作者:admin 日期:2023-12-22 13:20:48 浏览:56 分类:资讯
财联社12月22日讯(编辑 周子意)苹果GPT就在你口袋里?这或许会更快成为现实。
苹果人工智能(AI)研究人员近日在预印本网站arXiv上发表了一篇论文,其中提到了一种创新的“闪存利用”技术,可以在iPhone和其他内存有限的苹果设备上部署大型语言模型(LLM),这几乎是一项重大突破。
内存的约束
基于LLM的聊天机器人(如ChatGPT、Claude等)都非常依赖于数据和内存,其需要同时处理的数据量非常庞大,往往需要大量内存才能运行。
因此运行LLM对于DRAM(一般指内存)容量有限的iPhone等设备来说是一个挑战。
通常,运算数据标准的方法是将闪存中的数据加载到DRAM中,再在DRAM中进行数据推理。
性能水平高的DRAM可以让数据处理的速度提升数百万倍,然而,弊端在于容量上。在DRAM上运行严重限制了可以运行的最大模型大小。
为了解决这个问题,苹果公司的研究人员开发了一种新技术,使用容量较大的闪存(flash memory)来存储人工智能模型的数据,再在需要时在将数据调入DRAM内存中来处理。
在闪存上存储AI
在一篇题为《flash中的LLM:有限内存下的高效大型语言模型推理》的新研究论文中,作者指出,移动设备中的闪存比传统上用于运行LLM的内存更加丰富。
这种方法巧妙地绕过了容量限制。改论文提出了两项关键技术,最大限度地减少数据传输、并最大限度地提高闪存处理能力:
其一叫做“窗口化(windowing)”技术,相当于一种回收方法。AI模型不需要每次都加载新数据,而是重新使用一些已经处理过的数据。这减少了对不断获取内存的需求,使过程更快更平滑。
其二叫做“行-列捆绑(Row-Column Bundling)”技术。该技术是通过更有效地分组数据,即针对闪存的数据特征制定访问数据块的顺序,可以更快地从闪存中读取数据,加快人工智能理解和生成语言的能力。
根据这篇论文,这些方法的结合使人工智能模型的运行容量达到iPhone可用内存的两倍。这意味着该方法下,CPU中的推理速度较传统加载方式提高了4-5倍,GPU中的推理速度提高了惊人的20-25倍。
该论文作者写道,“这一突破对于在资源有限的环境中部署先进的LLM尤其重要,从而扩大了它们的适用性和可及性。”
苹果的AI战略
人工智能效率的突破为未来的iPhone打开了新的可能性,比如更先进的Siri功能、实时语言翻译、复杂的人工智能驱动的摄影和增强现实功能。
论文中的新技术还为iPhone在设备上运行复杂的人工智能助手和聊天机器人奠定了基础,据说苹果已经在开发这方面的技术。
苹果在生成式人工智能方面的工作最终可能会被整合到其语音助手Siri中。苹果在今年2月的人工智能峰会上,向员工介绍了其大型语言模型的工作。据媒体此前报道,苹果的目标是推出与人工智能深度集成的智能版Siri。
还有传言称苹果计划在尽可能多的苹果应用程序中添加人工智能。
除此之外据报道,苹果还正在开发自己的生成式人工智能模型“Ajax”,其在2000亿个参数上运行,为了与OpenAI的GPT-4模型相抗衡。
内部称为“Apple GPT”的Ajax旨在统一整个苹果的机器学习开发,这突显了苹果将人工智能更深入地融入苹果生态系统的更广泛战略。
根据最新的报告,Ajax被认为比早期的ChatGPT 3.5更强大。然而,2023年9月OpenAI推出的新模型GPT-4可能已经超越了Ajax的能力。
果链分析师Jeff Pu曾指出,苹果将在2024年底左右在iPhone和iPad上推出某种生成式人工智能功能,届时iOS 18将会包含这项功能。Pu还表示,苹果将在2023年建造几百台人工智能服务器,2024年还会有更多。
https://www.china-epi.net/post/a6759282.html
https://www.china-epi.net/post/a7608766.html
https://www.china-epi.net/post/a1122526.html
https://www.china-epi.net/post/a1127346.html
https://www.china-epi.net/post/a9944651.html
https://www.china-epi.net/post/a8174079.html
https://www.china-epi.net/post/a7321112.html
https://www.china-epi.net/post/a4746148.html
https://www.china-epi.net/post/a5043528.html
https://www.china-epi.net/post/a6520562.html
https://www.china-epi.net/post/a5705300.html
https://www.china-epi.net/post/a2294557.html
https://www.china-epi.net/post/a308687.html
https://www.china-epi.net/post/a7595379.html
https://www.china-epi.net/post/a3723477.html
https://www.china-epi.net/post/a5990696.html
https://www.china-epi.net/post/a2631260.html
https://www.china-epi.net/post/a6365433.html
https://www.china-epi.net/post/a9214531.html
https://www.china-epi.net/post/a5564393.html
https://www.china-epi.net/post/a344755.html
https://www.china-epi.net/post/a1391767.html
https://www.china-epi.net/post/a5553107.html
https://www.china-epi.net/post/a1580273.html
https://www.china-epi.net/post/a2005174.html
https://www.china-epi.net/post/a3871319.html
https://www.china-epi.net/post/a9702469.html
https://www.china-epi.net/post/a2021818.html
https://www.china-epi.net/post/a1893740.html
https://www.china-epi.net/post/a9223510.html
https://www.china-epi.net/post/a4603321.html
https://www.china-epi.net/post/a2503376.html
https://www.china-epi.net/post/a835812.html
https://www.china-epi.net/post/a3386071.html
https://www.china-epi.net/post/a943031.html
https://www.china-epi.net/post/a6840706.html
https://www.china-epi.net/post/a820000.html
https://www.china-epi.net/post/a9554144.html
https://www.china-epi.net/post/a9142067.html
https://www.china-epi.net/post/a3477116.html
https://www.china-epi.net/post/a2276705.html
