From 866a884e4478e6db0be93cdad06a0e181e5b98cf Mon Sep 17 00:00:00 2001 From: hotyue <52734432+hotyue@users.noreply.github.com> Date: Sat, 23 May 2026 03:23:49 +0000 Subject: [PATCH] =?UTF-8?q?feat(data):=20=E5=85=B5=E5=B7=A5=E5=8E=82?= =?UTF-8?q?=E9=87=8D=E6=9E=84=EF=BC=8C=E5=8D=87=E7=BA=A7=202025=20?= =?UTF-8?q?=E9=AB=98=E4=BF=9D=E7=9C=9F=E5=A4=9A=E5=B9=B3=E5=8F=B0=20UA=20?= =?UTF-8?q?=E8=BD=AE=E6=8D=A2=E6=B1=A0=EF=BC=9B=E6=89=A9=E5=AE=B9=E6=B4=BB?= =?UTF-8?q?=E4=BD=93=E6=96=B0=E9=97=BB=E8=87=B3=2030=20=E5=8F=91=E7=BA=AF?= =?UTF-8?q?=E5=8F=8C=E6=A0=88(IPv4+IPv6)=E6=BB=A1=E7=BC=96=E7=9F=A9?= =?UTF-8?q?=E9=98=B5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- scripts/fetch_trends.py | 38 ++-------- scripts/fetch_trust_urls.py | 141 +++++++++++++++++++++++------------- scripts/ua_generator.py | 55 +++++++------- 3 files changed, 125 insertions(+), 109 deletions(-) diff --git a/scripts/fetch_trends.py b/scripts/fetch_trends.py index acc7d8e..e0cf216 100644 --- a/scripts/fetch_trends.py +++ b/scripts/fetch_trends.py @@ -7,7 +7,6 @@ import time import random # ================== [路径防弹装甲] ================== -# 无论在哪里执行该脚本，都能精准反推项目根目录 SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) PROJECT_ROOT = os.path.dirname(SCRIPT_DIR) @@ -15,27 +14,15 @@ MAP_JSON_PATH = os.path.join(PROJECT_ROOT, "data", "map.json") DATA_DIR = os.path.join(PROJECT_ROOT, "data", "keywords") # ==================================================== -# 特殊战区代码映射 (Google Trends RSS 要求) GEO_FIX = {'UK': 'GB'} +FALLBACK_MAP = {'LA': 'US', 'MN': 'US', 'MO': 'HK'} -# ================== [核心修复 1: 兜底机制] ================== -# Google Trends 不支持的战区，降级抓取 US (美国) 通用流量 -FALLBACK_MAP = { - 'LA': 'US', - 'MN': 'US' - ,'MO': 'HK' -} - -# ================== [核心修复 2: 随机 UA 池] ================== USER_AGENTS = [ - 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36', - 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/17.2.1 Safari/605.1.15', - 'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36', - 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:121.0) Gecko/20100101 Firefox/121.0' + 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36', + 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36' ] def get_active_regions(): - """动态提取 map.json 中的战区 (适配 v3.5.0 大洲战区降维架构)""" try: with open(MAP_JSON_PATH, 'r', encoding='utf-8') as f: data = json.load(f) @@ -50,14 +37,9 @@ def get_active_regions(): return [] def fetch_trends(region_code): - """从 Google Trends 抓取当日热搜""" geo = GEO_FIX.get(region_code, region_code) - - # 触发兜底判定 actual_geo = FALLBACK_MAP.get(geo, geo) url = f"https://trends.google.com/trending/rss?geo={actual_geo}" - - # 随机抽取 User-Agent headers = {'User-Agent': random.choice(USER_AGENTS)} try: @@ -65,10 +47,7 @@ def fetch_trends(region_code): with urllib.request.urlopen(req, timeout=10) as response: xml_data = response.read() root = ET.fromstring(xml_data) - - # 如果触发了兜底，准备提示信息 fallback_msg = f" (兜底降级至 {actual_geo})" if actual_geo != geo else "" - words = [re.sub(r'[\n\r\t]', ' ', item.find('title').text).strip() for item in root.findall('./channel/item') if item.find('title') is not None] @@ -78,7 +57,7 @@ def fetch_trends(region_code): return [], "" def update_file(region, new_words, fallback_msg=""): - """滑动窗口更新，保留 200 条最热记录""" + """滑动窗口更新，严格保留最新 100 条最热记录""" os.makedirs(DATA_DIR, exist_ok=True) file_path = os.path.join(DATA_DIR, f"kw_{region}.txt") old_words = [] @@ -86,13 +65,13 @@ def update_file(region, new_words, fallback_msg=""): with open(file_path, 'r', encoding='utf-8') as f: old_words = [l.strip() for l in f if l.strip()] - # 新词排在最前面，去重 combined = new_words + [w for w in old_words if w not in new_words] - final_list = combined[:200] + # 【业务收敛】切片收紧至 100 条 + final_list = combined[:100] with open(file_path, 'w', encoding='utf-8') as f: f.write('\n'.join(final_list) + '\n') - print(f"✅ [同步完成] {region}: 注入 {len(new_words)} 条新热点{fallback_msg}") + print(f"✅ [同步完成] {region}: 注入 {len(new_words)} 条新热点，维持总数 {len(final_list)} 条{fallback_msg}") if __name__ == '__main__': regions = get_active_regions() @@ -106,8 +85,5 @@ if __name__ == '__main__': words, fallback_msg = fetch_trends(r) if words: update_file(r, words, fallback_msg) - - # [核心修复 3: 流量削峰] 随机休眠 1.5 到 3.5 秒 time.sleep(random.uniform(1.5, 3.5)) - print("========== 热词抓取引擎执行完毕 ==========") \ No newline at end of file diff --git a/scripts/fetch_trust_urls.py b/scripts/fetch_trust_urls.py index d8e416c..9f07e23 100644 --- a/scripts/fetch_trust_urls.py +++ b/scripts/fetch_trust_urls.py @@ -4,61 +4,85 @@ import os import json import random -# ================== [路径防弹装甲] ================== +# ==================================================== +# 脚本功能: 5+25 混合流量注入矩阵 (双栈 IPv4+IPv6 防风控版) +# 核心指标: 5条基石 + 25条活体新闻 = 30条确保双栈机型完全可达的白名单 +# ==================================================== + SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) PROJECT_ROOT = os.path.dirname(SCRIPT_DIR) REGIONS_DIR = os.path.join(PROJECT_ROOT, "data", "regions") + # ==================================================== +# 2025 年高保真多平台 UA 轮换池 (防风控装甲) +# 包含 Windows, macOS, iOS, Android 的最新骨干指纹 +# ==================================================== +USER_AGENTS = [ + 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36', + 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36 Edg/133.0.0.0', + 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:135.0) Gecko/20100101 Firefox/135.0', + 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36', + 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/618.1.15 (KHTML, like Gecko) Version/18.3 Safari/618.1.15', + 'Mozilla/5.0 (iPhone; CPU iPhone OS 18_3_1 like Mac OS X) AppleWebKit/618.1.15 (KHTML, like Gecko) Version/18.3 Mobile/15E148 Safari/604.1', + 'Mozilla/5.0 (Linux; Android 15; Pixel 9 Pro) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Mobile Safari/537.36' +] -HEADERS = { - 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36' -} - -# 全球骨干新闻 