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Engine/Properties/convert.py

@@ -1,6 +1,6 @@
-import os, sys, math, time, datetime, pefile, hashlib
-import ctypes, ctypes.wintypes, multiprocessing
-import re, zlib
+import re, os, sys, math, time, zlib, datetime, hashlib
+import ctypes, ctypes.wintypes, pefile, multiprocessing
+import numpy as np
 
 ####################################################################################################
 
@@ -109,6 +109,17 @@ def verify_signature(file_path):
 
 class FeatureExtractor:
     _STRING_PATTERN = re.compile(b'[\x20-\x7E]{5,}')
+    
+    _BYTE_HIST_KEYS = [f'ByteHist_{i:02X}' for i in range(256)]
+    _BYTE_ENT_KEYS = [f'ByteEnt_{i:02X}' for i in range(256)]
+    _STRING_KEYS = [f'StringHist_{i:02d}' for i in range(95)]
+    _SECTION_HASH_KEYS = [f'SectionHash_{i:02d}' for i in range(50)]
+    _CHAR_FLAGS = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
+    _CHAR_COUNT_KEYS = {flag: f'Char_{flag:08X}_Count' for flag in _CHAR_FLAGS}
+    _CHAR_ENT_KEYS = {flag: f'Char_{flag:08X}_MeanEntropy' for flag in _CHAR_FLAGS}
+    
+    _C_LOG_C_TABLE = np.zeros(2049, dtype=np.float64)
+    _C_LOG_C_TABLE[1:] = np.arange(1, 2049) * np.log2(np.arange(1, 2049))
 
     @staticmethod
     def _safe_float(val):
@@ -121,90 +132,97 @@ class FeatureExtractor:
     @staticmethod
     def _calc_entropy(data):
         if not data: return 0.0
-        import numpy as np
         arr = np.frombuffer(data, dtype=np.uint8)
+        sz = len(arr)
         counts = np.bincount(arr, minlength=256)
-        probs = counts[counts > 0] / len(arr)
-        return float(-np.sum(probs * np.log2(probs)))
+        counts = counts[counts > 0]
+        return float(np.log2(sz) - np.sum(counts * np.log2(counts)) / sz)
 
     @classmethod
     def _extract_strings(cls, file_bytes):
         res = {"StringCount": 0.0, "StringMeanLength": 0.0, "StringEntropy": 0.0}
-        for i in range(95):
-            res[f'StringHist_{i:02d}'] = 0.0
+        res.update(dict.fromkeys(cls._STRING_KEYS, 0.0))
 
-        count = 0
-        total_len = 0
-        char_counts = [0] * 95
-        combined_data = bytearray()
-
-        for match in cls._STRING_PATTERN.finditer(file_bytes):
-            m = match.group()
-            count += 1
-            length = len(m)
-            total_len += length
-            combined_data.extend(m)
-            for b in m:
-                char_counts[b - 0x20] += 1
-
-        if count == 0:
+        matches = cls._STRING_PATTERN.findall(file_bytes)
+        if not matches:
             return res
 
+        combined_data = b''.join(matches)
+        count = len(matches)
+        total_len = len(combined_data)
+
         res["StringCount"] = float(count)
         res["StringMeanLength"] = float(total_len) / count
         res["StringEntropy"] = cls._calc_entropy(combined_data)
 
-        for i in range(95):
-            res[f'StringHist_{i:02d}'] = float(char_counts[i]) / total_len
+        arr = np.frombuffer(combined_data, dtype=np.uint8)
+        counts = np.bincount(arr, minlength=127)
+        char_counts = counts[0x20:0x7F]
 
+        res.update(dict(zip(cls._STRING_KEYS, char_counts.astype(np.float64) / total_len)))
         return res
 
     @classmethod
     def _extract_histograms(cls, file_bytes):
-        import numpy as np
         arr = np.frombuffer(file_bytes, dtype=np.uint8)
         sz = len(arr)
         res = {}
 
         if sz == 0:
-            for i in range(256):
-                res[f'ByteHist_{i:02X}'] = 0.0
-                res[f'ByteEnt_{i:02X}'] = 0.0
+            res.update(dict.fromkeys(cls._BYTE_HIST_KEYS, 0.0))
+            res.update(dict.fromkeys(cls._BYTE_ENT_KEYS, 0.0))
             return res
 
         byte_counts = np.bincount(arr, minlength=256)
-        byte_hist = byte_counts / sz
-        for i, v in enumerate(byte_hist):
-            res[f'ByteHist_{i:02X}'] = float(v)
+        byte_hist = byte_counts.astype(np.float64) / sz
+        res.update(dict(zip(cls._BYTE_HIST_KEYS, byte_hist)))
 
         ent_hist = np.zeros(256, dtype=np.float64)
         window = 2048
         step = 1024
-        num_windows = (sz - window) // step + 1 if sz >= window else 1
 
-        for i in range(num_windows):
-            w = arr if sz < window else arr[i*step : i*step+window]
-            w_counts = np.bincount(w, minlength=256)
-            
-            p = w_counts[w_counts > 0] / len(w)
-            entropy = -np.sum(p * np.log2(p))
-            
-            ent_bin = int(entropy * 2.0)
-            if ent_bin > 15:
-                ent_bin = 15
-                
+        if sz < window:
+            w_counts = byte_counts
+            p = w_counts[w_counts > 0] / float(sz)
+            entropy = float(-np.sum(p * np.log2(p)))
+            ent_bin = min(int(entropy * 2.0), 15)
             byte_bins = w_counts.reshape(16, 16).sum(axis=1)
-            
             idx_start = ent_bin * 16
             ent_hist[idx_start : idx_start+16] += byte_bins
+        else:
+            num_windows = (sz - window) // step + 1
+            batch_windows = 10000 
+            
+            for w_start in range(0, num_windows, batch_windows):
+                w_end = min(w_start + batch_windows, num_windows)
+                b_num = w_end - w_start
+                
+                start_byte = w_start * step
+                end_byte = start_byte + b_num * step + step
+                b_arr = arr[start_byte:end_byte]
+                
+                arr_2d = b_arr.reshape(b_num + 1, step)
+                offsets = (np.arange(b_num + 1, dtype=np.int32)[:, None] * 256)
+                flat_idx = (arr_2d.astype(np.int32) + offsets).ravel()
+                
+                chunk_counts = np.bincount(flat_idx, minlength=(b_num + 1) * 256).reshape(b_num + 1, 256)
+                window_counts = chunk_counts[:-1] + chunk_counts[1:]
+                
+                sum_c_log_c = np.sum(cls._C_LOG_C_TABLE[window_counts], axis=1)
+                entropies = 11.0 - sum_c_log_c / 2048.0
+                
+                ent_bins = (entropies * 2.0).astype(np.int32)
+                np.clip(ent_bins, 0, 15, out=ent_bins)
+                
+                byte_bins = window_counts.reshape(b_num, 16, 16).sum(axis=2)
+                flat_ent_bins = (ent_bins[:, None] * 16 + np.arange(16)).ravel()
+                np.add.at(ent_hist, flat_ent_bins, byte_bins.ravel())
 
         ent_sum = np.sum(ent_hist)
         if ent_sum > 0:
             ent_hist /= ent_sum
 
-        for i, v in enumerate(ent_hist):
-            res[f'ByteEnt_{i:02X}'] = float(v)
-
+        res.update(dict(zip(cls._BYTE_ENT_KEYS, ent_hist)))
         return res
 
     @classmethod
@@ -373,9 +391,9 @@ class FeatureExtractor:
             except Exception: 
                 pass
             
-            base['TrustSigned'] = verify_signature(file_path)
+            base['TrustSigned'] = float(verify_signature(file_path))
             base['FileEntropy'] = cls._calc_entropy(file_bytes)
-            base['FileSize'] = fsize
+            base['FileSize'] = float(fsize)
             
             fh = pe.FILE_HEADER
             base['Machine'] = getattr(fh, 'Machine', 0)
@@ -410,13 +428,9 @@ class FeatureExtractor:
                     if len(op.DATA_DIRECTORY) > exc_idx and op.DATA_DIRECTORY[exc_idx].Size > 0:
                         base['ExceptionCount'] = op.DATA_DIRECTORY[exc_idx].Size // 12 if base['Machine'] in (0x8664, 0xAA64) else 0.0
 
-            char_flags = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
-            for flag in char_flags:
-                base[f'Char_{flag:08X}_Count'] = 0.0
-                base[f'Char_{flag:08X}_MeanEntropy'] = 0.0
-
-            for i in range(50):
-                base[f'SectionHash_{i:02d}'] = 0.0
+            res_flags_count = dict.fromkeys(cls._CHAR_COUNT_KEYS.values(), 0.0)
+            res_flags_ent = dict.fromkeys(cls._CHAR_ENT_KEYS.values(), 0.0)
+            res_sec_hash = dict.fromkeys(cls._SECTION_HASH_KEYS, 0.0)
 
             if hasattr(pe, 'sections'):
                 base['SectionCount'] = len(pe.sections)
@@ -426,7 +440,7 @@ class FeatureExtractor:
                 for section in pe.sections:
                     sec_name = section.Name.rstrip(b'\x00')
                     hash_val = zlib.crc32(sec_name) % 50
-                    base[f'SectionHash_{hash_val:02d}'] += 1.0
+                    res_sec_hash[cls._SECTION_HASH_KEYS[hash_val]] += 1.0
 
                     try:
                         s_data = section.get_data()
@@ -443,10 +457,10 @@ class FeatureExtractor:
                     if section.Characteristics & 0x40000000: read_sec += 1
                     if section.SizeOfRawData + section.PointerToRawData > fsize: sec_exc = 1
 
-                    for flag in char_flags:
+                    for flag in cls._CHAR_FLAGS:
                         if section.Characteristics & flag:
-                            base[f'Char_{flag:08X}_Count'] += 1.0
-                            base[f'Char_{flag:08X}_MeanEntropy'] += s_entropy
+                            res_flags_count[cls._CHAR_COUNT_KEYS[flag]] += 1.0
+                            res_flags_ent[cls._CHAR_ENT_KEYS[flag]] += s_entropy
 
                 base['SectionMaxEntropy'] = max(entropies) if entropies else 0.0
                 base['SectionMinEntropy'] = min(entropies) if entropies else 0.0
@@ -457,14 +471,19 @@ class FeatureExtractor:
                 base['SectionMaxVSize'] = max(v_sizes) if v_sizes else 0.0
                 base['SectionMinVSize'] = min(v_sizes) if v_sizes else 0.0
                 base['SectionMeanVSize'] = sum(v_sizes) / len(v_sizes) if v_sizes else 0.0
-                base['ExecutableSections'] = exec_sec
-                base['WritableSections'] = write_sec
-                base['ReadableSections'] = read_sec
+                base['ExecutableSections'] = float(exec_sec)
+                base['WritableSections'] = float(write_sec)
+                base['ReadableSections'] = float(read_sec)
                 base['SectionException'] = float(sec_exc)
 
-                for flag in char_flags:
-                    if base[f'Char_{flag:08X}_Count'] > 0:
-                        base[f'Char_{flag:08X}_MeanEntropy'] = base[f'Char_{flag:08X}_MeanEntropy'] / base[f'Char_{flag:08X}_Count']
+                for flag in cls._CHAR_FLAGS:
+                    cnt_key = cls._CHAR_COUNT_KEYS[flag]
+                    if res_flags_count[cnt_key] > 0:
+                        res_flags_ent[cls._CHAR_ENT_KEYS[flag]] /= res_flags_count[cnt_key]
+
+            base.update(res_flags_count)
+            base.update(res_flags_ent)
+            base.update(res_sec_hash)
 
             string_keys = ['FileDescription', 'FileVersion', 'ProductName', 'ProductVersion', 'CompanyName', 'LegalCopyright', 'Comments', 'InternalName', 'LegalTrademarks', 'SpecialBuild', 'PrivateBuild']
             for key in string_keys: 
@@ -496,7 +515,7 @@ class FeatureExtractor:
                 base['IsSpecialBuild'] = 1.0 if flags & 0x20 else 0.0
 
             if hasattr(pe, 'DIRECTORY_ENTRY_IMPORT'):
-                base['ImportCount'] = len(pe.DIRECTORY_ENTRY_IMPORT)
+                base['ImportCount'] = float(len(pe.DIRECTORY_ENTRY_IMPORT))
                 func_count = 0
                 for entry in pe.DIRECTORY_ENTRY_IMPORT:
                     if getattr(entry, 'dll', None):
@@ -507,20 +526,20 @@ class FeatureExtractor:
                         if getattr(imp, 'name', None):
                             try: apis.add(imp.name.decode('ascii', 'ignore'))
                             except Exception: pass
-                base['ImportFunctionCount'] = func_count
+                base['ImportFunctionCount'] = float(func_count)
 
-            base['ExportCount'] = len(pe.DIRECTORY_ENTRY_EXPORT.symbols) if (hasattr(pe, 'DIRECTORY_ENTRY_EXPORT') and hasattr(pe.DIRECTORY_ENTRY_EXPORT, 'symbols')) else 0.0
+            base['ExportCount'] = float(len(pe.DIRECTORY_ENTRY_EXPORT.symbols)) if (hasattr(pe, 'DIRECTORY_ENTRY_EXPORT') and hasattr(pe.DIRECTORY_ENTRY_EXPORT, 'symbols')) else 0.0
 
             if hasattr(pe, 'DIRECTORY_ENTRY_RESOURCE'):
                 icon_count = 0
                 for entry in pe.DIRECTORY_ENTRY_RESOURCE.entries:
                     if getattr(entry, 'id', None) == 3 and hasattr(entry, 'directory'):
                         icon_count += len(getattr(entry.directory, 'entries', []))
-                base['IconCount'] = icon_count
+                base['IconCount'] = float(icon_count)
             else: 
                 base['IconCount'] = 0.0
 
-            base['DebugCount'] = len(pe.DIRECTORY_ENTRY_DEBUG) if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG') else 0.0
+            base['DebugCount'] = float(len(pe.DIRECTORY_ENTRY_DEBUG)) if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG') else 0.0
 
             base.update(cls._extract_strings(file_bytes))
             base.update(cls._extract_histograms(file_bytes))
@@ -542,13 +561,15 @@ class FeatureExtractor:
 
 def load_existing_hashes():
     hashes = set()
-    if os.path.exists(JSONL_PATH):
-        with open(JSONL_PATH, 'r', encoding='utf-8') as f:
-            for line in f:
-                try:
-                    data = JSON_LOADS(line)
-                    if 'FileHash' in data: hashes.add(data['FileHash'])
-                except Exception: pass
+    if not os.path.exists(JSONL_PATH):
+        return hashes
+        
+    pattern = re.compile(rb'"FileHash"\s*:\s*"([a-fA-F0-9]{64})"')
+    with open(JSONL_PATH, 'rb') as f:
+        for line in f:
+            match = pattern.search(line)
+            if match:
+                hashes.add(match.group(1).decode('ascii'))
     return hashes
 
 GLOBAL_HASHES = set()

Engine/Properties/scanner.py

@@ -1,8 +1,7 @@
-import os, sys, math, json, pefile, datetime
+import os, re, sys, math, json, zlib, pefile, datetime
+import ctypes, ctypes.wintypes
 import numpy as np
 import onnxruntime as ort
-import ctypes, ctypes.wintypes
-import re, zlib
 
 ####################################################################################################
 
@@ -100,6 +99,17 @@ class WinTrust:
 
 class FeatureExtractor:
     _STRING_PATTERN = re.compile(b'[\x20-\x7E]{5,}')
+    
+    _BYTE_HIST_KEYS = [f'ByteHist_{i:02X}' for i in range(256)]
+    _BYTE_ENT_KEYS = [f'ByteEnt_{i:02X}' for i in range(256)]
+    _STRING_KEYS = [f'StringHist_{i:02d}' for i in range(95)]
+    _SECTION_HASH_KEYS = [f'SectionHash_{i:02d}' for i in range(50)]
+    _CHAR_FLAGS = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
+    _CHAR_COUNT_KEYS = {flag: f'Char_{flag:08X}_Count' for flag in _CHAR_FLAGS}
+    _CHAR_ENT_KEYS = {flag: f'Char_{flag:08X}_MeanEntropy' for flag in _CHAR_FLAGS}
+    
+    _C_LOG_C_TABLE = np.zeros(2049, dtype=np.float64)
+    _C_LOG_C_TABLE[1:] = np.arange(1, 2049) * np.log2(np.arange(1, 2049))
 
     @staticmethod
     def _safe_float(val):
@@ -112,90 +122,97 @@ class FeatureExtractor:
     @staticmethod
     def _calc_entropy(data):
         if not data: return 0.0
-        import numpy as np
         arr = np.frombuffer(data, dtype=np.uint8)
+        sz = len(arr)
         counts = np.bincount(arr, minlength=256)
-        probs = counts[counts > 0] / len(arr)
-        return float(-np.sum(probs * np.log2(probs)))
+        counts = counts[counts > 0]
+        return float(np.log2(sz) - np.sum(counts * np.log2(counts)) / sz)
 
     @classmethod
     def _extract_strings(cls, file_bytes):
         res = {"StringCount": 0.0, "StringMeanLength": 0.0, "StringEntropy": 0.0}
-        for i in range(95):
-            res[f'StringHist_{i:02d}'] = 0.0
+        res.update(dict.fromkeys(cls._STRING_KEYS, 0.0))
 
-        count = 0
-        total_len = 0
-        char_counts = [0] * 95
-        combined_data = bytearray()
-
-        for match in cls._STRING_PATTERN.finditer(file_bytes):
-            m = match.group()
-            count += 1
-            length = len(m)
-            total_len += length
-            combined_data.extend(m)
-            for b in m:
-                char_counts[b - 0x20] += 1
-
-        if count == 0:
+        matches = cls._STRING_PATTERN.findall(file_bytes)
+        if not matches:
             return res
 
+        combined_data = b''.join(matches)
+        count = len(matches)
+        total_len = len(combined_data)
+
         res["StringCount"] = float(count)
         res["StringMeanLength"] = float(total_len) / count
         res["StringEntropy"] = cls._calc_entropy(combined_data)
 
-        for i in range(95):
-            res[f'StringHist_{i:02d}'] = float(char_counts[i]) / total_len
+        arr = np.frombuffer(combined_data, dtype=np.uint8)
+        counts = np.bincount(arr, minlength=127)
+        char_counts = counts[0x20:0x7F]
 
+        res.update(dict(zip(cls._STRING_KEYS, char_counts.astype(np.float64) / total_len)))
         return res
 
     @classmethod
     def _extract_histograms(cls, file_bytes):
-        import numpy as np
         arr = np.frombuffer(file_bytes, dtype=np.uint8)
         sz = len(arr)
         res = {}
 
         if sz == 0:
-            for i in range(256):
-                res[f'ByteHist_{i:02X}'] = 0.0
-                res[f'ByteEnt_{i:02X}'] = 0.0
+            res.update(dict.fromkeys(cls._BYTE_HIST_KEYS, 0.0))
+            res.update(dict.fromkeys(cls._BYTE_ENT_KEYS, 0.0))
             return res
 
         byte_counts = np.bincount(arr, minlength=256)
-        byte_hist = byte_counts / sz
-        for i, v in enumerate(byte_hist):
-            res[f'ByteHist_{i:02X}'] = float(v)
+        byte_hist = byte_counts.astype(np.float64) / sz
+        res.update(dict(zip(cls._BYTE_HIST_KEYS, byte_hist)))
 
         ent_hist = np.zeros(256, dtype=np.float64)
         window = 2048
         step = 1024
-        num_windows = (sz - window) // step + 1 if sz >= window else 1
 
-        for i in range(num_windows):
-            w = arr if sz < window else arr[i*step : i*step+window]
-            w_counts = np.bincount(w, minlength=256)
-            
-            p = w_counts[w_counts > 0] / len(w)
-            entropy = -np.sum(p * np.log2(p))
-            
-            ent_bin = int(entropy * 2.0)
-            if ent_bin > 15:
-                ent_bin = 15
-                
+        if sz < window:
+            w_counts = byte_counts
+            p = w_counts[w_counts > 0] / float(sz)
+            entropy = float(-np.sum(p * np.log2(p)))
+            ent_bin = min(int(entropy * 2.0), 15)
             byte_bins = w_counts.reshape(16, 16).sum(axis=1)
-            
             idx_start = ent_bin * 16
             ent_hist[idx_start : idx_start+16] += byte_bins
+        else:
+            num_windows = (sz - window) // step + 1
+            batch_windows = 10000 
+            
+            for w_start in range(0, num_windows, batch_windows):
+                w_end = min(w_start + batch_windows, num_windows)
+                b_num = w_end - w_start
+                
+                start_byte = w_start * step
+                end_byte = start_byte + b_num * step + step
+                b_arr = arr[start_byte:end_byte]
+                
+                arr_2d = b_arr.reshape(b_num + 1, step)
+                offsets = (np.arange(b_num + 1, dtype=np.int32)[:, None] * 256)
+                flat_idx = (arr_2d.astype(np.int32) + offsets).ravel()
+                
+                chunk_counts = np.bincount(flat_idx, minlength=(b_num + 1) * 256).reshape(b_num + 1, 256)
+                window_counts = chunk_counts[:-1] + chunk_counts[1:]
+                
+                sum_c_log_c = np.sum(cls._C_LOG_C_TABLE[window_counts], axis=1)
+                entropies = 11.0 - sum_c_log_c / 2048.0
+                
+                ent_bins = (entropies * 2.0).astype(np.int32)
+                np.clip(ent_bins, 0, 15, out=ent_bins)
+                
+                byte_bins = window_counts.reshape(b_num, 16, 16).sum(axis=2)
+                flat_ent_bins = (ent_bins[:, None] * 16 + np.arange(16)).ravel()
+                np.add.at(ent_hist, flat_ent_bins, byte_bins.ravel())
 
         ent_sum = np.sum(ent_hist)
         if ent_sum > 0:
             ent_hist /= ent_sum
 
-        for i, v in enumerate(ent_hist):
-            res[f'ByteEnt_{i:02X}'] = float(v)
-
+        res.update(dict(zip(cls._BYTE_ENT_KEYS, ent_hist)))
         return res
 
     @classmethod
@@ -407,13 +424,9 @@ class FeatureExtractor:
                     if len(op.DATA_DIRECTORY) > exc_idx and op.DATA_DIRECTORY[exc_idx].Size > 0:
                         base['ExceptionCount'] = op.DATA_DIRECTORY[exc_idx].Size // 12 if base['Machine'] in (0x8664, 0xAA64) else 0.0
 