https://www.china-epi.net/post/a6203021.html
https://www.china-epi.net/post/a3816291.html
https://www.china-epi.net/post/a2557662.html
https://www.china-epi.net/post/a8036652.html
https://www.china-epi.net/post/a7156304.html
https://www.china-epi.net/post/a1273337.html
https://www.china-epi.net/post/a2267865.html
https://www.china-epi.net/post/a1362361.html
https://www.china-epi.net/post/a2339051.html
https://www.china-epi.net/post/a7941309.html
https://www.china-epi.net/post/a8298883.html
https://www.china-epi.net/post/a2915947.html
https://www.china-epi.net/post/a5635887.html
https://www.china-epi.net/post/a8822947.html
https://www.china-epi.net/post/a3436820.html
https://www.china-epi.net/post/a8933178.html
https://www.china-epi.net/post/a9650773.html
https://www.china-epi.net/post/a2377549.html
https://www.china-epi.net/post/a9096586.html
https://www.china-epi.net/post/a6755976.html
https://www.china-epi.net/post/a358008.html
https://www.china-epi.net/post/a4101668.html
https://www.china-epi.net/post/a3509989.html
https://www.china-epi.net/post/a7538081.html
https://www.china-epi.net/post/a1080762.html
https://www.china-epi.net/post/a5206003.html
https://www.china-epi.net/post/a213859.html
https://www.china-epi.net/post/a8037301.html
https://www.china-epi.net/post/a4495534.html
https://www.china-epi.net/post/a5838181.html
https://www.china-epi.net/post/a5863433.html
https://www.china-epi.net/post/a4245271.html
https://www.china-epi.net/post/a5442948.html
https://www.china-epi.net/post/a1209599.html
https://www.china-epi.net/post/a459919.html
https://www.china-epi.net/post/a2376603.html
https://www.china-epi.net/post/a6249287.html
https://www.china-epi.net/post/a8405319.html
https://www.china-epi.net/post/a4703216.html
https://www.china-epi.net/post/a3106218.html
https://www.china-epi.net/post/a2259590.html
https://www.china-epi.net/post/a9477448.html
https://www.china-epi.net/post/a3375302.html
https://www.china-epi.net/post/a1000497.html
https://www.china-epi.net/post/a1666778.html
https://www.china-epi.net/post/a2757113.html
https://www.china-epi.net/post/a6786282.html
https://www.china-epi.net/post/a398719.html
https://www.china-epi.net/post/a8068748.html
https://www.china-epi.net/post/a6580475.html
https://www.china-epi.net/post/a5528414.html
https://www.china-epi.net/post/a6735693.html
https://www.china-epi.net/post/a2820626.html
https://www.china-epi.net/post/a2278907.html
https://www.china-epi.net/post/a5983969.html
https://www.china-epi.net/post/a4924875.html
https://www.china-epi.net/post/a8849175.html
https://www.china-epi.net/post/a3110990.html
https://www.china-epi.net/post/a1373539.html
https://www.china-epi.net/post/a2441528.html
https://www.china-epi.net/post/a9900600.html
https://www.china-epi.net/post/a5507091.html
https://www.china-epi.net/post/a5439881.html
https://www.china-epi.net/post/a9945290.html
https://www.china-epi.net/post/a1663004.html
https://www.china-epi.net/post/a2636827.html
https://www.china-epi.net/post/a1509395.html
https://www.china-epi.net/post/a8239194.html
https://www.china-epi.net/post/a543504.html
https://www.china-epi.net/post/a3169517.html
https://www.china-epi.net/post/a7167033.html
https://www.china-epi.net/post/a7577610.html
https://www.china-epi.net/post/a3257742.html
https://www.china-epi.net/post/a4367324.html
https://www.china-epi.net/post/a8511862.html
https://www.china-epi.net/post/a450426.html
https://www.china-epi.net/post/a4287351.html