RSS 监听矩阵 +# ==================================================== +# 全球骨干新闻 RSS 监听矩阵 (双栈强穿透版) +# 全面采用 Google News 本土化入口，确保提取的链接支持 IPv4+IPv6 +# ==================================================== RSS_FEEDS = { - "US": ["http://rss.cnn.com/rss/cnn_topstories.rss", "https://feeds.npr.org/1001/rss.xml"], - "UK": ["http://feeds.bbci.co.uk/news/rss.xml"], - "AU": ["https://www.abc.net.au/news/feed/51120/rss.xml"], - "CA": ["https://www.cbc.ca/cmlink/rss-topstories"], - "DE": ["https://www.tagesschau.de/xml/rss2"], - "FR": ["https://www.france24.com/fr/rss"], - "ES": ["https://feeds.elpais.com/mrss-s/pages/ep/site/elpais.com/portada"], - "JP": ["https://news.yahoo.co.jp/rss/topics/top-picks.xml"], - "HK": ["https://hk.news.yahoo.com/rss/hong-kong"], - "MO": ["https://macaudailytimes.com.mo/feed/"], + "US": ["https://news.google.com/rss?hl=en-US&gl=US&ceid=US:en"], + "UK": ["https://news.google.com/rss?hl=en-GB&gl=GB&ceid=GB:en"], + "AU": ["https://news.google.com/rss?hl=en-AU&gl=AU&ceid=AU:en"], + "CA": ["https://news.google.com/rss?hl=en-CA&gl=CA&ceid=CA:en"], + "DE": ["https://news.google.com/rss?hl=de&gl=DE&ceid=DE:de"], + "FR": ["https://news.google.com/rss?hl=fr&gl=FR&ceid=FR:fr"], + "ES": ["https://news.google.com/rss?hl=es-419&gl=US&ceid=US:es_419"], + "JP": ["https://news.google.com/rss?hl=ja&gl=JP&ceid=JP:ja"], + "HK": ["https://news.google.com/rss?hl=zh-HK&gl=HK&ceid=HK:zh-Hant"], + "MO": ["https://news.google.com/rss?hl=zh-HK&gl=HK&ceid=HK:zh-Hant"], "TW": ["https://news.google.com/rss?hl=zh-TW&gl=TW&ceid=TW:zh-Hant"], - "KR": ["https://www.yonhapnewstv.co.kr/category/news/headline/feed/"], - "SG": ["https://www.channelnewsasia.com/api/v1/rss-outbound-feed?_format=xml"], - "NL": ["https://feeds.nos.nl/nosnieuwsalgemeen"], - "VN": ["https://vnexpress.net/rss/tin-moi-nhat.rss"], + "KR": ["https://news.google.com/rss?hl=ko&gl=KR&ceid=KR:ko"], + "SG": ["https://news.google.com/rss?hl=en-SG&gl=SG&ceid=SG:en"], + "NL": ["https://news.google.com/rss?hl=nl&gl=NL&ceid=NL:nl"], + "VN": ["https://news.google.com/rss?hl=vi&gl=VN&ceid=VN:vi"], "MY": ["https://news.google.com/rss?hl=en-MY&gl=MY&ceid=MY:en"], - "NG": ["https://punchng.com/feed/", "https://www.vanguardngr.com/feed/"], - "TR": ["https://www.hurriyet.com.tr/rss/anasayfa"], - # ====== 下方为 PR #47 亚洲与中东新战区扩充源 (已通过实机验证) ====== + "NG": ["https://news.google.com/rss?hl=en-NG&gl=NG&ceid=NG:en"], + "TR": ["https://news.google.com/rss?hl=tr&gl=TR&ceid=TR:tr"], "PH": ["https://news.google.com/rss?hl=en-PH&gl=PH"], - "TH": ["https://www.bangkokpost.com/rss/data/topstories.xml"], - "ID": ["https://www.antaranews.com/rss/terkini.xml"], - "IN": ["https://timesofindia.indiatimes.com/rssfeedstopstories.cms"], + "TH": ["https://news.google.com/rss?hl=th&gl=TH&ceid=TH:th"], + "ID": ["https://news.google.com/rss?hl=id&gl=ID&ceid=ID:id"], + "IN": ["https://news.google.com/rss?hl=en-IN&gl=IN&ceid=IN:en"], "AE": ["https://news.google.com/rss?hl=en-AE&gl=AE"], "SA": ["https://news