软硬件包括数据安全，_老虎社区_美港股上老虎

{"i18n":{"language":"zh_CN"},"data":{"magic":2,"id":651062359,"tweetId":"651062359","gmtCreate":1681358660871,"gmtModify":1681358662565,"author":{"id":3573807572584795,"idStr":"3573807572584795","authorId":3573807572584795,"authorIdStr":"3573807572584795","name":"Tom_8777","avatar":"https://static.tigerbbs.com/b2ab27826884d45e235a8a9a517d0e48","vip":1,"userType":1,"introduction":"","boolIsFan":false,"boolIsHead":false,"crmLevel":1,"crmLevelSwitch":0,"individualDisplayBadges":[],"fanSize":1,"starInvestorFlag":false},"themes":[],"images":[],"coverImages":[],"html":"<html><head></head><body><p>软硬件包括数据安全，直到最后的最后还是智能终端设备，通过PC还是手机更或是跨时代的产物智能眼镜智能头盔等等</p></body></html>","htmlText":"<html><head></head><body><p>软硬件包括数据安全，直到最后的最后还是智能终端设备，通过PC还是手机更或是跨时代的产物智能眼镜智能头盔等等</p></body></html>","text":"软硬件包括数据安全，直到最后的最后还是智能终端设备，通过PC还是手机更或是跨时代的产物智能眼镜智能头盔等等","highlighted":1,"essential":1,"paper":1,"likeSize":15,"commentSize":7,"repostSize":0,"favoriteSize":0,"link":"https://laohu8.com/post/651062359","repostId":2327971959,"repostType":2,"repost":{"id":"2327971959","kind":"news","pubTimestamp":1681346445,"share":"https://www.laohu8.com/m/news/2327971959?lang=&edition=full","pubTime":"2023-04-13 08:40","market":"us","language":"zh","title":"重磅！微软开源Deep Speed Chat，人人拥有ChatGPT！","url":"https://stock-news.laohu8.com/highlight/detail?id=2327971959","media":"AIGC开放社区","summary":"用户通过Deep Speed Chat提供的“傻瓜式”操作，能以最短的时间、最高效的成本训练类ChatGPT大语言模型，这标志着一个人手一个ChatGPT的时代要来了。4月12日，微软宣布开源了Dee","content":"<html><head></head><body><blockquote>用户通过Deep Speed Chat提供的“傻瓜式”操作，能以最短的时间、最高效的成本训练类ChatGPT大语言模型，这标志着一个人手一个ChatGPT的时代要来了。</blockquote><p>4月12日，<a href=\"https://laohu8.com/S/MSFT\">微软</a>宣布开源了Deep Speed Chat，帮助用户轻松训练类ChatGPT等大语言模型，使得人人都能拥有自己的ChatGPT！（开源地址：https://github.com/microsoft/DeepSpeed） </p><p>据悉，Deep Speed Chat是基于微软Deep Speed深度学习优化库开发而成，具备训练、强化推理等功能，还使用了RLHF（人工反馈机制的强化学习）技术，可将训练速度提升15倍以上，成本却大幅度降低。例如，一个130亿参数的类ChatGPT模型，只需1.25小时就能完成训练。</p><p>简单来说，<strong>用户通过Deep Speed Chat提供的“傻瓜式”操作，能以最短的时间、最高效的成本训练类ChatGPT大语言模型，这标志着一个人手一个ChatGPT的时代要来了。</strong></p><h2>微软为什么开源Deep Speed Chat</h2><p>ChatGPT只用了几个月的时间便席卷全球，成为史上用户增长速度最快的消费级应用，对世界的经济发展、科技研发起到了重要的推动作用。很多企业、个人用户纷纷想参与到这场AI技术变革中，但由于庞大的资源、资金投入只能望而却步。</p><p>即便开源领域推出了LLaMa、Alpaca、Vicuna、Databricks-Dolly等优秀的类ChatGPT项目，<strong>仍缺乏一个支持端到端的基于RLHF的规模化系统，使得训练强大的类ChatGPT模型非常艰难</strong>。</p><p>例如，使用上述开源项目训练一个67亿参数的类ChatGPT模型，通常需要昂贵的多卡至多节点的GPU集群，但这些资源对大多数科学家、小型企业、个人开发者而言难以获取。