https://www.china-epi.net/post/a8539796.html
https://www.china-epi.net/post/a7590937.html
https://www.china-epi.net/post/a9410615.html
https://www.china-epi.net/post/a9340958.html
https://www.china-epi.net/post/a4169646.html
https://www.china-epi.net/post/a8612223.html
https://www.china-epi.net/post/a3131868.html
https://www.china-epi.net/post/a6474415.html
https://www.china-epi.net/post/a4708021.html
https://www.china-epi.net/post/a5946124.html
https://www.china-epi.net/post/a2371143.html
https://www.china-epi.net/post/a2729857.html
https://www.china-epi.net/post/a9226950.html
https://www.china-epi.net/post/a4645622.html
https://www.china-epi.net/post/a5977019.html
https://www.china-epi.net/post/a930985.html
https://www.china-epi.net/post/a549432.html
https://www.china-epi.net/post/a1850995.html
https://www.china-epi.net/post/a7057058.html
https://www.china-epi.net/post/a984409.html
https://www.china-epi.net/post/a4293057.html
https://www.china-epi.net/post/a3844519.html
https://www.china-epi.net/post/a4506640.html
https://www.china-epi.net/post/a4254522.html
https://www.china-epi.net/post/a4594158.html
https://www.china-epi.net/post/a6534446.html
https://www.china-epi.net/post/a6515590.html
https://www.china-epi.net/post/a3379211.html
https://www.china-epi.net/post/a62318.html
https://www.china-epi.net/post/a3525337.html
https://www.china-epi.net/post/a6496253.html
https://www.china-epi.net/post/a1734727.html
https://www.china-epi.net/post/a2142039.html
https://www.china-epi.net/post/a8113343.html
https://www.china-epi.net/post/a4595098.html
https://www.china-epi.net/post/a7619901.html
https://www.china-epi.net/post/a9687797.html
https://www.china-epi.net/post/a2499459.html
https://www.china-epi.net/post/a2027234.html
https://www.china-epi.net/post/a2162848.html
https://www.china-epi.net/post/a3981722.html
https://www.china-epi.net/post/a5970133.html
https://www.china-epi.net/post/a9288308.html
https://www.china-epi.net/post/a277850.html
https://www.china-epi.net/post/a4387802.html
https://www.china-epi.net/post/a6201822.html
https://www.china-epi.net/post/a8933861.html
https://www.china-epi.net/post/a1823200.html
https://www.china-epi.net/post/a4377356.html
https://www.china-epi.net/post/a9088620.html
https://www.china-epi.net/post/a2359409.html
https://www.china-epi.net/post/a410345.html
https://www.china-epi.net/post/a9892165.html
https://www.china-epi.net/post/a5796939.html
https://www.china-epi.net/post/a3121248.html
https://www.china-epi.net/post/a163875.html
https://www.china-epi.net/post/a4181553.html
https://www.china-epi.net/post/a7377926.html
https://www.china-epi.net/post/a2892132.html
https://www.china-epi.net/post/a1533968.html
https://www.china-epi.net/post/a8320695.html
https://www.china-epi.net/post/a7382620.html
https://www.china-epi.net/post/a1262004.html
https://www.china-epi.net/post/a4091876.html
https://www.china-epi.net/post/a6521062.html
https://www.china-epi.net/post/a8304728.html
https://www.china-epi.net/post/a1068946.html
https://www.china-epi.net/post/a8839352.html
https://www.china-epi.net/post/a6667741.html
https://www.china-epi.net/post/a2674952.html
https://www.china-epi.net/post/a8257946.html
https://www.china-epi.net/post/a8594161.html
https://www.china-epi.net/post/a1462907.html
https://www.china-epi.net/post/a6660348.html
https://www.china-epi.net/post/a6273123.html
https://www.china-epi.net/post/a6088115.html