-            char_flags = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
-            for flag in char_flags:
-                base[f'Char_{flag:08X}_Count'] = 0.0
-                base[f'Char_{flag:08X}_MeanEntropy'] = 0.0
-
-            for i in range(50):
-                base[f'SectionHash_{i:02d}'] = 0.0
+            res_flags_count = dict.fromkeys(cls._CHAR_COUNT_KEYS.values(), 0.0)
+            res_flags_ent = dict.fromkeys(cls._CHAR_ENT_KEYS.values(), 0.0)
+            res_sec_hash = dict.fromkeys(cls._SECTION_HASH_KEYS, 0.0)
 
             if hasattr(pe, 'sections'):
                 base['SectionCount'] = len(pe.sections)
@@ -423,7 +436,7 @@ class FeatureExtractor:
                 for section in pe.sections:
                     sec_name = section.Name.rstrip(b'\x00')
                     hash_val = zlib.crc32(sec_name) % 50
-                    base[f'SectionHash_{hash_val:02d}'] += 1.0
+                    res_sec_hash[cls._SECTION_HASH_KEYS[hash_val]] += 1.0
 
                     try:
                         s_data = section.get_data()
@@ -440,10 +453,10 @@ class FeatureExtractor:
                     if section.Characteristics & 0x40000000: read_sec += 1
                     if section.SizeOfRawData + section.PointerToRawData > fsize: sec_exc = 1
 
-                    for flag in char_flags:
+                    for flag in cls._CHAR_FLAGS:
                         if section.Characteristics & flag:
-                            base[f'Char_{flag:08X}_Count'] += 1.0
-                            base[f'Char_{flag:08X}_MeanEntropy'] += s_entropy
+                            res_flags_count[cls._CHAR_COUNT_KEYS[flag]] += 1.0
+                            res_flags_ent[cls._CHAR_ENT_KEYS[flag]] += s_entropy
 
                 base['SectionMaxEntropy'] = max(entropies) if entropies else 0.0
                 base['SectionMinEntropy'] = min(entropies) if entropies else 0.0
@@ -454,14 +467,19 @@ class FeatureExtractor:
                 base['SectionMaxVSize'] = max(v_sizes) if v_sizes else 0.0
                 base['SectionMinVSize'] = min(v_sizes) if v_sizes else 0.0
                 base['SectionMeanVSize'] = sum(v_sizes) / len(v_sizes) if v_sizes else 0.0
-                base['ExecutableSections'] = exec_sec
-                base['WritableSections'] = write_sec
-                base['ReadableSections'] = read_sec
+                base['ExecutableSections'] = float(exec_sec)
+                base['WritableSections'] = float(write_sec)
+                base['ReadableSections'] = float(read_sec)
                 base['SectionException'] = float(sec_exc)
 
-                for flag in char_flags:
-                    if base[f'Char_{flag:08X}_Count'] > 0:
-                        base[f'Char_{flag:08X}_MeanEntropy'] = base[f'Char_{flag:08X}_MeanEntropy'] / base[f'Char_{flag:08X}_Count']
+                for flag in cls._CHAR_FLAGS:
+                    cnt_key = cls._CHAR_COUNT_KEYS[flag]
+                    if res_flags_count[cnt_key] > 0:
+                        res_flags_ent[cls._CHAR_ENT_KEYS[flag]] /= res_flags_count[cnt_key]
+
+            base.update(res_flags_count)
+            base.update(res_flags_ent)
+            base.update(res_sec_hash)
 
             string_keys = ['FileDescription', 'FileVersion', 'ProductName', 'ProductVersion', 'CompanyName', 'LegalCopyright', 'Comments', 'InternalName', 'LegalTrademarks', 'SpecialBuild', 'PrivateBuild']
             for key in string_keys: 
@@ -493,7 +511,7 @@ class FeatureExtractor:
                 base['IsSpecialBuild'] = 1.0 if flags & 0x20 else 0.0
 
             if hasattr(pe, 'DIRECTORY_ENTRY_IMPORT'):
-                base['ImportCount'] = len(pe.DIRECTORY_ENTRY_IMPORT)
+                base['ImportCount'] = float(len(pe.DIRECTORY_ENTRY_IMPORT))
                 func_count = 0
                 for entry in pe.DIRECTORY_ENTRY_IMPORT:
                     if getattr(entry, 'dll', None):
@@ -504,20 +522,20 @@ class FeatureExtractor:
                         if getattr(imp, 'name', None):
                             try: apis.add(imp.name.decode('ascii', 'ignore'))
                             except Exception: pass
-                base['ImportFunctionCount'] = func_count
+                base['ImportFunctionCount'] = float(func_count)
 
-            base['ExportCount'] = len(pe.DIRECTORY_ENTRY_EXPORT.symbols) if (hasattr(pe, 'DIRECTORY_ENTRY_EXPORT') and hasattr(pe.DIRECTORY_ENTRY_EXPORT, 'symbols')) else 0.0
+            base['ExportCount'] = float(len(pe.DIRECTORY_ENTRY_EXPORT.symbols)) if (hasattr(pe, 'DIRECTORY_ENTRY_EXPORT') and hasattr(pe.DIRECTORY_ENTRY_EXPORT, 'symbols')) else 0.0
 
             if hasattr(pe, 'DIRECTORY_ENTRY_RESOURCE'):
                 icon_count = 0
                 for entry in pe.DIRECTORY_ENTRY_RESOURCE.entries:
                     if getattr(entry, 'id', None) == 3 and hasattr(entry, 'directory'):
                         icon_count += len(getattr(entry.directory, 'entries', []))
-                base['IconCount'] = icon_count
+                base['IconCount'] = float(icon_count)
             else: 
                 base['IconCount'] = 0.0
 
-            base['DebugCount'] = len(pe.DIRECTORY_ENTRY_DEBUG) if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG') else 0.0
+            base['DebugCount'] = float(len(pe.DIRECTORY_ENTRY_DEBUG)) if hasattr(pe, 'DIRECTORY_ENTRY_DEBUG') else 0.0
 
             base.update(cls._extract_strings(file_bytes))
             base.update(cls._extract_histograms(file_bytes))

Engine/Properties/train_server.py

@@ -1,4 +1,4 @@
-import os, sys, time, json, onnxmltools, zlib
+import os, sys, time, json, zlib, array, onnxmltools, multiprocessing
 import numpy as np
 import pandas as pd
 import lightgbm as lgb
@@ -55,14 +55,15 @@ def analyze_schema(jsonl_path):
 
     with open(jsonl_path, 'rb') as f:
         for line in f:
-            try:
-                data = JSON_LOADS(line)
-                base_data = data.get('Base')
-                if base_data:
-                    base_keys.update(base_data.keys())
-                num_lines += 1
-            except Exception:
-                continue
+            num_lines += 1
+            if not base_keys:
+                try:
+                    data = JSON_LOADS(line)
+                    base_data = data.get('Base')
+                    if base_data:
+                        base_keys.update(base_data.keys())
+                except Exception:
+                    pass
 
     base_schema = sorted([k for k in base_keys if k.lower().strip() not in EXCLUDE_FEATURES])
     dll_schema = [f"DllHash_{i:03d}" for i in range(DLL_HASH_DIM)]
@@ -73,28 +74,69 @@ def analyze_schema(jsonl_path):
 ####################################################################################################
 
 def load_data_efficiently(jsonl_path, base_schema, dll_schema, api_schema, num_lines):
-    print(f"[*] Stage 2: Building sparse feature matrix dynamically (Expected samples: {num_lines})...")
+    print(f"[*] Stage 2: Building sparse feature matrix dynamically via Multiprocessing...")
     final_features = base_schema + dll_schema + api_schema
     num_features = len(final_features)
-
-    base_idx = {feat: i for i, feat in enumerate(base_schema)}
     offset_dll = len(base_schema)
     offset_api = offset_dll + DLL_HASH_DIM
 
-    rows, cols, vals = [], [], []
-    y = np.zeros(num_lines, dtype=np.int8)
+    file_size = os.path.getsize(jsonl_path)
+    workers = min(os.cpu_count() or 4, 16)
+    chunk_size = file_size // workers
+    
+    tasks = []
+    for i in range(workers):
+        start = i * chunk_size
+        end = file_size if i == workers - 1 else (i + 1) * chunk_size
+        tasks.append((jsonl_path, start, end, base_schema, num_features, offset_dll, offset_api))
+        
+    with multiprocessing.Pool(workers) as pool:
+        results = pool.map(_chunk_worker, tasks)
+        
+    Xs = [r[0] for r in results if r[0].shape[0] > 0]
+    ys = [r[1] for r in results if r[1].shape[0] > 0]
+    
+    X_final = sp.vstack(Xs, format='csr') if Xs else sp.csr_matrix((0, num_features), dtype=np.float32)
+    y_final = np.concatenate(ys) if ys else np.array([], dtype=np.int8)
+    
+    return X_final, pd.Series(y_final), final_features
 
-    with open(jsonl_path, 'rb') as f:
+def _chunk_worker(args):
+    filepath, start_byte, end_byte, base_schema, num_features, offset_dll, offset_api = args
+    
+    base_idx = {feat: i for i, feat in enumerate(base_schema)}
+    base_idx_get = base_idx.get
+    
+    rows = array.array('i')
+    cols = array.array('i')
+    vals = array.array('f')
+    y_list = array.array('b')
+    
+    with open(filepath, 'rb') as f:
+        if start_byte > 0:
+            f.seek(start_byte - 1)
+            if f.read(1) != b'\n':
+                f.seek(start_byte)
+                f.readline()
+            else:
+                f.seek(start_byte)
+        else:
+            f.seek(0)
+            
         row_idx = 0
-        for line in f:
+        while f.tell() < end_byte:
+            line = f.readline()
+            if not line:
+                break
+                
             try:
                 data = JSON_LOADS(line)
-                y[row_idx] = data.get('Label', 0)
+                y_list.append(data.get('Label', 0))
 
                 base_data = data.get('Base')
                 if base_data:
                     for k, v in base_data.items():
-                        idx = base_idx.get(k)
+                        idx = base_idx_get(k)
                         if idx is not None:
                             val = float(v)
                             if val != 0.0:
@@ -121,11 +163,15 @@ def load_data_efficiently(jsonl_path, base_schema, dll_schema, api_schema, num_l
                 row_idx += 1
             except Exception:
                 continue
-
-    y = y[:row_idx]
-    X = sp.csr_matrix((vals, (rows, cols)), shape=(row_idx, num_features), dtype=np.float32)
+                
+    y_arr = np.frombuffer(y_list, dtype=np.int8)
+    np_rows = np.frombuffer(rows, dtype=np.int32)
+    np_cols = np.frombuffer(cols, dtype=np.int32)
+    np_vals = np.frombuffer(vals, dtype=np.float32)
     
-    return X, pd.Series(y), final_features
+    X_local = sp.csr_matrix((np_vals, (np_rows, np_cols)), shape=(row_idx, num_features), dtype=np.float32)
+    
+    return X_local, y_arr
 
 ####################################################################################################
 
@@ -233,6 +279,7 @@ def evaluate_and_save(model, X_test, y_test):
 ####################################################################################################
 
 if __name__ == "__main__":
+    multiprocessing.freeze_support()
     print("\n---------------- PE Malware Trainer v4.0 ----------------\n")
 
     if not os.path.exists(JSONL_PATH):

Engine/Properties/train_user.py

@@ -1,4 +1,4 @@
-import os, sys, time, json, onnxmltools, zlib
+import os, sys, time, json, zlib, array, onnxmltools, multiprocessing
 import numpy as np
 import pandas as pd
 import lightgbm as lgb
@@ -55,14 +55,15 @@ def analyze_schema(jsonl_path):
 
     with open(jsonl_path, 'rb') as f:
         for line in f:
-            try:
-                data = JSON_LOADS(line)
-                base_data = data.get('Base')
-                if base_data:
-                    base_keys.update(base_data.keys())
-                num_lines += 1
-            except Exception:
-                continue
+            num_lines += 1
+            if not base_keys:
+                try:
+                    data = JSON_LOADS(line)
+                    base_data = data.get('Base')
+                    if base_data:
+                        base_keys.update(base_data.keys())
+                except Exception:
+                    pass
 
     base_schema = sorted([k for k in base_keys if k.lower().strip() not in EXCLUDE_FEATURES])
     dll_schema = [f"DllHash_{i:03d}" for i in range(DLL_HASH_DIM)]
@@ -73,28 +74,69 @@ def analyze_schema(jsonl_path):
 ####################################################################################################
 
 def load_data_efficiently(jsonl_path, base_schema, dll_schema, api_schema, num_lines):
-    print(f"[*] Stage 2: Building sparse feature matrix dynamically (Expected samples: {num_lines})...")
+    print(f"[*] Stage 2: Building sparse feature matrix dynamically via Multiprocessing...")
     final_features = base_schema + dll_schema + api_schema
     num_features = len(final_features)
-
-    base_idx = {feat: i for i, feat in enumerate(base_schema)}
     offset_dll = len(base_schema)
     offset_api = offset_dll + DLL_HASH_DIM
 
-    rows, cols, vals = [], [], []
-    y = np.zeros(num_lines, dtype=np.int8)
+    file_size = os.path.getsize(jsonl_path)
+    workers = min(os.cpu_count() or 4, 16)
+    chunk_size = file_size // workers
+    
+    tasks = []
+    for i in range(workers):
+        start = i * chunk_size
+        end = file_size if i == workers - 1 else (i + 1) * chunk_size
+        tasks.append((jsonl_path, start, end, base_schema, num_features, offset_dll, offset_api))
+        
+    with multiprocessing.Pool(workers) as pool:
+        results = pool.map(_chunk_worker, tasks)
+        
+    Xs = [r[0] for r in results if r[0].shape[0] > 0]
+    ys = [r[1] for r in results if r[1].shape[0] > 0]
+    
+    X_final = sp.vstack(Xs, format='csr') if Xs else sp.csr_matrix((0, num_features), dtype=np.float32)
+    y_final = np.concatenate(ys) if ys else np.array([], dtype=np.int8)
+    
+    return X_final, pd.Series(y_final), final_features
 
-    with open(jsonl_path, 'rb') as f:
+def _chunk_worker(args):
+    filepath, start_byte, end_byte, base_schema, num_features, offset_dll, offset_api = args
+    
+    base_idx = {feat: i for i, feat in enumerate(base_schema)}
+    base_idx_get = base_idx.get
+    
+    rows = array.array('i')
+    cols = array.array('i')
+    vals = array.array('f')
+    y_list = array.array('b')
+    
+    with open(filepath, 'rb') as f:
+        if start_byte > 0:
+            f.seek(start_byte - 1)
+            if f.read(1) != b'\n':
+                f.seek(start_byte)
+                f.readline()
+            else:
+                f.seek(start_byte)
+        else:
+            f.seek(0)
+            
         row_idx = 0
-        for line in f:
+        while f.tell() < end_byte:
+            line = f.readline()
+            if not line:
+                break
+                
             try:
                 data = JSON_LOADS(line)
-                y[row_idx] = data.get('Label', 0)
+                y_list.append(data.get('Label', 0))
 
                 base_data = data.get('Base')
                 if base_data:
                     for k, v in base_data.items():
-                        idx = base_idx.get(k)
+                        idx = base_idx_get(k)
                         if idx is not None:
                             val = float(v)
                             if val != 0.0:
@@ -121,11 +163,15 @@ def load_data_efficiently(jsonl_path, base_schema, dll_schema, api_schema, num_l
                 row_idx += 1
             except Exception:
                 continue
-
-    y = y[:row_idx]
-    X = sp.csr_matrix((vals, (rows, cols)), shape=(row_idx, num_features), dtype=np.float32)
+                
+    y_arr = np.frombuffer(y_list, dtype=np.int8)
+    np_rows = np.frombuffer(rows, dtype=np.int32)
+    np_cols = np.frombuffer(cols, dtype=np.int32)
+    np_vals = np.frombuffer(vals, dtype=np.float32)
     
-    return X, pd.Series(y), final_features
+    X_local = sp.csr_matrix((np_vals, (np_rows, np_cols)), shape=(row_idx, num_features), dtype=np.float32)
+    
+    return X_local, y_arr
 
 ####################################################################################################
 
@@ -233,6 +279,7 @@ def evaluate_and_save(model, X_test, y_test):
 ####################################################################################################
 
 if __name__ == "__main__":
+    multiprocessing.freeze_support()
     print("\n---------------- PE Malware Trainer v4.0 ----------------\n")
 
     if not os.path.exists(JSONL_PATH):

