Update train.py

Engine/Properties/train.py

@@ -3,6 +3,7 @@ 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
@@ -10,8 +11,8 @@ from sklearn.metrics import classification_report, accuracy_score, roc_auc_score
 ####################################################################################################
 
 DB_PATH = "pe_features.db"
-MODEL_FILE = "pe_malware_lgbm.txt"
-ONNX_FILE = "pe_malware.onnx"
+MODEL_FILE = "model.txt"
+ONNX_FILE = "model.onnx"
 FEATURE_FILE = "features.json"
 TEST_SIZE = 0.0001
 RANDOM_SEED = 42
@@ -20,7 +21,7 @@ LGBM_PARAMS = {
     'objective': 'binary',
     'metric': ['binary_logloss', 'auc'],
     'boosting_type': 'gbdt',
-    'num_leaves': 63,
+    'num_leaves': 31,
     'learning_rate': 0.05,
     'feature_fraction': 0.8,
     'bagging_fraction': 0.8,
@@ -29,13 +30,16 @@ LGBM_PARAMS = {
     'seed': RANDOM_SEED,
     'n_jobs': -1,
     'max_depth': -1,
-    'min_data_in_leaf': 20,
+    'min_data_in_leaf': 10,
     'lambda_l1': 0.1,
-    'lambda_l2': 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
@@ -44,38 +48,53 @@ def get_raw_schema(db_path):
         cursor = conn.cursor()
         cursor.execute("PRAGMA table_info(PeData)")
         columns = [row[1] for row in cursor.fetchall()]
-        exclude_lower = {'label', 'id', 'filename', 'filelength', 'rowid', 'probability', 'predictedlabel', 'score'}
-        return [c for c in columns if c.lower().strip() not in exclude_lower]
-    except:
+        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_and_clean_data(db_path, raw_cols):
+####################################################################################################
+
+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:
-        df = pd.read_sql_query(sql, conn)
-        if df.empty: return None, None, None
+        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
 
-        label_col = next((c for c in df.columns if c.lower().strip() == 'label'), None)
-        if not label_col:
-            print("[-] Critical Error: Label column not found.")
+            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()
         
-        X = X.rename(columns=lambda x: re.sub('[^A-Za-z0-9_]+', '', x))
+        rename_map = {old: clean_col_name(old) for old in X.columns}
+        X = X.rename(columns=rename_map)
         
-        if X.isnull().values.any():
-            X = X.fillna(X.median(numeric_only=True))
+        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
@@ -95,13 +114,11 @@ def train_process(X, y):
     n_neg = (y_train == 0).sum()
     
     base_weight = n_neg / n_pos if n_pos > 0 else 1.0
-    
-    weight_ratio_base = 1.0
-    weight_ratio_target = 0.1
-    final_pos_weight = base_weight * (weight_ratio_target / weight_ratio_base)
+    weight_ratio_target = 0.01
+    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 (Favor Safe)={final_pos_weight:.4f}")
+    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)
@@ -109,7 +126,7 @@ def train_process(X, y):
     params = LGBM_PARAMS.copy()
     params['scale_pos_weight'] = final_pos_weight
 
-    print("\n[*] Starting LightGBM training (Full Force, No Early Stopping)...")
+    print("\n[*] Starting LightGBM training...")
     start_time = time.time()
     
     model = lgb.train(
@@ -127,6 +144,8 @@ def train_process(X, y):
     
     return model, X_test, y_test
 
+####################################################################################################
+
 def export_onnx_model(model, feature_names):
     print(f"[*] Exporting ONNX model to {ONNX_FILE}...")
     try:
@@ -141,6 +160,8 @@ def export_onnx_model(model, feature_names):
     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)
@@ -171,7 +192,7 @@ def evaluate_and_save(model, X_test, y_test):
 ####################################################################################################
 
 if __name__ == "__main__":
-    print("\n---------------- PE Malware Trainer v3.0 ----------------\n")
+    print("\n---------------- PE Malware Trainer v3.1 ----------------\n")
 
     if not os.path.exists(DB_PATH):
         print(f"[-] Error: Database {DB_PATH} not found.")
@@ -182,7 +203,7 @@ if __name__ == "__main__":
         print("[-] Error: Could not read schema.")
         sys.exit(1)
 
-    X, y, _ = load_and_clean_data(DB_PATH, raw_schema)
+    X, y, _ = load_data(DB_PATH, raw_schema)
     if X is None:
         sys.exit(1)
 
@@ -193,3 +214,4 @@ if __name__ == "__main__":
         print("\n\n[-] Training interrupted.")
     except Exception as e:
         print(f"\n[-] Critical Error: {e}")
+

PYAS.py

@@ -104,6 +104,7 @@ class MainWindow_Controller(QMainWindow):
         self.setAttribute(Qt.WA_TranslucentBackground)
         self.setWindowFlags(Qt.FramelessWindowHint)
         self.init_environ()
+        self.init_clean_logs()
         self.init_variable()
         self.load_config()
         self.init_interface()
@@ -117,6 +118,7 @@ class MainWindow_Controller(QMainWindow):
         self.ui.setupUi(self)
         self.python = sys.executable
         self.process_timer = QTimer(self)
+        self.lock_mutex = threading.Lock()
 
         self.sign = sign_scanner()
         self.sign.init_windll(["wintrust"])
@@ -133,6 +135,7 @@ class MainWindow_Controller(QMainWindow):
 
         self.driver_port = None
         self.scan_running = False
+        self.scan_finished = False
         self.virus_lock = {}
         self.virus_results = []
         self.scan_count = 0
@@ -144,12 +147,14 @@ class MainWindow_Controller(QMainWindow):
         ]
         self.lang_names = [
             "traditional_switch", "simplified_switch", "english_switch",
+            "japanese_switch", "korean_switch", "french_switch", "spanish_switch",
+            "hindi_switch", "arabic_switch", "russian_switch", "slovenian_switch",
         ]
         self.pyas_default = {
-            "version": "3.4.0",
+            "version": "3.4.2",
             "api_host": "https://pyas-security.com/",
             "api_key": "fBRZxYS1UxykM-qzNOlKOEl63WILzlvgNMn6QfsG6FXCAAIktCrOPTAfY5_hEyuZ",
-            "suffix": [".com", ".dll", ".drv", ".exe", ".ocx", ".scr", ".sys", ".mui", ".cpl"],
+            "suffix": [".exe", ".dll", ".sys", ".ocx", ".scr", ".efi", ".acm", ".ax", ".cpl", ".drv", ".com", ".mui", ".pyd"],
             "block": [2001, 3001, 4001, 5001, 6001],
             "size": 256 * 1024 * 1024,
             "language": "english_switch",
@@ -209,6 +214,8 @@ class MainWindow_Controller(QMainWindow):
 
         self.path_systemp = os.path.join(self.path_system, "Temp")
         self.file_config = os.path.join(self.path_config, "PYAS", "Config.json")
+        self.file_log = os.path.join(self.path_config, "PYAS", "Report.log")
+
         self.path_properties = os.path.join(self.path_pyas, "Engine", "Properties")
         self.path_pattern = os.path.join(self.path_pyas, "Engine", "Pattern")
         self.path_heuristic = os.path.join(self.path_pyas, "Engine", "Heuristic")
@@ -252,6 +259,12 @@ class MainWindow_Controller(QMainWindow):
         self.ntdll.NtQueryInformationProcess.argtypes = [ctypes.wintypes.HANDLE, ctypes.wintypes.ULONG, ctypes.c_void_p, ctypes.wintypes.ULONG, ctypes.POINTER(ctypes.wintypes.ULONG)]
         self.ntdll.NtQueryInformationProcess.restype = ctypes.wintypes.ULONG
 
+        self.ntdll.NtSuspendProcess.argtypes = [ctypes.wintypes.HANDLE]
+        self.ntdll.NtSuspendProcess.restype = ctypes.c_ulong
+
+        self.ntdll.NtResumeProcess.argtypes = [ctypes.wintypes.HANDLE]
+        self.ntdll.NtResumeProcess.restype = ctypes.c_ulong
+
         self.shell32.CommandLineToArgvW.argtypes = [ctypes.wintypes.LPCWSTR, ctypes.POINTER(ctypes.c_int)]
         self.shell32.CommandLineToArgvW.restype = ctypes.POINTER(ctypes.wintypes.LPWSTR)
 
@@ -260,6 +273,33 @@ class MainWindow_Controller(QMainWindow):
         self.fltlib.FilterGetMessage.argtypes = [ctypes.wintypes.HANDLE, ctypes.c_void_p, ctypes.wintypes.DWORD, ctypes.c_void_p]
         self.fltlib.FilterGetMessage.restype = ctypes.c_long
 
+        self.kernel32.CreateToolhelp32Snapshot.restype = ctypes.wintypes.HANDLE
+        self.kernel32.CreateToolhelp32Snapshot.argtypes = [ctypes.wintypes.DWORD, ctypes.wintypes.DWORD]
+        
+        self.kernel32.Process32FirstW.restype = ctypes.wintypes.BOOL
+        self.kernel32.Process32FirstW.argtypes = [ctypes.wintypes.HANDLE, ctypes.c_void_p]
+        
+        self.kernel32.Process32NextW.restype = ctypes.wintypes.BOOL
+        self.kernel32.Process32NextW.argtypes = [ctypes.wintypes.HANDLE, ctypes.c_void_p]
+        
+        self.kernel32.OpenProcess.restype = ctypes.wintypes.HANDLE
+        self.kernel32.OpenProcess.argtypes = [ctypes.wintypes.DWORD, ctypes.wintypes.BOOL, ctypes.wintypes.DWORD]
+        
+        self.kernel32.CloseHandle.restype = ctypes.wintypes.BOOL
+        self.kernel32.CloseHandle.argtypes = [ctypes.wintypes.HANDLE]
+        
+        self.kernel32.TerminateProcess.restype = ctypes.wintypes.BOOL
+        self.kernel32.TerminateProcess.argtypes = [ctypes.wintypes.HANDLE, ctypes.c_uint]
+        
+        self.kernel32.CreateMutexW.restype = ctypes.wintypes.HANDLE
+        self.kernel32.CreateMutexW.argtypes = [ctypes.c_void_p, ctypes.wintypes.BOOL, ctypes.c_wchar_p]
+        
+        self.kernel32.CreateFileW.restype = ctypes.wintypes.HANDLE
+        self.kernel32.CreateFileW.argtypes = [ctypes.c_wchar_p, ctypes.wintypes.DWORD, ctypes.wintypes.DWORD, ctypes.c_void_p, ctypes.wintypes.DWORD, ctypes.wintypes.DWORD, ctypes.wintypes.HANDLE]
+        
+        self.kernel32.ReadProcessMemory.restype = ctypes.wintypes.BOOL
+        self.kernel32.ReadProcessMemory.argtypes = [ctypes.wintypes.HANDLE, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_size_t, ctypes.POINTER(ctypes.c_size_t)]
+
 ####################################################################################################
 
     def save_config(self, file_path, config):
@@ -309,6 +349,11 @@ class MainWindow_Controller(QMainWindow):
 
     def init_engine_thread(self):
         try:
+            self.backup_mbr()
+            self.relock_file()
+            self.init_whitelist()
+            self.init_thread()
+
             self.heuristic.load_path(self.path_heuristic, callback=lambda x: self.init_log_signal.emit(os.path.basename(x)))
             self.pattern.load_path(self.path_pattern, callback=lambda x: self.init_log_signal.emit(os.path.basename(x)))
             self.properties.load_path(self.path_properties, callback=lambda x: self.init_log_signal.emit(os.path.basename(x)))
@@ -561,12 +606,36 @@ class MainWindow_Controller(QMainWindow):
     def change_window(self, widget_name, duration=200):
         widget = self.widgets.get(widget_name)
         if widget and widget != self.last_widget:
+            scan_win = self.widgets.get("scan_window")
+            method_win = self.widgets.get("method_window")
+
+            if self.last_widget in (scan_win, method_win) and widget in self.main_window and widget != scan_win:
+                if getattr(self, "scan_finished", False):
+                    def delayed_reset():
+                        if self.last_widget not in (scan_win, method_win):
+                            self.scan_finished = False
+                            self.scan_running = False
+                            self.virus_results.clear()
+                            self.scan_reset_signal.emit()
+                            lang = self.pyas_config.get("language", "english_switch")
+                            self.scan_progress_signal.emit(self.trans(lang, "此選項可以選擇掃描方式"))
+                            self.progress_title_signal.emit(self.trans(lang, "病毒掃描"))
+                    
+                    QTimer.singleShot(duration, delayed_reset)
+
             widget.raise_()
             widget.hide()
             for window in self.menu_window:
                 window.raise_()
             for window in self.sub_window:
                 window.hide()
+
+            if widget in (scan_win, method_win):
+                if getattr(self, "scan_finished", False):
+                    self.widgets["solve_button"].setVisible(len(self.virus_results) > 0)
+                    self.widgets["stop_button"].hide()
+                    self.widgets["method_button"].show()
+
             self.animate_geometry(widget, duration)
             self.last_widget = widget
 
@@ -622,22 +691,17 @@ class MainWindow_Controller(QMainWindow):
 
     def show_startup(self):
         try:
-            if self.singleton_mutex("pyas_security"):
-                self.backup_mbr()
-                self.relock_file()
-                self.init_whitelist()
-                self.init_thread()
-                self.init_connect()
-
-                param = ""
-                if self.args_pyas:
-                    param = self.args_pyas[0].replace("/", "-")
-                if "-h" not in param:
-                    self.show_button()
-                self.apply_settings()
-                self.start_daemon_thread(self.init_engine_thread)
-            else:
+            if not self.singleton_mutex("pyas_security"):
                 sys.exit(0)
+
+            self.init_connect()
+            self.apply_settings()
+
+            param = self.args_pyas[0].replace("/", "-") if self.args_pyas else ""
+            if "-h" not in param:
+                self.show_button()
+
+            self.start_daemon_thread(self.init_engine_thread)
         except Exception as e:
             self.send_message(f"show_startup | {e}", "warn", False)
 