.google.com/rss?hl=ar-SA&gl=SA"], - "BD": ["https://www.thedailystar.net/frontpage/rss.xml"], + "BD": ["https://news.google.com/rss?hl=en-BD&gl=BD"], "NP": ["https://news.google.com/rss?hl=en-NP&gl=NP"], - "KH": ["https://www.cambodiadaily.com/feed/"], + "KH": ["https://news.google.com/rss?hl=en-KH&gl=KH"], "MM": ["https://news.google.com/rss?hl=en-MM&gl=MM"], "LA": ["https://news.google.com/rss?hl=en-LA&gl=LA"], "MN": ["https://news.google.com/rss?hl=en-MN&gl=MN"] } -def fetch_rss_links(region_code, max_items=15): - """抓取该战区最新的 RSS 新闻链接""" - feeds = RSS_FEEDS.get(region_code, []) - if not feeds: - return [] - +def is_dual_stack_safe(url): + """网络可达性过滤: 阻断任何不支持双栈(IPv4+IPv6)的域名""" + # 强制白名单：已被确认具有完备双栈 Anycast 防线的顶级骨干站群 + DUAL_STACK_SAFE_DOMAINS = [ + "google.com", "wikipedia.org", "apple.com", "microsoft.com", + "wikimedia.org", "blogspot.com", "yahoo.com" + ] + return any(domain in url for domain in DUAL_STACK_SAFE_DOMAINS) + +def fetch_rss_links(region_code, max_items=25): + """拉取 25 条支持双栈访问的活体新闻链接""" + feeds = RSS_FEEDS.get(region_code, RSS_FEEDS["US"]) links = [] + for url in feeds: try: - req = urllib.request.Request(url, headers=HEADERS) + # 动态抽取随机UA防风控 + dynamic_headers = {'User-Agent': random.choice(USER_AGENTS)} + req = urllib.request.Request(url, headers=dynamic_headers) with urllib.request.urlopen(req, timeout=10) as response: xml_data = response.read() root = ET.fromstring(xml_data) @@ -66,13 +90,16 @@ def fetch_rss_links(region_code, max_items=15): link = item.find('link') if link is not None and link.text: clean_link = link.text.strip() - if clean_link.startswith('http'): + # 注入防断网熔断判定: 必须以 http 开头且具备双栈安全性 + if clean_link.startswith('http') and is_dual_stack_safe(clean_link): links.append(clean_link) except Exception as e: print(f"⚠️ [{region_code}] RSS 抓取异常 ({url}): {e}") - # 去重并截取最新 - return list(set(links))[:max_items] + # 高度去重并随机打乱，精准截取 max_items + unique_links = list(set(links)) + random.shuffle(unique_links) + return unique_links[:max_items] def process_json_file(file_path, region_code): """融合静态基石与动态新闻""" @@ -81,39 +108,51 @@ def process_json_file(file_path, region_code): data = json.load(f) trust_mod = data.get("trust_module", {}) - if not trust_mod or "static_urls" not in trust_mod: + if not trust_mod: return + # 1. 基石处理：提取静态配额，确保双栈安全后精准截取 5 条 static_urls = trust_mod.get("static_urls", []) + static_urls = [u for u in static_urls if is_dual_stack_safe(u)] + if len(static_urls) < 5: + # 基础数据残缺时，进行高权重锚点动态扩容补齐 + static_urls += ["https://en.wikipedia.org/wiki/Special:Random", "https://www.apple.com/", "https://www.microsoft.com/"] + random.shuffle(static_urls) + final_static = list(set(static_urls))[:5] - # 抓取今日该战区的活体新闻流 - daily_news_urls = fetch_rss_links(region_code) + # 2. 活体处理：拉取 25 条双栈活体新闻 + final_news = fetch_rss_links(region_code, max_items=25) - # 战术混合：基石(保证高权重) + 新闻(保证活体动态) - combined_urls = static_urls + daily_news_urls + # 3. 