https://www.china-epi.net/post/a9632663.html
https://www.china-epi.net/post/a3025159.html
https://www.china-epi.net/post/a8026600.html
https://www.china-epi.net/post/a9544796.html
https://www.china-epi.net/post/a8551636.html
https://www.china-epi.net/post/a5714280.html
https://www.china-epi.net/post/a4206256.html
https://www.china-epi.net/post/a2424036.html
https://www.china-epi.net/post/a5060735.html
https://www.china-epi.net/post/a7920865.html
https://www.china-epi.net/post/a1846277.html
https://www.china-epi.net/post/a2321030.html
https://www.china-epi.net/post/a9865510.html
https://www.china-epi.net/post/a7924194.html
https://www.china-epi.net/post/a6381185.html
https://www.china-epi.net/post/a7448931.html
https://www.china-epi.net/post/a2241548.html
https://www.china-epi.net/post/a6112529.html
https://www.china-epi.net/post/a2406355.html
https://www.china-epi.net/post/a9183346.html
https://www.china-epi.net/post/a704012.html
https://www.china-epi.net/post/a3742833.html
https://www.china-epi.net/post/a7290739.html
https://www.china-epi.net/post/a2126787.html
https://www.china-epi.net/post/a2255828.html
https://www.china-epi.net/post/a9852287.html
https://www.china-epi.net/post/a6935810.html
https://www.china-epi.net/post/a2918492.html
https://www.china-epi.net/post/a294590.html
https://www.china-epi.net/post/a3990803.html
https://www.china-epi.net/post/a1123136.html
https://www.china-epi.net/post/a1841204.html
https://www.china-epi.net/post/a9399506.html
https://www.china-epi.net/post/a580193.html
https://www.china-epi.net/post/a6947396.html
https://www.china-epi.net/post/a8969956.html
https://www.china-epi.net/post/a5067788.html
https://www.china-epi.net/post/a1135520.html
https://www.china-epi.net/post/a7916916.html
https://www.china-epi.net/post/a7589270.html
https://www.china-epi.net/post/a1355043.html
https://www.china-epi.net/post/a5940001.html
https://www.china-epi.net/post/a1113833.html
https://www.china-epi.net/post/a8071304.html
https://www.china-epi.net/post/a6113994.html
https://www.china-epi.net/post/a1800707.html
https://www.china-epi.net/post/a6506335.html
https://www.china-epi.net/post/a8387857.html
https://www.china-epi.net/post/a7462397.html
https://www.china-epi.net/post/a452376.html
https://www.china-epi.net/post/a9276773.html
https://www.china-epi.net/post/a6429692.html
https://www.china-epi.net/post/a3576014.html
https://www.china-epi.net/post/a4586273.html
https://www.china-epi.net/post/a2580892.html
https://www.china-epi.net/post/a8625921.html
https://www.china-epi.net/post/a967241.html
https://www.china-epi.net/post/a5447817.html
https://www.china-epi.net/post/a5238060.html
https://www.china-epi.net/post/a3991181.html
https://www.china-epi.net/post/a4040786.html
https://www.china-epi.net/post/a820597.html
https://www.china-epi.net/post/a8232695.html
https://www.china-epi.net/post/a9494621.html
https://www.china-epi.net/post/a6081581.html
https://www.china-epi.net/post/a1307256.html
https://www.china-epi.net/post/a5071226.html
https://www.china-epi.net/post/a3545065.html
https://www.china-epi.net/post/a8615612.html
https://www.china-epi.net/post/a8824139.html
https://www.china-epi.net/post/a4079228.html
https://www.china-epi.net/post/a1384492.html
https://www.china-epi.net/post/a9067466.html
https://www.china-epi.net/post/a2692280.html
https://www.china-epi.net/post/a3251390.html
https://www.china-epi.net/post/a7496312.html
https://www.china-epi.net/post/a142858.html