@@ -672,6 +736,7 @@ class MainWindow_Controller(QMainWindow):
     def reset_button(self):
         if self.send_message("您確定要重置所有設定嗎?", "quest", True):
             self.pyas_config = self.pyas_default.copy()
+            self.save_config(self.file_config, self.pyas_config)
             self.close_button()
 
     def singleton_mutex(self, name):
@@ -729,11 +794,36 @@ class MainWindow_Controller(QMainWindow):
             log_widget = self.widgets.get("log_text")
             if log_widget:
                 log_widget.append(output)
+            
+            self.write_log(output)
             return select
         except Exception:
             traceback.print_exc()
             return False
 
+    def write_log(self, text):
+        try:
+            os.makedirs(os.path.dirname(self.file_log), exist_ok=True)
+            with open(self.file_log, "a", encoding="utf-8", errors="ignore") as f:
+                f.write(f"{text}\n")
+        except Exception:
+            pass
+
+    def init_clean_logs(self):
+        try:
+            if not os.path.exists(self.file_log):
+                return
+            cutoff_time = time.time() - 30 * 86400
+            cutoff_str = time.strftime("[%Y-%m-%d", time.localtime(cutoff_time))
+            with open(self.file_log, "r", encoding="utf-8", errors="ignore") as f:
+                lines = f.readlines()
+            with open(self.file_log, "w", encoding="utf-8", errors="ignore") as f:
+                for line in lines:
+                    if len(line) >= 11 and line[:11] >= cutoff_str:
+                        f.write(line)
+        except Exception:
+            pass
+
 ####################################################################################################
 
     def invoke_method(self, obj, method, *args):
@@ -773,9 +863,9 @@ class MainWindow_Controller(QMainWindow):
         count = len(self.virus_results)
         self.widgets["solve_button"].setVisible(count > 0)
         self.widgets["virus_list"].clear()
-        self.widgets["stop_button"].show()
-        self.widgets["method_button"].hide()
         self.widgets["method_window"].hide()
+        self.widgets["stop_button"].setVisible(self.scan_running)
+        self.widgets["method_button"].setVisible(not self.scan_running)
 
     @Slot(str)
     def slot_progress_title(self, text: str):
@@ -794,6 +884,7 @@ class MainWindow_Controller(QMainWindow):
 
     @Slot(str)
     def slot_scan_result(self, msg):
+        self.scan_finished = True
         count = len(self.virus_results)
         self.widgets["solve_button"].setVisible(count > 0)
         self.widgets["progress_text"].setText(msg)
@@ -823,6 +914,7 @@ class MainWindow_Controller(QMainWindow):
     def init_scan(self):
         try:
             self.scan_running = True
+            self.scan_finished = False
             self.virus_results = []
             self.scan_count = 0
             self.scan_start = time.time()
@@ -859,14 +951,21 @@ class MainWindow_Controller(QMainWindow):
             for file_path in self.yield_files(targets):
                 if not self.scan_running:
                     break
+                
+                norm_path = self.norm_path(file_path)
+                was_locked = False
+                
                 try:
-                    norm_path = self.norm_path(file_path)
+                    if norm_path in self.virus_lock:
+                        self.lock_file(norm_path, False)
+                        was_locked = True
+
                     if self.is_in_whitelist(norm_path):
                         continue
                     self.scan_count += 1
 
-                    suffix = self.pyas_config.get("suffix", [".com", ".dll", ".drv", ".exe", ".ocx", ".scr", ".sys", ".mui"])
-                    ext = os.path.splitext(file_path)[-1].lower()
+                    suffix = self.pyas_config.get("suffix", [".exe", ".dll", ".sys", ".ocx", ".scr", ".efi", ".acm", ".ax", ".cpl", ".drv", ".com", ".mui", ".pyd"])
+                    ext = os.path.splitext(norm_path)[-1].lower()
                     if ext not in suffix:
                         continue
 
@@ -882,6 +981,12 @@ class MainWindow_Controller(QMainWindow):
                     gc.collect()
                 except Exception as e:
                     self.send_message(f"scan_worker | {e}", "warn", False)
+                finally:
+                    if was_locked:
+                        try:
+                            self.lock_file(norm_path, True)
+                        except Exception:
+                            pass
         finally:
             count = len(self.virus_results)
             elapsed = int(time.time() - self.scan_start)
@@ -905,11 +1010,6 @@ class MainWindow_Controller(QMainWindow):
                 yield from self.yield_files(t)
 
     def scan_engine(self, file_path):
-        try:
-            if self.sign.sign_verify(file_path):
-                return False
-        except Exception as e:
-            self.send_message(f"sign_verify | {e}", "warn", False)
         try:
             pe_label, pe_score = self.properties.pe_scan(file_path)
             if pe_label:
@@ -1000,26 +1100,29 @@ class MainWindow_Controller(QMainWindow):
 ####################################################################################################
 
     def solve_button(self):
-        deleted = 0
-        virus_list = self.widgets["virus_list"]
-        start_ts = time.time()
+        if self.send_message("您確定要刪除檔案嗎?", "quest"):
+            deleted = 0
+            virus_list = self.widgets["virus_list"]
+            start_ts = time.time()
 
-        for i in reversed(range(virus_list.count())):
-            item = virus_list.item(i)
-            if item.checkState() == Qt.Checked:
-                file_path = self.norm_path(item.text().split(">")[1].strip())
-                lang = self.pyas_config.get("language", "english_switch")
-                self.progress_title_signal.emit(self.trans(lang, "正在刪除"))
-                self.scan_progress_signal.emit(file_path)
+            for i in reversed(range(virus_list.count())):
+                item = virus_list.item(i)
+                if item.checkState() == Qt.Checked:
+                    file_path = self.norm_path(item.text().split(">")[1].strip())
+                    lang = self.pyas_config.get("language", "english_switch")
+                    self.progress_title_signal.emit(self.trans(lang, "正在刪除"))
+                    self.scan_progress_signal.emit(file_path)
 
-                try:
-                    os.remove(file_path)
-                    deleted += 1
-                    virus_list.takeItem(i)
-                    self.virus_results.remove(file_path)
-                except Exception as e:
-                    self.send_message(f"solve_button | {e}", "warn", False)
-                QApplication.processEvents()
+                    try:
+                        self.manage_named_list("quarantine", [file_path], action="remove", lock_func=self.lock_file)
+                        os.remove(file_path)
+                        deleted += 1
+                        virus_list.takeItem(i)
+                        if file_path in self.virus_results:
+                            self.virus_results.remove(file_path)
+                    except Exception as e:
+                        self.send_message(f"solve_button | {e}", "warn", False)
+                    QApplication.processEvents()
 
         count = len(self.virus_results)
         self.widgets["solve_button"].setVisible(count > 0)
@@ -1072,9 +1175,11 @@ class MainWindow_Controller(QMainWindow):
             file_path = self.norm_path(path)
             if file_path and self.send_message("您確定要刪除檔案嗎?", "quest"):
                 try:
+                    self.manage_named_list("quarantine", [file_path], action="remove", lock_func=self.lock_file)
                     os.remove(file_path)
                     widget.takeItem(widget.row(item))
-                    self.virus_results.remove(file_path)
+                    if file_path in self.virus_results:
+                        self.virus_results.remove(file_path)
                 except Exception as e:
                     self.send_message(f"show_scan_menu | {e}", "warn", False)
 
@@ -1082,10 +1187,12 @@ class MainWindow_Controller(QMainWindow):
             file_path = self.norm_path(path)
             if file_path and self.send_message("您確定要增加到白名單嗎?", "quest"):
                 try:
+                    self.manage_named_list("quarantine", [file_path], action="remove", lock_func=self.lock_file)
                     n = self.manage_named_list("white_list", [file_path], action="add", with_hash=True)
                     self.send_message(f"成功增加到白名單，共 {n} 個檔案", "info", True)
                     widget.takeItem(widget.row(item))
-                    self.virus_results.remove(file_path)
+                    if file_path in self.virus_results:
+                        self.virus_results.remove(file_path)
                 except Exception as e:
                     self.send_message(f"show_scan_menu | {e}", "warn", False)
 
@@ -1096,7 +1203,8 @@ class MainWindow_Controller(QMainWindow):
                     n = self.manage_named_list("quarantine", [file_path], action="add", with_hash=True, lock_func=self.lock_file)
                     self.send_message(f"成功增加到隔離區，共 {n} 個檔案", "info", True)
                     widget.takeItem(widget.row(item))
-                    self.virus_results.remove(file_path)
+                    if file_path in self.virus_results:
+                        self.virus_results.remove(file_path)
                 except Exception as e:
                     self.send_message(f"show_scan_menu | {e}", "warn", False)
 
@@ -1108,13 +1216,18 @@ class MainWindow_Controller(QMainWindow):
     def list_process(self):
         pe = self.get_process_entry()
         snapshot = self.kernel32.CreateToolhelp32Snapshot(0x00000002, 0)
-        result, success = [], self.kernel32.Process32FirstW(snapshot, ctypes.byref(pe))
-
+        result = []
+        
+        if snapshot in (-1, 0xFFFFFFFF, 0xFFFFFFFFFFFFFFFF):
+            return result
+            
+        success = self.kernel32.Process32FirstW(snapshot, ctypes.byref(pe))
         while success:
             pid = pe.th32ProcessID
             name, file_path = (None, None)
             if pid > 4:
                 name, file_path = self.get_exe_info(pid)
+
             if not name:
                 try:
                     name = pe.szExeFile
@@ -1123,6 +1236,7 @@ class MainWindow_Controller(QMainWindow):
 
             result.append((pid, name, file_path))
             success = self.kernel32.Process32NextW(snapshot, ctypes.byref(pe))
+            
         self.kernel32.CloseHandle(snapshot)
         return result
 
@@ -1215,12 +1329,14 @@ class MainWindow_Controller(QMainWindow):
         try:
             h = self.kernel32.OpenProcess(0x1F0FFF, False, pid)
             if h:
-                file_path = self.norm_path(self.get_process_file(h))
-                if self.path_equal(file_path, self.file_pyas):
-                    self.close_button()
-                else:
-                    self.kernel32.TerminateProcess(h, 0)
-                self.kernel32.CloseHandle(h)
+                try:
+                    file_path = self.norm_path(self.get_process_file(h))
+                    if self.path_equal(file_path, self.file_pyas):
+                        self.close_button()
+                    else:
+                        self.kernel32.TerminateProcess(h, 0)
+                finally:
+                    self.kernel32.CloseHandle(h)
         except Exception as e:
             self.send_message(f"kill_process | {e}", "warn", False)
         self.refresh_process()
@@ -1747,15 +1863,16 @@ class MainWindow_Controller(QMainWindow):
 
     def lock_file(self, file, lock):
         try:
-            if lock:
-                if file not in self.virus_lock:
-                    self.virus_lock[file] = os.open(file, os.O_RDWR)
-                msvcrt.locking(self.virus_lock[file], msvcrt.LK_NBRLCK, os.path.getsize(file))
-            else:
-                if file in self.virus_lock:
-                    msvcrt.locking(self.virus_lock[file], msvcrt.LK_UNLCK, os.path.getsize(file))
-                    os.close(self.virus_lock[file])
-                    del self.virus_lock[file]
+            with self.lock_mutex:
+                if lock:
+                    if file not in self.virus_lock:
+                        self.virus_lock[file] = os.open(file, os.O_RDWR)
+                    msvcrt.locking(self.virus_lock[file], msvcrt.LK_NBRLCK, os.path.getsize(file))
+                else:
+                    if file in self.virus_lock:
+                        msvcrt.locking(self.virus_lock[file], msvcrt.LK_UNLCK, os.path.getsize(file))
+                        os.close(self.virus_lock[file])
+                        del self.virus_lock[file]
         except Exception as e:
             self.send_message(f"lock_file | {e}", "warn", False)
 
@@ -1775,21 +1892,22 @@ class MainWindow_Controller(QMainWindow):
         self.exist_process = self.get_process_list()
         while self.pyas_config.get("process_switch", False):
             try:
-                time.sleep(0.2)
+                time.sleep(0.1)
                 cur = self.get_process_list()
-                for pid in cur - self.exist_process:
-                    self.handle_new_process(pid)
+                new_pids = cur - self.exist_process
+                for pid in new_pids:
+                    self.start_daemon_thread(self.handle_new_process, pid)
                 self.exist_process = cur
             except Exception as e:
                 self.send_message(f"protect_proc_thread | {e}", "warn", False)
 
     def handle_new_process(self, pid):
-        try:
-            h = self.kernel32.OpenProcess(0x1F0FFF, False, pid)
-            if not h:
-                return
+        h = self.kernel32.OpenProcess(0x1F0FFF, False, pid)
+        if not h:
+            return
 
-            self.suspend_process(h, True)
+        self.suspend_process(h, True)
+        try:
             cmdline = self.get_process_cmdline(h)
             paths = []
             for arg in self.split_commandline(cmdline):
@@ -1798,37 +1916,34 @@ class MainWindow_Controller(QMainWindow):
             seen = set()
             paths = [p for p in paths if p and (p not in seen and not seen.add(p))]
 