Interface/static/js/i18n.js

@@ -49,6 +49,7 @@ window.AppI18n = {
             "scan_context_desc": "此選項可以啟用右鍵掃描功能",
             "theme_color": "顯色主題",
             "theme_color_desc": "此選項可以選擇主題顏色",
+            "theme_system": "跟隨系統",
             "theme_white": "白色主題",
             "theme_red": "紅色主題",
             "theme_yellow": "黃色主題",
@@ -67,18 +68,14 @@ window.AppI18n = {
             "update_check": "檢查更新",
             "update_check_desc": "此選項可以檢查可用更新",
             "search_proc": "搜尋進程...",
-            "btn_view": "查看",
-            "btn_end": "結束",
             "manage_white": "白名單管理",
             "search_file": "搜尋檔案...",
-            "btn_add": "加入",
-            "btn_remove": "移除",
             "manage_quarantine": "隔離區管理",
             "btn_scan": "掃描",
             "search_window": "搜尋窗口...",
             "search_rule": "搜尋規則...",
             "search_log": "搜尋日誌...",
-            "btn_export": "導出",
+            "btn_export": "導出項目",
             "msg_init": "正在初始化中",
             "msg_update_fail": "檢查更新失敗",
             "msg_new_version": "發現新版本",
@@ -97,7 +94,6 @@ window.AppI18n = {
             "msg_click_target": "請在5秒內點擊目標視窗...",
             "msg_confirm_block": "確認攔截",
             "msg_repaired": "已修復選取項目",
-            "btn_repair": "修復",
             "title_prompt": "提示",
             "title_error": "錯誤",
             "path_unknown": "未知路徑",
@@ -134,7 +130,34 @@ window.AppI18n = {
             "res_net_block": "網路攔截",
             "res_drv_block": "驅動攔截",
             "res_sys_repair": "系統修復",
-            "res_cfg_update": "設定更新"
+            "res_cfg_update": "設定更新",
+            "manage_startup": "啟動項管理",
+            "manage_startup_desc": "此選項可以管理各應用啟動項",
+            "col_status": "狀態",
+            "status_enabled": "已啟用",
+            "status_disabled": "已禁用",
+            "search_item": "搜尋項目...",
+            "type_reg": "登錄檔",
+            "type_srv": "服務",
+            "type_tsk": "排程任務",
+            "btn_view_item": "查看項目",
+            "btn_end": "結束進程",
+            "btn_enable_item": "啟用項目",
+            "btn_disable_item": "禁用項目",
+            "btn_delete_item": "刪除項目",
+            "btn_repair_item": "修復項目",
+            "btn_add_item": "新增項目",
+            "btn_remove_item": "移除項目",
+            "btn_add_file": "新增檔案",
+            "btn_add_path": "新增路徑",
+            "manage_netmon": "流量監控",
+            "manage_netmon_desc": "此選項可以實時監控網路流量",
+            "col_down_speed": "下載速度",
+            "col_up_speed": "上傳速度",
+            "col_conn_count": "連接數",
+            "btn_extract_item": "提取項目",
+            "msg_extract_success": "成功提取選取項目",
+            "msg_key_activated": "產品金鑰已啟用"
         },
         "simplified_switch": {
             "app_name": "PYAS Security",
@@ -185,6 +208,7 @@ window.AppI18n = {
             "scan_context_desc": "此选项可以启用右键扫描功能",
             "theme_color": "显色主题",
             "theme_color_desc": "此选项可以选择主题颜色",
+            "theme_system": "跟随系统",
             "theme_white": "白色主题",
             "theme_red": "红色主题",
             "theme_yellow": "黄色主题",
@@ -203,18 +227,14 @@ window.AppI18n = {
             "update_check": "检查更新",
             "update_check_desc": "此选项可以检查可用更新",
             "search_proc": "搜索进程...",
-            "btn_view": "查看",
-            "btn_end": "结束",
             "manage_white": "白名单管理",
             "search_file": "搜索文件...",
-            "btn_add": "加入",
-            "btn_remove": "移除",
             "manage_quarantine": "隔离区管理",
             "btn_scan": "扫描",
             "search_window": "搜索窗口...",
             "search_rule": "搜索规则...",
             "search_log": "搜索日志...",
-            "btn_export": "导出",
+            "btn_export": "导出项目",
             "msg_init": "正在初始化中",
             "msg_update_fail": "检查更新失败",
             "msg_new_version": "发现新版本",
@@ -233,7 +253,6 @@ window.AppI18n = {
             "msg_click_target": "请在5秒内点击目标窗口...",
             "msg_confirm_block": "确认拦截",
             "msg_repaired": "已修复选取项目",
-            "btn_repair": "修复",
             "title_prompt": "提示",
             "title_error": "错误",
             "path_unknown": "未知路径",
@@ -270,7 +289,34 @@ window.AppI18n = {
             "res_net_block": "网络拦截",
             "res_drv_block": "驱动拦截",
             "res_sys_repair": "系统修复",
-            "res_cfg_update": "设置更新"
+            "res_cfg_update": "设置更新",
+            "manage_startup": "启动项管理",
+            "manage_startup_desc": "此选项可以管理各应用启动项",
+            "col_status": "状态",
+            "status_enabled": "已启用",
+            "status_disabled": "已禁用",
+            "search_item": "搜索项目...",
+            "type_reg": "注册表",
+            "type_srv": "服务",
+            "type_tsk": "计划任务",
+            "btn_view_item": "查看项目",
+            "btn_end": "结束进程",
+            "btn_enable_item": "启用项目",
+            "btn_disable_item": "禁用项目",
+            "btn_delete_item": "删除项目",
+            "btn_repair_item": "修复项目",
+            "btn_add_item": "新增项目",
+            "btn_remove_item": "移除项目",
+            "btn_add_file": "新增文件",
+            "btn_add_path": "新增路径",
+            "manage_netmon": "流量监控",
+            "manage_netmon_desc": "此选项可以实时监控网络流量",
+            "col_down_speed": "下载速度",
+            "col_up_speed": "上传速度",
+            "col_conn_count": "连接数",
+            "btn_extract_item": "提取项目",
+            "msg_extract_success": "成功提取选取项目",
+            "msg_key_activated": "产品密钥已启用"
         },
         "english_switch": {
             "app_name": "PYAS Security",
@@ -321,6 +367,7 @@ window.AppI18n = {
             "scan_context_desc": "Enable right-click scan functionality",
             "theme_color": "Color Theme",
             "theme_color_desc": "Select application color theme",
+            "theme_system": "System Theme",
             "theme_white": "Light Mode",
             "theme_red": "Red Theme",
             "theme_yellow": "Yellow Theme",
@@ -339,18 +386,14 @@ window.AppI18n = {
             "update_check": "Check for Updates",
             "update_check_desc": "Check for the latest updates",
             "search_proc": "Search processes...",
-            "btn_view": "View",
-            "btn_end": "End Task",
             "manage_white": "Whitelist Manager",
             "search_file": "Search files...",
-            "btn_add": "Add",
-            "btn_remove": "Remove",
             "manage_quarantine": "Quarantine Manager",
             "btn_scan": "Scan",
             "search_window": "Search windows...",
             "search_rule": "Search rules...",
             "search_log": "Search logs...",
-            "btn_export": "Export",
+            "btn_export": "Export Items",
             "msg_init": "Initializing...",
             "msg_update_fail": "Update check failed",
             "msg_new_version": "New version found",
@@ -369,7 +412,6 @@ window.AppI18n = {
             "msg_click_target": "Click the target window within 5s...",
             "msg_confirm_block": "Confirm Block",
             "msg_repaired": "Selected items repaired",
-            "btn_repair": "Repair",
             "title_prompt": "Prompt",
             "title_error": "Error",
             "path_unknown": "Unknown Path",
@@ -406,7 +448,34 @@ window.AppI18n = {
             "res_net_block": "Network Blocked",
             "res_drv_block": "Driver Blocked",
             "res_sys_repair": "System Repair",
-            "res_cfg_update": "Config Update"
+            "res_cfg_update": "Config Update",
+            "manage_startup": "Startup Manager",
+            "manage_startup_desc": "Manage startup applications and services",
+            "col_status": "Status",
+            "status_enabled": "Enabled",
+            "status_disabled": "Disabled",
+            "search_item": "Search items...",
+            "type_reg": "Registry",
+            "type_srv": "Service",
+            "type_tsk": "Task",
+            "btn_view_item": "View Item",
+            "btn_end": "End Process",
+            "btn_enable_item": "Enable Item",
+            "btn_disable_item": "Disable Item",
+            "btn_delete_item": "Delete Item",
+            "btn_repair_item": "Repair Item",
+            "btn_add_item": "Add Item",
+            "btn_remove_item": "Remove Item",
+            "btn_add_file": "Add File",
+            "btn_add_path": "Add Path",
+            "manage_netmon": "Traffic Monitor",
+            "manage_netmon_desc": "Monitor network traffic in real-time",
+            "col_down_speed": "Download Speed",
+            "col_up_speed": "Upload Speed",
+            "col_conn_count": "Connections",
+            "btn_extract_item": "Extract Item",
+            "msg_extract_success": "Successfully extracted selected items",
+            "msg_key_activated": "Product key activated"
         },
         "japanese_switch": {
             "app_name": "PYAS Security",
@@ -457,6 +526,7 @@ window.AppI18n = {
             "scan_context_desc": "右クリックでスキャン機能を有効にします",
             "theme_color": "カラーテーマ",
             "theme_color_desc": "アプリケーションのテーマカラーを選択します",
+            "theme_system": "システムに従う",
             "theme_white": "ライトモード",
             "theme_red": "レッドテーマ",
             "theme_yellow": "イエローテーマ",
@@ -475,12 +545,8 @@ window.AppI18n = {
             "update_check": "アップデートの確認",
             "update_check_desc": "利用可能なアップデートを確認します",
             "search_proc": "プロセスを検索...",
-            "btn_view": "表示",
-            "btn_end": "タスクの終了",
             "manage_white": "ホワイトリスト管理",
             "search_file": "ファイルを検索...",
-            "btn_add": "追加",
-            "btn_remove": "削除",
             "manage_quarantine": "隔離管理",
             "btn_scan": "スキャン",
             "search_window": "ウィンドウを検索...",
@@ -505,7 +571,6 @@ window.AppI18n = {
             "msg_click_target": "5秒以内にターゲットウィンドウをクリックしてください...",
             "msg_confirm_block": "ブロックの確認",
             "msg_repaired": "選択された項目が修復されました",
-            "btn_repair": "修復",
             "title_prompt": "プロンプト",
             "title_error": "エラー",
             "path_unknown": "不明なパス",
@@ -542,7 +607,34 @@ window.AppI18n = {
             "res_net_block": "ネットワークブロック",
             "res_drv_block": "ドライバーブロック",
             "res_sys_repair": "システム修復",
-            "res_cfg_update": "設定の更新"
+            "res_cfg_update": "設定の更新",
+            "manage_startup": "起動項管理",
+            "manage_startup_desc": "アプリケーションの起動項目を管理します",
+            "col_status": "ステータス",
+            "status_enabled": "有効",
+            "status_disabled": "無効",
+            "search_item": "項目を検索...",
+            "type_reg": "レジストリ",
+            "type_srv": "サービス",
+            "type_tsk": "タスク",
+            "btn_view_item": "項目を表示",
+            "btn_end": "プロセスを終了",
+            "btn_enable_item": "項目を有効化",
+            "btn_disable_item": "項目を無効化",
+            "btn_delete_item": "項目を削除",
+            "btn_repair_item": "項目を修復",
+            "btn_add_item": "項目を追加",
+            "btn_remove_item": "項目を削除",
+            "btn_add_file": "ファイルを追加",
+            "btn_add_path": "パスを追加",
+            "manage_netmon": "トラフィック監視",
+            "manage_netmon_desc": "ネットワークトラフィックをリアルタイムで監視します",
+            "col_down_speed": "ダウンロード速度",
+            "col_up_speed": "アップロード速度",
+            "col_conn_count": "接続数",
+            "btn_extract_item": "アイテムを抽出",
+            "msg_extract_success": "選択したアイテムを正常に抽出しました",
+            "msg_key_activated": "プロダクトキーが有効化されました"
         },
         "korean_switch": {
             "app_name": "PYAS Security",
@@ -593,6 +685,7 @@ window.AppI18n = {
             "scan_context_desc": "우클릭 스캔 기능을 활성화합니다",
             "theme_color": "색상 테마",
             "theme_color_desc": "응용 프로그램 테마 색상을 선택합니다",
+            "theme_system": "시스템 테마",
             "theme_white": "라이트 모드",
             "theme_red": "레드 테마",
             "theme_yellow": "옐로우 테마",
@@ -611,12 +704,8 @@ window.AppI18n = {
             "update_check": "업데이트 확인",
             "update_check_desc": "사용 가능한 최신 업데이트를 확인합니다",
             "search_proc": "프로세스 검색...",
-            "btn_view": "보기",
-            "btn_end": "작업 끝내기",
             "manage_white": "화이트리스트 관리",
             "search_file": "파일 검색...",
-            "btn_add": "추가",
-            "btn_remove": "제거",
             "manage_quarantine": "격리소 관리",
             "btn_scan": "스캔",
             "search_window": "창 검색...",
@@ -641,7 +730,6 @@ window.AppI18n = {
             "msg_click_target": "5초 이내에 대상 창을 클릭하십시오...",
             "msg_confirm_block": "차단 확인",
             "msg_repaired": "선택한 항목이 복구되었습니다",
-            "btn_repair": "복구",
             "title_prompt": "프롬프트",
             "title_error": "오류",
             "path_unknown": "알 수 없는 경로",
@@ -678,7 +766,34 @@ window.AppI18n = {
             "res_net_block": "네트워크 차단",
             "res_drv_block": "드라이버 차단",
             "res_sys_repair": "시스템 복구",
-            "res_cfg_update": "설정 업데이트"
+            "res_cfg_update": "설정 업데이트",
+            "manage_startup": "시작 항목 관리",
+            "manage_startup_desc": "애플리케이션 시작 항목을 관리합니다",
+            "col_status": "상태",
+            "status_enabled": "사용",
+            "status_disabled": "사용 안 함",
+            "search_item": "항목 검색...",
+            "type_reg": "레지스트리",
+            "type_srv": "서비스",
+            "type_tsk": "작업",
+            "btn_view_item": "항목 보기",
+            "btn_end": "프로세스 종료",
+            "btn_enable_item": "항목 사용",
+            "btn_disable_item": "항목 사용 안 함",
+            "btn_delete_item": "항목 삭제",
+            "btn_repair_item": "항목 복구",
+            "btn_add_item": "항목 추가",
+            "btn_remove_item": "항목 제거",
+            "btn_add_file": "파일 추가",
+            "btn_add_path": "경로 추가",
+            "manage_netmon": "트래픽 모니터링",
+            "manage_netmon_desc": "실시간으로 네트워크 트래픽을 모니터링합니다",
+            "col_down_speed": "다운로드 속도",
+            "col_up_speed": "업로드 속도",
+            "col_conn_count": "연결 수",
+            "btn_extract_item": "항목 추출",
+            "msg_extract_success": "선택한 항목을 성공적으로 추출했습니다",
+            "msg_key_activated": "제품 키가 활성화되었습니다"
         },
         "french_switch": {
             "app_name": "PYAS Security",
@@ -729,6 +844,7 @@ window.AppI18n = {
             "scan_context_desc": "Activer la fonctionnalité d'analyse par clic droit",
             "theme_color": "Thème de couleur",
             "theme_color_desc": "Sélectionnez le thème de couleur de l'application",
+            "theme_system": "Thème du système",
             "theme_white": "Mode clair",
             "theme_red": "Thème rouge",
             "theme_yellow": "Thème jaune",
@@ -747,12 +863,8 @@ window.AppI18n = {
             "update_check": "Vérifier les mises à jour",
             "update_check_desc": "Vérifier les dernières mises à jour",
             "search_proc": "Rechercher des processus...",
-            "btn_view": "Voir",
-            "btn_end": "Fin de tâche",
             "manage_white": "Gestionnaire de liste blanche",
             "search_file": "Rechercher des fichiers...",
-            "btn_add": "Ajouter",
-            "btn_remove": "Retirer",
             "manage_quarantine": "Gestionnaire de quarantaine",
             "btn_scan": "Analyser",
             "search_window": "Rechercher des fenêtres...",
@@ -777,7 +889,6 @@ window.AppI18n = {
             "msg_click_target": "Cliquez sur la fenêtre cible dans les 5s...",
             "msg_confirm_block": "Confirmer le blocage",
             "msg_repaired": "Éléments sélectionnés réparés",
-            "btn_repair": "Réparer",
             "title_prompt": "Indication",
             "title_error": "Erreur",
             "path_unknown": "Chemin inconnu",
@@ -814,7 +925,34 @@ window.AppI18n = {
             "res_net_block": "Réseau bloqué",
             "res_drv_block": "Pilote bloqué",
             "res_sys_repair": "Réparation du système",
-            "res_cfg_update": "Mise à jour de la configuration"
+            "res_cfg_update": "Mise à jour de la configuration",
+            "manage_startup": "Gestionnaire de démarrage",
+            "manage_startup_desc": "Gérer les applications et services de démarrage",
+            "col_status": "Statut",
+            "status_enabled": "Activé",
+            "status_disabled": "Désactivé",
+            "search_item": "Rechercher des éléments...",
+            "type_reg": "Registre",
+            "type_srv": "Service",
+            "type_tsk": "Tâche",
+            "btn_view_item": "Afficher l'élément",
+            "btn_end": "Terminer le processus",
+            "btn_enable_item": "Activer l'élément",
+            "btn_disable_item": "Désactiver l'élément",
+            "btn_delete_item": "Supprimer l'élément",
+            "btn_repair_item": "Réparer l'élément",
+            "btn_add_item": "Ajouter l'élément",
+            "btn_remove_item": "Retirer l'élément",
+            "btn_add_file": "Ajouter un fichier",
+            "btn_add_path": "Ajouter un chemin",
+            "manage_netmon": "Moniteur de trafic",
+            "manage_netmon_desc": "Surveille le trafic réseau en temps réel",
+            "col_down_speed": "Vitesse de téléchargement",
+            "col_up_speed": "Vitesse de téléversement",
+            "col_conn_count": "Connexions",
+            "btn_extract_item": "Extraire l'élément",
+            "msg_extract_success": "Éléments sélectionnés extraits avec succès",
+            "msg_key_activated": "Clé de produit activée"
         },
         "spanish_switch": {
             "app_name": "PYAS Security",
@@ -822,7 +960,7 @@ window.AppI18n = {
             "scan_smart": "Escaneo inteligente",
             "scan_smart_desc": "Escanear rápidamente la seguridad del dispositivo",
             "log_export": "Exportar registros",
-            "log_export_desc": "Filtrar registros y exportar a un archivo",
+            "log_export_desc": "Filtrer registros y exportar a un archivo",
             "scan_virus": "Escaneo de virus",
             "scan_virus_desc": "Seleccione un método de escaneo avanzado",
             "btn_delete": "Eliminar",
@@ -865,6 +1003,7 @@ window.AppI18n = {
             "scan_context_desc": "Habilitar la función de escaneo con el botón derecho",
             "theme_color": "Tema de color",
             "theme_color_desc": "Seleccione el tema de color de la aplicación",
+            "theme_system": "Tema del sistema",
             "theme_white": "Modo claro",
             "theme_red": "Tema rojo",
             "theme_yellow": "Tema amarillo",
@@ -883,12 +1022,8 @@ window.AppI18n = {
             "update_check": "Buscar actualizaciones",
             "update_check_desc": "Comprobar las últimas actualizaciones",
             "search_proc": "Buscar procesos...",
-            "btn_view": "Ver",
-            "btn_end": "Finalizar tarea",
             "manage_white": "Gestor de lista blanca",
             "search_file": "Buscar archivos...",
-            "btn_add": "Añadir",
-            "btn_remove": "Eliminar",
             "manage_quarantine": "Gestor de cuarentena",
             "btn_scan": "Escanear",
             "search_window": "Buscar ventanas...",
@@ -913,7 +1048,6 @@ window.AppI18n = {
             "msg_click_target": "Haga clic en la ventana objetivo en 5s...",
             "msg_confirm_block": "Confirmar bloqueo",
             "msg_repaired": "Elementos seleccionados reparados",
-            "btn_repair": "Reparar",
             "title_prompt": "Aviso",
             "title_error": "Error",
             "path_unknown": "Ruta desconocida",
@@ -950,7 +1084,34 @@ window.AppI18n = {
             "res_net_block": "Red bloqueada",
             "res_drv_block": "Controlador bloqueado",
             "res_sys_repair": "Reparación del sistema",
-            "res_cfg_update": "Actualización de configuración"
+            "res_cfg_update": "Actualización de configuración",
+            "manage_startup": "Gestor de inicio",
+            "manage_startup_desc": "Administre aplicaciones y servicios de inicio",
+            "col_status": "Estado",
+            "status_enabled": "Habilitado",
+            "status_disabled": "Deshabilitado",
+            "search_item": "Buscar elementos...",
+            "type_reg": "Registro",
+            "type_srv": "Servicio",
+            "type_tsk": "Tarea",
+            "btn_view_item": "Ver elemento",
+            "btn_end": "Terminar proceso",
+            "btn_enable_item": "Habilitar elemento",
+            "btn_disable_item": "Deshabilitar elemento",
+            "btn_delete_item": "Eliminar elemento",
+            "btn_repair_item": "Reparar elemento",
+            "btn_add_item": "Añadir elemento",
+            "btn_remove_item": "Eliminar elemento",
+            "btn_add_file": "Añadir archivo",
+            "btn_add_path": "Añadir ruta",
+            "manage_netmon": "Monitor de tráfico",
+            "manage_netmon_desc": "Monitorea el tráfico de red en tiempo real",
+            "col_down_speed": "Velocidad de descarga",
+            "col_up_speed": "Velocidad de subida",
+            "col_conn_count": "Conexiones",
+            "btn_extract_item": "Extraer elemento",
+            "msg_extract_success": "Elementos seleccionados extraídos con éxito",
+            "msg_key_activated": "Clave de producto activada"
         },
         "hindi_switch": {
             "app_name": "PYAS Security",
@@ -1001,6 +1162,7 @@ window.AppI18n = {
             "scan_context_desc": "राइट-क्लिक स्कैन कार्यक्षमता सक्षम करें",
             "theme_color": "रंग थीम",
             "theme_color_desc": "एप्लिकेशन का रंग थीम चुनें",
+            "theme_system": "सिस्टम थीम",
             "theme_white": "लाइट मोड",
             "theme_red": "लाल थीम",
             "theme_yellow": "पीला थीम",
@@ -1019,12 +1181,8 @@ window.AppI18n = {
             "update_check": "अद्यतन जाँचे",
             "update_check_desc": "नवीनतम अपडेट के लिए जाँचें",
             "search_proc": "प्रक्रियाएँ खोजें...",
-            "btn_view": "देखें",
-            "btn_end": "कार्य समाप्त करें",
             "manage_white": "श्वेतसूची प्रबंधक",
             "search_file": "फ़ाइलें खोजें...",
-            "btn_add": "जोड़ें",
-            "btn_remove": "निकालें",
             "manage_quarantine": "संगरोध प्रबंधक",
             "btn_scan": "स्कैन",
             "search_window": "विंडोज़ खोजें...",
@@ -1049,7 +1207,6 @@ window.AppI18n = {
             "msg_click_target": "5 सेकंड के भीतर लक्ष्य विंडो पर क्लिक करें...",
             "msg_confirm_block": "ब्लॉक की पुष्टि करें",
             "msg_repaired": "चयनित आइटम मरम्मत किए गए",
-            "btn_repair": "मरम्मत",
             "title_prompt": "सुझाव",
             "title_error": "त्रुटि",
             "path_unknown": "अज्ञात पथ",
@@ -1086,7 +1243,34 @@ window.AppI18n = {
             "res_net_block": "नेटवर्क अवरुद्ध",
             "res_drv_block": "ड्राइवर अवरुद्ध",
             "res_sys_repair": "सिस्टम मरम्मत",
-            "res_cfg_update": "कॉन्फ़िगरेशन अपडेट"
+            "res_cfg_update": "कॉन्फ़िगरेशन अपडेट",
+            "manage_startup": "स्टार्टअप प्रबंधक",
+            "manage_startup_desc": "स्टार्टअप एप्लिकेशन और सेवाएं प्रबंधित करें",
+            "col_status": "स्थिति",
+            "status_enabled": "सक्षम",
+            "status_disabled": "अक्षम",
+            "search_item": "आइटम खोजें...",
+            "type_reg": "रजिस्ट्री",
+            "type_srv": "सेवा",
+            "type_tsk": "कार्य",
+            "btn_view_item": "आइटम देखें",
+            "btn_end": "प्रक्रिया समाप्त करें",
+            "btn_enable_item": "आइटम सक्षम करें",
+            "btn_disable_item": "आइटम अक्षम करें",
+            "btn_delete_item": "आइटम हटाएं",
+            "btn_repair_item": "आइटम की मरम्मत करें",
+            "btn_add_item": "आइटम जोड़ें",
+            "btn_remove_item": "आइटम निकालें",
+            "btn_add_file": "फ़ाइल जोड़ें",
+            "btn_add_path": "पथ जोड़ें",
+            "manage_netmon": "ट्रैफ़िक मॉनिटर",
+            "manage_netmon_desc": "रीयल-टाइम में नेटवर्क ट्रैफ़िक की निगरानी करें",
+            "col_down_speed": "डाउनलोड गति",
+            "col_up_speed": "अपलोड गति",
+            "col_conn_count": "कनेक्शन",
+            "btn_extract_item": "आइटम निकालें",
+            "msg_extract_success": "चयनित आइटम सफलतापूर्वक निकाले गए",
+            "msg_key_activated": "उत्पाद कुंजी सक्रिय हो गई"
         },
         "arabic_switch": {
             "app_name": "PYAS Security",
@@ -1137,6 +1321,7 @@ window.AppI18n = {
             "scan_context_desc": "تمكين ميزة الفحص بزر الماوس الأيمن",
             "theme_color": "سمة اللون",
             "theme_color_desc": "تحديد سمة ألوان التطبيق",
+            "theme_system": "سمة النظام",
             "theme_white": "الوضع الفاتح",
             "theme_red": "سمة حمراء",
             "theme_yellow": "سمة صفراء",
@@ -1155,12 +1340,8 @@ window.AppI18n = {
             "update_check": "التحقق من التحديثات",
             "update_check_desc": "التحقق من أحدث التحديثات",
             "search_proc": "البحث في العمليات...",
-            "btn_view": "عرض",
-            "btn_end": "إنهاء المهمة",
             "manage_white": "مدير القائمة البيضاء",
             "search_file": "البحث عن الملفات...",
-            "btn_add": "إضافة",
-            "btn_remove": "إزالة",
             "manage_quarantine": "مدير الحجر الصحي",
             "btn_scan": "فحص",
             "search_window": "البحث عن النوافذ...",
@@ -1185,7 +1366,6 @@ window.AppI18n = {
             "msg_click_target": "انقر على النافذة المستهدفة خلال 5 ثوانٍ...",
             "msg_confirm_block": "تأكيد الحظر",
             "msg_repaired": "تم إصلاح العناصر المحددة",
-            "btn_repair": "إصلاح",
             "title_prompt": "تلميح",
             "title_error": "خطأ",
             "path_unknown": "مسار غير معروف",
@@ -1222,7 +1402,34 @@ window.AppI18n = {
             "res_net_block": "حظر الشبكة",
             "res_drv_block": "حظر برنامج التشغيل",
             "res_sys_repair": "إصلاح النظام",
-            "res_cfg_update": "تحديث التكوين"
+            "res_cfg_update": "تحديث التكوين",
+            "manage_startup": "مدير بدء التشغيل",
+            "manage_startup_desc": "إدارة تطبيقات وخدمات بدء التشغيل",
+            "col_status": "الحالة",
+            "status_enabled": "مُمكّن",
+            "status_disabled": "مُعطّل",
+            "search_item": "البحث في العناصر...",
+            "type_reg": "التسجيل",
+            "type_srv": "خدمة",
+            "type_tsk": "مهمة",
+            "btn_view_item": "عرض العنصر",
+            "btn_end": "إنهاء العملية",
+            "btn_enable_item": "تمكين العنصر",
+            "btn_disable_item": "تعطيل العنصر",
+            "btn_delete_item": "حذف العنصر",
+            "btn_repair_item": "إصلاح العنصر",
+            "btn_add_item": "إضافة عنصر",
+            "btn_remove_item": "إزالة العنصر",
+            "btn_add_file": "إضافة ملف",
+            "btn_add_path": "إضافة مسار",
+            "manage_netmon": "مراقبة حركة المرور",
+            "manage_netmon_desc": "مراقبة حركة مرور الشبكة في الوقت الفعلي",
+            "col_down_speed": "سرعة التنزيل",
+            "col_up_speed": "سرعة الرفع",
+            "col_conn_count": "الاتصالات",
+            "btn_extract_item": "استخراج العنصر",
+            "msg_extract_success": "تم استخراج العناصر المحددة بنجاح",
+            "msg_key_activated": "تم تنشيط مفتاح المنتج"
         },
         "russian_switch": {
             "app_name": "PYAS Security",
@@ -1272,7 +1479,8 @@ window.AppI18n = {
             "scan_context": "Сканирование из контекстного меню",
             "scan_context_desc": "Включить функцию сканирования по правому клику",
             "theme_color": "Цветовая тема",
-            "theme_color_desc": "Выберите цветовую тему приложения",
+            "theme_color_desc": "Выберите цветовой тему приложения",
+            "theme_system": "Системная тема",
             "theme_white": "Светлый режим",
             "theme_red": "Красная тема",
             "theme_yellow": "Желтая тема",
@@ -1291,12 +1499,8 @@ window.AppI18n = {
             "update_check": "Проверить обновления",
             "update_check_desc": "Проверить наличие последних обновлений",
             "search_proc": "Поиск процессов...",
-            "btn_view": "Просмотр",
-            "btn_end": "Завершить",
             "manage_white": "Управление белым списком",
             "search_file": "Поиск файлов...",
-            "btn_add": "Добавить",
-            "btn_remove": "Удалить",
             "manage_quarantine": "Управление карантином",
             "btn_scan": "Сканировать",
             "search_window": "Поиск окон...",
@@ -1321,7 +1525,6 @@ window.AppI18n = {
             "msg_click_target": "Нажмите на целевое окно в течение 5 сек...",
             "msg_confirm_block": "Подтвердить блокировку",
             "msg_repaired": "Выбранные элементы восстановлены",
-            "btn_repair": "Восстановить",
             "title_prompt": "Подсказка",
             "title_error": "Ошибка",
             "path_unknown": "Неизвестный путь",
@@ -1358,7 +1561,34 @@ window.AppI18n = {
             "res_net_block": "Сеть заблокирована",
             "res_drv_block": "Драйвер заблокирован",
             "res_sys_repair": "Восстановление системы",
-            "res_cfg_update": "Обновление конфигурации"
+            "res_cfg_update": "Обновление конфигурации",
+            "manage_startup": "Диспетчер автозагрузки",
+            "manage_startup_desc": "Управление приложениями и службами автозагрузки",
+            "col_status": "Статус",
+            "status_enabled": "Включено",
+            "status_disabled": "Отключено",
+            "search_item": "Поиск элементов...",
+            "type_reg": "Реестр",
+            "type_srv": "Служба",
+            "type_tsk": "Задача",
+            "btn_view_item": "Просмотр элемента",
+            "btn_end": "Завершить процесс",
+            "btn_enable_item": "Включить элемент",
+            "btn_disable_item": "Отключить элемент",
+            "btn_delete_item": "Удалить элемент",
+            "btn_repair_item": "Восстановить элемент",
+            "btn_add_item": "Добавить элемент",
+            "btn_remove_item": "Удалить элемент",
+            "btn_add_file": "Добавить файл",
+            "btn_add_path": "Добавить путь",
+            "manage_netmon": "Монитор трафика",
+            "manage_netmon_desc": "Мониторинг сетевого трафика в реальном времени",
+            "col_down_speed": "Скорость скачивания",
+            "col_up_speed": "Скорость загрузки",
+            "col_conn_count": "Соединения",
+            "btn_extract_item": "Извлечь элемент",
+            "msg_extract_success": "Выбранные элементы успешно извлечены",
+            "msg_key_activated": "Ключ продукта активирован"
         },
         "slovenian_switch": {
             "app_name": "PYAS Security",
@@ -1409,6 +1639,7 @@ window.AppI18n = {
             "scan_context_desc": "Omogoči funkcijo skeniranja z desnim klikom",
             "theme_color": "Barvna tema",
             "theme_color_desc": "Izberite barvno temo aplikacije",
+            "theme_system": "Sistemska tema",
             "theme_white": "Svetel način",
             "theme_red": "Rdeča tema",
             "theme_yellow": "Rumena tema",
@@ -1427,12 +1658,8 @@ window.AppI18n = {
             "update_check": "Preveri posodobitve",
             "update_check_desc": "Preveri zadnje posodobitve",
             "search_proc": "Išči procese...",
-            "btn_view": "Poglej",
-            "btn_end": "Končaj opravilo",
             "manage_white": "Upravitelj seznama dovoljenih",
             "search_file": "Išči datoteke...",
-            "btn_add": "Dodaj",
-            "btn_remove": "Odstrani",
             "manage_quarantine": "Upravitelj karantene",
             "btn_scan": "Skeniraj",
             "search_window": "Išči okna...",
@@ -1457,7 +1684,6 @@ window.AppI18n = {
             "msg_click_target": "Kliknite na ciljno okno v 5s...",
             "msg_confirm_block": "Potrdi blokado",
             "msg_repaired": "Izbrani predmeti popravljeni",
-            "btn_repair": "Popravi",
             "title_prompt": "Namig",
             "title_error": "Napaka",
             "path_unknown": "Neznana pot",
@@ -1494,7 +1720,34 @@ window.AppI18n = {
             "res_net_block": "Omrežje blokirano",
             "res_drv_block": "Gonilnik blokiran",
             "res_sys_repair": "Popravilo sistema",
-            "res_cfg_update": "Posodobitev konfiguracije"
+            "res_cfg_update": "Posodobitev konfiguracije",
+            "manage_startup": "Upravitelj zagona",
+            "manage_startup_desc": "Upravljanje zagon aplikacij in storitev",
+            "col_status": "Stanje",
+            "status_enabled": "Omogočeno",
+            "status_disabled": "Onemogočeno",
+            "search_item": "Išči elemente...",
+            "type_reg": "Register",
+            "type_srv": "Storitev",
+            "type_tsk": "Opravilo",
+            "btn_view_item": "Ogled elementa",
+            "btn_end": "Končaj proces",
+            "btn_enable_item": "Omogoči element",
+            "btn_disable_item": "Onemogoči element",
+            "btn_delete_item": "Izbriši element",
+            "btn_repair_item": "Popravi element",
+            "btn_add_item": "Dodaj element",
+            "btn_remove_item": "Odstrani element",
+            "btn_add_file": "Dodaj datoteko",
+            "btn_add_path": "Dodaj pot",
+            "manage_netmon": "Nadzor prometa",
+            "manage_netmon_desc": "Spremlja omrežni promet v realnem času",
+            "col_down_speed": "Hitrost prenosa",
+            "col_up_speed": "Hitrost nalaganja",
+            "col_conn_count": "Povezave",
+            "btn_extract_item": "Izvleči element",
+            "msg_extract_success": "Izbrani elementi so bili uspešno izvlečeni",
+            "msg_key_activated": "Ključ izdelka je aktiviran"
         }
     },
     langMap: {