https://www.china-epi.net/post/a7846860.html
https://www.china-epi.net/post/a1638490.html
https://www.china-epi.net/post/a7502704.html
https://www.china-epi.net/post/a4177034.html
https://www.china-epi.net/post/a9355252.html
https://www.china-epi.net/post/a4621955.html
https://www.china-epi.net/post/a9681699.html
https://www.china-epi.net/post/a6518387.html
https://www.china-epi.net/post/a2914059.html
https://www.china-epi.net/post/a2334774.html
https://www.china-epi.net/post/a3029427.html
https://www.china-epi.net/post/a2532290.html
https://www.china-epi.net/post/a8850480.html
https://www.china-epi.net/post/a8683254.html
https://www.china-epi.net/post/a6519240.html
https://www.china-epi.net/post/a9926849.html
https://www.china-epi.net/post/a1045634.html
https://www.china-epi.net/post/a7570732.html
https://www.china-epi.net/post/a619729.html
https://www.china-epi.net/post/a4471563.html
https://www.china-epi.net/post/a7596366.html
https://www.china-epi.net/post/a5599818.html
https://www.china-epi.net/post/a8759997.html
https://www.china-epi.net/post/a9832693.html
https://www.china-epi.net/post/a6435377.html
https://www.china-epi.net/post/a9695189.html
https://www.china-epi.net/post/a7857472.html
https://www.china-epi.net/post/a1429063.html
https://www.china-epi.net/post/a5017623.html
https://www.china-epi.net/post/a6915663.html
https://www.china-epi.net/post/a610068.html
https://www.china-epi.net/post/a4215409.html
https://www.china-epi.net/post/a4118199.html
https://www.china-epi.net/post/a8855210.html
https://www.china-epi.net/post/a370794.html
https://www.china-epi.net/post/a7043241.html
https://www.china-epi.net/post/a729766.html
https://www.china-epi.net/post/a1985421.html
https://www.china-epi.net/post/a8272600.html
https://www.china-epi.net/post/a2842480.html
https://www.china-epi.net/post/a7063377.html
https://www.china-epi.net/post/a4138725.html
https://www.china-epi.net/post/a8879903.html
https://www.china-epi.net/post/a1115600.html
https://www.china-epi.net/post/a7631827.html
https://www.china-epi.net/post/a3920443.html
https://www.china-epi.net/post/a8203208.html
https://www.china-epi.net/post/a1301634.html
https://www.china-epi.net/post/a7563404.html
https://www.china-epi.net/post/a4551945.html
https://www.china-epi.net/post/a9340319.html
https://www.china-epi.net/post/a2923686.html
https://www.china-epi.net/post/a7657802.html
https://www.china-epi.net/post/a5504902.html
https://www.china-epi.net/post/a3860252.html
https://www.china-epi.net/post/a7976594.html
https://www.china-epi.net/post/a5242945.html
https://www.china-epi.net/post/a556916.html
https://www.china-epi.net/post/a1372074.html
https://www.china-epi.net/post/a941555.html
https://www.china-epi.net/post/a8352755.html
https://www.china-epi.net/post/a1364777.html
https://www.china-epi.net/post/a3150310.html
https://www.china-epi.net/post/a4472653.html
https://www.china-epi.net/post/a8794412.html
https://www.china-epi.net/post/a5621610.html
https://www.china-epi.net/post/a9214316.html
https://www.china-epi.net/post/a3574452.html
https://www.china-epi.net/post/a9115751.html
https://www.china-epi.net/post/a6062706.html
https://www.china-epi.net/post/a7188277.html
https://www.china-epi.net/post/a879686.html
https://www.china-epi.net/post/a7212365.html
https://www.china-epi.net/post/a2955859.html
https://www.china-epi.net/post/a7069696.html
https://www.china-epi.net/post/a7320265.html