-            suffix = self.pyas_config.get("suffix", [".com", ".dll", ".drv", ".exe", ".ocx", ".scr", ".sys", ".mui"])
+            suffix = self.pyas_config.get("suffix", [".exe", ".dll", ".sys", ".ocx", ".scr", ".efi", ".acm", ".ax", ".cpl", ".drv", ".com", ".mui", ".pyd"])
 
             for p in paths:
-                file_path = self.norm_path(self.device_path_to_drive(p)) if p else ""
-                
+                file_path = self.norm_path(self.device_path_to_drive(p))
                 if not file_path or not os.path.isfile(file_path):
                     continue
 
                 ext = os.path.splitext(file_path)[-1].lower()
                 if ext not in suffix:
                     continue
-
                 if self.is_in_whitelist(file_path):
                     continue
+
+                self.start_daemon_thread(self.cloud_check, file_path)
+
                 if self.scan_engine(file_path):
                     self.kernel32.TerminateProcess(h, 0)
                     self.send_message(f"進程防護 | 靜態掃描攔截 | {pid} | None | {file_path}", "notify", True)
-                self.start_daemon_thread(self.cloud_check, file_path)
-
-            self.suspend_process(h, False)
-            self.kernel32.CloseHandle(h)
+                    break
+                
         except Exception as e:
             self.send_message(f"handle_new_process | {e}", "warn", False)
+        finally:
+            self.suspend_process(h, False)
+            self.kernel32.CloseHandle(h)
 
     def suspend_process(self, h_process, suspend):
         try:
-            if not hasattr(self.ntdll, "NtSuspendProcess"):
-                self.ntdll.NtSuspendProcess.argtypes = [ctypes.c_void_p]
-                self.ntdll.NtSuspendProcess.restype = ctypes.c_ulong
-                self.ntdll.NtResumeProcess.argtypes = [ctypes.c_void_p]
-                self.ntdll.NtResumeProcess.restype = ctypes.c_ulong
             if suspend:
                 self.ntdll.NtSuspendProcess(h_process)
             else:
@@ -1841,6 +1956,10 @@ class MainWindow_Controller(QMainWindow):
     def get_process_list(self):
         exist_process, pe = set(), self.get_process_entry()
         hSnapshot = self.kernel32.CreateToolhelp32Snapshot(0x00000002, 0)
+        
+        if hSnapshot in (-1, 0xFFFFFFFF, 0xFFFFFFFFFFFFFFFF):
+            return exist_process
+            
         if self.kernel32.Process32FirstW(hSnapshot, ctypes.byref(pe)):
             while True:
                 exist_process.add(pe.th32ProcessID)
@@ -1962,7 +2081,7 @@ class MainWindow_Controller(QMainWindow):
                 file_path = self.norm_path(os.path.join(self.path_user, raw_filename), must_exist=True)
                 if file_path and notify.Action in [2, 3, 4] and not self.is_in_whitelist(file_path):
 
-                    suffix = self.pyas_config.get("suffix", [".com", ".dll", ".drv", ".exe", ".ocx", ".scr", ".sys", ".mui"])
+                    suffix = self.pyas_config.get("suffix", [".exe", ".dll", ".sys", ".ocx", ".scr", ".efi", ".acm", ".ax", ".cpl", ".drv", ".com", ".mui", ".pyd"])
                     ext = os.path.splitext(file_path)[-1].lower()
                     if ext not in suffix:
                         continue
@@ -1981,7 +2100,7 @@ class MainWindow_Controller(QMainWindow):
     def protect_net_thread(self):
         while self.pyas_config.get("network_switch", False):
             try:
-                time.sleep(0.5)
+                time.sleep(0.2)
                 conns = self.get_connections_list()
                 if not hasattr(self, "exist_connections") or self.exist_connections is None:
                     self.exist_connections = set()

