAddress", "GetModuleHandleA", "GetModuleHandleW", "FreeLibrary",
"CreateFileA", "CreateFileW", "WriteFile", "ReadFile", "DeleteFileA", "DeleteFileW",
"CopyFileA", "CopyFileW", "MoveFileA", "MoveFileW", "FindFirstFileA", "FindNextFileA",
"GetTempPathA", "GetTempPathW", "GetTempFileNameA", "GetTempFileNameW",
"SetFileAttributesA", "SetFileAttributesW", "DeviceIoControl", "SetFileTime",
"RegOpenKeyExA", "RegOpenKeyExW", "RegSetValueExA", "RegSetValueExW",
"RegCreateKeyExA", "RegCreateKeyExW", "RegDeleteKeyA", "RegDeleteKeyW",
"RegEnumValueA", "RegEnumValueW", "RegQueryValueExA", "RegQueryValueExW",
"RegDeleteValueA", "RegDeleteValueW",
"OpenSCManagerA", "OpenSCManagerW", "CreateServiceA", "CreateServiceW",
"StartServiceA", "StartServiceW", "ControlService", "DeleteService",
"AdjustTokenPrivileges", "LookupPrivilegeValueA", "LookupPrivilegeValueW",
"OpenProcessToken", "NetUserAdd", "NetLocalGroupAddMembers",
"Socket", "Connect", "Send", "Recv", "WSAStartup", "gethostbyname", "getaddrinfo",
"WSAIoctl", "WSASocketA", "WSASocketW",
"URLDownloadToFileA", "URLDownloadToFileW",
"InternetOpenA", "InternetOpenW", "InternetConnectA", "InternetConnectW",
"InternetOpenUrlA", "InternetOpenUrlW",
"HttpOpenRequestA", "HttpOpenRequestW", "HttpSendRequestA", "HttpSendRequestW",
"InternetReadFile", "DnsQuery_A", "DnsQuery_W",
"IsDebuggerPresent", "CheckRemoteDebuggerPresent", "OutputDebugStringA", "OutputDebugStringW",
"GetTickCount", "QueryPerformanceCounter", "Sleep", "GetSystemTimeAsFileTime",
"GetLocalTime", "GlobalMemoryStatus", "GetVersionExA", "GetVersionExW",
"GetComputerNameA", "GetComputerNameW", "GetUserNameA", "GetUserNameW",
"CryptAcquireContextA", "CryptAcquireContextW", "CryptCreateHash", "CryptHashData",
"CryptDeriveKey", "CryptEncrypt", "CryptDecrypt", "CryptDestroyKey", "CryptDestroyHash",
"CryptReleaseContext", "CryptGenKey", "CryptImportKey", "CryptExportKey",
"RtlDecompressBuffer", "ConnectNamedPipe", "PeekNamedPipe"
]
self.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',
}
self.INSTALLER_SIGS = [b"Nullsoft.NSIS", b"Inno Setup", b"7-Zip.7zip", b"InstallShield"]
self.SCHEMA_SET = set(self.SCHEMA)
####################################################################################################
def load_path(self, path, callback=None):
for root, _, files in os.walk(path):
for file in files:
full_path = os.path.join(root, file)
if callback:
callback(full_path)
self.load_model(full_path)
def load_model(self, model_path):
if not os.path.exists(model_path) or not model_path.endswith('.onnx'):
return
try:
self.model = onnxruntime.InferenceSession(model_path, providers=['CPUExecutionProvider'])
self.input_name = self.model.get_inputs()[0].name
except Exception:
pass
####################################################################################################
def _safe_float(self, 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(self, data):
if not data: return 0.0
arr = numpy.frombuffer(data, dtype=numpy.uint8)
counts = numpy.bincount(arr, minlength=256)
probs = counts[counts > 0] / len(arr)
return float(-numpy.sum(probs * numpy.log2(probs)))
####################################################################################################
def extract_features(self, file_path):
fts = {k: 0 for k in self.SCHEMA}
pe = None
try:
fsize = os.path.getsize(file_path)
if fsize == 0: return None
pe = pefile.PE(file_path, fast_load=True)