Interface/static/js/main.js

@@ -9,10 +9,13 @@ document.addEventListener('DOMContentLoaded', () => {
 
     const appState = {
         lang: "english_switch",
+        theme: "system_switch",
         scanning: false,
         firstLaunch: false,
         taskmgrTimer: null,
         taskmgrActive: false,
+        netmonTimer: null,
+        netmonActive: false,
         virusMap: new Map(),
         virusResults: [],
         junkList: []
@@ -79,11 +82,13 @@ document.addEventListener('DOMContentLoaded', () => {
     const cols = {
         log: [{key: 'time_str', label: 'col_date', flex: 1.5}, {key: 'level', label: 'col_type', flex: 0.8}, {key: 'action', label: 'col_func', flex: 1.2, isI18n: true}, {key: 'source', label: 'col_path', flex: 3}],
         process: [{key: 'name', label: 'col_name', flex: 1.5}, {key: 'pid', label: 'col_pid', flex: 0.5}, {key: 'path', label: 'col_path', flex: 3}],
+        startup: [{key: 'type', label: 'col_type', flex: 0.5, isI18n: true}, {key: 'name', label: 'col_name', flex: 1.5}, {key: 'status', label: 'col_status', flex: 0.5, isI18n: true}, {key: 'path', label: 'col_path', flex: 3}],
         virus: [{key: 'label', label: 'col_type', flex: 1, isI18n: true}, {key: 'path', label: 'col_path', flex: 3}],
         pathOnly: [{key: 'path', label: 'col_path', flex: 1}],
         junk: [{key: 'path', label: 'col_path', flex: 3}, {key: 'sizeStr', label: 'col_size', flex: 1}],
         popup: [{key: 'exe', label: 'col_prog', flex: 1}, {key: 'class', label: 'col_class', flex: 1}, {key: 'title', label: 'col_title', flex: 2}],
-        repair: [{key: 'display', label: 'col_repair', flex: 1, isI18n: true}]
+        repair: [{key: 'display', label: 'col_repair', flex: 1, isI18n: true}, {key: 'path', label: 'col_path', flex: 3}],
+        netmon: [{key: 'name', label: 'col_name', flex: 1.5}, {key: 'pid', label: 'col_pid', flex: 0.5}, {key: 'downStr', label: 'col_down_speed', flex: 1}, {key: 'upStr', label: 'col_up_speed', flex: 1}, {key: 'connCount', label: 'col_conn_count', flex: 0.8}]
     };
 
     const buildCustomSelectElement = (select) => {
@@ -198,7 +203,12 @@ document.addEventListener('DOMContentLoaded', () => {
     };
 
     const applyTheme = (theme) => {
-        const themeVars = themes[theme];
+        appState.theme = theme;
+        const actualTheme = theme === "system_switch" 
+            ? (window.matchMedia('(prefers-color-scheme: dark)').matches ? "black_switch" : "white_switch") 
+            : theme;
+
+        const themeVars = themes[actualTheme];
         if (themeVars) {
             for (const [key, value] of Object.entries(themeVars)) {
                 document.documentElement.style.setProperty(key, value.startsWith("rgba") ? value : `rgb(${value})`);
@@ -206,6 +216,10 @@ document.addEventListener('DOMContentLoaded', () => {
         }
     };
 
+    window.matchMedia('(prefers-color-scheme: dark)').addEventListener('change', () => {
+        if (appState.theme === "system_switch") applyTheme("system_switch");
+    });
+
     const renderDataGrid = (containerSelector, dataList, columns, valKey, defaultChecked = false) => {
         const widget = document.querySelector(`${containerSelector} .manage-widget`) || document.querySelector(`${containerSelector} .virus-widget`);
         const listUl = document.querySelector(`${containerSelector} .manage-list`) || document.querySelector(`${containerSelector} .virus-list`);
@@ -331,7 +345,13 @@ document.addEventListener('DOMContentLoaded', () => {
 
             displayData.sort((a, b) => {
                 const valA = a[state.sortKey] ?? '', valB = b[state.sortKey] ?? '';
-                if (state.sortKey === 'sizeStr' && 'size' in a && 'size' in b) return state.sortAsc ? a.size - b.size : b.size - a.size;
+                
+                const rawKeyMap = { 'sizeStr': 'size', 'downStr': 'down', 'upStr': 'up' };
+                if (rawKeyMap[state.sortKey] && rawKeyMap[state.sortKey] in a && rawKeyMap[state.sortKey] in b) {
+                    const rawKey = rawKeyMap[state.sortKey];
+                    return state.sortAsc ? a[rawKey] - b[rawKey] : b[rawKey] - a[rawKey];
+                }
+
                 const numA = parseFloat(valA), numB = parseFloat(valB);
                 if (!isNaN(numA) && !isNaN(numB) && String(valA).trim() !== '' && String(valB).trim() !== '') return state.sortAsc ? numA - numB : numB - numA;
                 return state.sortAsc ? String(valA).localeCompare(String(valB)) : String(valB).localeCompare(String(valA));
@@ -496,12 +516,72 @@ document.addEventListener('DOMContentLoaded', () => {
             window.pywebview.api.get_process_list().then(procs => {
                 const mapped = procs.map(p => ({ name: p.name, pid: p.pid, path: (p.path && p.path !== "None" && p.path !== "Unknown") ? p.path : "path_unknown" }));
                 renderDataGrid('#taskmgr_window', mapped, cols.process, 'pid', false);
-                if (appState.taskmgrActive) appState.taskmgrTimer = setTimeout(fetchProcs, 2000);
-            }).catch(() => { if (appState.taskmgrActive) appState.taskmgrTimer = setTimeout(fetchProcs, 2000); });
+                if (appState.taskmgrActive) appState.taskmgrTimer = setTimeout(fetchProcs, 1000);
+            }).catch(() => { if (appState.taskmgrActive) appState.taskmgrTimer = setTimeout(fetchProcs, 1000); });
         } else {
-            if (appState.taskmgrActive) appState.taskmgrTimer = setTimeout(fetchProcs, 2000);
+            if (appState.taskmgrActive) appState.taskmgrTimer = setTimeout(fetchProcs, 1000);
         }
     };
+    
+    const fetchNetmon = () => {
+        if (!appState.netmonActive || !window.pywebview) return;
+        const widget = document.querySelector('#netmon_window .manage-widget');
+        const blockFetch = widget && (widget.gridState?.checkedSet.size > 0 || widget.matches(':hover')) || document.querySelector('.custom-context-menu.show') || document.body.classList.contains('resizing-active');
+        
+        if (!blockFetch) {
+            window.pywebview.api.get_traffic_list().then(list => {
+                const mapped = list.map(item => ({
+                    name: item.name,
+                    pid: item.pid,
+                    downStr: formatSize(item.down) + '/s',
+                    down: item.down,
+                    upStr: formatSize(item.up) + '/s',
+                    up: item.up,
+                    connCount: item.conn,
+                    path: (item.path && item.path !== "None" && item.path !== "Unknown") ? item.path : "path_unknown"
+                }));
+                renderDataGrid('#netmon_window', mapped, cols.netmon, 'pid', false);
+                if (appState.netmonActive) appState.netmonTimer = setTimeout(fetchNetmon, 1000);
+            }).catch(() => { if (appState.netmonActive) appState.netmonTimer = setTimeout(fetchNetmon, 1000); });
+        } else {
+            if (appState.netmonActive) appState.netmonTimer = setTimeout(fetchNetmon, 1000);
+        }
+    };
+
+    const fetchStartup = () => {
+        if (!window.pywebview) return;
+        const listUl = document.querySelector('#startup_window .manage-list');
+        if (listUl && !listUl.children.length) {
+            listUl.innerHTML = `<li class="manage-list-item" style="pointer-events: none; justify-content: center; height: 100%; border: none;"><div style="color: var(--text-secondary); padding: 40px; font-size: 15px;">${getMsg('msg_init')}</div></li>`;
+        }
+        window.pywebview.api.get_startup_list().then(items => {
+            const mapped = items.map(item => ({ id: item.id, type: item.type, name: item.name, status: item.status === 'enabled' ? 'status_enabled' : 'status_disabled', path: item.path || 'path_unknown' }));
+            renderDataGrid('#startup_window', mapped, cols.startup, 'id', false);
+        });
+    };
+
+    const fetchJunk = () => {
+        if (!window.pywebview) return;
+        const widget = document.querySelector('#junk_window .manage-widget');
+        if (widget?.gridState) widget.gridState.checkedSet.clear();
+        const listUl = document.querySelector('#junk_window .manage-list');
+        if (listUl && !listUl.children.length) {
+            listUl.innerHTML = `<li class="manage-list-item" style="pointer-events: none; justify-content: center; height: 100%; border: none;"><div style="color: var(--text-secondary); padding: 40px; font-size: 15px;">${getMsg('msg_init')}</div></li>`;
+        }
+        window.pywebview.api.scan_system_junk().then(list => {
+            appState.junkList = list.map(item => ({ path: item.path, sizeStr: formatSize(item.size), size: item.size }));
+            renderDataGrid('#junk_window', appState.junkList, cols.junk, 'path', true);
+        });
+    };
+
+    const fetchRepair = () => {
+        if (!window.pywebview) return;
+        const listUl = document.querySelector('#repair_window .manage-list');
+        if (listUl && !listUl.children.length) {
+            listUl.innerHTML = `<li class="manage-list-item" style="pointer-events: none; justify-content: center; height: 100%; border: none;"><div style="color: var(--text-secondary); padding: 40px; font-size: 15px;">${getMsg('msg_init')}</div></li>`;
+        }
+        window.pywebview.api.scan_system_repair().then(list => renderDataGrid('#repair_window', list, cols.repair, 'id', true));
+    };
 
     const refreshConfigLists = () => {
         if (!window.pywebview) return;
@@ -523,7 +603,7 @@ document.addEventListener('DOMContentLoaded', () => {
                 const input = document.querySelector('#junk_window .search-box input');
                 if (input) input.value = '';
             } else if (oldActive.id === 'repair_window') {
-                renderDataGrid('#repair_window', [], cols.repair, 'value', true);
+                renderDataGrid('#repair_window', [], cols.repair, 'id', true);
             }
         }
 
@@ -535,6 +615,14 @@ document.addEventListener('DOMContentLoaded', () => {
         if (appState.taskmgrActive) fetchProcs();
         else if (appState.taskmgrTimer) { clearTimeout(appState.taskmgrTimer); appState.taskmgrTimer = null; }
 
+        appState.netmonActive = targetId === 'netmon_window';
+        if (appState.netmonActive) fetchNetmon();
+        else if (appState.netmonTimer) { clearTimeout(appState.netmonTimer); appState.netmonTimer = null; }
+
+        if (targetId === 'startup_window') fetchStartup();
+        if (targetId === 'junk_window') fetchJunk();
+        if (targetId === 'repair_window') fetchRepair();
+
         if (['whitelist_window', 'quarantine_window', 'popup_window', 'custom_protect_window'].includes(targetId)) refreshConfigLists();
 
         if (targetId === 'log_export_window' && window.pywebview) {
@@ -683,41 +771,97 @@ document.addEventListener('DOMContentLoaded', () => {
         });
     });
 
-    document.querySelector('#junk_window .primary-btn')?.addEventListener('click', (e) => {
-        if (!window.pywebview) return;
-        e.target.setAttribute('data-i18n', 'msg_init'); e.target.textContent = getMsg('msg_init');
-        const widget = document.querySelector('#junk_window .manage-widget');
-        if (widget?.gridState) widget.gridState.checkedSet.clear();
-        
-        window.pywebview.api.scan_system_junk().then(list => {
-            appState.junkList = list.map(item => ({ path: item.path, sizeStr: formatSize(item.size), size: item.size }));
-            renderDataGrid('#junk_window', appState.junkList, cols.junk, 'path', true);
-            e.target.setAttribute('data-i18n', 'btn_scan'); e.target.textContent = getMsg('btn_scan');
-        });
+    document.getElementById('taskmgr_select')?.addEventListener('change', (e) => {
+        const val = e.target.value;
+        const checkedCbs = document.querySelectorAll('#taskmgr_window .manage-list-item input[type="checkbox"]:checked');
+        if (checkedCbs.length === 0 || !window.pywebview) return updateCustomSelectUI('taskmgr_select', 'none');
+
+        if (val === 'view') {
+            checkedCbs.forEach(cb => {
+                if (cb.dataset.path && cb.dataset.path !== "path_unknown") window.pywebview.api.open_file_location(cb.dataset.path);
+            });
+        } else if (val === 'end') {
+            window.pywebview.api.show_confirm(getMsg("msg_end_proc_title"), getMsg("msg_end_proc_confirm")).then(res => {
+                if (res) Promise.all(Array.from(checkedCbs).map(cb => window.pywebview.api.kill_process(parseInt(cb.value)))).then(() => fetchProcs());
+            });
+        } else if (val === 'quarantine' || val === 'whitelist') {
+            const paths = Array.from(checkedCbs).map(cb => cb.dataset.path).filter(p => p && p !== "path_unknown");
+            if (paths.length > 0) {
+                const listKey = val === 'quarantine' ? 'quarantine' : 'white_list';
+                window.pywebview.api.manage_named_list(listKey, paths, 'add').then(() => {
+                    Promise.all(Array.from(checkedCbs).map(cb => window.pywebview.api.kill_process(parseInt(cb.value)))).then(() => fetchProcs());
+                });
+            }
+        }
+        updateCustomSelectUI('taskmgr_select', 'none');
+    });
+    
+    document.getElementById('netmon_select')?.addEventListener('change', (e) => {
+        const val = e.target.value;
+        const checkedCbs = document.querySelectorAll('#netmon_window .manage-list-item input[type="checkbox"]:checked');
+        if (checkedCbs.length === 0 || !window.pywebview) return updateCustomSelectUI('netmon_select', 'none');
+
+        if (val === 'view') {
+            checkedCbs.forEach(cb => {
+                if (cb.dataset.path && cb.dataset.path !== "path_unknown") window.pywebview.api.open_file_location(cb.dataset.path);
+            });
+        } else if (val === 'end') {
+            window.pywebview.api.show_confirm(getMsg("msg_end_proc_title"), getMsg("msg_end_proc_confirm")).then(res => {
+                if (res) Promise.all(Array.from(checkedCbs).map(cb => window.pywebview.api.kill_process(parseInt(cb.value)))).then(() => fetchNetmon());
+            });
+        }
+        updateCustomSelectUI('netmon_select', 'none');
     });
 