PYAS_Config.py

@@ -69,12 +69,437 @@ translate_dict = {
               "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":"",
+              "建立":"Create ","環境":"Environment ","化":"","表":"",
               "達":"Reached ", "上限":"Limit ", "區":"", "金鑰":"Key ", "產品":"Product ",
               "運行庫":".NET 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 ","遠控":"Remote ","監控":"Monitor ",
-              "  ":" "},
+              "版本":"Version ","是":"","剩餘":"Remain ","遠控":"Remote ","  ":" "},
+
+    "japanese_switch": {"開啟":"オン","關閉":"オフ","开启":"オン","关闭":"オフ","，":", ",
+              "立即刪除":"即時削除","安全模式":"セーフモード","官方網站":"公式サイト",
+              "腳本":"スクリプト","鏈式":"チェーン","記憶體":"メモリ","正在加載":"読み込み中","加載":"ロード",
+              "行為":"振る舞い","可疑":"疑わしい","勒索":"ランサム","主要":"メイン",
+              "許可條款":"ライセンス条項","惡意":"悪意のある","開發":"開発",
+              "啟用":"有効化","禁用":"無効化","正在初始化中":"初期化中","初始化":"初期化",
+              "正在掃描":"スキャン中","正在刪除":"削除中","正在追蹤":"追跡中",
+              "最小化到":"最小化先","靈敏度":"感度","正在檢查":"確認中",
+              "確定要":"本当によろしいですか","引擎靈敏度":"エンジン感度","更新":"更新",
+              "白色主題":"ホワイト","黃色主題":"イエロー","紅色主題":"レッド","語言":"言語",
+              "藍色主題":"ブルー","綠色主題":"グリーン","自訂主題":"カスタム","黑色主題":"ブラック",
+              "特別感謝":"貢献者","版本資訊":"バージョン情報","通訊":"通信",
+              "註冊":"レジストリ","退出":"終了","檔案":"ファイル","當前":"現在の",
+              "狀態":"状態","掃描":"スキャン","工具":"ツール","防護":"保護",
+              "失敗":"失敗","請":"してください","路徑":"パス","方式":"方式",
+              "需要":"必要","病毒":"ウイルス","選擇":"選択","返回":"戻る",
+              "受到":"受けた","錯誤":"エラー","完成":"完了","引擎":"エンジン",
+              "托盤":"トレイ","圖標":"アイコン","不安全":"非セキュア","增強":"強化",
+              "系統":"システム","雲端":"クラウド","重啟":"再起動","修復":"修復",
+              "裝置":"デバイス","發現":"検出","成功":"成功","清理":"クリーンアップ",
+              "確定":"確定","執行":"実行","警告":"警告","使用":"使用",
+              "網路":"ネットワーク","變更":"変更","總數":"合計","結束":"終了",
+              "選項":"オプション","監控":"監視","連接":"接続","可以":"可能",
+              "進程":"プロセス","攔截":"ブロック","引導":"ブート","刪除":"削除",
+              "分區":"パーティション","設定":"設定","關於":"情報","模式":"モード",
+              "提高":"向上","安全":"セキュリティ","顯色":"色","顏色":"色",
+              "主題":"テーマ","回收":"回収","無用":"不要な","導入":"インポート",
+              "風險":"リスク","介面":"インターフェース","核心":"コア","服務":"サービス",
+              "管理":"管理","所有":"すべての","您":"あなた","取消":"キャンセル","未":"未",
+              "垃圾":"ジャンク","位元":"バイト","本機":"PC","停止":"停止",
+              "到":"へ","白名單":"ホワイトリスト","軟體":"ソフトウェア","正在":"",
+              "增加":"追加","移除":"削除","項目":"項目","生成":"生成","稱":"",
+              "複製":"コピー","此":"この","並":"および","全盤":"フル","最新":"最新",
+              "已存在":"既に存在します","數據庫":"データベース","誤報":"誤検知",
+              "高":"高","新":"新","和":"と","可能會":"可能性があります","會":"します",
+              "日誌":"ログ","已":"済み","彈窗":"ポップアップ","要":"する","驅動":"ドライバ",
+              "的":"","顯示":"","個":"","嗎":"","了":"","行":"","立即":"","規則":"ルール",
+              "密鑰":"キー","檢測":"検知","製作":"作成","運行":"実行中",
+              "擴展":"拡張","套件":"キット","自動":"自動","上報":"報告",
+              "分析":"分析","自身":"自身","其他":"その他","配置":"設定",
+              "丟失":"紛失","網站":"ウェブサイト","不兼容":"非互換","列表":"リスト",
+              "竄改":"改ざん","第三方":"サードパーティ","實時":"リアルタイム","查看":"表示",
+              "指定":"指定","清空":"空にする","資源回收桶":"ごみ箱","無法":"できません",
+              "與":"と","當":"時","功能":"機能","異常":"異常","來":"へ",
+              "重置":"リセット","窗口":"ウィンドウ","暫存":"一時","自訂":"カスタム",
+              "不支持":"未対応","共":"合計","秒":"秒","耗時":"所要時間",
+              "沙箱":"サンドボックス","虛擬":"仮想","隔離":"隔離","時":"",
+              "建立":"作成","環境":"環境","化":"","表":"",
+              "達":"到達","上限":"上限","區":"","金鑰":"キー","產品":"製品",
+              "運行庫":".NET CLR","殼碼":"シェルコード","線程":"スレッド","注入":"インジェクション",
+              "前往":"移動","檢查":"確認","可用":"利用可能","靜態":"静的",
+              "版本":"バージョン","是":"","剩餘":"残り","遠控":"遠隔操作","  ":" "},
+
+    "korean_switch": {"開啟":"켜기","關閉":"끄기","开启":"켜기","关闭":"끄기","，":", ",
+              "立即刪除":"즉시 삭제","安全模式":"안전 모드","官方網站":"공식 웹사이트",
+              "腳本":"스크립트","鏈式":"체인","記憶體":"메모리","正在加載":"로딩 중","加載":"로드",
+              "行為":"행위","可疑":"의심스러운","勒索":"랜섬웨어","主要":"주요",
+              "許可條款":"라이선스 약관","惡意":"악성","開發":"개발",
+              "啟用":"활성화","禁用":"비활성화","正在初始化中":"초기화 중","初始化":"초기화",
+              "正在掃描":"스캔 중","正在刪除":"삭제 중","正在追蹤":"추적 중",
+              "最小化到":"최소화","靈敏度":"민감도","正在檢查":"검사 중",
+              "確定要":"정말","引擎靈敏度":"엔진 민감도","更新":"업데이트",
+              "白色主題":"화이트","黃色主題":"옐로우","紅色主題":"레드","語言":"언어",
+              "藍色主題":"블루","綠色主題":"그린","自訂主題":"사용자 지정","黑色主題":"블랙",
+              "特別感謝":"기여자","版本資訊":"버전 정보","通訊":"통신",
+              "註冊":"레지스트리","退出":"종료","檔案":"파일","當前":"현재",
+              "狀態":"상태","掃描":"스캔","工具":"도구","防護":"보호",
+              "失敗":"실패","請":"부탁합니다","路徑":"경로","方式":"방식",
+              "需要":"필요","病毒":"바이러스","選擇":"선택","返回":"뒤로",
+              "受到":"받음","錯誤":"오류","完成":"완료","引擎":"엔진",
+              "托盤":"트레이","圖標":"아이콘","不安全":"안전하지 않음","增強":"강화",
+              "系統":"시스템","雲端":"클라우드","重啟":"재부팅","修復":"복구",
+              "裝置":"장치","發現":"발견","成功":"성공","清理":"정리",
+              "確定":"확인","執行":"실행","警告":"경고","使用":"사용",
+              "網路":"네트워크","變更":"변경","總數":"총계","結束":"종료",
+              "選項":"옵션","監控":"모니터링","連接":"연결","可以":"가능",
+              "進程":"프로세스","攔截":"차단","引導":"부트","刪除":"삭제",
+              "分區":"파티션","設定":"설정","關於":"정보","模式":"모드",
+              "提高":"향상","安全":"보안","顯色":"색상","顏色":"색상",
+              "主題":"테마","回收":"회수","無用":"불필요한","導入":"가져오기",
+              "風險":"위험","介面":"인터페이스","核心":"코어","服務":"서비스",
+              "管理":"관리","所有":"모든","您":"귀하","取消":"취소","未":"미",
+              "垃圾":"정크","位元":"바이트","本機":"PC","停止":"중지",
+              "到":"로","白名單":"화이트리스트","軟體":"소프트웨어","正在":"",
+              "增加":"추가","移除":"제거","項目":"항목","生成":"생성","稱":"",
+              "複製":"복사","此":"이","並":"및","全盤":"전체","最新":"최신",
+              "已存在":"이미 존재함","數據庫":"데이터베이스","誤報":"오탐지",
+              "高":"높음","新":"신규","和":"와","可能會":"할 수 있습니다","會":"합니다",
+              "日誌":"로그","已":"완료","彈窗":"팝업","要":"할","驅動":"드라이버",
+              "的":"","顯示":"","個":"","嗎":"","了":"","行":"","立即":"","規則":"규칙",
+              "密鑰":"키","檢測":"탐지","製作":"제작","運行":"실행 중",
+              "擴展":"확장","套件":"키트","自動":"자동","上報":"보고",
+              "分析":"분석","自身":"자신","其他":"기타","配置":"구성",
+              "丟失":"분실","網站":"웹사이트","不兼容":"호환되지 않음","列表":"목록",
+              "竄改":"변조","第三方":"서드파티","實時":"실시간","查看":"보기",
+              "指定":"지정","清空":"비우기","資源回收桶":"휴지통","無法":"할 수 없음",
+              "與":"와","當":"할 때","功能":"기능","異常":"이상","來":"오다",
+              "重置":"초기화","窗口":"창","暫存":"임시","自訂":"사용자 지정",
+              "不支持":"지원하지 않음","共":"총","秒":"초","耗時":"소요 시간",
+              "沙箱":"샌드박스","虛擬":"가상","隔離":"격리","時":"",
+              "建立":"생성","環境":"환경","化":"","表":"",
+              "達":"도달","上限":"제한","區":"","金鑰":"키","제품":"제품",
+              "運行庫":".NET CLR","殼碼":"셸코드","線程":"스레드","注入":"인젝션",
+              "前往":"이동","檢查":"검사","可用":"사용 가능","靜態":"정적",
+              "版本":"버전","是":"","剩餘":"남은","遠控":"원격 제어","  ":" "},
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+    "french_switch": {"開啟":"On ","關閉":"Off ","开启":"On ","关闭":"Off ","，":", ",
+              "立即刪除":"Supprimer ","安全模式":"Mode sans échec ","官方網站":"Site officiel ",
+              "腳本":"Script ","鏈式":"Chaîne ","記憶體":"Mémoire ","正在加載":"Chargement ","加載":"Charger ",
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+              "許可條款":"Licence ","惡意":"Malveillant ","開發":"Développeurs ",
+              "啟用":"Activer ","禁用":"Désactiver ","正在初始化中":"Initialisation ","初始化":"Initialiser ",
+              "正在掃描":"Analyse en cours ","正在刪除":"Suppression ","正在追蹤":"Suivi en cours ",
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+              "確定要":"Êtes-vous sûr ","引擎靈敏度":"Sensibilité ","更新":"Mettre à jour ",
+              "白色主題":"Blanc","黃色主題":"Jaune","紅色主題":"Rouge","語言":"Langue ",
+              "藍色主題":"Bleu","綠色主題":"Vert","自訂主題":"Personnalisé","黑色主題":"Noir",
+              "特別感謝":"Contributeurs ","版本資訊":"Information ","通訊":"Connexion ",
+              "註冊":"Registre ","退出":"Quitter ","檔案":"Fichier ","當前":"Actuellement ",
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+              "裝置":"Appareil ","發現":"Trouvé ","成功":"Succès ","清理":"Nettoyer ",
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+              "主題":"Thème ","回收":"Corbeille ","無用":"Inutile ","導入":"Importer ",
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+              "擴展":"Extension ","套件":"Kit ","自動":"Auto ","上報":"Signaler ",
+              "分析":"Analyse ","自身":"Soi-même ","其他":"Autre ","配置":"Config ",
+              "丟失":"Perdu ","網站":"Site ","不兼容":"Incompatible ","列表":"Liste ",
+              "竄改":"Altérer ","第三方":"Tiers ","實時":"Temps réel ","查看":"Voir ",
+              "指定":"Spécifier ","清空":"Vider ","資源回收桶":"Corbeille ","無法":"Impossible ",
+              "與":"Avec ","當":"Quand ","功能":"Fonction ","異常":"Anormal ","來":"Pour ",
+              "重置":"Réinitialiser ","窗口":"Fenêtre ","暫存":"Temp ","自訂":"Personnalisé ",
+              "不支持":"Non supporté ","共":"Total ","秒":"Secondes ","耗時":"Prend ",
+              "沙箱":"Sandbox ","虛擬":"Virtuel ","隔離":"Quarantaine ","時":"",
+              "建立":"Créer ","環境":"Environnement ","化":"","表":"",
+              "達":"Atteint ","上限":"Limite ","區":"","金鑰":"Clé ","產品":"Produit ",
+              "運行庫":".NET CLR ","殼碼":"Shellcode ","線程":"Thread ","注入":"Injecter ",
+              "前往":"Aller ","檢查":"Vérifier ","可用":"Disponible ","靜態":"Statique ",
+              "版本":"Version ","是":"","剩餘":"Restant ","遠控":"Distant ","  ":" "},
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+              "立即刪除":"Eliminar ","安全模式":"Modo seguro ","官方網站":"Sitio web ",
+              "腳本":"Script ","鏈式":"Cadena ","記憶體":"Memoria ","正在加載":"Cargando ","加載":"Cargar ",
+              "行為":"Comportamiento ","可疑":"Sospechoso ","勒索":"Ransomware ","主要":"Principal ",
+              "許可條款":"Licencia ","惡意":"Malicioso ","開發":"Desarrolladores ",
+              "啟用":"Activar ","禁用":"Desactivar ","正在初始化中":"Inicializando ","初始化":"Inicializar ",
+              "正在掃描":"Escaneando ","正在刪除":"Eliminando ","正在追蹤":"Rastreando ",
+              "最小化到":"Minimizar a ","靈敏度":"Sensibilidad ","正在檢查":"Comprobando ",
+              "確定要":"Seguro que ","引擎靈敏度":"Sensibilidad ","更新":"Actualizar ",
+              "白色主題":"Blanco","黃色主題":"Amarillo","紅色主題":"Rojo","語言":"Idioma ",
+              "藍色主題":"Azul","綠色主題":"Verde","自訂主題":"Personalizado","黑色主題":"Negro",
+              "特別感謝":"Colaboradores ","版本資訊":"Información ","通訊":"Conectar ",
+              "註冊":"Registro ","退出":"Salir ","檔案":"Archivo ","當前":"Actualmente ",
+              "狀態":"Estado ","掃描":"Escanear ","工具":"Herramientas ","防護":"Protección ",
+              "失敗":"Fallido ","請":"Por favor ","路徑":"Ruta ","方式":"Método ",
+              "需要":"Necesita ","病毒":"Virus ","選擇":"Seleccionar ","返回":"Volver ",
+              "受到":"Recibido ","錯誤":"Error ","完成":"Completado ","引擎":"Motor ",
+              "托盤":"Bandeja ","圖標":"Icono ","不安全":"Inseguro ","增強":"Mejorar ",
+              "系統":"Sistema ","雲端":"Nube ","重啟":"Reiniciar ","修復":"Reparar ",
+              "裝置":"Dispositivo ","發現":"Encontrado ","成功":"Éxito ","清理":"Limpiar ",
+              "確定":"OK ","執行":"Ejecutar ","警告":"Advertencia ","使用":"Usar ",
+              "網路":"Red ","變更":"Cambiar ","總數":"Total ","結束":"Fin ",
+              "選項":"Opciones ","監控":"Monitor ","連接":"Conectar ","可以":"Puede ",
+              "進程":"Proceso ","攔截":"Bloquear ","引導":"Arranque ","刪除":"Eliminar ",
+              "分區":"Partición ","設定":"Ajustes ","關於":"Acerca de ","模式":"Modo ",
+              "提高":"Mejorar ","安全":"Seguridad ","顯色":"Color ","顏色":"Color ",
+              "主題":"Tema ","回收":"Papelera ","無用":"Inútil ","導入":"Importar ",
+              "風險":"Riesgo ","介面":"UI ","核心":"Núcleo ","服務":"Servicios ",
+              "管理":"Gestionar ","所有":"Todo ","您":"Tú ","取消":"Cancelar ","未":"No ",
+              "垃圾":"Basura ","位元":"bytes ","本機":"PC ","停止":"Detener ",
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+              "增加":"Añadir ","移除":"Eliminar ","項目":"Elementos ","生成":"Crear ","稱":"",
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+              "密鑰":"Clave ","檢測":"Detectar ","製作":"Creador ","運行":"Ejecutando ",
+              "擴展":"Extensión ","套件":"Kit ","自動":"Auto ","上報":"Reportar ",
+              "分析":"Análisis ","自身":"Sí mismo ","其他":"Otro ","配置":"Config ",
+              "丟失":"Perdido ","網站":"Sitio ","不兼容":"Incompatible ","列表":"Lista ",
+              "竄改":"Manipular ","第三方":"Terceros ","實時":"Tiempo real ","查看":"Ver ",
+              "指定":"Especificar ","清空":"Vaciar ","資源回收桶":"Papelera ","無法":"No puede ",
+              "與":"Con ","當":"Cuando ","功能":"Función ","異常":"Anormal ","來":"Para ",
+              "重置":"Restablecer ","窗口":"Ventana ","暫存":"Temp ","自訂":"Personalizado ",
+              "不支持":"No soportado ","共":"Total ","秒":"Segundos ","耗時":"Tarda ",
+              "沙箱":"Sandbox ","虛擬":"Virtual ","隔離":"Cuarentena ","時":"",
+              "建立":"Crear ","環境":"Entorno ","化":"","表":"",
+              "達":"Alcanzado ","上限":"Límite ","區":"","金鑰":"Clave ","產品":"Producto ",
+              "運行庫":".NET CLR ","殼碼":"Shellcode ","線程":"Hilo ","注入":"Inyectar ",
+              "前往":"Ir ","檢查":"Comprobar ","可用":"Disponible ","靜態":"Estático ",
+              "版本":"Versión ","是":"","剩餘":"Restante ","遠控":"Remoto ","  ":" "},
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+    "hindi_switch": {"開啟":"चालू ", "關閉":"बंद ", "开启":"चालू ", "关闭":"बंद ", "，":", ",
+              "立即刪除":"अभी हटाएं ", "安全模式":"सुरक्षित मोड ", "官方網站":"आधिकारिक वेबसाइट ",
+              "腳本":"स्क्रिप्ट ", "鏈式":"चेन ", "記憶體":"मेमोरी ", "正在加載":"लोड हो रहा है ", "加載":"लोड करें ",
+              "行為":"व्यवहार ", "可疑":"संदिग्ध ", "勒索":"रैनसमवेयर ", "主要":"मुख्य ",
+              "許可條款":"लाइसेंस शर्तें ", "惡意":"दुर्भावनापूर्ण ", "開發":"डेवलपर्स ",
+              "啟用":"सक्षम करें ", "禁用":"अक्षम करें ", "正在初始化中":"प्रारंभ हो रहा है ", "初始化":"प्रारंभ करें ",
+              "正在掃描":"स्कैन हो रहा है ", "正在刪除":"हटाया जा रहा है ", "正在追蹤":"ट्रैक किया जा रहा है ",
+              "最小化到":"इसमें छोटा करें ", "靈敏度":"संवेदनशीलता ", "正在檢查":"जांच हो रही है ",
+              "確定要":"क्या आप सुनिश्चित हैं ", "引擎靈敏度":"इंजन संवेदनशीलता ", "更新":"अपडेट करें ",
+              "白色主題":"सफ़ेद", "黃色主題":"पीला", "紅色主題":"लाल", "語言":"भाषा ",
+              "藍色主題":"नीला", "綠色主題":"हरा", "自訂主題":"कस्टम", "黑色主題":"काला",
+              "特別感謝":"योगदानकर्ता ", "版本資訊":"संस्करण जानकारी ", "通訊":"संचार ",
+              "註冊":"रजिस्ट्री ", "退出":"बाहर निकलें ", "檔案":"फ़ाइल ", "當前":"वर्तमान ",
+              "狀態":"स्थिति ", "掃描":"स्कैन ", "工具":"उपकरण ", "防護":"सुरक्षा ",
+              "失敗":"विफल ", "請":"कृपया ", "路徑":"पथ ", "方式":"तरीका ",
+              "需要":"आवश्यक ", "病毒":"वायरस ", "選擇":"चुनें ", "返回":"वापस",
+              "受到":"प्राप्त हुआ ", "錯誤":"त्रुटि ", "完成":"पूरा हुआ ", "引擎":"इंजन ",
+              "托盤":"ट्रे ", "圖標":"आइकन ", "不安全":"असुरक्षित ", "增強":"बढ़ाना ",
+              "系統":"सिस्टम ", "雲端":"क्लाउड ", "重啟":"रीबूट ", "修復":"मरम्मत ",
+              "裝置":"डिवाइस ", "發現":"मिला ", "成功":"सफल ", "清理":"सफाई ",
+              "確定":"ठीक ", "執行":"निष्पादित करें ", "警告":"चेतावनी ", "使用":"उपयोग ",
+              "網路":"नेटवर्क ", "變更":"बदलें ", "總數":"कुल ", "結束":"समाप्त ",
+              "選項":"विकल्प ", "監控":"मॉनिटर ", "連接":"कनेक्ट ", "可以":"सकता है ",
+              "進程":"प्रक्रिया ", "攔截":"ब्लॉक ", "引導":"बूट ", "刪除":"हटाएं ",