战术混合：5条基石 + 25条活体 = 30条 + combined_urls = list(set(final_static + final_news)) - # 深度洗牌，打破机械顺序特征 - combined_urls = list(set(combined_urls)) - random.shuffle(combined_urls) + # 如果依然不够 30 条，用完美支持双栈的维基百科随机锚点疯狂垫高充能 + while len(combined_urls) < 30: + combined_urls.append(f"https://en.wikipedia.org/wiki/Special:Random?r={random.randint(1,100000)}") + combined_urls = list(set(combined_urls)) + + # 精准切片为 30 条，彻底打碎机械顺序特征 + final_white_list = combined_urls[:30] + random.shuffle(final_white_list) - # 覆写回供 Agent 拉取的 white_urls - trust_mod["white_urls"] = combined_urls + # 覆写固化回 white_urls 字段 + trust_mod["white_urls"] = final_white_list data["trust_module"] = trust_mod with open(file_path, 'w', encoding='utf-8') as f: json.dump(data, f, ensure_ascii=False, indent=2) - print(f"✅ [信用融合] {os.path.basename(file_path)}: 骨干 {len(static_urls)} 条 + 活体 {len(daily_news_urls)} 条") + print(f"✅ [信用融合] {os.path.basename(file_path)}: 固化基石 {len(final_static)} 条 + 活体新闻 {len(final_news)} 条 = 统合满编 {len(final_white_list)} 条") except Exception as e: print(f"❌ [处理失败] {file_path}: {e}") if __name__ == '__main__': - print("========== 启动 IP-Sentinel 活体新闻流融合引擎 ==========") + print("========== 启动 IP-Sentinel 活体新闻流融合引擎 (30轮大容量双栈版) ==========") for root_dir, _, files in os.walk(REGIONS_DIR): for file in files: if file.endswith(".json"): file_path = os.path.join(root_dir, file) region_code = os.path.relpath(file_path, REGIONS_DIR).split(os.sep)[0] process_json_file(file_path, region_code) - print("========== 融合引擎执行完毕 ==========") + print("========== 融合引擎执行完毕 ==========") \ No newline at end of file diff --git a/scripts/ua_generator.py b/scripts/ua_generator.py index cb2d1d0..6583028 100644 --- a/scripts/ua_generator.py +++ b/scripts/ua_generator.py @@ -1,37 +1,36 @@ import random import os -# ========================================== -# IP-Sentinel 超大型高保真指纹工厂 (V3.1.5) -# 无需第三方库，直接生成千万级组合的真实指纹 -# ========================================== +# ========================================================== +# IP-Sentinel 超大型高保真指纹工厂 (V4.1.0 - 2025 年换代版) +# 核心功能: 升级指纹生命周期至 2025 年骨干型号，确保探测指纹真实度 +# ========================================================== def generate_chrome_version(): - # 模拟 2024 年主流 Chrome 内核号 (122 - 125) - major = random.randint(122, 125) - build = random.randint(5000, 6500) + # 模拟 2025 年主流 Chrome 内核号 (133 - 136) + major = random.randint(133, 136) + build = random.randint(6900, 7200) patch = random.randint(10, 150) return f"{major}.0.{build}.{patch}" def generate_windows_ua(count=1000): uas = set() while len(uas) < count: - # 现代 Windows UA 已经固化为 Windows NT 10.0 uas.add(f"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/{generate_chrome_version()} Safari/537.36") return list(uas) def generate_macos_ua(count=1000): uas = set() while len(uas) < count: - mac_os_minor = random.randint(11, 15) - mac_os_patch = random.randint(1, 6) + mac_os_minor = random.randint(15, 16) + mac_os_patch = random.randint(0, 4) if random.choice([True, False]): # Chrome on Mac uas.add(f"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_{mac_os_minor}_{mac_os_patch}) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/{generate_chrome_version()} Safari/537.36") else: - # Safari on Mac - safari_build = f"605.1.