-    document.querySelector('#junk_window .danger-btn')?.addEventListener('click', () => {
+    document.getElementById('startup_select')?.addEventListener('change', (e) => {
+        const val = e.target.value;
+        const checked = getCheckedValues('#startup_window');
+        if (checked.length > 0 && window.pywebview) {
+            if (val === 'enable' || val === 'disable') {
+                const widget = document.querySelector('#startup_window .manage-widget');
+                if (widget && widget.gridState && widget.gridState.lastDisplayData) {
+                    widget.gridState.lastDisplayData.forEach(item => {
+                        if (checked.includes(item.id)) item.status = val === 'enable' ? 'status_enabled' : 'status_disabled';
+                    });
+                    widget.renderData();
+                }
+            }
+            window.pywebview.api.manage_startup(checked, val).then(fetchStartup);
+        }
+        updateCustomSelectUI('startup_select', 'none');
+    });
+
+    document.getElementById('junk_select')?.addEventListener('change', (e) => {
+        const val = e.target.value;
         const checked = getCheckedValues('#junk_window');
-        if (checked.length === 0 || !window.pywebview) return;
-        window.pywebview.api.clean_system_junk(checked).then(size => {
-            window.pywebview.api.show_alert(getMsg("title_prompt"), `${getMsg("msg_cleaned")}${formatSize(size)}`, "info");
-            appState.junkList = appState.junkList.filter(item => !checked.includes(item.path));
-            renderDataGrid('#junk_window', appState.junkList, cols.junk, 'path', true);
-        });
-    });
-
-    document.querySelector('#repair_window .primary-btn')?.addEventListener('click', () => {
         if (!window.pywebview) return;
-        window.pywebview.api.scan_system_repair().then(list => renderDataGrid('#repair_window', list, cols.repair, 'value', true));
+        
+        if (val === 'view') {
+            checked.forEach(path => window.pywebview.api.open_file_location(path));
+        } else if (val === 'delete') {
+            if (checked.length > 0) {
+                window.pywebview.api.clean_system_junk(checked).then(size => {
+                    window.pywebview.api.show_alert(getMsg("title_prompt"), `${getMsg("msg_cleaned")}${formatSize(size)}`, "info");
+                    appState.junkList = appState.junkList.filter(item => !checked.includes(item.path));
+                    renderDataGrid('#junk_window', appState.junkList, cols.junk, 'path', true);
+                });
+            }
+        }
+        updateCustomSelectUI('junk_select', 'none');
     });
 
-    document.querySelector('#repair_window .danger-btn')?.addEventListener('click', () => {
-        const checked = getCheckedValues('#repair_window');
-        if (checked.length === 0 || !window.pywebview) return;
-        window.pywebview.api.execute_system_repair(checked).then(() => {
-            window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_repaired"), "info");
-            renderDataGrid('#repair_window', [], cols.repair, 'value');
-        });
+    document.getElementById('repair_select')?.addEventListener('change', (e) => {
+        const val = e.target.value;
+        if (val === 'repair') {
+            const checked = getCheckedValues('#repair_window');
+            if (checked.length > 0 && window.pywebview) {
+                window.pywebview.api.execute_system_repair(checked).then(() => {
+                    window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_repaired"), "info");
+                    renderDataGrid('#repair_window', [], cols.repair, 'id', true);
+                });
+            }
+        }
+        updateCustomSelectUI('repair_select', 'none');
     });
 
     ['whitelist_window', 'quarantine_window', 'popup_window', 'custom_protect_window'].forEach(id => {
@@ -728,65 +872,87 @@ document.addEventListener('DOMContentLoaded', () => {
             'quarantine_window': 'quarantine'
         };
         const listKey = listKeyMap[id];
+        const selectId = id.replace('_window', '_select');
 
-        document.querySelector(`#${id} .modern-btn:not(.primary-btn)`)?.addEventListener('click', () => {
-            const checked = getCheckedValues(`#${id}`);
-            if (checked.length > 0 && window.pywebview) window.pywebview.api.remove_list_items(listKey, checked).then(refreshConfigLists);
-        });
-        
-        if (id !== 'popup_window') {
-            document.querySelector(`#${id} .primary-btn`)?.addEventListener('click', () => {
-                window.pywebview?.api.select_files().then(files => {
+        document.getElementById(selectId)?.addEventListener('change', (e) => {
+            const val = e.target.value;
+            if (!window.pywebview) return;
+
+            if (val === 'add') {
+                if (id === 'popup_window') {
+                    const wrapper = document.getElementById(selectId).nextElementSibling;
+                    const triggerText = wrapper.querySelector('.custom-select-text');
+                    const originalI18n = triggerText.getAttribute('data-i18n');
+                    const originalText = triggerText.textContent;
+                    
+                    triggerText.setAttribute('data-i18n', 'msg_click_target');
+                    triggerText.textContent = getMsg('msg_click_target');
+                    
+                    window.pywebview.api.capture_popup_window().then(rule => {
+                        triggerText.setAttribute('data-i18n', originalI18n || 'btn_select');
+                        triggerText.textContent = originalText;
+                        if (rule) window.pywebview.api.add_popup_rule(rule).then(ok => ok && refreshConfigLists());
+                    });
+                } else {
+                    window.pywebview.api.select_files().then(files => {
+                        if (files?.length > 0) window.pywebview.api.manage_named_list(listKey, files, 'add').then(refreshConfigLists);
+                    });
+                }
+            } else if (val === 'add_file') {
+                window.pywebview.api.select_files().then(files => {
                     if (files?.length > 0) window.pywebview.api.manage_named_list(listKey, files, 'add').then(refreshConfigLists);
                 });
-            });
-        }
-    });
-
-    document.querySelector('#popup_window .primary-btn')?.addEventListener('click', (e) => {
-        if (!window.pywebview) return;
-        e.target.setAttribute('data-i18n', 'msg_click_target'); e.target.textContent = getMsg('msg_click_target'); e.target.disabled = true;
-        window.pywebview.api.capture_popup_window().then(rule => {
-            e.target.setAttribute('data-i18n', 'btn_add'); e.target.textContent = getMsg('btn_add'); e.target.disabled = false;
-            if (rule) window.pywebview.api.add_popup_rule(rule).then(ok => ok && refreshConfigLists());
-        });
-    });
-
-    document.querySelector('#taskmgr_window .primary-btn')?.addEventListener('click', () => {
-        if (!window.pywebview) return;
-        document.querySelectorAll('#taskmgr_window .manage-list-item input[type="checkbox"]:checked').forEach(cb => {
-            if (cb.dataset.path && cb.dataset.path !== "path_unknown") window.pywebview.api.open_file_location(cb.dataset.path);
-        });
-    });
-
-    document.querySelector('#taskmgr_window .danger-btn')?.addEventListener('click', () => {
-        const cbs = document.querySelectorAll('#taskmgr_window .manage-list-item input[type="checkbox"]:checked');
-        if (cbs.length > 0 && window.pywebview) {
-            window.pywebview.api.show_confirm(getMsg("msg_end_proc_title"), getMsg("msg_end_proc_confirm")).then(res => {
-                if (res) Promise.all(Array.from(cbs).map(cb => window.pywebview.api.kill_process(parseInt(cb.value)))).then(() => {
-                    window.pywebview.api.get_process_list().then(procs => renderDataGrid('#taskmgr_window', procs.map(p => ({ name: p.name, pid: p.pid, path: (p.path && p.path !== "None" && p.path !== "Unknown") ? p.path : "path_unknown" })), cols.process, 'pid', false));
+            } else if (val === 'add_path') {
+                window.pywebview.api.select_folder().then(folder => {
+                    if (folder?.length > 0) window.pywebview.api.manage_named_list(listKey, folder, 'add').then(refreshConfigLists);
                 });
-            });
-        }
-    });
-
-    document.querySelector('#log_export_window .primary-btn')?.addEventListener('click', () => {
-        const checked = getCheckedValues('#log_export_window');
-        if (checked.length === 0) return window.pywebview?.api.show_alert(getMsg("title_prompt"), getMsg("msg_sel_log_export"), "warning");
-        window.pywebview?.api.export_logs(checked).then(res => res && window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_export_success"), "info"));
-    });
-
-    document.querySelector('#log_export_window .danger-btn')?.addEventListener('click', () => {
-        const checked = getCheckedValues('#log_export_window');
-        if (checked.length === 0 || !window.pywebview) return;
-        window.pywebview.api.show_confirm(getMsg("title_prompt"), getMsg("msg_del_log_confirm")).then(res => {
-            if (res) window.pywebview.api.clear_logs(checked).then(() => {
-                window.pywebview.api.get_logs().then(logs => renderDataGrid('#log_export_window', logs.reverse().map(log => ({ time_str: `[${log.time_str}]`, level: log.level, action: log.action, source: log.source || '-', id: log.id })), cols.log, 'id', true));
-                window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_log_deleted"), "info");
-            });
+            } else if (val === 'extract') {
+                const checked = getCheckedValues(`#${id}`);
+                if (checked.length > 0) {
+                    window.pywebview.api.select_folder().then(folder => {
+                        if (folder?.length > 0) {
+                            window.pywebview.api.extract_list_items(checked, folder[0]).then(success => {
+                                if (success) window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_extract_success"), "info");
+                            });
+                        }
+                    });
+                }
+            } else if (val === 'remove') {
+                const checked = getCheckedValues(`#${id}`);
+                if (checked.length > 0) window.pywebview.api.remove_list_items(listKey, checked).then(refreshConfigLists);
+            } else if (val === 'quarantine' || val === 'whitelist') {
+                const checked = getCheckedValues(`#${id}`);
+                if (checked.length > 0) {
+                    const targetKey = val === 'quarantine' ? 'quarantine' : 'white_list';
+                    window.pywebview.api.manage_named_list(targetKey, checked, 'add').then(() => refreshConfigLists());
+                }
+            }
+            updateCustomSelectUI(selectId, 'none');
         });
     });
 
+    document.getElementById('log_export_select')?.addEventListener('change', (e) => {
+        const val = e.target.value;
+        const checked = getCheckedValues('#log_export_window');
+        if (val === 'export') {
+            if (checked.length === 0) {
+                window.pywebview?.api.show_alert(getMsg("title_prompt"), getMsg("msg_sel_log_export"), "warning");
+            } else {
+                window.pywebview?.api.export_logs(checked).then(res => res && window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_export_success"), "info"));
+            }
+        } else if (val === 'delete') {
+            if (checked.length > 0 && window.pywebview) {
+                window.pywebview.api.show_confirm(getMsg("title_prompt"), getMsg("msg_del_log_confirm")).then(res => {
+                    if (res) window.pywebview.api.clear_logs(checked).then(() => {
+                        window.pywebview.api.get_logs().then(logs => renderDataGrid('#log_export_window', logs.reverse().map(log => ({ time_str: `[${log.time_str}]`, level: log.level, action: log.action, source: log.source || '-', id: log.id })), cols.log, 'id', true));
+                        window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_log_deleted"), "info");
+                    });
+                });
+            }
+        }
+        updateCustomSelectUI('log_export_select', 'none');
+    });
+
     document.getElementById('minimize_button')?.addEventListener('click', () => window.pywebview?.api.minimize());
     document.getElementById('close_button')?.addEventListener('click', () => window.pywebview?.api.hide_window());
 
@@ -844,7 +1010,18 @@ document.addEventListener('DOMContentLoaded', () => {
         }
     };
 
+    bindSettingAction('key_product', async () => {
+        if (!window.pywebview) return;
+        try {
+            const cfg = await window.pywebview.api.get_config();
+            if (cfg && cfg.api_key && cfg.api_key.trim() !== "") {
+                window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_key_activated"), "info");
+            }
+        } catch (e) {}
+    });
+
     bindSettingAction('web_official', () => window.pywebview?.api.open_website());
+    
     bindSettingAction('update_check', () => {
         window.pywebview?.api.check_update().then(res => {
             if (res.error) window.pywebview.api.show_alert(getMsg("title_error"), getMsg("msg_update_fail"), "error");
@@ -852,6 +1029,7 @@ document.addEventListener('DOMContentLoaded', () => {
             else window.pywebview.api.show_alert(getMsg("title_prompt"), `${getMsg("msg_latest_version")} ${res.current}`, "info");
         });
     });
+    
     bindSettingAction('opt_reset', () => {
         window.pywebview?.api.show_confirm(getMsg("title_prompt"), getMsg("opt_reset_desc")).then(res => {
             if (res) window.pywebview.api.reset_config().then(() => window.pywebview.api.show_alert(getMsg("title_prompt"), getMsg("msg_reset_success"), "info"));
@@ -861,13 +1039,15 @@ document.addEventListener('DOMContentLoaded', () => {
     document.querySelectorAll('select.modern-select').forEach(buildCustomSelectElement);
     renderDataGrid('#scan_window', appState.virusResults, cols.virus, 'path', true);
     renderDataGrid('#taskmgr_window', [], cols.process, 'pid', false);
+    renderDataGrid('#startup_window', [], cols.startup, 'id', false);
     renderDataGrid('#junk_window', [], cols.junk, 'path', true);
-    renderDataGrid('#repair_window', [], cols.repair, 'value', true);
+    renderDataGrid('#repair_window', [], cols.repair, 'id', true);
     renderDataGrid('#whitelist_window', [], cols.pathOnly, 'path', false);
     renderDataGrid('#quarantine_window', [], cols.pathOnly, 'path', false);
     renderDataGrid('#custom_protect_window', [], cols.pathOnly, 'path', false);
     renderDataGrid('#popup_window', [], cols.popup, 'value', false);
     renderDataGrid('#log_export_window', [], cols.log, 'id', true);
+    renderDataGrid('#netmon_window', [], cols.netmon, 'pid', false);
 
     window.addEventListener('pywebviewready', () => {
         window.pywebview.api.get_config().then(cfg => {
@@ -913,7 +1093,7 @@ document.addEventListener('DOMContentLoaded', () => {
                         if (res !== undefined && res !== null) toggle.checked = res;
                     } catch { toggle.checked = false; } 
                     finally { toggle.disabled = false; }
-                    await new Promise(r => setTimeout(r, 200));
+                    await new Promise(r => setTimeout(r, 100));
                 }
             }
         }

Interface/templates/index.html

@@ -150,6 +150,12 @@
                             </div>
                             <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
                         </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="startup_window">
+                            <div class="item-info">
+                                <h2 data-i18n>啟動項管理</h2><p data-i18n>此選項可以管理各應用啟動項</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
                         <div class="list-item" style="cursor: pointer;" data-target="junk_window">
                             <div class="item-info">
                                 <h2 data-i18n>垃圾清理</h2><p data-i18n>此選項可以清理暫存垃圾檔案</p>
@@ -168,6 +174,12 @@
                             </div>
                             <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
                         </div>
+                        <div class="list-item" style="cursor: pointer;" data-target="netmon_window">
+                            <div class="item-info">
+                                <h2 data-i18n>流量監控</h2><p data-i18n>此選項可以實時監控網路流量</p>
+                            </div>
+                            <button class="icon-action-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="9 18 15 12 9 6"></polyline></svg></button>
+                        </div>
                         <div class="list-item" style="cursor: pointer;" data-target="whitelist_window">
                             <div class="item-info">
                                 <h2 data-i18n>白名單</h2><p data-i18n>此選項可以查看並管理白名單</p>
@@ -214,6 +226,7 @@
                                 <h2 data-i18n>顯色主題</h2><p data-i18n>此選項可以選擇主題顏色</p>
                             </div>
                             <select id="theme_select" class="modern-select">
+                                <option value="system_switch" selected data-i18n>跟隨系統</option>
                                 <option value="white_switch" data-i18n>白色主題</option>
                                 <option value="red_switch" data-i18n>紅色主題</option>
                                 <option value="yellow_switch" data-i18n>黃色主題</option>
@@ -314,8 +327,36 @@ Last updated: 2025-12-19
                             <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
                             <input type="text" data-i18n-placeholder="搜尋進程..." placeholder="搜尋進程...">
                         </div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>查看</button>
-                        <button class="action-btn modern-btn danger-btn" data-i18n>結束</button>
+                        <div class="action-group modern-action-group">
+                            <select id="taskmgr_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="view" data-i18n="btn_view_item">查看項目</option>
+                                <option value="end" data-i18n="btn_end">結束進程</option>
+                                <option value="quarantine" data-i18n="act_quarantine">加入隔離區</option>
+                                <option value="whitelist" data-i18n="act_white">加入白名單</option>
+                            </select>
+                        </div>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+
+                <section id="startup_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>啟動項管理</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋項目..." placeholder="搜尋項目...">
+                        </div>
+                        <div class="action-group modern-action-group">
+                            <select id="startup_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="enable" data-i18n="btn_enable_item">啟用項目</option>
+                                <option value="disable" data-i18n="btn_disable_item">禁用項目</option>
+                                <option value="delete" data-i18n="btn_delete_item">刪除項目</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>
@@ -329,8 +370,16 @@ Last updated: 2025-12-19
                             <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
                             <input type="text" data-i18n-placeholder="搜尋檔案..." placeholder="搜尋檔案...">
                         </div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
-                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                        <div class="action-group modern-action-group">
+                            <select id="whitelist_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="add_file" data-i18n="btn_add_file">新增檔案</option>
+                                <option value="add_path" data-i18n="btn_add_path">新增路徑</option>
+                                <option value="extract" data-i18n="btn_extract_item">提取項目</option>
+                                <option value="remove" data-i18n="btn_remove_item">移除項目</option>
+                                <option value="quarantine" data-i18n="act_quarantine">加入隔離區</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>
@@ -344,8 +393,16 @@ Last updated: 2025-12-19
                             <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
                             <input type="text" data-i18n-placeholder="搜尋檔案..." placeholder="搜尋檔案...">
                         </div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
-                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                        <div class="action-group modern-action-group">
+                            <select id="quarantine_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="add_file" data-i18n="btn_add_file">新增檔案</option>
+                                <option value="add_path" data-i18n="btn_add_path">新增路徑</option>
+                                <option value="extract" data-i18n="btn_extract_item">提取項目</option>
+                                <option value="remove" data-i18n="btn_remove_item">移除項目</option>
+                                <option value="whitelist" data-i18n="act_white">加入白名單</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>
@@ -359,8 +416,13 @@ Last updated: 2025-12-19
                             <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
                             <input type="text" data-i18n-placeholder="搜尋檔案..." placeholder="搜尋檔案...">
                         </div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>掃描</button>
-                        <button class="action-btn modern-btn danger-btn" data-i18n>刪除</button>
+                        <div class="action-group modern-action-group">
+                            <select id="junk_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="view" data-i18n="btn_view_item">查看項目</option>
+                                <option value="delete" data-i18n="btn_delete_item">刪除項目</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>
@@ -370,8 +432,12 @@ Last updated: 2025-12-19
                         <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
                         <h2 data-i18n>系統修復</h2>
                         <div class="spacer"></div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>掃描</button>
-                        <button class="action-btn modern-btn danger-btn" data-i18n>修復</button>
+                        <div class="action-group modern-action-group">
+                            <select id="repair_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="repair" data-i18n="btn_repair_item">修復項目</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>
@@ -385,8 +451,33 @@ Last updated: 2025-12-19
                             <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
                             <input type="text" data-i18n-placeholder="搜尋窗口..." placeholder="搜尋窗口...">
                         </div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
-                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                        <div class="action-group modern-action-group">
+                            <select id="popup_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="add" data-i18n="btn_add_item">新增項目</option>
+                                <option value="remove" data-i18n="btn_remove_item">移除項目</option>
+                            </select>
+                        </div>
+                    </div>
+                    <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
+                </section>
+                
+                <section id="netmon_window" class="page sub-page">
+                    <div class="sub-header-toolbar">
+                        <button class="icon-btn" data-target="tool_window"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 18 9 12 15 6"></polyline></svg></button>
+                        <h2 data-i18n>流量監控</h2>
+                        <div class="spacer"></div>
+                        <div class="search-box">
+                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
+                            <input type="text" data-i18n-placeholder="搜尋進程..." placeholder="搜尋進程...">
+                        </div>
+                        <div class="action-group modern-action-group">
+                            <select id="netmon_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="view" data-i18n="btn_view_item">查看項目</option>
+                                <option value="end" data-i18n="btn_end">結束進程</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>
@@ -400,8 +491,13 @@ Last updated: 2025-12-19
                             <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
                             <input type="text" data-i18n-placeholder="搜尋規則..." placeholder="搜尋規則...">
                         </div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>加入</button>
-                        <button class="action-btn modern-btn" data-i18n>移除</button>
+                        <div class="action-group modern-action-group">
+                            <select id="custom_protect_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="add" data-i18n="btn_add_item">新增項目</option>
+                                <option value="remove" data-i18n="btn_remove_item">移除項目</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>
@@ -415,8 +511,13 @@ Last updated: 2025-12-19
                             <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"></circle><line x1="21" y1="21" x2="16.65" y2="16.65"></line></svg>
                             <input type="text" data-i18n-placeholder="搜尋日誌..." placeholder="搜尋日誌...">
                         </div>
-                        <button class="action-btn modern-btn primary-btn" data-i18n>導出</button>
-                        <button class="action-btn modern-btn danger-btn" data-i18n>刪除</button>
+                        <div class="action-group modern-action-group">
+                            <select id="log_export_select" class="modern-select">
+                                <option value="none" selected disabled data-i18n="btn_select">選擇</option>
+                                <option value="export" data-i18n="btn_export">導出項目</option>
+                                <option value="delete" data-i18n="btn_remove_item">移除項目</option>
+                            </select>
+                        </div>
                     </div>
                     <div class="manage-widget flex-grow"><ul class="manage-list"></ul></div>
                 </section>

PYAS.py

@@ -115,6 +115,16 @@ class COPYDATASTRUCT(ctypes.Structure):
         ("lpData", ctypes.c_void_p)
     ]
 
+class IO_COUNTERS(ctypes.Structure):
+    _fields_ = [
+        ("ReadOperationCount", ctypes.c_ulonglong),
+        ("WriteOperationCount", ctypes.c_ulonglong),
+        ("OtherOperationCount", ctypes.c_ulonglong),
+        ("ReadTransferCount", ctypes.c_ulonglong),
+        ("WriteTransferCount", ctypes.c_ulonglong),
+        ("OtherTransferCount", ctypes.c_ulonglong)
+    ]
+
 ####################################################################################################
 
 class WindowAPI:
@@ -285,6 +295,8 @@ class WindowAPI:
         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)]
         self.kernel32.QueryFullProcessImageNameW.restype = ctypes.wintypes.BOOL
         self.kernel32.QueryFullProcessImageNameW.argtypes = [ctypes.wintypes.HANDLE, ctypes.wintypes.DWORD, ctypes.c_wchar_p, ctypes.POINTER(ctypes.wintypes.DWORD)]
+        self.kernel32.GetProcessIoCounters.argtypes = [ctypes.wintypes.HANDLE, ctypes.POINTER(IO_COUNTERS)]
+        self.kernel32.GetProcessIoCounters.restype = ctypes.wintypes.BOOL
 
     def init_variables(self):
         self.python = sys.executable
@@ -295,6 +307,9 @@ class WindowAPI:
         self.cloud = cloud_scanner()
         self.cloud_queue = queue.Queue()
         