+              "分區":"पार्टीशन ", "設定":"सेटिंग्स ", "關於":"के बारे में ", "模式":"मोड ",
+              "提高":"सुधारें ", "安全":"सुरक्षा ", "顯色":"रंग ", "顏色":"रंग ",
+              "主題":"थीम ", "回收":"रीसायकल ", "無用":"बेकार ", "導入":"आयात ",
+              "風險":"जोखिम ", "介面":"यूआई ", "核心":"कोर ", "服務":"सेवाएं ",
+              "管理":"प्रबंधित करें ", "所有":"सभी ", "您":"आप ", "取消":"रद्द करें ", "未":"नहीं ",
+              "垃圾":"कचरा ", "位元":"बाइट ", "本機":"पीसी ", "停止":"रोकें ",
+              "到":"तक ", "白名單":"श्वेत सूची ", "軟體":"सॉफ़्टवेयर ", "正在":"",
+              "增加":"जोड़ें ", "移除":"हटाएं ", "項目":"आइटम ", "生成":"बनाएं ", "稱":"",
+              "複製":"कॉपी ", "此":"यह ", "並":"और ", "全盤":"पूर्ण ", "最新":"नवीनतम ",
+              "已存在":"पहले से मौजूद ", "數據庫":"डेटाबेस ", "誤報":"गलत सूचना ",
+              "高":"उच्च ", "新":"नया ", "和":"और ", "可能會":"संभव ", "會":"सकता है ",
+              "日誌":"लॉग ", "已":"हो चुका ", "彈窗":"विंडो ", "要":"को ", "驅動":"ड्राइवर ",
+              "的":"", "顯示":"", "個":"", "嗎":"", "了":"", "行":"", "立即":"", "規則":"नियम ",
+              "密鑰":"कुंजी ", "檢測":"पता लगाएं ", "製作":"निर्माता ", "運行":"चल रहा है ",
+              "擴展":"एक्सटेंशन ", "套件":"किट ", "自動":"ऑटो ", "上報":"रिपोर्ट ",
+              "分析":"विश्लेषण ", "自身":"स्वयं ", "其他":"अन्य ", "配置":"कॉन्फ़िगर ",
+              "丟失":"खो गया ", "網站":"वेबसाइट ", "不兼容":"असंगत ", "列表":"सूची ",
+              "竄改":"छेड़छाड़ ", "第三方":"थर्ड पार्टी ", "實時":"वास्तविक समय ", "查看":"देखें ",
+              "指定":"निर्दिष्ट करें ", "清空":"खाली करें ", "資源回收桶":"रीसायकल बिन ", "無法":"असमर्थ ",
+              "與":"के साथ ", "當":"जब ", "功能":"कार्य ", "異常":"असामान्य ", "來":"के लिए ",
+              "重置":"रीसेट ", "窗口":"विंडो ", "暫存":"अस्थायी ", "自訂":"कस्टम ",
+              "不支持":"समर्थित नहीं ", "共":"कुल ", "秒":"सेकंड ", "耗時":"लगा समय ",
+              "沙箱":"सैंडबॉक्स ", "虛擬":"आभासी ", "隔離":"संगरोध ", "時":"",
+              "建立":"बनाएं ", "環境":"वातावरण ", "化":"", "表":"",
+              "達":"पहुंच गया ", "上限":"सीमा ", "區":"", "金鑰":"कुंजी ", "產品":"उत्पाद ",
+              "運行庫":".NET CLR ", "殼碼":"शेलकोड ", "線程":"थ्रेड ", "注入":"इंजेक्टर ",
+              "前往":"जाएं ", "檢查":"जांचें ", "可用":"उपलब्ध ", "靜態":"स्थैतिक ",
+              "版本":"संस्करण ", "是":"", "剩餘":"शेष ", "遠控":"रिमोट ", "  ":" "},
+
+    "arabic_switch": {"開啟":"تشغيل ", "關閉":"إيقاف ", "开启":"تشغيل ", "关闭":"إيقاف ", "，":", ",
+              "立即刪除":"حذف الآن ", "安全模式":"الوضع الآمن ", "官方網站":"الموقع الرسمي ",
+              "腳本":"برنامج نصي ", "鏈式":"سلسلة ", "記憶體":"الذاكرة ", "正在加載":"جار التحميل ", "加載":"تحميل ",
+              "行為":"سلوك ", "可疑":"مشبوه ", "勒索":"فدية ", "主要":"رئيسي ",
+              "許可條款":"شروط الترخيص ", "惡意":"ضار ", "開發":"المطورين ",
+              "啟用":"تفعيل ", "禁用":"تعطيل ", "正在初始化中":"جار التهيئة ", "初始化":"تهيئة ",
+              "正在掃描":"جار الفحص ", "正在刪除":"جار الحذف ", "正在追蹤":"جار التتبع ",
+              "最小化到":"تصغير إلى ", "靈敏度":"حساسية ", "正在檢查":"جار التحقق ",
+              "確定要":"هل أنت متأكد ", "引擎靈敏度":"حساسية المحرك ", "更新":"تحديث ",
+              "白色主題":"أبيض", "黃色主題":"أصفر", "紅色主題":"أحمر", "語言":"اللغة ",
+              "藍色主題":"أزرق", "綠色主題":"أخضر", "自訂主題":"مخصص", "黑色主題":"أسود",
+              "特別感謝":"المساهمون ", "版本資訊":"معلومات الإصدار ", "通訊":"اتصال ",
+              "註冊":"السجل ", "退出":"خروج ", "檔案":"ملف ", "當前":"الحالي ",
+              "狀態":"الحالة ", "掃描":"فحص ", "工具":"أدوات ", "防護":"حماية ",
+              "失敗":"فشل ", "請":"يرجى ", "路徑":"مسار ", "方式":"طريقة ",
+              "需要":"يحتاج ", "病毒":"فيروس ", "選擇":"تحديد ", "返回":"رجوع",
+              "受到":"تم الاستلام ", "錯誤":"خطأ ", "完成":"مكتمل ", "引擎":"محرك ",
+              "托盤":"صينية ", "圖標":"أيقونة ", "不安全":"غير آمن ", "增強":"تحسين ",
+              "系統":"النظام ", "雲端":"سحابة ", "重啟":"إعادة تشغيل ", "修復":"إصلاح ",
+              "裝置":"جهاز ", "發現":"تم العثور ", "成功":"نجاح ", "清理":"تنظيف ",
+              "確定":"موافق ", "執行":"تنفيذ ", "警告":"تحذير ", "使用":"استخدام ",
+              "網路":"الشبكة ", "變更":"تغيير ", "總數":"الإجمالي ", "結束":"إنهاء ",
+              "選項":"خيارات ", "監控":"مراقبة ", "連接":"اتصال ", "可以":"يمكن ",
+              "進程":"عملية ", "攔截":"حظر ", "引導":"إقلاع ", "刪除":"حذف ",
+              "分區":"قسم ", "設定":"إعدادات ", "關於":"حول ", "模式":"وضع ",
+              "提高":"تحسين ", "安全":"أمان ", "顯色":"لون ", "顏色":"لون ",
+              "主題":"سمة ", "回收":"استرجاع ", "無用":"غير مفيد ", "導入":"استيراد ",
+              "風險":"خطر ", "介面":"واجهة ", "核心":"نواة ", "服務":"خدمات ",
+              "管理":"إدارة ", "所有":"الكل ", "您":"أنت ", "取消":"إلغاء ", "未":"غير ",
+              "垃圾":"مهملات ", "位元":"بايت ", "本機":"الكمبيوتر ", "停止":"إيقاف ",
+              "到":"إلى ", "白名單":"القائمة البيضاء ", "軟體":"برنامج ", "正在":"",
+              "增加":"إضافة ", "移除":"إزالة ", "項目":"عناصر ", "生成":"إنشاء ", "稱":"",
+              "複製":"نسخ ", "此":"هذا ", "並":"و ", "全盤":"كامل ", "最新":"الأحدث ",
+              "已存在":"موجود بالفعل ", "數據庫":"قاعدة البيانات ", "誤報":"إيجابي كاذب ",
+              "高":"عالي ", "新":"جديد ", "和":"و ", "可能會":"محتمل ", "會":"سوف ",
+              "日誌":"سجل ", "已":"بالفعل ", "彈窗":"نافذة ", "要":"إلى ", "驅動":"برنامج تشغيل ",
+              "的":"", "顯示":"", "個":"", "嗎":"", "了":"", "行":"", "立即":"", "規則":"قاعدة ",
+              "密鑰":"مفتاح ", "檢測":"اكتشاف ", "製作":"صانع ", "運行":"قيد التشغيل ",
+              "擴展":"امتداد ", "套件":"مجموعة ", "自動":"تلقائي ", "上報":"إبلاغ ",
+              "分析":"تحليل ", "自身":"نفسه ", "其他":"آخر ", "配置":"تكوين ",
+              "丟失":"مفقود ", "網站":"موقع ", "不兼容":"غير متوافق ", "列表":"قائمة ",
+              "竄改":"تلاعب ", "第三方":"جهة خارجية ", "實時":"الوقت الفعلي ", "查看":"عرض ",
+              "指定":"تحديد ", "清空":"إفراغ ", "資源回收桶":"سلة المهملات ", "無法":"غير قادر ",
+              "與":"مع ", "當":"عندما ", "功能":"وظيفة ", "異常":"شاذ ", "來":"ل ",
+              "重置":"إعادة ضبط ", "窗口":"نافذة ", "暫存":"مؤقت ", "自訂":"مخصص ",
+              "不支持":"غير مدعوم ", "共":"إجمالي ", "秒":"ثواني ", "耗時":"استغرق ",
+              "沙箱":"صندوق الحماية ", "虛擬":"افتراضي ", "隔離":"عزل ", "時":"",
+              "建立":"إنشاء ", "環境":"بيئة ", "化":"", "表":"",
+              "達":"وصل ", "上限":"الحد ", "區":"", "金鑰":"مفتاح ", "產品":"منتج ",
+              "運行庫":".NET CLR ", "殼碼":"رمز قشرة ", "線程":"سلسلة ", "注入":"حقن ",
+              "前往":"الذهاب ", "檢查":"فحص ", "可用":"متاح ", "靜態":"ثابت ",
+              "版本":"إصدار ", "是":"", "剩餘":"المتبقي ", "遠控":"عن بعد ", "  ":" "},
+
+    "russian_switch": {"開啟":"Вкл ", "關閉":"Выкл ", "开启":"Вкл ", "关闭":"Выкл ", "，":", ",
+              "立即刪除":"Удалить сейчас ", "安全模式":"Безопасный режим ", "官方網站":"Официальный сайт ",
+              "腳本":"Скрипт ", "鏈式":"Цепочка ", "記憶體":"Память ", "正在加載":"Загрузка ", "加載":"Загрузить ",
+              "行為":"Поведение ", "可疑":"Подозрительный ", "勒索":"Вымогатель ", "主要":"Главный ",
+              "許可條款":"Условия лицензии ", "惡意":"Вредоносный ", "開發":"Разработчики ",
+              "啟用":"Включить ", "禁用":"Отключить ", "正在初始化中":"Инициализация ", "初始化":"Инициализировать ",
+              "正在掃描":"Сканирование ", "正在刪除":"Удаление ", "正在追蹤":"Отслеживание ",
+              "最小化到":"Свернуть в ", "靈敏度":"Чувствительность ", "正在檢查":"Проверка ",
+              "確定要":"Вы уверены, что ", "引擎靈敏度":"Чувствительность движка ", "更新":"Обновить ",
+              "白色主題":"Белый", "黃色主題":"Желтый", "紅色主題":"Красный", "語言":"Язык ",
+              "藍色主題":"Синий", "綠色主題":"Зеленый", "自訂主題":"Пользовательский", "黑色主題":"Черный",
+              "特別感謝":"Участники ", "版本資訊":"Информация о версии ", "通訊":"Связь ",
+              "註冊":"Реестр ", "退出":"Выход ", "檔案":"Файл ", "當前":"Текущий ",
+              "狀態":"Статус ", "掃描":"Сканировать ", "工具":"Инструменты ", "防護":"Защита ",
+              "失敗":"Ошибка ", "請":"Пожалуйста ", "路徑":"Путь ", "方式":"Метод ",
+              "需要":"Требуется ", "病毒":"Вирус ", "選擇":"Выбрать ", "返回":"Назад",
+              "受到":"Получено ", "錯誤":"Ошибка ", "完成":"Завершено ", "引擎":"Движок ",
+              "托盤":"Трей ", "圖標":"Значок ", "不安全":"Небезопасно ", "增強":"Улучшить ",
+              "系統":"Система ", "雲端":"Облако ", "重啟":"Перезагрузка ", "修復":"Восстановить ",
+              "裝置":"Устройство ", "發現":"Найдено ", "成功":"Успех ", "清理":"Очистка ",
+              "確定":"ОК ", "執行":"Выполнить ", "警告":"Предупреждение ", "使用":"Использовать ",
+              "網路":"Сеть ", "變更":"Изменить ", "總數":"Всего ", "結束":"Завершить ",
+              "選項":"Опции ", "監控":"Монитор ", "連接":"Подключить ", "可以":"Можно ",
+              "進程":"Процесс ", "攔截":"Блокировать ", "引導":"Загрузка ", "刪除":"Удалить ",
+              "分區":"Раздел ", "設定":"Настройки ", "關於":"О программе ", "模式":"Режим ",
+              "提高":"Улучшить ", "安全":"Безопасность ", "顯色":"Цвет ", "顏色":"Цвет ",
+              "主題":"Тема ", "回收":"Корзина ", "無用":"Бесполезно ", "導入":"Импорт ",
+              "風險":"Риск ", "介面":"Интерфейс ", "核心":"Ядро ", "服務":"Службы ",
+              "管理":"Управление ", "所有":"Все ", "您":"Вы ", "取消":"Отмена ", "未":"Не ",
+              "垃圾":"Мусор ", "位元":"байт ", "本機":"ПК ", "停止":"Остановить ",
+              "到":"К ", "白名單":"Белый список ", "軟體":"ПО ", "正在":"",
+              "增加":"Добавить ", "移除":"Удалить ", "項目":"Элементы ", "生成":"Создать ", "稱":"",
+              "複製":"Копировать ", "此":"Этот ", "並":"И ", "全盤":"Полный ", "最新":"Последний ",
+              "已存在":"Уже существует ", "數據庫":"База данных ", "誤報":"Ложное срабатывание ",
+              "高":"Высокий ", "新":"Новый ", "和":"И ", "可能會":"Возможно ", "會":"Может ",
+              "日誌":"Журнал ", "已":"Уже ", "彈窗":"Окно ", "要":"Нужно ", "驅動":"Драйвер ",
+              "的":"", "顯示":"", "個":"", "嗎":"", "了":"", "行":"", "立即":"", "規則":"Правило ",
+              "密鑰":"Ключ ", "檢測":"Обнаружить ", "製作":"Создатель ", "運行":"Работает ",
+              "擴展":"Расширение ", "套件":"Набор ", "自動":"Авто ", "上報":"Отчет ",
+              "分析":"Анализ ", "自身":"Сам ", "其他":"Другое ", "配置":"Конфиг ",
+              "丟失":"Утерян ", "網站":"Сайт ", "不兼容":"Несовместимо ", "列表":"Список ",
+              "竄改":"Вмешательство ", "第三方":"Сторонний ", "實時":"Реальное время ", "查看":"Просмотр ",
+              "指定":"Указать ", "清空":"Очистить ", "資源回收桶":"Корзина ", "無法":"Невозможно ",
+              "與":"С ", "當":"Когда ", "功能":"Функция ", "異常":"Аномалия ", "來":"Для ",
+              "重置":"Сброс ", "窗口":"Окно ", "暫存":"Временный ", "自訂":"Пользовательский ",
+              "不支持":"Не поддерживается ", "共":"Всего ", "秒":"Секунд ", "耗時":"Заняло ",
+              "沙箱":"Песочница ", "虛擬":"Виртуальный ", "隔離":"Карантин ", "時":"",
+              "建立":"Создать ", "環境":"Среда ", "化":"", "表":"",
+              "達":"Достигнут ", "上限":"Лимит ", "區":"", "金鑰":"Ключ ", "產品":"Продукт ",
+              "運行庫":".NET CLR ", "殼碼":"Шелл-код ", "線程":"Поток ", "注入":"Инъекция ",
+              "前往":"Перейти ", "檢查":"Проверить ", "可用":"Доступно ", "靜態":"Статический ",
+              "版本":"Версия ", "是":"", "剩餘":"Осталось ", "遠控":"Удаленный ", "  ":" "},
+
+    "slovenian_switch": {"開啟":"Vklop ", "關閉":"Izklop ", "开启":"Vklop ", "关闭":"Izklop ", "，":", ",
+              "立即刪除":"Izbriši zdaj ", "安全模式":"Varni način ", "官方網站":"Uradna spletna stran ",
+              "腳本":"Skripta ", "鏈式":"Veriga ", "記憶體":"Pomnilnik ", "正在加載":"Nalaganje ", "加載":"Naloži ",
+              "行為":"Vedenje ", "可疑":"Sumljivo ", "勒索":"Izsiljevalska ", "主要":"Glavni ",
+              "許可條款":"Licenčni pogoji ", "惡意":"Zlonamerno ", "開發":"Razvijalci ",
+              "啟用":"Omogoči ", "禁用":"Onemogoči ", "正在初始化中":"Inicializacija ", "初始化":"Inicializiraj ",
+              "正在掃描":"Skeniranje ", "正在刪除":"Brisanje ", "正在追蹤":"Sledenje ",
+              "最小化到":"Minimiziraj v ", "靈敏度":"Občutljivost ", "正在檢查":"Preverjanje ",
+              "確定要":"Ali ste prepričani ", "引擎靈敏度":"Občutljivost mehanizma ", "更新":"Posodobi ",
+              "白色主題":"Bela", "黃色主題":"Rumena", "紅色主題":"Rdeča", "語言":"Jezik ",
+              "藍色主題":"Modra", "綠色主題":"Zelena", "自訂主題":"Po meri", "黑色主題":"Črna",
+              "特別感謝":"Sodelavci ", "版本資訊":"Informacije o različici ", "通訊":"Povezava ",
+              "註冊":"Register ", "退出":"Izhod ", "檔案":"Datoteka ", "當前":"Trenutno ",
+              "狀態":"Stanje ", "掃描":"Skeniraj ", "工具":"Orodja ", "防護":"Zaščita ",
+              "失敗":"Neuspešno ", "請":"Prosim ", "路徑":"Pot ", "方式":"Način ",
+              "需要":"Potrebno ", "病毒":"Virus ", "選擇":"Izberi ", "返回":"Nazaj",
+              "受到":"Prejeto ", "錯誤":"Napaka ", "完成":"Končano ", "引擎":"Mehanizem ",
+              "托盤":"Pladenj ", "圖標":"Ikona ", "不安全":"Nevarno ", "增強":"Izboljšaj ",
+              "系統":"Sistem ", "雲端":"Oblak ", "重啟":"Ponovni zagon ", "修復":"Popravi ",
+              "裝置":"Naprava ", "發現":"Najdeno ", "成功":"Uspeh ", "清理":"Čiščenje ",
+              "確定":"V redu ", "執行":"Izvedi ", "警告":"Opozorilo ", "使用":"Uporabi ",
+              "網路":"Omrežje ", "變更":"Spremeni ", "總數":"Skupaj ", "結束":"Konec ",
+              "選項":"Možnosti ", "監控":"Nadzor ", "連接":"Poveži ", "可以":"Lahko ",
+              "進程":"Proces ", "攔截":"Blokiraj ", "引導":"Zagon ", "刪除":"Izbriši ",
+              "分區":"Particija ", "設定":"Nastavitve ", "關於":"O programu ", "模式":"Način ",
+              "提高":"Povečaj ", "安全":"Varnost ", "顯色":"Barva ", "顏色":"Barva ",
+              "主題":"Tema ", "回收":"Koš ", "無用":"Nekoristno ", "導入":"Uvozi ",
+              "風險":"Tveganje ", "介面":"Vmesnik ", "核心":"Jedro ", "服務":"Storitve ",
+              "管理":"Upravljaj ", "所有":"Vse ", "您":"Vi ", "取消":"Prekliči ", "未":"Ne ",
+              "垃圾":"Smeti ", "位元":"bajtov ", "本機":"PC ", "停止":"Ustavi ",
+              "到":"V ", "白名單":"Beli seznam ", "軟體":"Programska oprema ", "正在":"",
+              "增加":"Dodaj ", "移除":"Odstrani ", "項目":"Predmeti ", "生成":"Ustvari ", "稱":"",
+              "複製":"Kopiraj ", "此":"To ", "並":"In ", "全盤":"Popolno ", "最新":"Najnovejše ",
+              "已存在":"Že obstaja ", "數據庫":"Podatkovna baza ", "誤報":"Lažni alarm ",
+              "高":"Visoko ", "新":"Novo ", "和":"In ", "可能會":"Možno ", "會":"Bo ",
+              "日誌":"Dnevnik ", "已":"Že ", "彈窗":"Okno ", "要":"V ", "驅動":"Gonilnik ",
+              "的":"", "顯示":"", "個":"", "嗎":"", "了":"", "行":"", "立即":"", "規則":"Pravilo ",
+              "密鑰":"Ključ ", "檢測":"Zaznaj ", "製作":"Ustvarjalec ", "運行":"Se izvaja ",
+              "擴展":"Razširitev ", "套件":"Komplet ", "自動":"Samodejno ", "上報":"Prijavi ",
+              "分析":"Analiza ", "自身":"Samo ", "其他":"Drugo ", "配置":"Konfiguracija ",
+              "丟失":"Izgubljeno ", "網站":"Spletno mesto ", "不兼容":"Nezdružljivo ", "列表":"Seznam ",
+              "竄改":"Spreminjanje ", "第三方":"Tretja oseba ", "實時":"V realnem času ", "查看":"Poglej ",
+              "指定":"Določi ", "清空":"Izprazni ", "資源回收桶":"Koš ", "無法":"Ni mogoče ",
+              "與":"Z ", "當":"Ko ", "功能":"Funkcija ", "異常":"Nenormalno ", "來":"Za ",
+              "重置":"Ponastavi ", "窗口":"Okno ", "暫存":"Začasno ", "自訂":"Po meri ",
+              "不支持":"Ni podprto ", "共":"Skupaj ", "秒":"Sekund ", "耗時":"Trajalo ",
+              "沙箱":"Peskovnik ", "虛擬":"Virtualno ", "隔離":"Karantena ", "時":"",
+              "建立":"Ustvari ", "環境":"Okolje ", "化":"", "表":"",
+              "達":"Doseženo ", "上限":"Omejitev ", "區":"", "金鑰":"Ključ ", "產品":"Izdelek ",
+              "運行庫":".NET CLR ", "殼碼":"Zlonamerna koda ", "線程":"Nit ", "注入":"Vbrizgavanje ",
+              "前往":"Pojdi ", "檢查":"Preveri ", "可用":"Na voljo ", "靜態":"Statično ",
+              "版本":"Različica ", "是":"", "剩餘":"Preostalo ", "遠控":"Oddaljeno ", "  ":" "},
+
+    "custom_language_switch": {},
 