https://www.china-epi.net/post/a2538284.html
https://www.china-epi.net/post/a7415056.html
https://www.china-epi.net/post/a93653.html
https://www.china-epi.net/post/a2251968.html
https://www.china-epi.net/post/a4671863.html
https://www.china-epi.net/post/a2298113.html
https://www.china-epi.net/post/a9709823.html
https://www.china-epi.net/post/a2269261.html
https://www.china-epi.net/post/a9352340.html
https://www.china-epi.net/post/a8423185.html
https://www.china-epi.net/post/a6766389.html
https://www.china-epi.net/post/a5861819.html
https://www.china-epi.net/post/a6934354.html
https://www.china-epi.net/post/a3222671.html
https://www.china-epi.net/post/a3790810.html
https://www.china-epi.net/post/a3534131.html
https://www.china-epi.net/post/a9678992.html
https://www.china-epi.net/post/a6595273.html
https://www.china-epi.net/post/a9795545.html
https://www.china-epi.net/post/a1364499.html
https://www.china-epi.net/post/a4239841.html
https://www.china-epi.net/post/a5825982.html
https://www.china-epi.net/post/a2323160.html
https://www.china-epi.net/post/a3289275.html
https://www.china-epi.net/post/a2011555.html
https://www.china-epi.net/post/a8664850.html
https://www.china-epi.net/post/a1945013.html
https://www.china-epi.net/post/a9760767.html
https://www.china-epi.net/post/a4442978.html
https://www.china-epi.net/post/a5922475.html
https://www.china-epi.net/post/a5810272.html
https://www.china-epi.net/post/a5678088.html
https://www.china-epi.net/post/a1515394.html
https://www.china-epi.net/post/a9858088.html
https://www.china-epi.net/post/a2767614.html
https://www.china-epi.net/post/a2705635.html
https://www.china-epi.net/post/a2859141.html
https://www.china-epi.net/post/a1770993.html
https://www.china-epi.net/post/a1144445.html
https://www.china-epi.net/post/a8180182.html
https://www.china-epi.net/post/a6068244.html
https://www.china-epi.net/post/a5970371.html
https://www.china-epi.net/post/a6517055.html
https://www.china-epi.net/post/a8212652.html
https://www.china-epi.net/post/a1573164.html
https://www.china-epi.net/post/a9184223.html
https://www.china-epi.net/post/a7068050.html
https://www.china-epi.net/post/a1363929.html
https://www.china-epi.net/post/a4729572.html
https://www.china-epi.net/post/a6737175.html
https://www.china-epi.net/post/a2087698.html
https://www.china-epi.net/post/a3747084.html
https://www.china-epi.net/post/a4162226.html
https://www.china-epi.net/post/a1419258.html
https://www.china-epi.net/post/a8096561.html
https://www.china-epi.net/post/a3260159.html
https://www.china-epi.net/post/a1326063.html
https://www.china-epi.net/post/a4847879.html
https://www.china-epi.net/post/a4326133.html
https://www.china-epi.net/post/a9424008.html
https://www.china-epi.net/post/a5907945.html
https://www.china-epi.net/post/a1347836.html
https://www.china-epi.net/post/a3859457.html
https://www.china-epi.net/post/a1014350.html
https://www.china-epi.net/post/a8318769.html
https://www.china-epi.net/post/a9416881.html
https://www.china-epi.net/post/a319893.html
https://www.china-epi.net/post/a3853335.html
https://www.china-epi.net/post/a6567111.html
https://www.china-epi.net/post/a9400581.html
https://www.china-epi.net/post/a9279579.html
https://www.china-epi.net/post/a1723103.html
https://www.china-epi.net/post/a5813154.html
https://www.china-epi.net/post/a668191.html
https://www.china-epi.net/post/a4413043.html
https://www.china-epi.net/post/a9417936.html