+        self.ui_queue = queue.Queue()
+        self.start_daemon_thread(self.ui_dispatcher_thread)
+        
         self.lock_driver = threading.RLock()
         self.lock_update = threading.RLock()
         self.driver_port = None
@@ -312,20 +327,23 @@ class WindowAPI:
         self.lock_proc = threading.RLock()
         self.lock_net = threading.RLock()
         self.lock_file_ops = threading.RLock()
+        self.lock_io = threading.RLock()
+        self.last_io_counters = {}
+        self.last_io_time = time.time()
 
         self.scan_events = {} 
         self.scan_cache = {}
         self.cloud_pending = set()
 
         self.pyas_default = {
-            "version": "3.5.6",
+            "version": "3.5.8",
             "api_host": "https://pyas-security.com/",
             "api_key": "fBRZxYS1UxykM-qzNOlKOEl63WILzlvgNMn6QfsG6FXCAAIktCrOPTAfY5_hEyuZ",
-            "suffix": [".exe", ".dll", ".sys", ".ocx", ".scr", ".efi", ".acm", ".ax", ".cpl", ".drv", ".com", ".mui", ".pyd", ".wfx", ".api", ".awx", ".bin", ".rll", ".winmd", ".ax"],
+            "suffix": [".exe", ".dll", ".sys", ".ocx", ".scr", ".efi", ".acm", ".ax", ".cpl", ".drv", ".com", ".mui", ".pyd", ".wfx", ".api", ".awx", ".rll", ".winmd", ".ax"],
             "block": [2001, 3001, 5001, 6001],
             "size": 100 * 1024 * 1024,
             "language": "english_switch",
-            "theme": "white_switch",
+            "theme": "system_switch",
             "first_launch": True,
             "process_switch": False,
             "document_switch": False,
@@ -355,6 +373,35 @@ class WindowAPI:
         for _ in range(2):
             self.start_daemon_thread(self.cloud_worker)
 
+    def ui_dispatcher_thread(self):
+        batch = []
+        while True:
+            try:
+                task = self.ui_queue.get(timeout=0.1)
+                batch.append(task)
+                
+                while not self.ui_queue.empty() and len(batch) < 50:
+                    try:
+                        batch.append(self.ui_queue.get_nowait())
+                    except queue.Empty:
+                        break
+
+                if self._window and batch:
+                    js_script = "".join(batch)
+                    try:
+                        self._window.evaluate_js(js_script)
+                    except Exception:
+                        pass
+
+                for _ in batch:
+                    self.ui_queue.task_done()
+                batch.clear()
+
+            except queue.Empty:
+                continue
+            except Exception:
+                batch.clear()
+
     def _loc(self, text_dict):
         with self.lock_config:
             lang = self.pyas_config.get("language", "traditional_switch") if hasattr(self, 'pyas_config') else "traditional_switch"
@@ -515,7 +562,8 @@ class WindowAPI:
             self.logs_dirty = True
 
             if self._window:
-                self._window.evaluate_js(f"if(window.updateLogs) window.updateLogs({json.dumps(entry)});")
+                js_cmd = f"if(window.updateLogs) window.updateLogs({json.dumps(entry)});"
+                self.ui_queue.put(js_cmd)
 
         if level == "BLOCK" and self.tray_icon:
             self.trigger_block_notification(action, source, target, code)
@@ -563,7 +611,7 @@ class WindowAPI:
         if list_key == "quarantine" and lock_func is None:
             lock_func = self.lock_file
 
-        norm_paths = self.norm_path(files or [], must_exist=True)
+        norm_paths = self.norm_path(files or [], must_exist=False)
         if isinstance(norm_paths, str):
             norm_paths = [norm_paths] if norm_paths else []
 
@@ -582,7 +630,15 @@ class WindowAPI:
             
             if action == "add":
                 for path in norm_paths:
-                    exists = any(self.norm_path(item.get("file", "")) == path for item in target_list if isinstance(item, dict))
+                    path_case = os.path.normcase(path)
+                    exists = False
+                    for item in target_list:
+                        if isinstance(item, dict):
+                            val = item.get("file", "")
+                            np = self.norm_path(val, must_exist=False)
+                            if np and os.path.normcase(np) == path_case:
+                                exists = True
+                                break
                     if not exists:
                         if lock_func:
                             lock_func(path, True)
@@ -591,15 +647,21 @@ class WindowAPI:
                         if list_key == "white_list":
                             self.sync_driver_whitelist(path, True)
             elif action == "remove":
-                for item in list(target_list):
-                    file_path = self.norm_path(item.get("file", ""))
-                    if isinstance(item, dict) and file_path in norm_paths:
-                        if lock_func:
-                            lock_func(file_path, False)
-                        target_list.remove(item)
-                        acted_items.append(file_path)
-                        if list_key == "white_list":
-                            self.sync_driver_whitelist(file_path, False)
+                norm_paths_case = {os.path.normcase(p) for p in norm_paths}
+                new_list = []
+                for item in target_list:
+                    val = item.get("file", "") if isinstance(item, dict) else item
+                    if val:
+                        np = self.norm_path(val, must_exist=False)
+                        if np and os.path.normcase(np) in norm_paths_case:
+                            if lock_func:
+                                lock_func(val, False)
+                            acted_items.append(val)
+                            if list_key == "white_list":
+                                self.sync_driver_whitelist(val, False)
+                            continue
+                    new_list.append(item)
+                target_list[:] = new_list
 
             if acted_items:
                 self.write_log("INFO", "Config Update", detail=f"List [{list_key}] {action}: {acted_items}")
@@ -611,29 +673,32 @@ class WindowAPI:
             target_list = self.pyas_config.get(list_key, [])
             original_len = len(target_list)
             
+            norm_paths_to_remove = set()
+            for p in paths_to_remove:
+                np = self.norm_path(p, must_exist=False)
+                if np:
+                    norm_paths_to_remove.add(os.path.normcase(np))
+            
             if list_key == "quarantine":
                 for item in target_list:
-                    if isinstance(item, dict) and item.get("file") in paths_to_remove:
-                        self.lock_file(item["file"], False)
+                    val = item.get("file") if isinstance(item, dict) else item
+                    if val:
+                        np = self.norm_path(val, must_exist=False)
+                        if np and os.path.normcase(np) in norm_paths_to_remove:
+                            self.lock_file(val, False)
             
             new_list = []
             removed_items = []
             for item in target_list:
-                if isinstance(item, dict):
-                    val = item.get("file") or item.get("exe") or item.get("title")
-                    if val not in paths_to_remove:
-                        new_list.append(item)
-                    else:
+                val = item.get("file") or item.get("exe") or item.get("title") if isinstance(item, dict) else item
+                if val:
+                    np = self.norm_path(val, must_exist=False)
+                    if np and os.path.normcase(np) in norm_paths_to_remove:
                         removed_items.append(val)
                         if list_key == "white_list":
                             self.sync_driver_whitelist(val, False)
-                else:
-                    if item not in paths_to_remove:
-                        new_list.append(item)
-                    else:
-                        removed_items.append(item)
-                        if list_key == "white_list":
-                            self.sync_driver_whitelist(item, False)
+                        continue
+                new_list.append(item)
             
             self.pyas_config[list_key] = new_list
             
@@ -643,6 +708,35 @@ class WindowAPI:
                 return True
         return False
 
+    def extract_list_items(self, paths, dest_dir):
+        if not dest_dir or not os.path.exists(dest_dir):
+            return False
+        extracted_count = 0
+        for raw_path in paths:
+            src = self.norm_path(raw_path, must_exist=True)
+            if not src:
+                continue
+            base_name = os.path.basename(src)
+            target_path = os.path.join(dest_dir, base_name)
+            
+            if os.path.exists(target_path):
+                name, ext = os.path.splitext(base_name)
+                counter = 1
+                while os.path.exists(target_path):
+                    target_path = os.path.join(dest_dir, f"{name} ({counter}){ext}")
+                    counter += 1
+                    
+            try:
+                if os.path.isdir(src):
+                    shutil.copytree(src, target_path)
+                else:
+                    shutil.copy2(src, target_path)
+                extracted_count += 1
+                self.write_log("INFO", "File Extract", source=src, target=target_path, operate=True)
+            except Exception as e:
+                self.write_log("WARN", "extract_list_items", source=src, detail=str(e), success=False)
+        return extracted_count > 0
+
 ####################################################################################################
 
     def set_window(self, window):
@@ -676,6 +770,12 @@ class WindowAPI:
                 "spanish_switch": "Abrir PYAS", "hindi_switch": "PYAS खोलें", "arabic_switch": "فتح PYAS",
                 "russian_switch": "Открыть PYAS", "slovenian_switch": "Odpri PYAS"
             },
+            "check_update": {
+                "traditional_switch": "檢查更新", "simplified_switch": "检查更新", "english_switch": "Check Update",
+                "japanese_switch": "更新を確認", "korean_switch": "업데이트 확인", "french_switch": "Vérifier la mise à jour",
+                "spanish_switch": "Buscar actualizaciones", "hindi_switch": "अद्यतन जाँचे", "arabic_switch": "التحقق من التحديثات",
+                "russian_switch": "Проверить обновления", "slovenian_switch": "Preveri posodobitve"
+            },
             "exit_app": {
                 "traditional_switch": "退出防護", "simplified_switch": "退出防护", "english_switch": "Exit Security",
                 "japanese_switch": "保護を終了", "korean_switch": "보호 종료", "french_switch": "Quitter la sécurité",
@@ -690,11 +790,34 @@ class WindowAPI:
             return
         menu = pystray.Menu(
             pystray.MenuItem(lambda item: self.get_tray_text("open_ui"), self.restore_from_tray, default=True),
+            pystray.MenuItem(lambda item: self.get_tray_text("check_update"), self.tray_check_update),
             pystray.MenuItem(lambda item: self.get_tray_text("exit_app"), self.close)
         )
         self.tray_icon = pystray.Icon("PYAS", self.get_app_icon(), "PYAS Security", menu)
         self.tray_icon.run_detached()
 
+    def tray_check_update(self, icon=None, item=None):
+        def _check():
+            res = self.check_update()
+            
+            title_error = self._loc({"traditional_switch": "錯誤", "simplified_switch": "错误", "english_switch": "Error", "japanese_switch": "エラー", "korean_switch": "오류", "french_switch": "Erreur", "spanish_switch": "Error", "hindi_switch": "त्रुटि", "arabic_switch": "خطأ", "russian_switch": "Ошибка", "slovenian_switch": "Napaka"})
+            title_prompt = self._loc({"traditional_switch": "提示", "simplified_switch": "提示", "english_switch": "Prompt", "japanese_switch": "プロンプト", "korean_switch": "프롬프트", "french_switch": "Indication", "spanish_switch": "Aviso", "hindi_switch": "सुझाव", "arabic_switch": "تلميح", "russian_switch": "Подсказка", "slovenian_switch": "Namig"})
+            msg_fail = self._loc({"traditional_switch": "檢查更新失敗", "simplified_switch": "检查更新失败", "english_switch": "Update check failed", "japanese_switch": "アップデートの確認に失敗しました", "korean_switch": "업데이트 확인 실패", "french_switch": "Échec de la vérification des mises à jour", "spanish_switch": "Fallo al buscar actualizaciones", "hindi_switch": "अपडेट की जाँच विफल रही", "arabic_switch": "فشل التحقق من التحديثات", "russian_switch": "Ошибка проверки обновлений", "slovenian_switch": "Preverjanje posodobitev ni uspelo"})
+            msg_new = self._loc({"traditional_switch": "發現新版本", "simplified_switch": "发现新版本", "english_switch": "New version found", "japanese_switch": "新しいバージョンが見つかりました", "korean_switch": "새 버전을 찾았습니다", "french_switch": "Nouvelle version trouvée", "spanish_switch": "Nueva versión encontrada", "hindi_switch": "नया संस्करण मिला", "arabic_switch": "تم العثور على إصدار جديد", "russian_switch": "Найдена новая версия", "slovenian_switch": "Najdena nova različica"})
+            msg_latest = self._loc({"traditional_switch": "當前已是最新版本", "simplified_switch": "当前已是最新版本", "english_switch": "Currently at latest version", "japanese_switch": "現在は最新バージョンです", "korean_switch": "현재 최신 버전입니다", "french_switch": "Actuellement à la dernière version", "spanish_switch": "Actualmente en la última versión", "hindi_switch": "वर्तमान में नवीनतम संस्करण है", "arabic_switch": "أنت تستخدم أحدث إصدار حاليًا", "russian_switch": "Установлена последняя версия", "slovenian_switch": "Trenutno imate najnovejšo različico"})
+
+            if res.get("error"):
+                self.show_alert(title_error, msg_fail, "error")
+            elif res.get("has_update"):
+                msg = f"{msg_new} {res.get('latest')}\n({res.get('current')} -> {res.get('latest')})"
+                if self.show_confirm(title_prompt, msg):
+                    self.open_url(res.get("url"))
+            else:
+                msg = f"{msg_latest} {res.get('current')}"
+                self.show_alert(title_prompt, msg, "info")
+                
+        threading.Thread(target=_check, daemon=True).start()
+
     def restore_from_tray(self, icon=None, item=None):
         if self._window:
             self._window.restore()
@@ -825,21 +948,25 @@ class WindowAPI:
         threading.Thread(target=_process_drop, daemon=True).start()
 
     def select_files(self):
-        if self._window: return self._window.create_file_dialog(webview.FileDialog.OPEN, allow_multiple=True) or []
+        if self._window: 
+            return self._window.create_file_dialog(getattr(webview, 'OPEN_DIALOG', 10), allow_multiple=True) or []
         return []
 
     def select_folder(self):
-        if self._window: return self._window.create_file_dialog(webview.FileDialog.FOLDER) or []
+        if self._window: 
+            return self._window.create_file_dialog(getattr(webview, 'FOLDER_DIALOG', 20)) or []
         return []
 
     def open_file_location(self, file_path):
-        if file_path and os.path.exists(file_path):
-            try:
-                clean_path = os.path.normpath(file_path).replace('"', '')
-                subprocess.Popen(f'explorer /select,"{clean_path}"')
-                return True
-            except Exception:
-                pass
+        if file_path:
+            expanded_path = os.path.expandvars(file_path).strip('"').strip("'")
+            if os.path.exists(expanded_path):
+                try:
+                    clean_path = os.path.normpath(expanded_path)
+                    subprocess.Popen(f'explorer /select,"{clean_path}"')
+                    return True
+                except Exception:
+                    pass
         return False
 
     def open_website(self):
@@ -971,17 +1098,25 @@ class WindowAPI:
 
     def extract_paths_from_cmdline(self, cmdline):
         if not cmdline: return []
-        argc = ctypes.c_int(0)
-        argv = self.shell32.CommandLineToArgvW(cmdline, ctypes.byref(argc))
-        if not argv: return []
-        args = [argv[i] for i in range(argc.value)]
-        self.kernel32.LocalFree(ctypes.cast(argv, ctypes.c_void_p))
         found = []
-        patterns = [r'([A-Za-z]:\\[^"\']+)', r'(\\\\[^"\']+)', r'(\.\\[^"\']+)', r'(\./[^"\']+)', r'([A-Za-z]:/[^"\']+)', r'([^\s]*\\[^\s]+)']
-        for arg in args:
-            for p in patterns:
-                for m in re.finditer(p, arg): found.append(m.group(1).strip('"').strip("'"))
-        return list(dict.fromkeys(found))
+        for m in re.finditer(r'"([^"]+)"|\'([^\']+)\'', cmdline):
+            path = m.group(1) or m.group(2)
+            if re.match(r'^[A-Za-z]:\\|^\\\\', path):
+                found.append(path)
+        if not found:
+            m = re.search(r'([A-Za-z]:\\[^\*?"<>\|]+\.(?:exe|dll|bat|cmd|vbs|sys|com|pif))', cmdline, re.IGNORECASE)
+            if m: found.append(m.group(1))
+        if not found:
+            argc = ctypes.c_int(0)
+            argv = self.shell32.CommandLineToArgvW(cmdline, ctypes.byref(argc))
+            if argv:
+                args = [argv[i] for i in range(argc.value)]
+                self.kernel32.LocalFree(ctypes.cast(argv, ctypes.c_void_p))
+                patterns = [r'([A-Za-z]:\\[^"\']+)', r'(\\\\[^"\']+)', r'(\.\\[^"\']+)', r'(\./[^"\']+)', r'([A-Za-z]:/[^"\']+)', r'([^\s]*\\[^\s]+)']
+                for arg in args:
+                    for p in patterns:
+                        for match in re.finditer(p, arg): found.append(match.group(1).strip('"').strip("'"))
+        return list(dict.fromkeys([p.strip('"').strip("'") for p in found]))
 
     def get_process_list(self):
         pe = PROCESSENTRY32W()
@@ -1044,6 +1179,59 @@ class WindowAPI:
         except Exception: pass
         return connections
 
+    def get_traffic_list(self):
+        conns = self.get_connections_list()
+        conn_map = {}
+        for pid, _, _ in conns:
+            conn_map[pid] = conn_map.get(pid, 0) + 1
+
+        current_io = {}
+        current_time = time.time()
+        
+        with self.lock_io:
+            time_diff = current_time - self.last_io_time
+            if time_diff <= 0: time_diff = 1
+            self.last_io_time = current_time
+            old_counters = self.last_io_counters.copy()
+
+        result = []
+        exist_process = self.get_process_list_pids()
+        
+        for pid in exist_process:
+            name, file_path = "Unknown", ""
+            if pid > 4: name, file_path = self.get_exe_info(pid)
+            else: name = "System"
+            
+            down_speed, up_speed = 0, 0
+            h = self.kernel32.OpenProcess(0x1000, False, pid)
+            if h:
+                try:
+                    io = IO_COUNTERS()
+                    if self.kernel32.GetProcessIoCounters(h, ctypes.byref(io)):
+                        current_io[pid] = (io.ReadTransferCount, io.WriteTransferCount)
+                        if pid in old_counters:
+                            old_read, old_write = old_counters[pid]
+                            down_speed = max(0, (io.ReadTransferCount - old_read) / time_diff)
+                            up_speed = max(0, (io.WriteTransferCount - old_write) / time_diff)
+                finally:
+                    self.kernel32.CloseHandle(h)
+            
+            count = conn_map.get(pid, 0)
+            if count > 0 or down_speed > 0 or up_speed > 0:
+                result.append({
+                    "pid": pid,
+                    "name": name,
+                    "path": file_path or "None",
+                    "down": int(down_speed),
+                    "up": int(up_speed),
+                    "conn": count
+                })
+
+        with self.lock_io:
+            self.last_io_counters = current_io
+
+        return result
+    
     def _traverse_delete(self, path):
         deleted = 0
         if not os.path.exists(path): return deleted
@@ -1147,6 +1335,126 @@ class WindowAPI:
             self.write_log("WARN", "clean_system_junk", detail=str(e), operate=True, success=False)
             return 0
 
+    def get_startup_list(self):
+        items = []
+
+        def get_reg_startup():
+            res = []
+            paths = [
+                (winreg.HKEY_LOCAL_MACHINE, r"SOFTWARE\Microsoft\Windows\CurrentVersion\Run", "enabled"),
+                (winreg.HKEY_CURRENT_USER, r"SOFTWARE\Microsoft\Windows\CurrentVersion\Run", "enabled"),
+                (winreg.HKEY_LOCAL_MACHINE, r"SOFTWARE\Microsoft\Windows\CurrentVersion\Run_Disabled", "disabled"),
+                (winreg.HKEY_CURRENT_USER, r"SOFTWARE\Microsoft\Windows\CurrentVersion\Run_Disabled", "disabled")
+            ]
+            for root, path, status in paths:
+                try:
+                    with winreg.OpenKey(root, path, 0, winreg.KEY_READ) as reg:
+                        i = 0
+                        while True:
+                            try:
+                                name, val, _ = winreg.EnumValue(reg, i)
+                                file_path = self.extract_paths_from_cmdline(val)
+                                fp = file_path[0] if file_path else val
+                                res.append({"id": f"reg|{root}|{path}|{name}", "type": "type_reg", "name": name, "status": status, "path": fp})
+                                i += 1
+                            except OSError: break
+                except Exception: pass
+            return res
+
+        def get_services():
+            res = []
+            try:
+                with winreg.OpenKey(winreg.HKEY_LOCAL_MACHINE, r"SYSTEM\CurrentControlSet\Services", 0, winreg.KEY_READ) as reg:
+                    i = 0
+                    while True:
+                        try:
+                            name = winreg.EnumKey(reg, i)
+                            i += 1
+                            try:
+                                with winreg.OpenKey(reg, name, 0, winreg.KEY_READ) as sub:
+                                    stype, _ = winreg.QueryValueEx(sub, "Type")
+                                    if stype not in (16, 32, 256): continue
+                                    start, _ = winreg.QueryValueEx(sub, "Start")
+                                    if start not in (2, 3, 4): continue
+                                    path, _ = winreg.QueryValueEx(sub, "ImagePath")
+                                    
+                                    if path and "svchost" not in path.lower() and "windows" not in path.lower():
+                                        fp = self.extract_paths_from_cmdline(path)
+                                        fpp = fp[0] if fp else path
+                                        status = "enabled" if start == 2 else "disabled"
+                                        res.append({"id": f"srv|{name}", "type": "type_srv", "name": name, "status": status, "path": fpp})
+                            except Exception: pass
+                        except OSError: break
+            except Exception: pass
+            return res
+
+        def get_tasks():
+            res = []
+            try:
+                proc = subprocess.run(["schtasks", "/query", "/fo", "csv", "/v"], capture_output=True, text=True, creationflags=0x08000000)
+                import csv, io
+                reader = csv.reader(io.StringIO(proc.stdout))
+                next(reader, None)
+                for row in reader:
+                    if len(row) > 8 and row[1].strip() and row[8].strip() and row[8] != "N/A":
+                        name = row[1].split('\\')[-1]
+                        path = row[8]
+                        status = row[3]
+                        if path and "windows" not in path.lower():
+                            fp = self.extract_paths_from_cmdline(path)
+                            fpp = fp[0] if fp else path
+                            res.append({"id": f"tsk|{row[1]}", "type": "type_tsk", "name": name, "status": "disabled" if status == "Disabled" else "enabled", "path": fpp})
+            except Exception: pass
+            return res
+
+        with ThreadPoolExecutor(max_workers=3) as executor:
+            f1 = executor.submit(get_reg_startup)
+            f2 = executor.submit(get_services)
+            f3 = executor.submit(get_tasks)
+            items.extend(f1.result())
+            items.extend(f2.result())
+            items.extend(f3.result())
+
+        return items
+
+    def manage_startup(self, items, action):
+        def process_item(item_id):
+            try:
+                parts = item_id.split('|')
+                stype = parts[0]
+                if stype == "reg":
+                    root, old_path, name = int(parts[1]), parts[2], parts[3]
+                    if action == "delete":
+                        self._reg_delete(root, old_path, name)
+                    else:
+                        new_path = old_path.replace("_Disabled", "") if action == "enable" else (old_path if "_Disabled" in old_path else old_path + "_Disabled")
+                        if old_path != new_path:
+                            val = self._reg_read(root, old_path, name)
+                            if val:
+                                self._reg_write(root, new_path, name, winreg.REG_SZ, val)
+                                self._reg_delete(root, old_path, name)
+                elif stype == "srv":
+                    name = parts[1]
+                    if action == "delete":
+                        subprocess.run(["sc", "delete", name], capture_output=True, creationflags=0x08000000)
+                    else:
+                        mode = "auto" if action == "enable" else "disabled"
+                        subprocess.run(["sc", "config", name, f"start=", mode], capture_output=True, creationflags=0x08000000)
+                elif stype == "tsk":
+                    name = parts[1]
+                    if action == "delete":
+                        subprocess.run(["schtasks", "/delete", "/tn", name, "/f"], capture_output=True, creationflags=0x08000000)
+                    else:
+                        cmd = "/enable" if action == "enable" else "/disable"
+                        subprocess.run(["schtasks", "/change", "/tn", name, cmd], capture_output=True, creationflags=0x08000000)
+            except Exception as e:
+                self.write_log("WARN", "manage_startup", detail=str(e), success=False)
+        
+        with ThreadPoolExecutor(max_workers=5) as executor:
+            list(executor.map(process_item, items))
+            
+        return True
+
 ####################################################################################################
 