     "white_switch": {
         "_white": "_black",},

PYAS_Engine.py

@@ -1,4 +1,4 @@
-import os, yara, time, numpy, base64, requests, pefile, math
+import os, yara, time, numpy, base64, requests, pefile, math, json, re, datetime
 import ctypes, ctypes.wintypes, hashlib, onnxruntime
 
 from PIL import Image
@@ -11,14 +11,25 @@ class GUID(ctypes.Structure):
         ("Data1", ctypes.wintypes.DWORD),
         ("Data2", ctypes.wintypes.WORD),
         ("Data3", ctypes.wintypes.WORD),
-        ("Data4", ctypes.c_ubyte * 8)]
+        ("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)]
+        ("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_ = [
@@ -28,19 +39,20 @@ class WINTRUST_DATA(ctypes.Structure):
         ("dwUIChoice", ctypes.wintypes.DWORD),
         ("fdwRevocationChecks", ctypes.wintypes.DWORD),
         ("dwUnionChoice", ctypes.wintypes.DWORD),
-        ("pFile", ctypes.POINTER(WINTRUST_FILE_INFO)),
+        ("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)]
+        ("pSignatureSettings", ctypes.wintypes.LPVOID)
+    ]
 
 ####################################################################################################
 
 class sign_scanner:
     def __init__(self):
-        self.verify = GUID(0x00AAC56B, 0xCD44, 0x11D0, (0x8C, 0xC2, 0x00, 0xC0, 0x4F, 0xC2, 0x95, 0xEE))
+        self.verify = GUID(0x00AAC56B, 0xCD44, 0x11D0, (ctypes.c_ubyte * 8)(0x8C, 0xC2, 0x00, 0xC0, 0x4F, 0xC2, 0x95, 0xEE))
 
     def init_windll(self, path):
         for name in path:
@@ -48,7 +60,6 @@ class sign_scanner:
                 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
@@ -56,15 +67,34 @@ class sign_scanner:
         except Exception:
             pass
 
+####################################################################################################
+
     def sign_verify(self, file_path):
+        if os.name != 'nt':
+            return False
         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
+            fi = WINTRUST_FILE_INFO()
+            fi.cbStruct = ctypes.sizeof(WINTRUST_FILE_INFO)
+            fi.pcwszFilePath = os.path.abspath(file_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 self.WinVerifyTrust(None, ctypes.byref(self.verify), ctypes.byref(td)) == 0
         except Exception:
             return False
 
@@ -243,101 +273,214 @@ class cnn_scanner:
 ####################################################################################################
 
 class pe_scanner:
+    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"]
+
+####################################################################################################
+
     def __init__(self):
         self.model = None
         self.input_name = None
+        self.feature_order = []
         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):
@@ -345,14 +488,26 @@ class pe_scanner:
                 full_path = os.path.join(root, file)
                 if callback:
                     callback(full_path)
-                self.load_model(full_path)
+                if full_path.endswith('.onnx'):
+                    self.load_model(full_path)
 
     def load_model(self, model_path):
-        if not os.path.exists(model_path) or not model_path.endswith('.onnx'):
+        if not os.path.exists(model_path):
             return
         try:
             self.model = onnxruntime.InferenceSession(model_path, providers=['CPUExecutionProvider'])
             self.input_name = self.model.get_inputs()[0].name
+            feat_path = os.path.join(os.path.dirname(model_path), "features.json")
+
+            model_features = []
+            if os.path.exists(feat_path):
+                with open(feat_path, 'r') as f:
+                    model_features = json.load(f)
+            else:
+                model_features = [re.sub(r'[^A-Za-z0-9_]+', '', f) for f in self.SCHEMA]
+
+            local_map = {re.sub(r'[^A-Za-z0-9_]+', '', raw_name): raw_name for raw_name in self.SCHEMA}
+            self.feature_order = [local_map.get(req_feat) for req_feat in model_features]
         except Exception:
             pass
 
@@ -363,9 +518,12 @@ class pe_scanner:
             f = float(val)
             if math.isinf(f) or math.isnan(f): return 0.0
             return f
-        except:
+        except Exception:
             return 0.0
 
+    def _safe_div(self, n, d):
+        return float(n) / d if d > 0 else 0.0
+
     def _calc_entropy(self, data):
         if not data: return 0.0
         arr = numpy.frombuffer(data, dtype=numpy.uint8)
@@ -376,15 +534,16 @@ class pe_scanner:
 ####################################################################################################
 
     def extract_features(self, file_path):
-        fts = {k: 0 for k in self.SCHEMA}
+        fts = {k: 0.0 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)
+            if fsize == 0 or fsize > 268435456:
+                return None
+            with open(file_path, "rb") as f:
+                file_bytes = f.read()
+            pe = pefile.PE(data=file_bytes, 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
@@ -393,159 +552,247 @@ class pe_scanner:
             fts['NumberOfSymbols'] = fh.NumberOfSymbols
             fts['SizeOfOptionalHeader'] = fh.SizeOfOptionalHeader
             fts['Characteristics'] = fh.Characteristics
-
-            curr_ts = time.time()
+            curr_ts = datetime.datetime.now(datetime.timezone.utc).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'] = 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['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 pe.is_driver() 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
 
-                if len(op.DATA_DIRECTORY) > 9 and op.DATA_DIRECTORY[9].VirtualAddress > 0:
+            try:
+                fts['FileEntropy'] = self._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 = self._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 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
+
+                    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 = self._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 self.INSTALLER_SIGS:
+                            if sig in s_data:
+                                fts['IsInstall'] = 1
+                                break
+
+            fts['SectionMeanEntropy'] = self._safe_div(sum(sec_entropies), len(sec_entropies))
+            fts['TextSectionMaxEntropy'] = max(text_entropies) if text_entropies else 0.0
+            fts['TextSectionMeanEntropy'] = self._safe_div(sum(text_entropies), len(text_entropies))
+            fts['DataSectionMaxEntropy'] = max(data_entropies) if data_entropies else 0.0
+            fts['DataSectionMeanEntropy'] = self._safe_div(sum(data_entropies), len(data_entropies))
+            fts['RsrcSectionMaxEntropy'] = max(rsrc_entropies) if rsrc_entropies else 0.0
+            fts['RsrcSectionMeanEntropy'] = self._safe_div(sum(rsrc_entropies), len(rsrc_entropies))
+
+            for flag in char_flags:
+                fts[f'Char_{flag:08X}_MeanEntropy'] = self._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 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)
+            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
 
-            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, '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:
-                    for imp in entry.imports:
-                        fts['ApiCount'] += 1
-                        if not imp or not hasattr(imp, 'name') or not imp.name:
-                            continue
+                    if getattr(entry, 'dll', None):
                         try:
-                            name = imp.name.decode('ascii', 'ignore')
-                            if name in self.SCHEMA_SET:
-                                fts[name] = 1
-                        except:
+                            dll_name = entry.dll.decode('ascii', 'ignore').lower()
+                            if dll_name in self.TARGET_DLLS: 
+                                fts[f"Dll_{dll_name.replace('.', '_')}"] = 1.0
+                        except Exception: 
                             pass
 
-            if hasattr(pe, 'DIRECTORY_ENTRY_EXPORT'):
+                    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 self._ALL_APIS:
+                                fts[f'Api_{func_name}'] += 1
+                                fts['ApiCount'] += 1
+                            for cat in self._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 entry.id == 3 and hasattr(entry, 'directory'):
-                        fts['IconCount'] = len(entry.directory.entries)
-                        break
-            
-            if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG'):
+                    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)
 