fts['TrustSigned'] = 1 if self.signer.sign_verify(file_path) else 0
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 = time.time()
fts['HasInvalidTimestamp'] = 1 if (fh.TimeDateStamp < 631152000 or fh.TimeDateStamp > curr_ts + 2592000) else 0
if hasattr(pe, 'OPTIONAL_HEADER'):
op = pe.OPTIONAL_HEADER
fts['Magic'] = op.Magic
fts['MajorLinkerVersion'] = op.MajorLinkerVersion
fts['MinorLinkerVersion'] = op.MinorLinkerVersion
fts['SizeOfCode'] = op.SizeOfCode
fts['SizeOfInitializedData'] = op.SizeOfInitializedData
fts['SizeOfUninitializedData'] = op.SizeOfUninitializedData
fts['AddressOfEntryPoint'] = op.AddressOfEntryPoint
fts['BaseOfCode'] = op.BaseOfCode
fts['ImageBase'] = op.ImageBase
fts['SectionAlignment'] = op.SectionAlignment
fts['FileAlignment'] = op.FileAlignment
fts['MajorOperatingSystemVersion'] = op.MajorOperatingSystemVersion
fts['MinorOperatingSystemVersion'] = op.MinorOperatingSystemVersion
fts['MajorImageVersion'] = op.MajorImageVersion
fts['MinorImageVersion'] = op.MinorImageVersion
fts['MajorSubsystemVersion'] = op.MajorSubsystemVersion
fts['MinorSubsystemVersion'] = op.MinorSubsystemVersion
fts['SizeOfImage'] = op.SizeOfImage
fts['SizeOfHeaders'] = op.SizeOfHeaders
fts['CheckSum'] = op.CheckSum
fts['Subsystem'] = op.Subsystem
fts['DllCharacteristics'] = op.DllCharacteristics
fts['SizeOfStackReserve'] = op.SizeOfStackReserve
fts['SizeOfStackCommit'] = op.SizeOfStackCommit
fts['SizeOfHeapReserve'] = op.SizeOfHeapReserve
fts['SizeOfHeapCommit'] = op.SizeOfHeapCommit
fts['LoaderFlags'] = op.LoaderFlags
fts['NumberOfRvaAndSizes'] = op.NumberOfRvaAndSizes
fts['Is64Bit'] = 1 if fh.Machine == 0x8664 else 0
fts['IsExe'] = 1 if pe.is_exe() else 0
fts['IsDll'] = 1 if pe.is_dll() else 0
fts['IsDriver'] = 1 if pe.is_driver() else 0
if len(op.DATA_DIRECTORY) > 9 and op.DATA_DIRECTORY[9].VirtualAddress > 0:
fts['HasTlsCallbacks'] = 1
if len(op.DATA_DIRECTORY) > 5 and op.DATA_DIRECTORY[5].Size > 0:
fts['HasRelocationDirectory'] = 1
pe.parse_sections(pe.FILE_HEADER.NumberOfSections)
file_data = pe.get_memory_mapped_image()
fts['FileEntropy'] = self._calc_entropy(file_data)
fts['SectionCount'] = len(pe.sections)
for section in pe.sections:
try:
name = section.Name.decode('ascii', 'ignore').strip('\x00')
except:
name = ""
s_data = section.get_data()
s_entropy = self._calc_entropy(s_data)
if any(p in name.lower() for p in self.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
ratio = section.SizeOfRawData / fsize if fsize > 0 else 0
if name.startswith('.text'):
fts['TextSection'] = s_entropy
fts['TextSizeRatio'] = ratio
elif name.startswith('.data'):
fts['DataSection'] = s_entropy
fts['DataSizeRatio'] = ratio
elif name.startswith('.rsrc'):
fts['RsrcSection'] = s_entropy
fts['RsrcSizeRatio'] = ratio
if b"requireAdministrator" in s_data:
fts['IsAdmin'] = 1
for sig in self.INSTALLER_SIGS:
if sig in s_data:
fts['IsInstall'] = 1
break
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']
])
if hasattr(pe, 'DIRECTORY_ENTRY_IMPORT'):
for entry in pe.DIRECTORY_ENTRY_IMPORT:
for imp in entry.imports:
fts['ApiCount'] += 1
if not imp or not hasattr(imp, 'name') or not imp.name:
continue
try:
name = imp.name.decode('ascii', 'ignore')
if name in self.SCHEMA_SET:
fts[name] = 1
except:
pass
if hasattr(pe, 'DIRECTORY_ENTRY_EXPORT'):
fts['ExportCount'] = len(pe.DIRECTORY_ENTRY_EXPORT.symbols)
if hasattr(pe, 'DIRECTORY_ENTRY_RESOURCE'):
for entry in pe.DIRECTORY_ENTRY_RESOURCE.entries:
if entry.id == 3 and hasattr(entry, 'directory'):
fts['IconCount'] = len(entry.directory.entries)
break
if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG'):
fts['DebugCount'] = len(pe.DIRECTORY_ENTRY_DEBUG)
return {k: self._safe_float(v) for k, v in fts.items()}
except Exception:
return None
finally:
if pe: pe.close()
####################################################################################################
def pe_scan(self, file_path):
if not self.model:
return False, False
try:
data = self.extract_features(file_path)
if not data:
return False, False
vec = numpy.array(
[data.get(feat, 0.0) for feat in self.SCHEMA],
dtype=numpy.float32
).reshape(1, -1)
outputs = self.model.run(None, {self.input_name: vec})
result = outputs[1]
prob = 0.0
if isinstance(result, list):
prob = float(result[0].get(1, 0.0))
score = int(prob * 100)
if prob > 0.5:
return f"General:WinPE/Unknown.{score}!ml", score
return False, False
except Exception:
return False, False
####################################################################################################
class cloud_scanner:
def __init__(self):
pass
def calc_hash(self, file_path, block_size=65536):
try:
h = hashlib.sha256()
with open(file_path, "rb") as f:
for chunk in iter(lambda: f.read(block_size), b""):
h.update(chunk)
return h.hexdigest()
except Exception:
return ""
####################################################################################################
def upload_file(self, file_path, api_host, api_key):
try:
sha256 = self.calc_hash(file_path)
if not sha256:
return False, None
base = api_host.rstrip('/')
base_headers = {"X-API-Key": api_key, "User-Agent": "PYAS-Client/1.0"}
def _req(m, ep, files=None, **k):
try:
return requests.request(m, f"{base}{ep}", headers=base_headers, files=files, timeout=120, **k)
except:
return None
r = _req("GET", f"/api/processing_status/{sha256}")
status = r.json().get('status') if r and r.status_code == 200 else 'missing'
if status in ['failed', 'error']:
status = 'missing'
if status == 'missing':
with open(file_path, 'rb') as f:
r = _req("POST", "/api/upload", files={'file': f})
if not r or r.status_code != 200:
return False, sha256
return True, sha256
except Exception:
return False, None
####################################################################################################
def get_result(self, sha256, api_host, api_key):
try:
if not sha256:
return False
base = api_host.rstrip('/')
headers = {"X-API-Key": api_key, "User-Agent": "PYAS-Client/1.0"}
def _req(m, ep, **k):
try:
return requests.request(m, f"{base}{ep}", headers=headers, timeout=10, **k)
except:
return None
for _ in range(30):
r = _req("GET", f"/api/processing_status/{sha256}")
st = r.json().get('status') if r else 'error'
if st == 'done':
break
if st in ['error', 'failed']:
return False
time.sleep(1)
r = _req("GET", f"/api/report/{sha256}")
if r and r.status_code == 200:
data = r.json().get('data', {})
res = data.get('detection', {}).get('results', {}).get('PYAS', {})
label = res.get('label', 'Unsupport')
sims = data.get('similar', [])
is_malicious = 'General' in label
sim_malicious_count = 0
valid_sim_count = 0
for s in sims:
if s.get('similarity', 0) > 80:
valid_sim_count += 1
if "General" in s.get('label'):
sim_malicious_count += 1
if is_malicious and (valid_sim_count == 0 or sim_malicious_count == valid_sim_count):
return f"General:WinPE/Unknown.{score}!cl"
except Exception:
pass
return False