https://www.china-epi.net/post/a9514562.html
https://www.china-epi.net/post/a2479795.html
https://www.china-epi.net/post/a2265749.html
https://www.china-epi.net/post/a4385556.html
https://www.china-epi.net/post/a2988770.html
https://www.china-epi.net/post/a5685342.html
https://www.china-epi.net/post/a437948.html
https://www.china-epi.net/post/a6554269.html
https://www.china-epi.net/post/a3362408.html
https://www.china-epi.net/post/a9551106.html
https://www.china-epi.net/post/a6941006.html
https://www.china-epi.net/post/a4639192.html
https://www.china-epi.net/post/a5209801.html
https://www.china-epi.net/post/a2759317.html
https://www.china-epi.net/post/a8137110.html
https://www.china-epi.net/post/a8380003.html
https://www.china-epi.net/post/a438022.html
https://www.china-epi.net/post/a1286662.html
https://www.china-epi.net/post/a1538753.html
https://www.china-epi.net/post/a3767195.html
https://www.china-epi.net/post/a6114229.html
https://www.china-epi.net/post/a5425925.html
https://www.china-epi.net/post/a9619648.html
https://www.china-epi.net/post/a7219865.html
https://www.china-epi.net/post/a233799.html
https://www.china-epi.net/post/a5488604.html
https://www.china-epi.net/post/a9284939.html
https://www.china-epi.net/post/a2827747.html
https://www.china-epi.net/post/a1258443.html
https://www.china-epi.net/post/a368369.html
https://www.china-epi.net/post/a7293944.html
https://www.china-epi.net/post/a2648230.html
https://www.china-epi.net/post/a3060291.html
https://www.china-epi.net/post/a436081.html
https://www.china-epi.net/post/a2431542.html
https://www.china-epi.net/post/a9913020.html
https://www.china-epi.net/post/a657210.html
https://www.china-epi.net/post/a5114779.html
https://www.china-epi.net/post/a5162372.html
https://www.china-epi.net/post/a5131324.html
https://www.china-epi.net/post/a9452276.html
https://www.china-epi.net/post/a50621.html
https://www.china-epi.net/post/a8579019.html
https://www.china-epi.net/post/a831252.html
https://www.china-epi.net/post/a6792030.html
https://www.china-epi.net/post/a1123324.html
https://www.china-epi.net/post/a5802265.html
https://www.china-epi.net/post/a2266799.html
https://www.china-epi.net/post/a1720016.html
https://www.china-epi.net/post/a7012016.html
https://www.china-epi.net/post/a3374224.html
https://www.china-epi.net/post/a7336088.html
https://www.china-epi.net/post/a5135683.html
https://www.china-epi.net/post/a4976990.html
https://www.china-epi.net/post/a1952011.html
https://www.china-epi.net/post/a8056019.html
https://www.china-epi.net/post/a4816677.html
https://www.china-epi.net/post/a7797953.html
https://www.china-epi.net/post/a5923268.html
https://www.china-epi.net/post/a7355408.html
https://www.china-epi.net/post/a5360076.html
https://www.china-epi.net/post/a8710600.html
https://www.china-epi.net/post/a9432282.html
https://www.china-epi.net/post/a2003857.html
https://www.china-epi.net/post/a5562828.html
https://www.china-epi.net/post/a5386536.html
https://www.china-epi.net/post/a3706818.html
https://www.china-epi.net/post/a1427086.html
https://www.china-epi.net/post/a344007.html
https://www.china-epi.net/post/a7054928.html
https://www.china-epi.net/post/a9816803.html
https://www.china-epi.net/post/a7980009.html
https://www.china-epi.net/post/a6703185.html
https://www.china-epi.net/post/a3201604.html
https://www.china-epi.net/post/a8721113.html
https://www.china-epi.net/post/a5321395.html
https://www.china-epi.net/post/a4200961.html