-            return {k: self._safe_float(v) for k, v in fts.items()}
+            for k in fts: 
+                fts[k] = self._safe_float(fts[k])
+                
+            return fts
 
         except Exception:
             return None
         finally:
-            if pe: pe.close()
+            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)
-            
+            vec_data = []
+            for key in self.feature_order:
+                if key:
+                    vec_data.append(data.get(key, 0.0))
+                else:
+                    vec_data.append(0.0)
+
+            vec = numpy.array(vec_data, 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))
+
+            if isinstance(result, list) and len(result) > 0:
+                prob_dict = result[0]
+                if hasattr(prob_dict, 'get'):
+                    prob = float(prob_dict.get(1, prob_dict.get('1', 0.0)))
+
+            elif isinstance(result, numpy.ndarray):
+                if result.ndim == 2 and result.shape[1] > 1:
+                    prob = float(result[0][1])
 
             score = int(prob * 100)
             if prob > 0.5:
                 return f"General:WinPE/Unknown.{score}!ml", score
-            
             return False, False
-
         except Exception:
             return False, False
 
@@ -576,20 +823,27 @@ class cloud_scanner:
             base = api_host.rstrip('/')
             base_headers = {"X-API-Key": api_key, "User-Agent": "PYAS-Client/1.0"}
 
-            def _req(m, ep, files=None, **k):
+            def _req(m, ep, files=None, req_timeout=5, **k):
                 try:
-                    return requests.request(m, f"{base}{ep}", headers=base_headers, files=files, timeout=120, **k)
+                    return requests.request(m, f"{base}{ep}", headers=base_headers, files=files, timeout=req_timeout, **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'
+            r = _req("GET", f"/api/processing_status/{sha256}", req_timeout=15)
+            
+            status = 'missing'
+            if r and r.status_code == 200:
+                try:
+                    status = r.json().get('status', 'missing')
+                except Exception:
+                    pass
+
             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})
+                    r = _req("POST", "/api/upload", files={'file': f}, req_timeout=30)
                     if not r or r.status_code != 200:
                         return False, sha256
 
@@ -607,39 +861,60 @@ class cloud_scanner:
             base = api_host.rstrip('/')
             headers = {"X-API-Key": api_key, "User-Agent": "PYAS-Client/1.0"}
 
-            def _req(m, ep, **k):
+            def _req(m, ep, req_timeout, **k):
                 try:
-                    return requests.request(m, f"{base}{ep}", headers=headers, timeout=10, **k)
-                except:
+                    return requests.request(m, f"{base}{ep}", headers=headers, timeout=req_timeout, **k)
+                except requests.exceptions.Timeout:
+                    return "timeout"
+                except Exception:
                     return None
 
+            timeout_count = 0
             for _ in range(30):
-                r = _req("GET", f"/api/processing_status/{sha256}")
-                st = r.json().get('status') if r else 'error'
+                r = _req("GET", f"/api/processing_status/{sha256}", req_timeout=15)
+                
+                if r == "timeout" or r is None:
+                    timeout_count += 1
+                    if timeout_count >= 3:
+                        return False
+                    time.sleep(1)
+                    continue
+
+                st = 'error'
+                if r.status_code == 200:
+                    try:
+                        st = r.json().get('status', 'error')
+                    except Exception:
+                        pass
+
                 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', [])
+            r = _req("GET", f"/api/report/{sha256}", req_timeout=30)
+            if r and r != "timeout" and r.status_code == 200:
+                try:
+                    data = r.json().get('data', {})
+                    res = data.get('detection', {}).get('results', {}).get('PYAS', {})
+                    label = res.get('label', 'Unsupport')
+                    score = res.get('score', 100)
+                    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
+                    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"
+                    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
         except Exception:
             pass
         return False

PYAS_Version.py

@@ -2,7 +2,7 @@ import pyinstaller_versionfile
 
 pyinstaller_versionfile.create_versionfile(
 output_file="versionfile.txt",
-version='3.4.0',
+version='3.4.2',
 company_name="PYAS Security",
 file_description="Python Antivirus Software",
 internal_name="PYAS",

Plugins/Filter/DriverCommon.h

@@ -45,7 +45,21 @@ constexpr auto PYAS_POOL_TAG = 'SAYP';
 #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
@@ -107,17 +121,6 @@ typedef struct _RULE_NODE {
 
 extern DRIVER_DATA GlobalData;
 
-//
-// Rule Lists Externs (Added for Exception Path support)
-//
-extern PRULE_NODE g_RegistryBlockList;
-extern PRULE_NODE g_RegistryTrustedList;
-extern PRULE_NODE g_ProcessTrustedPaths;
-extern PRULE_NODE g_ProcessExploitable;
-extern PRULE_NODE g_FileProtectedPaths;
-extern PRULE_NODE g_FileExceptionPaths; // [Added] Exception List
-extern PRULE_NODE g_FileRansomExts;
-
 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);
@@ -138,9 +141,7 @@ VOID ImageLoadNotify(PUNICODE_STRING FullImageName, HANDLE ProcessId, PIMAGE_INF
 NTSTATUS GetProcessImageName(HANDLE ProcessId, PUNICODE_STRING* ImageName);
 
 BOOLEAN IsProcessTrusted(HANDLE ProcessId);
-BOOLEAN IsCriticalSystemProcess(HANDLE ProcessId);
 BOOLEAN IsTargetProtected(HANDLE ProcessId);
-BOOLEAN IsInstallerProcess(HANDLE ProcessId);
 BOOLEAN WildcardMatch(PCWSTR Pattern, PCWSTR String, USHORT StringLengthBytes);
 
 BOOLEAN CheckRegistryRule(PCUNICODE_STRING KeyName);

Plugins/Filter/DriverEntry.cpp

@@ -28,28 +28,27 @@ static VOID InstanceTeardownComplete(PCFLT_RELATED_OBJECTS FltObjects, FLT_INSTA
 
 static NTSTATUS DriverUnload(FLT_FILTER_UNLOAD_FLAGS Flags) {
     if (!(Flags & FLTFL_FILTER_UNLOAD_MANDATORY)) {
-        ExAcquireFastMutex(&GlobalData.PortMutex);
-        BOOLEAN IsConnected = (GlobalData.ClientPort != NULL);
-        ExReleaseFastMutex(&GlobalData.PortMutex);
+        return STATUS_FLT_DO_NOT_DETACH;
+    }
 
-        if (IsConnected) {
-            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();
-    UnloadRules(); // Release JSON rules memory
 
     ExWaitForRundownProtectionRelease(&GlobalData.PortRundown);
 
-    if (GlobalData.ServerPort) {
-        FltCloseCommunicationPort(GlobalData.ServerPort);
-    }
-    if (GlobalData.FilterHandle) {
-        FltUnregisterFilter(GlobalData.FilterHandle);
-    }
+    UnloadRules();
+
     return STATUS_SUCCESS;
 }
 
@@ -77,10 +76,6 @@ static VOID PortDisconnect(PVOID ConnectionCookie) {
 
     ExAcquireFastMutex(&GlobalData.PortMutex);
     GlobalData.ClientPort = NULL;
-    GlobalData.PyasPid = 0;
-    if (GlobalData.PyasProcess) {
-        GlobalData.PyasProcess = NULL;
-    }
     ExReleaseFastMutex(&GlobalData.PortMutex);
 
     ExWaitForRundownProtectionRelease(&GlobalData.PortRundown);
@@ -126,13 +121,12 @@ extern "C" NTSTATUS DriverEntry(PDRIVER_OBJECT DriverObject, PUNICODE_STRING Reg
     ExInitializeRundownProtection(&GlobalData.PortRundown);
 
     status = LoadRulesFromDisk(RegistryPath);
-    if (!NT_SUCCESS(status)) {
-        // Optional: Fail load if rules missing, or continue with empty rules
-        // return status; 
-    }
 
     status = FltRegisterFilter(DriverObject, &FilterRegistration, &GlobalData.FilterHandle);
-    if (!NT_SUCCESS(status)) return status;
+    if (!NT_SUCCESS(status)) {
+        UnloadRules();
+        return status;
+    }
 
     status = FltBuildDefaultSecurityDescriptor(&sd, FLT_PORT_ALL_ACCESS);
     if (NT_SUCCESS(status)) {
@@ -143,7 +137,11 @@ extern "C" NTSTATUS DriverEntry(PDRIVER_OBJECT DriverObject, PUNICODE_STRING Reg
     }
 
     if (!NT_SUCCESS(status)) {
-        FltUnregisterFilter(GlobalData.FilterHandle);
+        if (GlobalData.FilterHandle) {
+            FltUnregisterFilter(GlobalData.FilterHandle);
+            GlobalData.FilterHandle = NULL;
+        }
+        UnloadRules();
         return status;
     }
 
@@ -151,5 +149,24 @@ extern "C" NTSTATUS DriverEntry(PDRIVER_OBJECT DriverObject, PUNICODE_STRING Reg
     InitializeRegistryProtection(DriverObject);
     PsSetLoadImageNotifyRoutine(ImageLoadNotify);
 
-    return FltStartFiltering(GlobalData.FilterHandle);
+    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();
+    }
+
+    return status;
 }

Plugins/Filter/ProtectBoot.cpp

@@ -12,7 +12,6 @@ FLT_PREOP_CALLBACK_STATUS ProtectBoot_PreDeviceControl(PFLT_CALLBACK_DATA Data,
     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;
@@ -23,7 +22,7 @@ FLT_PREOP_CALLBACK_STATUS ProtectBoot_PreDeviceControl(PFLT_CALLBACK_DATA Data,
         IoControlCode == IOCTL_DISK_FORMAT_TRACKS_EX) {
 
         HANDLE Pid = PsGetCurrentProcessId();
-        if (!IsProcessTrusted(Pid) && !IsInstallerProcess(Pid)) {
+        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;

Plugins/Filter/ProtectFile.cpp

@@ -34,7 +34,8 @@ FLT_PREOP_CALLBACK_STATUS ProtectFile_PreCreate(PFLT_CALLBACK_DATA Data, PCFLT_R
 
     FileName = nameInfo->Name;
     if (!FileName.Buffer || FileName.Length == 0) {
-        goto cleanup;
+        FltReleaseFileNameInformation(nameInfo);
+        return FLT_PREOP_SUCCESS_NO_CALLBACK;
     }
 
     HANDLE Pid = PsGetCurrentProcessId();
@@ -64,7 +65,7 @@ FLT_PREOP_CALLBACK_STATUS ProtectFile_PreCreate(PFLT_CALLBACK_DATA Data, PCFLT_R
         if (Data->Iopb->Parameters.Create.SecurityContext->DesiredAccess &
             (FILE_WRITE_DATA | FILE_APPEND_DATA | GENERIC_WRITE | WRITE_DAC | WRITE_OWNER)) {
 
-            if (!Trusted && !IsInstallerProcess(Pid)) {
+            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;
@@ -178,11 +179,9 @@ FLT_PREOP_CALLBACK_STATUS ProtectFile_SetSecurity(PFLT_CALLBACK_DATA Data, PCFLT
     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) && !IsInstallerProcess(Pid)) {
+            if (!IsProcessTrusted(Pid)) {
                 SendMessageToUser(2001, (ULONG)(ULONG_PTR)Pid, nameInfo->Name.Buffer, nameInfo->Name.Length);
                 Data->IoStatus.Status = STATUS_ACCESS_DENIED;
                 FltReleaseFileNameInformation(nameInfo);
@@ -220,7 +219,6 @@ FLT_PREOP_CALLBACK_STATUS ProtectFile_PreWrite(PFLT_CALLBACK_DATA Data, PCFLT_RE
                 HANDLE Pid = PsGetCurrentProcessId();
 
                 if (!IsProcessTrusted(Pid)) {
-
                     PVOID SystemBuffer = NULL;
                     PMDL Mdl = Data->Iopb->Parameters.Write.MdlAddress;
 
@@ -238,11 +236,9 @@ FLT_PREOP_CALLBACK_STATUS ProtectFile_PreWrite(PFLT_CALLBACK_DATA Data, PCFLT_RE
 
                     if (SystemBuffer) {
                         if (CheckRansomActivity(Pid, &nameInfo->Name, SystemBuffer, WriteLength, TRUE)) {
-                            if (!IsInstallerProcess(Pid)) {
-                                SendMessageToUser(5001, (ULONG)(ULONG_PTR)Pid, nameInfo->Name.Buffer, nameInfo->Name.Length);
-                                Data->IoStatus.Status = STATUS_ACCESS_DENIED;
-                                callbackStatus = FLT_PREOP_COMPLETE;
-                            }
+                            SendMessageToUser(5001, (ULONG)(ULONG_PTR)Pid, nameInfo->Name.Buffer, nameInfo->Name.Length);
+                            Data->IoStatus.Status = STATUS_ACCESS_DENIED;
+                            callbackStatus = FLT_PREOP_COMPLETE;
                         }
                     }
                 }
@@ -270,7 +266,6 @@ FLT_PREOP_CALLBACK_STATUS ProtectFile_FileSystemControl(PFLT_CALLBACK_DATA Data,
             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;
                         FltReleaseFileNameInformation(nameInfo);
                         return FLT_PREOP_COMPLETE;

Plugins/Filter/ProtectProcess.cpp

@@ -1,8 +1,8 @@
 #include "DriverCommon.h"
 
-PVOID ObRegistrationHandle = NULL;
-OB_CALLBACK_REGISTRATION ObRegistration;
-OB_OPERATION_REGISTRATION ObCallbacks[1];
+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;
@@ -35,7 +35,7 @@ VOID ImageLoadNotify(PUNICODE_STRING FullImageName, HANDLE ProcessId, PIMAGE_INF
 }
 
 static BOOLEAN IsBlacklistedAdminTool(HANDLE ProcessId) {
-    if (KeGetCurrentIrql() > APC_LEVEL) return FALSE;
+    if (KeGetCurrentIrql() != PASSIVE_LEVEL) return FALSE;
 
     NTSTATUS status;
     BOOLEAN isBlacklisted = FALSE;
@@ -75,22 +75,19 @@ static OB_PREOP_CALLBACK_STATUS PreOpenProcess(PVOID RegistrationContext, POB_PR
     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;
 
-    BOOLEAN bProtected = IsTargetProtected(TargetPid);
+    if (IsTargetProtected(TargetPid)) {
+        BOOLEAN bIsTrusted = IsProcessTrusted(SourcePid);
 