     def init_engine_thread(self):
@@ -1277,7 +1585,8 @@ class WindowAPI:
                 current_time = time.time()
                 if current_time - last_update >= 0.05:
                     if self._window:
-                        self._window.evaluate_js(f"if(window.updateScanProgress) window.updateScanProgress({json.dumps(norm_path.replace(os.sep, '/'))});")
+                        js_cmd = f"if(window.updateScanProgress) window.updateScanProgress({json.dumps(norm_path.replace(os.sep, '/'))});"
+                        self.ui_queue.put(js_cmd)
                     last_update = current_time
 
                 was_locked = False
@@ -1297,7 +1606,9 @@ class WindowAPI:
                     result = self.safe_scan_engine(norm_path)
                     if result:
                         with self.lock_virus: self.virus_results.append(norm_path)
-                        if self._window: self._window.evaluate_js(f"if(window.addVirusResult) window.addVirusResult({json.dumps(result)}, {json.dumps(norm_path.replace(os.sep, '/'))});")
+                        if self._window: 
+                            js_cmd = f"if(window.addVirusResult) window.addVirusResult({json.dumps(result)}, {json.dumps(norm_path.replace(os.sep, '/'))});"
+                            self.ui_queue.put(js_cmd)
                         self.write_log("SCAN", "Virus Detected", source=norm_path, file_hash=self.calc_file_hash(norm_path))
                     
                     self.cloud_check(norm_path)
@@ -1324,7 +1635,9 @@ class WindowAPI:
                 "russian_switch": f"Найдено {count} вирусов, проверено {scanned} файлов, время {elapsed}с",
                 "slovenian_switch": f"Najdenih {count} virusov, skeniranih {scanned} datotek, čas {elapsed}s"
             }
-            if self._window: self._window.evaluate_js(f"if(window.finishScan) window.finishScan({json.dumps(messages)}, {count});")
+            if self._window:
+                js_cmd = f"if(window.finishScan) window.finishScan({json.dumps(messages)}, {count});"
+                self.ui_queue.put(js_cmd)
             self.write_log("INFO", "Scan Completed", detail=f"Found {count} viruses, scanned {scanned} files, time {elapsed}s")
 
     def stop_scan(self):
@@ -1475,11 +1788,34 @@ class WindowAPI:
 ####################################################################################################
 
     def is_in_whitelist(self, file_path):
-        p = self.norm_path(file_path)
-        if not p: return False
-        with self.lock_config: whitelist = self.pyas_config.get("white_list", [])
+        p = self.norm_path(file_path, must_exist=False)
+        if not p: 
+            return False
+            
         p_norm = os.path.normcase(p)
-        return any(os.path.normcase(item.get("file", "")) == p_norm for item in whitelist if isinstance(item, dict))
+        
+        with self.lock_config: 
+            whitelist = self.pyas_config.get("white_list", [])
+            
+        for item in whitelist:
+            if isinstance(item, dict):
+                wl_path = item.get("file", "")
+                wl_norm = self.norm_path(wl_path, must_exist=False)
+                if not wl_norm:
+                    continue
+                    
+                wl_norm = os.path.normcase(wl_norm)
+                
+                if p_norm == wl_norm:
+                    return True
+                    
+                if not wl_norm.endswith(os.sep):
+                    wl_norm += os.sep
+                    
+                if p_norm.startswith(wl_norm):
+                    return True
+                    
+        return False
 
     def init_whitelist(self):
         self.manage_named_list("white_list", [self.file_pyas], action="add")
@@ -1497,30 +1833,60 @@ class WindowAPI:
             try: return self.fltlib.FilterSendMessage(self.driver_port, ctypes.byref(msg), ctypes.sizeof(msg), None, 0, ctypes.byref(bytes_returned)) == 0
             except Exception: return False
 
-    def lock_file(self, file, lock):
+    def lock_file(self, target_path, lock):
         with self.lock_file_ops:
-            try:
-                if lock:
-                    if file not in self.virus_lock:
-                        fd = os.open(file, os.O_RDWR | os.O_BINARY)
+            if lock:
+                if not os.path.exists(target_path):
+                    return
+                
+                paths_to_lock = []
+                if os.path.isdir(target_path):
+                    for root, _, files in os.walk(target_path):
+                        for f in files:
+                            paths_to_lock.append(os.path.join(root, f))
+                else:
+                    paths_to_lock.append(target_path)
+
+                for file_path in paths_to_lock:
+                    if file_path in self.virus_lock:
+                        continue
+                    try:
+                        fd = os.open(file_path, os.O_RDWR | os.O_BINARY)
                         try:
-                            try: size = os.path.getsize(file)
-                            except Exception: size = 1
+                            try:
+                                size = os.path.getsize(file_path)
+                            except Exception:
+                                size = 1
                             lock_size = size if size > 0 else 1
                             msvcrt.locking(fd, msvcrt.LK_NBRLCK, lock_size)
-                            self.virus_lock[file] = (fd, lock_size)
+                            self.virus_lock[file_path] = (fd, lock_size)
                         except Exception:
                             os.close(fd)
                             raise
-                else:
-                    if file in self.virus_lock:
-                        fd, lock_size = self.virus_lock[file]
-                        try: msvcrt.locking(fd, msvcrt.LK_UNLCK, lock_size)
-                        finally:
+                    except Exception as e:
+                        self.write_log("WARN", "lock_file", source=file_path, detail=str(e), success=False)
+            else:
+                target_norm = os.path.normcase(target_path)
+                target_dir = target_norm + os.sep
+                keys_to_unlock = []
+                
+                for locked_path in self.virus_lock:
+                    locked_norm = os.path.normcase(locked_path)
+                    if locked_norm == target_norm or locked_norm.startswith(target_dir):
+                        keys_to_unlock.append(locked_path)
+
+                for file_path in keys_to_unlock:
+                    fd, lock_size = self.virus_lock[file_path]
+                    try:
+                        msvcrt.locking(fd, msvcrt.LK_UNLCK, lock_size)
+                    except Exception as e:
+                        self.write_log("WARN", "unlock_file", source=file_path, detail=str(e), success=False)
+                    finally:
+                        try:
                             os.close(fd)
-                            del self.virus_lock[file]
-            except Exception as e:
-                self.write_log("WARN", "lock_file", source=file, detail=str(e), success=False)
+                        except Exception:
+                            pass
+                        del self.virus_lock[file_path]
 
     def relock_file(self):
         with self.lock_config: quarantine_list = self.pyas_config.get("quarantine", [])
@@ -1592,12 +1958,56 @@ class WindowAPI:
 
     def scan_system_repair(self):
         items = []
-        if self.check_system_mbr(): items.append({"display": "修復系統 MBR", "value": "mbr"})
-        if self.check_system_restrict(): items.append({"display": "修復系統限制", "value": "restrict"})
-        if self.check_system_file_type(): items.append({"display": "修復檔案關聯", "value": "file_type"})
-        if self.check_system_file_icon(): items.append({"display": "修復檔案圖標", "value": "file_icon"})
-        if self.check_system_image(): items.append({"display": "修復映像劫持", "value": "image"})
-        if self.check_system_wallpaper(): items.append({"display": "修復桌面壁紙", "value": "wallpaper"})
+
+        for drive, mbr_value in self.mbr_backup.items():
+            drive_path = rf"\\.\PhysicalDrive{drive}"
+            try:
+                with open(drive_path, "rb") as f:
+                    if f.read(512) != mbr_value:
+                        items.append({"id": f"mbr|{drive}", "display": "repair_mbr", "path": drive_path})
+            except Exception: pass
+
+        permissions, paths = self._get_restrict_lists()
+        for hkey, path in paths:
+            for val in permissions:
+                if self._reg_read(hkey, path, val) is not None:
+                    root = "HKLM" if hkey == winreg.HKEY_LOCAL_MACHINE else "HKCU"
+                    items.append({"id": f"restrict|{root}\\{path}\\{val}", "display": "repair_limit", "path": rf"{root}\{path}\{val}"})
+
+        for root in [winreg.HKEY_LOCAL_MACHINE, winreg.HKEY_CURRENT_USER]:
+            root_str = "HKLM" if root == winreg.HKEY_LOCAL_MACHINE else "HKCU"
+            for ext in [".exe", ".bat", ".cmd", ".com"]:
+                expected = "exefile" if ext == ".exe" else ext[1:] + "file"
+                if self._reg_read(root, rf"SOFTWARE\Classes\{ext}", "") != expected:
+                    items.append({"id": f"file_type|{root_str}\\{ext}", "display": "repair_assoc", "path": rf"{root_str}\SOFTWARE\Classes\{ext}"})
+            for cmd in ["open", "runas"]:
+                if self._reg_read(root, rf"SOFTWARE\Classes\exefile\shell\{cmd}\command", "") != '"%1" %*':
+                    items.append({"id": f"file_type|{root_str}\\exefile\\{cmd}", "display": "repair_assoc", "path": rf"{root_str}\SOFTWARE\Classes\exefile\shell\{cmd}\command"})
+            if self._reg_read(root, r"SOFTWARE\Classes\exefile\DefaultIcon", "") != "%1":
+                items.append({"id": f"file_icon|{root_str}", "display": "repair_icon", "path": rf"{root_str}\SOFTWARE\Classes\exefile\DefaultIcon"})
+
+        try:
+            with winreg.OpenKey(winreg.HKEY_LOCAL_MACHINE, r"SOFTWARE\Microsoft\Windows NT\CurrentVersion\Image File Execution Options", 0, winreg.KEY_READ) as reg:
+                i = 0
+                while True:
+                    try:
+                        subkey = winreg.EnumKey(reg, i)
+                        with winreg.OpenKey(reg, subkey, 0, winreg.KEY_READ) as sub_reg:
+                            for val in ["Debugger", "UseFilter", "GlobalFlag", "MitigationOptions"]:
+                                try:
+                                    winreg.QueryValueEx(sub_reg, val)
+                                    items.append({"id": f"image|{subkey}", "display": "repair_hijack", "path": rf"HKLM\SOFTWARE\Microsoft\Windows NT\CurrentVersion\Image File Execution Options\{subkey}"})
+                                    break
+                                except FileNotFoundError: pass
+                        i += 1
+                    except OSError: break
+        except Exception: pass
+
+        wp = self._reg_read(winreg.HKEY_CURRENT_USER, r"Control Panel\Desktop", "Wallpaper")
+        expected_wp = os.path.join(self.path_system, "web", "wallpaper", "Windows", "img0.jpg")
+        if wp != expected_wp:
+            items.append({"id": "wallpaper|0", "display": "repair_wallpaper", "path": wp if wp else r"HKCU\Control Panel\Desktop\Wallpaper"})
+
         return items
 
     def repair_system_mbr(self):
@@ -1653,12 +2063,13 @@ class WindowAPI:
 
     def execute_system_repair(self, items):
         try:
-            if "mbr" in items: self.repair_system_mbr()
-            if "restrict" in items: self.repair_system_restrict()
-            if "file_type" in items: self.repair_system_file_type()
-            if "file_icon" in items: self.repair_system_file_icon()
-            if "image" in items: self.repair_system_image()
-            if "wallpaper" in items: self.repair_system_wallpaper()
+            types = set(item.split('|')[0] for item in items)
+            if "mbr" in types: self.repair_system_mbr()
+            if "restrict" in types: self.repair_system_restrict()
+            if "file_type" in types: self.repair_system_file_type()
+            if "file_icon" in types: self.repair_system_file_icon()
+            if "image" in types: self.repair_system_image()
+            if "wallpaper" in types: self.repair_system_wallpaper()
             self.write_log("INFO", "System Repair", detail=f"Repaired {len(items)} items", operate=True)
             return True
         except Exception as e:
@@ -1853,12 +2264,13 @@ class WindowAPI:
             return True
 
     def popup_intercept_thread(self):
-        WNDENUMPROC = ctypes.WINFUNCTYPE(ctypes.c_bool, ctypes.c_int, ctypes.c_int)
         hwnd_list = []
         def enum_windows_callback(hWnd, lParam):
             if self.user32.IsWindowVisible(hWnd): hwnd_list.append(hWnd)
             return True
-        enum_cb = WNDENUMPROC(enum_windows_callback)
+            
+        WNDENUMPROC = ctypes.WINFUNCTYPE(ctypes.c_bool, ctypes.c_int, ctypes.c_int)
+        self._enum_cb_keepalive = WNDENUMPROC(enum_windows_callback)
 
         while True:
             try:
@@ -1867,7 +2279,8 @@ class WindowAPI:
                 if not rules: continue
 
                 hwnd_list.clear()
-                self.user32.EnumWindows(enum_cb, 0)
+                self.user32.EnumWindows(self._enum_cb_keepalive, 0)
+                
                 for hWnd in list(hwnd_list):
                     pid = ctypes.c_ulong(0)
                     self.user32.GetWindowThreadProcessId(hWnd, ctypes.byref(pid))

PYAS_Engine.py

@@ -1,4 +1,4 @@
-import os, re, yara, time, math, json, numpy, base64, datetime, requests, zlib
+import os, re, yara, time, math, json, zlib, numpy, base64, requests, datetime
 import ctypes, ctypes.wintypes, hashlib, pefile, threading, onnxruntime
 
 ####################################################################################################
@@ -179,6 +179,17 @@ class rule_scanner:
 class pe_scanner:
     _STRING_PATTERN = re.compile(b'[\x20-\x7E]{5,}')
 
+    _BYTE_HIST_KEYS = [f'ByteHist_{i:02X}' for i in range(256)]
+    _BYTE_ENT_KEYS = [f'ByteEnt_{i:02X}' for i in range(256)]
+    _STRING_KEYS = [f'StringHist_{i:02d}' for i in range(95)]
+    _SECTION_HASH_KEYS = [f'SectionHash_{i:02d}' for i in range(50)]
+    _CHAR_FLAGS = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
+    _CHAR_COUNT_KEYS = {flag: f'Char_{flag:08X}_Count' for flag in _CHAR_FLAGS}
+    _CHAR_ENT_KEYS = {flag: f'Char_{flag:08X}_MeanEntropy' for flag in _CHAR_FLAGS}
+
+    _C_LOG_C_TABLE = numpy.zeros(2049, dtype=numpy.float64)
+    _C_LOG_C_TABLE[1:] = numpy.arange(1, 2049) * numpy.log2(numpy.arange(1, 2049))
+
     def __init__(self):
         self.model = None
         self.input_name = None
@@ -221,39 +232,32 @@ class pe_scanner:
         if not data: 
             return 0.0
         arr = numpy.frombuffer(data, dtype=numpy.uint8)
+        sz = len(arr)
         counts = numpy.bincount(arr, minlength=256)
-        probs = counts[counts > 0] / len(arr)
-        return float(-numpy.sum(probs * numpy.log2(probs)))
+        counts = counts[counts > 0]
+        return float(numpy.log2(sz) - numpy.sum(counts * numpy.log2(counts)) / sz)
 
     def _extract_strings(self, file_bytes):
         res = {"StringCount": 0.0, "StringMeanLength": 0.0, "StringEntropy": 0.0}
-        for i in range(95):
-            res[f'StringHist_{i:02d}'] = 0.0
+        res.update(dict.fromkeys(self._STRING_KEYS, 0.0))
 
-        count = 0
-        total_len = 0
-        char_counts = [0] * 95
-        combined_data = bytearray()
-
-        for match in self._STRING_PATTERN.finditer(file_bytes):
-            m = match.group()
-            count += 1
-            length = len(m)
-            total_len += length
-            combined_data.extend(m)
-            for b in m:
-                char_counts[b - 0x20] += 1
-
-        if count == 0:
+        matches = self._STRING_PATTERN.findall(file_bytes)
+        if not matches:
             return res
 
+        combined_data = b''.join(matches)
+        count = len(matches)
+        total_len = len(combined_data)
+
         res["StringCount"] = float(count)
         res["StringMeanLength"] = float(total_len) / count
         res["StringEntropy"] = self._calc_entropy(combined_data)
 
-        for i in range(95):
-            res[f'StringHist_{i:02d}'] = float(char_counts[i]) / total_len
+        arr = numpy.frombuffer(combined_data, dtype=numpy.uint8)
+        counts = numpy.bincount(arr, minlength=127)
+        char_counts = counts[0x20:0x7F]
 
+        res.update(dict(zip(self._STRING_KEYS, char_counts.astype(numpy.float64) / total_len)))
         return res
 
     def _extract_histograms(self, file_bytes):
@@ -262,43 +266,60 @@ class pe_scanner:
         res = {}
 
         if sz == 0:
-            for i in range(256):
-                res[f'ByteHist_{i:02X}'] = 0.0
-                res[f'ByteEnt_{i:02X}'] = 0.0
+            res.update(dict.fromkeys(self._BYTE_HIST_KEYS, 0.0))
+            res.update(dict.fromkeys(self._BYTE_ENT_KEYS, 0.0))
             return res
 
         byte_counts = numpy.bincount(arr, minlength=256)
-        byte_hist = byte_counts / sz
-        for i, v in enumerate(byte_hist):
-            res[f'ByteHist_{i:02X}'] = float(v)
+        byte_hist = byte_counts.astype(numpy.float64) / sz
+        res.update(dict(zip(self._BYTE_HIST_KEYS, byte_hist)))
 
         ent_hist = numpy.zeros(256, dtype=numpy.float64)
         window = 2048
         step = 1024
-        num_windows = (sz - window) // step + 1 if sz >= window else 1
 
-        for i in range(num_windows):
-            w = arr if sz < window else arr[i*step : i*step+window]
-            w_counts = numpy.bincount(w, minlength=256)
-            
-            p = w_counts[w_counts > 0] / len(w)
-            entropy = -numpy.sum(p * numpy.log2(p))
-            
-            ent_bin = int(entropy * 2.0)
-            if ent_bin > 15:
-                ent_bin = 15
-                
+        if sz < window:
+            w_counts = byte_counts
+            p = w_counts[w_counts > 0] / float(sz)
+            entropy = float(-numpy.sum(p * numpy.log2(p)))
+            ent_bin = min(int(entropy * 2.0), 15)
             byte_bins = w_counts.reshape(16, 16).sum(axis=1)
             idx_start = ent_bin * 16
             ent_hist[idx_start : idx_start+16] += byte_bins
+        else:
+            num_windows = (sz - window) // step + 1
+            batch_windows = 10000 
+            
+            for w_start in range(0, num_windows, batch_windows):
+                w_end = min(w_start + batch_windows, num_windows)
+                b_num = w_end - w_start
+                
+                start_byte = w_start * step
+                end_byte = start_byte + b_num * step + step
+                b_arr = arr[start_byte:end_byte]
+                
+                arr_2d = b_arr.reshape(b_num + 1, step)
+                offsets = (numpy.arange(b_num + 1, dtype=numpy.int32)[:, None] * 256)
+                flat_idx = (arr_2d.astype(numpy.int32) + offsets).ravel()
+                
+                chunk_counts = numpy.bincount(flat_idx, minlength=(b_num + 1) * 256).reshape(b_num + 1, 256)
+                window_counts = chunk_counts[:-1] + chunk_counts[1:]
+                
+                sum_c_log_c = numpy.sum(self._C_LOG_C_TABLE[window_counts], axis=1)
+                entropies = 11.0 - sum_c_log_c / 2048.0
+                
+                ent_bins = (entropies * 2.0).astype(numpy.int32)
+                numpy.clip(ent_bins, 0, 15, out=ent_bins)
+                
+                byte_bins = window_counts.reshape(b_num, 16, 16).sum(axis=2)
+                flat_ent_bins = (ent_bins[:, None] * 16 + numpy.arange(16)).ravel()
+                numpy.add.at(ent_hist, flat_ent_bins, byte_bins.ravel())
 
         ent_sum = numpy.sum(ent_hist)
         if ent_sum > 0:
             ent_hist /= ent_sum
 
-        for i, v in enumerate(ent_hist):
-            res[f'ByteEnt_{i:02X}'] = float(v)
-
+        res.update(dict(zip(self._BYTE_ENT_KEYS, ent_hist)))
         return res
 
     def _extract_overlay_features(self, pe, fsize):
@@ -516,28 +537,21 @@ class pe_scanner:
                     if len(op.DATA_DIRECTORY) > exc_idx and op.DATA_DIRECTORY[exc_idx].Size > 0:
                         base['ExceptionCount'] = op.DATA_DIRECTORY[exc_idx].Size // 12 if base['Machine'] in (0x8664, 0xAA64) else 0.0
 