{random.randint(10, 15)}" - safari_version = f"17.{random.randint(1, 4)}" + # Safari on Mac (2025 年对应 Safari 18 系列) + safari_build = f"618.1.{random.randint(10, 15)}" + safari_version = f"18.{random.randint(1, 4)}" uas.add(f"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_{mac_os_minor}_{mac_os_patch}) AppleWebKit/{safari_build} (KHTML, like Gecko) Version/{safari_version} Safari/{safari_build}") return list(uas) @@ -40,10 +39,10 @@ def generate_ios_ua(count=1000): devices = ["iPhone", "iPad"] while len(uas) < count: device = random.choice(devices) - ios_major = random.randint(16, 17) - ios_minor = random.randint(1, 5) - ios_patch = random.randint(1, 3) - safari_build = f"605.1.{random.randint(10, 15)}" + ios_major = random.randint(18, 19) + ios_minor = random.randint(1, 4) + ios_patch = random.randint(0, 2) + safari_build = f"618.1.{random.randint(10, 15)}" safari_version = f"{ios_major}.{random.choice(['0', '1', '2', '3'])}" uas.add(f"Mozilla/5.0 ({device}; CPU {'iPhone ' if device=='iPhone' else ''}OS {ios_major}_{ios_minor}_{ios_patch} like Mac OS X) AppleWebKit/{safari_build} (KHTML, like Gecko) Version/{safari_version} Mobile/15E148 Safari/604.1") @@ -51,27 +50,29 @@ def generate_ios_ua(count=1000): def generate_android_ua(count=1000): uas = set() - # 主流 Android 机型库 - models = ["Pixel 8 Pro", "Pixel 8", "Pixel 7a", "Pixel 7 Pro", "SM-S928B", "SM-S928U", "SM-S918B", "SM-A546B", "SM-A346B", "23113RKC6C", "23049PCD8G", "CPH2437", "V2227A", "PGT-AN10", "NX729J"] + # 2025 年迭代更新的主流智能移动端型号库 (如 Pixel 9系列, S25系列) + models = [ + "Pixel 9 Pro", "Pixel 9", "Pixel 8a", "Pixel 9 Pro XL", + "SM-S938B", "SM-S938U", "SM-S931B", "SM-A566B", "SM-A366B", + "25011RKC6C", "24129PCD8G", "CPH2637", "V2427A", "PGT-AN20", "NX769J" + ] while len(uas) < count: - android_ver = random.randint(12, 14) + android_ver = random.randint(14, 15) model = random.choice(models) uas.add(f"Mozilla/5.0 (Linux; Android {android_ver}; {model}) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/{generate_chrome_version()} Mobile Safari/537.36") return list(uas) if __name__ == "__main__": - # 确保输出目录存在 os.makedirs('data', exist_ok=True) - # 严格按照“绝对坐标”顺序生成 4000 条数据 pool = [] - pool.extend(generate_windows_ua(1000)) # 行 1-1000 - pool.extend(generate_macos_ua(1000)) # 行 1001-2000 - pool.extend(generate_ios_ua(1000)) # 行 2001-3000 - pool.extend(generate_android_ua(1000)) # 行 3001-4000 + pool.extend(generate_windows_ua(1000)) + pool.extend(generate_macos_ua(1000)) + pool.extend(generate_ios_ua(1000)) + pool.extend(generate_android_ua(1000)) with open('data/user_agents.txt', 'w') as f: for ua in pool: f.write(ua + '\n') - print(f"✅ 成功生成 4000 条高保真绝对坐标指纹库！") \ No newline at end of file + print(f"✅ 成功生成 4000 条 2025 年高保真换代坐标指纹库！") \ No newline at end of file