-    if (bProtected) {
-        BOOLEAN bIsInstaller = IsInstallerProcess(SourcePid);
-
-        if (bIsInstaller) {
+        if (bIsTrusted) {
             if (IsBlacklistedAdminTool(SourcePid)) {
-                bIsInstaller = FALSE;
+                bIsTrusted = FALSE;
             }
         }
 
-        if (bIsInstaller) return OB_PREOP_SUCCESS;
+        if (bIsTrusted) return OB_PREOP_SUCCESS;
 
         ACCESS_MASK DenyMask = PROCESS_TERMINATE |
             PROCESS_VM_OPERATION |
@@ -114,6 +111,53 @@ static OB_PREOP_CALLBACK_STATUS PreOpenProcess(PVOID RegistrationContext, POB_PR
     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;
+        OperationInformation->Parameters->CreateHandleInformation.OriginalDesiredAccess &= ~DenyMask;
+
+        if (OperationInformation->Operation == OB_OPERATION_HANDLE_DUPLICATE) {
+            OperationInformation->Parameters->DuplicateHandleInformation.DesiredAccess &= ~DenyMask;
+            OperationInformation->Parameters->DuplicateHandleInformation.OriginalDesiredAccess &= ~DenyMask;
+        }
+    }
+
+    return OB_PREOP_SUCCESS;
+}
+
 NTSTATUS InitializeProcessProtection() {
     static UNICODE_STRING Altitude = { 0 };
     RtlInitUnicodeString(&Altitude, L"320000");
@@ -123,8 +167,13 @@ NTSTATUS InitializeProcessProtection() {
     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 = 1;
+    ObRegistration.OperationRegistrationCount = 2;
     ObRegistration.Altitude = Altitude;
     ObRegistration.RegistrationContext = NULL;
     ObRegistration.OperationRegistration = ObCallbacks;

Plugins/Filter/ProtectRegistry.cpp

@@ -1,6 +1,6 @@
 #include "DriverCommon.h"
 
-LARGE_INTEGER Cookie;
+static LARGE_INTEGER Cookie;
 
 static BOOLEAN IsBamRegistryPath(PCUNICODE_STRING KeyName) {
     if (!KeyName || !KeyName->Buffer) return FALSE;
@@ -108,7 +108,7 @@ static NTSTATUS RegistryCallback(PVOID CallbackContext, PVOID Argument1, PVOID A
 
             if (CheckRegistryRule(&FullPath)) {
                 HANDLE Pid = PsGetCurrentProcessId();
-                if (!IsProcessTrusted(Pid) && !IsInstallerProcess(Pid)) {
+                if (!IsProcessTrusted(Pid)) {
                     SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, FullPath.Buffer, FullPath.Length);
                     status = STATUS_ACCESS_DENIED;
                 }
@@ -126,7 +126,7 @@ static NTSTATUS RegistryCallback(PVOID CallbackContext, PVOID Argument1, PVOID A
             if (KeyName) {
                 if (CheckRegistryRule(KeyName)) {
                     HANDLE Pid = PsGetCurrentProcessId();
-                    if (!IsProcessTrusted(Pid) && !IsInstallerProcess(Pid)) {
+                    if (!IsProcessTrusted(Pid)) {
                         SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, KeyName->Buffer, KeyName->Length);
                         status = STATUS_ACCESS_DENIED;
                     }
@@ -166,22 +166,9 @@ static NTSTATUS RegistryCallback(PVOID CallbackContext, PVOID Argument1, PVOID A
 
                         if (CheckRegistryRule(&FullPath)) {
                             HANDLE Pid = PsGetCurrentProcessId();
-
-                            BOOLEAN IsCriticalReg = FALSE;
-                            if (WildcardMatch(L"*\\MACHINE\\SAM*", FullPath.Buffer, FullPath.Length) ||
-                                WildcardMatch(L"*\\MACHINE\\SECURITY*", FullPath.Buffer, FullPath.Length) ||
-                                WildcardMatch(L"*\\MACHINE\\SYSTEM*", FullPath.Buffer, FullPath.Length) ||
-                                WildcardMatch(L"*\\MACHINE\\BCD00000000*", FullPath.Buffer, FullPath.Length)) {
-                                if (IsCriticalSystemProcess(Pid)) {
-                                    IsCriticalReg = TRUE;
-                                }
-                            }
-
-                            if (!IsCriticalReg) {
-                                if (!IsProcessTrusted(Pid) && !IsInstallerProcess(Pid)) {
-                                    SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, FullPath.Buffer, FullPath.Length);
-                                    status = STATUS_ACCESS_DENIED;
-                                }
+                            if (!IsProcessTrusted(Pid)) {
+                                SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, FullPath.Buffer, FullPath.Length);
+                                status = STATUS_ACCESS_DENIED;
                             }
                         }
                         PyasFree(Buffer);
@@ -222,7 +209,7 @@ static NTSTATUS RegistryCallback(PVOID CallbackContext, PVOID Argument1, PVOID A
 
                         if (CheckRegistryRule(&FullPath)) {
                             HANDLE Pid = PsGetCurrentProcessId();
-                            if (!IsProcessTrusted(Pid) && !IsInstallerProcess(Pid)) {
+                            if (!IsProcessTrusted(Pid)) {
                                 SendMessageToUser(3001, (ULONG)(ULONG_PTR)Pid, FullPath.Buffer, FullPath.Length);
                                 status = STATUS_ACCESS_DENIED;
                             }

Plugins/Filter/ProtectRules.cpp

@@ -9,31 +9,30 @@ constexpr auto TRUST_CACHE_SIZE = 128;
 constexpr auto TRUST_CACHE_TTL_SEC = 300;
 
 typedef struct _RANSOM_TRACKER {
-    HANDLE ProcessId;
+    PEPROCESS Process;
     ULONG ActivityCount;
     LARGE_INTEGER LastActivityTime;
 } RANSOM_TRACKER, * PRANSOM_TRACKER;
 
 typedef struct _TRUST_CACHE_ENTRY {
-    HANDLE ProcessId;
+    PEPROCESS Process;
     BOOLEAN IsTrusted;
     LARGE_INTEGER CacheTime;
 } TRUST_CACHE_ENTRY, * PTRUST_CACHE_ENTRY;
 
-RANSOM_TRACKER RansomTrackers[MAX_TRACKERS];
-TRUST_CACHE_ENTRY TrustCache[TRUST_CACHE_SIZE];
-FAST_MUTEX TrustCacheLock;
-
+static RANSOM_TRACKER RansomTrackers[MAX_TRACKERS];
+static TRUST_CACHE_ENTRY TrustCache[TRUST_CACHE_SIZE];
+static FAST_MUTEX TrustCacheLock;
 static BOOLEAN g_CacheInitialized = FALSE;
 
-ERESOURCE RuleLock;
-PRULE_NODE g_RegistryBlockList = NULL;
-PRULE_NODE g_RegistryTrustedList = NULL;
-PRULE_NODE g_ProcessTrustedPaths = NULL;
-PRULE_NODE g_ProcessExploitable = NULL;
-PRULE_NODE g_FileProtectedPaths = NULL;
-PRULE_NODE g_FileExceptionPaths = NULL;
-PRULE_NODE g_FileRansomExts = NULL;
+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",
@@ -423,7 +422,7 @@ static VOID InitTrustCache() {
 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"*\\explorer.exe", Buffer, Length)) return TRUE;
+    if (WildcardMatch(L"*\\Windows\\explorer.exe", Buffer, Length)) return TRUE;
     return FALSE;
 }
 
@@ -431,15 +430,25 @@ BOOLEAN IsProcessTrusted(HANDLE ProcessId) {
     if ((ULONG)(ULONG_PTR)ProcessId == GlobalData.PyasPid) return TRUE;
     if (ProcessId == (HANDLE)4) return TRUE;
 
-    if (KeGetCurrentIrql() > APC_LEVEL) return FALSE;
+    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].ProcessId == ProcessId) {
-            BOOLEAN cachedResult = TrustCache[Hash].IsTrusted;
-            ExReleaseFastMutex(&TrustCacheLock);
-            return cachedResult;
+        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);
     }
@@ -452,7 +461,6 @@ BOOLEAN IsProcessTrusted(HANDLE ProcessId) {
     BOOLEAN isTrusted = FALSE;
 
     if (NT_SUCCESS(status) && imageFileName && imageFileName->Buffer) {
-
         ExAcquireResourceSharedLite(&RuleLock, TRUE);
 
         PRULE_NODE Node = g_ProcessExploitable;
@@ -487,27 +495,17 @@ cleanup:
     if (g_CacheInitialized) {
         ExAcquireFastMutex(&TrustCacheLock);
         ULONG Hash = ((ULONG)(ULONG_PTR)ProcessId) & (TRUST_CACHE_SIZE - 1);
-        TrustCache[Hash].ProcessId = ProcessId;
+        TrustCache[Hash].Process = Process;
         TrustCache[Hash].IsTrusted = isTrusted;
         KeQuerySystemTime(&TrustCache[Hash].CacheTime);
         ExReleaseFastMutex(&TrustCacheLock);
     }
 
     if (imageFileName) ExFreePool(imageFileName);
+    ObDereferenceObject(Process);
     return isTrusted;
 }
 
-BOOLEAN IsCriticalSystemProcess(HANDLE ProcessId) {
-    if ((ULONG)(ULONG_PTR)ProcessId == GlobalData.PyasPid) return TRUE;
-    if (ProcessId == (HANDLE)4) return TRUE;
-
-    return IsProcessTrusted(ProcessId);
-}
-
-BOOLEAN IsInstallerProcess(HANDLE ProcessId) {
-    return IsProcessTrusted(ProcessId);
-}
-
 BOOLEAN IsTargetProtected(HANDLE ProcessId) {
     if ((ULONG)(ULONG_PTR)ProcessId == GlobalData.PyasPid) return TRUE;
     return FALSE;
@@ -585,7 +583,7 @@ BOOLEAN CheckProtectedPathRule(PCUNICODE_STRING FileName) {
     while (ExNode) {
         if (WildcardMatch(ExNode->Pattern.Buffer, FileName->Buffer, FileName->Length)) {
             ExReleaseResourceLite(&RuleLock);
-            return FALSE; 
+            return FALSE;
         }
         ExNode = ExNode->Next;
     }
@@ -654,7 +652,7 @@ static BOOLEAN IsNoisyRansomPath(PCUNICODE_STRING FileName) {
 }
 
 static BOOLEAN IsExplorerProcess(HANDLE ProcessId) {
-    if (KeGetCurrentIrql() > APC_LEVEL) return FALSE;
+    if (KeGetCurrentIrql() != PASSIVE_LEVEL) return FALSE;
     PUNICODE_STRING imageFileName = NULL;
     NTSTATUS status = GetProcessImageName(ProcessId, &imageFileName);
     BOOLEAN isExplorer = FALSE;
@@ -685,6 +683,11 @@ BOOLEAN CheckRansomActivity(HANDLE ProcessId, PUNICODE_STRING FileName, PVOID Wr
         return FALSE;
     }
 
+    PEPROCESS Process = NULL;
+    if (!NT_SUCCESS(PsLookupProcessByProcessId(ProcessId, &Process))) {
+        return FALSE;
+    }
+
     LARGE_INTEGER Now = { 0 };
     KeQuerySystemTime(&Now);
     BOOLEAN Result = FALSE;
@@ -702,13 +705,13 @@ BOOLEAN CheckRansomActivity(HANDLE ProcessId, PUNICODE_STRING FileName, PVOID Wr
             LruSlot = Current;
         }
 
-        if (Current->ProcessId == ProcessId) {
+        if (Current->Process == Process) {
             Tracker = Current;
             break;
         }
 
         BOOLEAN IsExpired = FALSE;
-        if (Current->ProcessId != NULL) {
+        if (Current->Process != NULL) {
             LARGE_INTEGER Diff;
             Diff.QuadPart = Now.QuadPart - Current->LastActivityTime.QuadPart;
             if (Diff.QuadPart > (RANSOM_TIME_WINDOW_MS * 10000LL)) {
@@ -716,7 +719,7 @@ BOOLEAN CheckRansomActivity(HANDLE ProcessId, PUNICODE_STRING FileName, PVOID Wr
             }
         }
 
-        if ((Current->ProcessId == NULL || IsExpired) && !CandidateSlot) {
+        if ((Current->Process == NULL || IsExpired) && !CandidateSlot) {
             CandidateSlot = Current;
         }
     }
@@ -729,7 +732,7 @@ BOOLEAN CheckRansomActivity(HANDLE ProcessId, PUNICODE_STRING FileName, PVOID Wr
             Tracker = LruSlot;
         }
 
-        Tracker->ProcessId = ProcessId;
+        Tracker->Process = Process;
         Tracker->ActivityCount = 0;
         Tracker->LastActivityTime = Now;
     }
@@ -750,6 +753,7 @@ BOOLEAN CheckRansomActivity(HANDLE ProcessId, PUNICODE_STRING FileName, PVOID Wr
         Result = TRUE;
     }
     ExReleaseFastMutex(&GlobalData.TrackerMutex);
+    ObDereferenceObject(Process);
     return Result;
 }
 

Plugins/Rules/Rules_Driver_P1.json

@@ -17,6 +17,8 @@
     "*\\Classes\\cmdfile\\*",
     "*\\Classes\\comfile\\*",
     
+    "*\\mouclass",
+    "*\\kbdclass",
     "*\\DefaultIcon",
     "*\\DisableAntiSpyware",
     "*\\DisableWindowsUpdateAccess",
@@ -212,6 +214,6 @@
     ".mp4", ".avi", ".mov", ".wmv", ".mkv",
     ".aux", ".cur", ".mui", ".ttf", ".efi",
     ".cpp", ".h", ".c", ".hpp", ".cs", ".java", ".py", ".go", ".rs",
-    ".php", ".html", ".css", ".json", ".xml", ".sql", ".db"
+    ".php", ".html", ".css", ".xml", ".sql", ".db"
   ]
 }