-            char_flags = [0x00000020, 0x00000040, 0x00000080, 0x02000000, 0x20000000, 0x40000000, 0x80000000]
-            for flag in char_flags:
-                base[f'Char_{flag:08X}_Count'] = 0.0
-                base[f'Char_{flag:08X}_MeanEntropy'] = 0.0
-
-            for i in range(50):
-                base[f'SectionHash_{i:02d}'] = 0.0
+            res_flags_count = dict.fromkeys(self._CHAR_COUNT_KEYS.values(), 0.0)
+            res_flags_ent = dict.fromkeys(self._CHAR_ENT_KEYS.values(), 0.0)
+            res_sec_hash = dict.fromkeys(self._SECTION_HASH_KEYS, 0.0)
 
             if hasattr(pe, 'sections'):
                 base['SectionCount'] = len(pe.sections)
                 entropies = []
                 raw_sizes = []
                 v_sizes = []
-                exec_sec = 0
-                write_sec = 0
-                read_sec = 0
-                sec_exc = 0
+                exec_sec = write_sec = read_sec = sec_exc = 0
                 
                 for section in pe.sections:
                     sec_name = section.Name.rstrip(b'\x00')
                     hash_val = zlib.crc32(sec_name) % 50
-                    base[f'SectionHash_{hash_val:02d}'] += 1.0
+                    res_sec_hash[self._SECTION_HASH_KEYS[hash_val]] += 1.0
 
                     try:
                         s_data = section.get_data()
@@ -554,10 +568,10 @@ class pe_scanner:
                     if section.Characteristics & 0x40000000: read_sec += 1
                     if section.SizeOfRawData + section.PointerToRawData > fsize: sec_exc = 1
 
-                    for flag in char_flags:
+                    for flag in self._CHAR_FLAGS:
                         if section.Characteristics & flag:
-                            base[f'Char_{flag:08X}_Count'] += 1.0
-                            base[f'Char_{flag:08X}_MeanEntropy'] += s_entropy
+                            res_flags_count[self._CHAR_COUNT_KEYS[flag]] += 1.0
+                            res_flags_ent[self._CHAR_ENT_KEYS[flag]] += s_entropy
 
                 base['SectionMaxEntropy'] = max(entropies) if entropies else 0.0
                 base['SectionMinEntropy'] = min(entropies) if entropies else 0.0
@@ -573,9 +587,14 @@ class pe_scanner:
                 base['ReadableSections'] = float(read_sec)
                 base['SectionException'] = float(sec_exc)
 
-                for flag in char_flags:
-                    if base[f'Char_{flag:08X}_Count'] > 0:
-                        base[f'Char_{flag:08X}_MeanEntropy'] = base[f'Char_{flag:08X}_MeanEntropy'] / base[f'Char_{flag:08X}_Count']
+                for flag in self._CHAR_FLAGS:
+                    cnt_key = self._CHAR_COUNT_KEYS[flag]
+                    if res_flags_count[cnt_key] > 0:
+                        res_flags_ent[self._CHAR_ENT_KEYS[flag]] /= res_flags_count[cnt_key]
+
+            base.update(res_flags_count)
+            base.update(res_flags_ent)
+            base.update(res_sec_hash)
 
             string_keys = ['FileDescription', 'FileVersion', 'ProductName', 'ProductVersion', 'CompanyName', 'LegalCopyright', 'Comments', 'InternalName', 'LegalTrademarks', 'SpecialBuild', 'PrivateBuild']
             for key in string_keys: 

PYAS_Version.py

@@ -2,7 +2,7 @@ import pyinstaller_versionfile
 
 pyinstaller_versionfile.create_versionfile(
 output_file="versionfile.txt",
-version='3.5.6.0',
+version='3.5.8.0',
 company_name="PYAS Security",
 file_description="PYAS Security Antivirus",
 internal_name="PYAS",

Plugins/Rules/Rules_Driver_P1.json

@@ -1,226 +1,233 @@
 {
-  "Rule_Registry_BlockList": [
-    "\\REGISTRY\\MACHINE\\BCD00000000",
-    "\\REGISTRY\\MACHINE\\BCD00000000\\*",
-    
-    "*\\Classes\\.exe",
-    "*\\Classes\\.bat",
-    "*\\Classes\\.cmd",
-    "*\\Classes\\.com",
-    "*\\Classes\\exefile\\*",
-    "*\\Classes\\batfile\\*",
-    "*\\Classes\\cmdfile\\*",
-    "*\\Classes\\comfile\\*",
-    
-    "*\\mouclass",
-    "*\\kbdclass",
-    "*\\DisableAntiSpyware",
-    "*\\DisableWindowsUpdateAccess",
-    "*\\EnableLUA",
-    "*\\ConsentPromptBehaviorAdmin",
-    "*\\NoControlPanel",
-    "*\\NoDrives",
-    "*\\NoFileMenu",
-    "*\\NoFind",
-    "*\\NoStartMenuPinnedList",
-    "*\\NoSetFolders",
-    "*\\NoSetFolderOptions",
-    "*\\NoViewOnDrive",
-    "*\\NoClose",
-    "*\\NoDesktop",
-    "*\\NoLogoff",
-    "*\\NoFolderOptions",
-    "*\\RestrictRun",
-    "*\\NoViewContextMenu",
-    "*\\HideClock",
-    "*\\NoStartMenuMyGames",
-    "*\\NoStartMenuMyMusic",
-    "*\\DisableCMD",
-    "*\\NoAddingComponents",
-    "*\\NoWinKeys",
-    "*\\NoStartMenuLogOff",
-    "*\\NoSimpleNetIDList",
-    "*\\NoLowDiskSpaceChecks",
-    "*\\DisableLockWorkstation",
-    "*\\Restrict_Run",
-    "*\\DisableTaskMgr",
-    "*\\DisableRegistryTools",
-    "*\\DisableChangePassword",
-    "*\\NoComponents",
-    "*\\NoStartMenuMorePrograms",
-    "*\\NoActiveDesktop",
-    "*\\NoSetActiveDesktop",
-    "*\\NoRecentDocsMenu",
-    "*\\NoWindowsUpdate",
-    "*\\NoChangeStartMenu",
-    "*\\NoFavoritesMenu",
-    "*\\NoRecentDocsHistory",
-    "*\\NoSetTaskbar",
-    "*\\NoSMHelp",
-    "*\\NoTrayContextMenu",
-    "*\\NoManageMyComputerVerb",
-    "*\\NoRealMode",
-    "*\\NoRun",
-    "*\\ClearRecentDocsOnExit",
-    "*\\NoActiveDesktopChanges",
-    "*\\NoStartMenuNetworkPlaces",
-    "*\\NoLockScreen",
-    "*\\HideFastUserSwitching",
-    "*\\ConsentPromptBehaviorUser",
-    "*\\EnableSecureUIAPaths",
-    "*\\NoSRM",
-    "*\\NoInteractiveServices",
-    "*\\ShutdownWithoutLogon",
-    "*\\AutoAdminLogon",
-    "*\\BootExecute",
-    "*\\SubSystems",
-    "*\\FirmwareBootDevice",
-    "*\\BootDriverFlags",
-    "*\\SystemStartOptions",
-    "*\\DisableAutomaticRestartOnFailure",
-    "*\\SystemBiosVersion",
-    "*\\NoTheme",
-    "*\\SystemSetupInProgress",
-    "*\\SetupType",
-    "*\\AutoReboot",
-    "*\\Userinit",
-    "*\\UIHost",
-    "*\\Debugger",
-    "*\\DefaultUserName",
-    "*\\DefaultPassword",
-    "*\\AltDefaultUserName",
-    "*\\AltDefaultPassword",
-    "*\\DisableCAD",
-    "*\\LegalNoticeCaption",
-    "*\\LegalNoticeText",
-  ],
-  "Rule_Registry_TrustedList": [
-  ],
-  "Rule_Process_TrustedPaths": [
-    "\\Device\\HarddiskVolume*\\Windows\\*",
-    "\\Device\\HarddiskVolume*\\Program Files\\*",
-    "\\Device\\HarddiskVolume*\\Program Files (x86)\\*",
-    
-    "\\Device\\HarddiskVolume*\\ProgramData\\Microsoft\\Windows Defender\\*",
-    "\\Device\\HarddiskVolume*\\ProgramData\\Microsoft\\Windows Defender Advanced Threat Protection\\*",
-    "*\\Sources\\SetupHost.exe",
-    "*\\Work\\*\\DismHost.exe",
-    
-    "*\\Google\\Chrome\\Application\\chrome.exe",
-    "*\\Microsoft\\Edge\\Application\\msedge.exe",
-    "*\\Mozilla Firefox\\firefox.exe",
-    "*\\Thorium\\Application\\thorium.exe",
-    
-    "*\\Steam\\steam.exe",
-    "*\\steam\\*\\steam.exe",
-    "*\\Battle.net\\*\\Battle.net.exe",
-    "*\\Epic Games\\Launcher\\Portal\\Binaries\\*\\EpicGamesLauncher.exe",
-    
-    "*\\resources\\bin\\SDK\\DownloadSDKServer.exe",
-    "*\\ThunderEv.exe",
-    "*\\ThunderStart.exe",
-    "*\\KuGou.exe",
-    "*\\XLGame.exe",
-    "*\\XLLiveUD.exe",
-    
-    "*\\hrkill-*.exe",
-    "*\\bin\\HipsDaemon.exe",
-    "*\\360Safe.exe",
-    "*\\bilibili\\bilibili.exe",
-    
-    "*\\Kingsoft\\WPS Office\\ksolaunch.exe",
-    "*\\Kingsoft\\WPS Office\\*\\wps.exe",
-    
-    "*\\PC4399_WPFLauncher.exe",
-    "*\\bin\\APlayer.exe",
-    "*\\Neverness To Everness\\NTELauncher.exe",
-    "*\\Application\\AndrowsLauncher.exe",
-  ],
-  "Rule_Process_ExploitableBlacklist": [
-    "*\\cmd.exe",
-    "*\\powershell.exe",
-    "*\\pwsh.exe",
-    "*\\wscript.exe",
-    "*\\cscript.exe",
-    "*\\mshta.exe",
-    "*\\regsvr32.exe",
-    "*\\certutil.exe",
-    "*\\bitsadmin.exe",
-    "*\\wmic.exe",
-    "*\\hh.exe",
-    "*\\cmstp.exe",
-    "*\\installutil.exe",
-    "*\\regasm.exe",
-    "*\\regsvcs.exe",
-    "*\\msbuild.exe",
-    "*\\csc.exe",
-    "*\\vbc.exe",
-    "*\\jsc.exe",
-    "*\\bash.exe",
-    "*\\scrcons.exe",
-    "*\\schtasks.exe",
-    "*\\at.exe",
-    "*\\reg.exe",
-    "*\\sc.exe",
-    "*\\net.exe",
-    "*\\net1.exe",
-    "*\\whoami.exe",
-    "*\\ipconfig.exe",
-    "*\\taskkill.exe",
-    "*\\ProcessHacker.exe",
-    "*\\procmon.exe",
-    "*\\procexp.exe",
-  ],
-  "Rule_File_ProtectedPaths": [
-    "*\\PYAS.exe",
-    "*\\Plugins\\Filter\\PYAS_Driver.sys",
-    "*\\Plugins\\Rules\\Rules_Driver_P1.json",
-    "*\\ProgramData\\PYAS\\*.json",
-    "*\\Engine\\Pattern\\*.onnx",
-    "*\\Engine\\Properties\\*.onnx",
-    
-    "\\Device\\HarddiskVolume*\\bootmgr",
-    "\\Device\\HarddiskVolume*\\boot.ini",
-    "\\Device\\HarddiskVolume*\\BOOTNXT",
-    "\\Device\\HarddiskVolume*\\EFI\\*",
-    "\\Device\\HarddiskVolume*\\Boot\\*",
-    "\\Device\\HarddiskVolume*\\Recovery\\*",
-    "\\Device\\HarddiskVolume*\\System Volume Information\\*",
-    "\\Device\\HarddiskVolume*\\Windows\\System32\\config\\*",
-    
-    "*\\CON",
-    "*\\CON\\*",
-    "*\\PRN",
-    "*\\PRN\\*",
-    "*\\AUX",
-    "*\\AUX\\*",
-    "*\\NUL",
-    "*\\NUL\\*",
-    "*\\COM?",
-    "*\\COM?\\*",
-    "*\\LPT?",
-    "*\\LPT?\\*",
-    "*\\OSDATA",
-    "*\\OSDATA\\*",
-    "*\\*<*",
-    "*\\*>*",
-  ],
-  "Rule_File_ExceptionPaths": [
-    "*\\Users\\*\\steam\\*",
-    "*\\AppData\\*",
-    "*\\Temp\\*",
-    "*\\Local\\Temp\\*",
-    "*\\ventoy\\Boot\\*",
-    "*\\AdminRegionConfig.*",
-    "*\\nt_qq\\nt_*\\*",
-    "*\\cache\\*",
-  ],
-  "Rule_File_RansomwareExtensions": [
-    ".zip", ".7z", ".rar", ".tar", ".gz",
-    ".ppt", ".pptx", ".wps", ".txt", ".rtf",
-    ".pdf", ".xls", ".xlsx", ".doc", ".docx",
-    ".jpg", ".jpeg", ".png", ".webp", ".gif",
-    ".mp3", ".wav", ".aac", ".ogg", ".flac",
-    ".mp4", ".avi", ".mov", ".wmv", ".mkv",
-  ]
+    "Rule_Registry_BlockList": [
+        "\\REGISTRY\\MACHINE\\BCD00000000",
+        "\\REGISTRY\\MACHINE\\BCD00000000\\*",
+
+        "*\\Classes\\.exe",
+        "*\\Classes\\.bat",
+        "*\\Classes\\.cmd",
+        "*\\Classes\\.com",
+        "*\\Classes\\exefile\\*",
+        "*\\Classes\\batfile\\*",
+        "*\\Classes\\cmdfile\\*",
+        "*\\Classes\\comfile\\*",
+
+        "*\\mouclass",
+        "*\\kbdclass",
+        "*\\DisableAntiSpyware",
+        "*\\DisableWindowsUpdateAccess",
+        "*\\EnableLUA",
+        "*\\ConsentPromptBehaviorAdmin",
+        "*\\NoControlPanel",
+        "*\\NoDrives",
+        "*\\NoFileMenu",
+        "*\\NoFind",
+        "*\\NoStartMenuPinnedList",
+        "*\\NoSetFolders",
+        "*\\NoSetFolderOptions",
+        "*\\NoViewOnDrive",
+        "*\\NoClose",
+        "*\\NoDesktop",
+        "*\\NoLogoff",
+        "*\\NoFolderOptions",
+        "*\\RestrictRun",
+        "*\\NoViewContextMenu",
+        "*\\HideClock",
+        "*\\NoStartMenuMyGames",
+        "*\\NoStartMenuMyMusic",
+        "*\\DisableCMD",
+        "*\\NoAddingComponents",
+        "*\\NoWinKeys",
+        "*\\NoStartMenuLogOff",
+        "*\\NoSimpleNetIDList",
+        "*\\NoLowDiskSpaceChecks",
+        "*\\DisableLockWorkstation",
+        "*\\Restrict_Run",
+        "*\\DisableTaskMgr",
+        "*\\DisableRegistryTools",
+        "*\\DisableChangePassword",
+        "*\\NoComponents",
+        "*\\NoStartMenuMorePrograms",
+        "*\\NoActiveDesktop",
+        "*\\NoSetActiveDesktop",
+        "*\\NoRecentDocsMenu",
+        "*\\NoWindowsUpdate",
+        "*\\NoChangeStartMenu",
+        "*\\NoFavoritesMenu",
+        "*\\NoRecentDocsHistory",
+        "*\\NoSetTaskbar",
+        "*\\NoSMHelp",
+        "*\\NoTrayContextMenu",
+        "*\\NoManageMyComputerVerb",
+        "*\\NoRealMode",
+        "*\\NoRun",
+        "*\\ClearRecentDocsOnExit",
+        "*\\NoActiveDesktopChanges",
+        "*\\NoStartMenuNetworkPlaces",
+        "*\\NoLockScreen",
+        "*\\HideFastUserSwitching",
+        "*\\ConsentPromptBehaviorUser",
+        "*\\EnableSecureUIAPaths",
+        "*\\NoSRM",
+        "*\\NoInteractiveServices",
+        "*\\ShutdownWithoutLogon",
+        "*\\AutoAdminLogon",
+        "*\\BootExecute",
+        "*\\SubSystems",
+        "*\\FirmwareBootDevice",
+        "*\\BootDriverFlags",
+        "*\\SystemStartOptions",
+        "*\\DisableAutomaticRestartOnFailure",
+        "*\\SystemBiosVersion",
+        "*\\NoTheme",
+        "*\\SystemSetupInProgress",
+        "*\\SetupType",
+        "*\\AutoReboot",
+        "*\\Userinit",
+        "*\\UIHost",
+        "*\\Debugger",
+        "*\\DefaultUserName",
+        "*\\DefaultPassword",
+        "*\\AltDefaultUserName",
+        "*\\AltDefaultPassword",
+        "*\\DisableCAD",
+        "*\\LegalNoticeCaption",
+        "*\\LegalNoticeText",
+    ],
+    "Rule_Registry_TrustedList": [
+    ],
+    "Rule_Process_TrustedPaths": [
+        "\\Device\\HarddiskVolume*\\Windows\\*",
+        "\\Device\\HarddiskVolume*\\Program Files\\*",
+        "\\Device\\HarddiskVolume*\\Program Files (x86)\\*",
+
+        "\\Device\\HarddiskVolume*\\ProgramData\\Microsoft\\Windows Defender\\*",
+        "\\Device\\HarddiskVolume*\\ProgramData\\Microsoft\\Windows Defender Advanced Threat Protection\\*",
+        "*\\Sources\\SetupHost.exe",
+        "*\\Work\\*\\DismHost.exe",
+
+        "*\\Google\\Chrome\\Application\\chrome.exe",
+        "*\\Microsoft\\Edge\\Application\\msedge.exe",
+        "*\\Mozilla Firefox\\firefox.exe",
+        "*\\Thorium\\Application\\thorium.exe",
+
+        "*\\Steam\\steam.exe",
+        "*\\steam\\*\\steam.exe",
+        "*\\Battle.net\\*\\Battle.net.exe",
+        "*\\Epic Games\\Launcher\\Portal\\Binaries\\*\\EpicGamesLauncher.exe",
+
+        "*\\resources\\bin\\SDK\\DownloadSDKServer.exe",
+        "*\\ThunderEv.exe",
+        "*\\ThunderStart.exe",
+        "*\\KuGou.exe",
+        "*\\XLGame.exe",
+        "*\\XLLiveUD.exe",
+
+        "*\\hrkill-*.exe",
+        "*\\bin\\HipsDaemon.exe",
+        "*\\360Safe.exe",
+        "*\\bilibili\\bilibili.exe",
+
+        "*\\Kingsoft\\WPS Office\\ksolaunch.exe",
+        "*\\Kingsoft\\WPS Office\\*\\wps.exe",
+        "*\\Kingsoft\\WPS Office\\*\\*.exe",
+
+        "*\\PC4399_WPFLauncher.exe",
+        "*\\bin\\APlayer.exe",
+        "*\\Neverness To Everness\\NTELauncher.exe",
+        "*\\Application\\AndrowsLauncher.exe",
+        "*\\bin\\*\\codex.exe",
+        "*\\bin\\codex.exe",
+    ],
+    "Rule_Process_ExploitableBlacklist": [
+        "*\\cmd.exe",
+        "*\\powershell.exe",
+        "*\\pwsh.exe",
+        "*\\wscript.exe",
+        "*\\cscript.exe",
+        "*\\mshta.exe",
+        "*\\regsvr32.exe",
+        "*\\certutil.exe",
+        "*\\bitsadmin.exe",
+        "*\\wmic.exe",
+        "*\\hh.exe",
+        "*\\cmstp.exe",
+        "*\\installutil.exe",
+        "*\\regasm.exe",
+        "*\\regsvcs.exe",
+        "*\\msbuild.exe",
+        "*\\csc.exe",
+        "*\\vbc.exe",
+        "*\\jsc.exe",
+        "*\\bash.exe",
+        "*\\scrcons.exe",
+        "*\\schtasks.exe",
+        "*\\at.exe",
+        "*\\reg.exe",
+        "*\\sc.exe",
+        "*\\net.exe",
+        "*\\net1.exe",
+        "*\\whoami.exe",
+        "*\\ipconfig.exe",
+        "*\\taskkill.exe",
+        "*\\ProcessHacker.exe",
+        "*\\procmon.exe",
+        "*\\procexp.exe",
+    ],
+    "Rule_File_ProtectedPaths": [
+        "*\\PYAS.exe",
+        "*\\Plugins\\Filter\\PYAS_Driver.sys",
+        "*\\Plugins\\Rules\\Rules_Driver_P1.json",
+        "*\\ProgramData\\PYAS\\*.json",
+        "*\\Engine\\Pattern\\*.onnx",
+        "*\\Engine\\Properties\\*.onnx",
+
+        "\\Device\\HarddiskVolume*\\bootmgr",
+        "\\Device\\HarddiskVolume*\\boot.ini",
+        "\\Device\\HarddiskVolume*\\BOOTNXT",
+        "\\Device\\HarddiskVolume*\\EFI\\*",
+        "\\Device\\HarddiskVolume*\\Boot\\*",
+        "\\Device\\HarddiskVolume*\\Recovery\\*",
+        "\\Device\\HarddiskVolume*\\System Volume Information\\*",
+        "\\Device\\HarddiskVolume*\\Windows\\System32\\config\\*",
+
+        "*\\CON",
+        "*\\CON\\*",
+        "*\\PRN",
+        "*\\PRN\\*",
+        "*\\AUX",
+        "*\\AUX\\*",
+        "*\\NUL",
+        "*\\NUL\\*",
+        "*\\COM?",
+        "*\\COM?\\*",
+        "*\\LPT?",
+        "*\\LPT?\\*",
+        "*\\OSDATA",
+        "*\\OSDATA\\*",
+        "*\\*<*",
+        "*\\*>*",
+    ],
+    "Rule_File_ExceptionPaths": [
+        "*\\Users\\*\\steam\\*",
+        "*\\AppData\\*",
+        "*\\Temp\\*",
+        "*\\Local\\Temp\\*",
+        "*\\ventoy\\Boot\\*",
+        "*\\AdminRegionConfig.*",
+        "*\\nt_qq\\nt_*\\*",
+        "*\\cache\\*",
+        "*\\Documents\\My Games\\*",
+        "*\\Documents\\Tencent Files\\*",
+        "*\\Documents\\WeChat Files\\*",
+        "*\\Documents\\WPS Cloud Files\\*"
+    ],
+    "Rule_File_RansomwareExtensions": [
+        ".zip", ".7z", ".rar", ".tar", ".gz",
+        ".ppt", ".pptx", ".wps", ".txt", ".rtf",
+        ".pdf", ".xls", ".xlsx", ".doc", ".docx",
+        ".jpg", ".jpeg", ".png", ".webp", ".gif",
+        ".mp3", ".wav", ".aac", ".ogg", ".flac",
+        ".mp4", ".avi", ".mov", ".wmv", ".mkv",
+    ]
 }