</p><p><strong>即便是拥有这样的资源，现有的开源系统的训练效率通常还不到，这些机器所能达到的最大效率的5%</strong>。</p><p>现在，通过Deep Speed Chat解决资源、算法等难题，轻松、高效的训练数千亿参数的最先进的类ChatGPT模型。</p><h2>Deep Speed Chat技术简单介绍</h2><p>ChatGPT模型的训练是基于InstructGPT论文中的RLHF方式，这使得现有深度学习系统在训练类ChatGPT模型时存在种种局限。现在，通过Deep Speed Chat可以突破这些训练瓶颈，达到最佳效果。</p><p><strong>Deep Speed Chat拥有强化推理、RLHF模块、RLHF系统三大核心功能。</strong></p><p><strong>简化 ChatGPT 类型模型的训练和强化推理：</strong>只需一个脚本即可实现多个训练步骤，包括使用Huggingface 预训练的模型、使用 DeepSpeed-RLHF 系统运行 InstructGPT 训练的所有三个步骤，生成属于自己的类ChatGPT模型。此外，还提供了一个易于使用的推理API，用于在模型训练后测试对话性能。</p><p><strong>Deep Speed-RLHF 模块：</strong>DeepSpeed-RLHF 复刻了InstructGPT 论文中的训练模式，并确保包括：a) 监督微调（SFT），b) 奖励模型微调和 c) 基于人类反馈的强化学习（RLHF）在内的三个步骤与其对应。此外，还提供了数据抽象和混合功能，以支持用户使用多个不同来源的数据源进行训练。</p><p><strong>DeepSpeed-RLHF系统：</strong>将DeepSpeed的训练和推理能力整合到统一的混合引擎（DeepSpeed Hybrid Engine or DeepSpeed-HE）中用于RLHF 训练。DeepSpeed-HE 能够在RLHF中无缝地在推理和训练模式之间切换，使其能够利用来自 DeepSpeed-Inference 的各种优化。</p><p>例如，张量并行计算和高性能CUDA算子进行语言生成，同时对训练部分还能从 ZeRO- 和 LoRA-based 内存优化策略中受益。DeepSpeed-HE可以自动在 RLHF 的不同阶段进行<a href=\"https://laohu8.com/S/5RE.SI\">智能</a>的内存管理和数据缓存。</p><p>此外，Deep Speed Chat在成本、效率、扩展性等方面非常优秀。</p><p><strong>高效且节省成本：</strong>在Azure云上只需9小时即可训练一个OPT-13B模型，只需18小时即可训练一个 OPT-30B模型。这两种训练分别花费不到300美元和600 美元。</p><p><strong>卓越扩展性：</strong>能够支持训练拥有数千亿参数的模型，并在多节点多 GPU 系统上展现出卓越的扩展性。因此，即使是一个拥有 130 亿参数的模型，也只需 1.25 小时就能完成训练。而对于拥1750亿参数的模型，使用Deep Speed Chat进行训练也只需不到一天的时间。</p><p>注意：在Azure上训练时由于GPU不同，所以训练时间和费用也各不相同。</p><h2>全民ChatGPT时代来了</h2><p>做个不太恰当的比喻，微软此次开源Deep Speed Chat就像当年的互联网，为了提升发展速率降低了台式机的价格，使得普通用户也能拥有自己的电脑。</p><p>只有参与的用户多了，整个行业生态才能快速壮大发展，所以，微软此次开源对整个ChatGPT生态发展起到了至关重要的推动作用，使得人人都能拥有自己的ChatGPT。</p><p>目前，ChatGPT处于初级发展阶段，存在安全隐患、数据隐私、道德等问题。相信随着参与用户的增多，这些难题将会被有效的解决，从而为全球经济发展做出贡献。</p></body></html>","source":"lsy1680749794970","collect":0,"html":"<!DOCTYPE html>\n<html>\n<head>\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,minimum-scale=1.0,maximum-scale=1.0,user-scalable=no\"/>\n<meta name=\"format-detection\" content=\"telephone=no,email=no,address=no\" />\n<title>重磅！微软开源Deep Speed Chat，人人拥有ChatGPT！</title>\n<style 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margin: 0;line-height: 11px;}\n.small {font-size: 12.5px; display: inline-block; transform: scale(0.9); -webkit-transform: scale(0.9); transform-origin: left; -webkit-transform-origin: left;}\n.smaller {font-size: 12.5px; display: inline-block; transform: scale(0.8); -webkit-transform: scale(0.8); transform-origin: left; -webkit-transform-origin: left;}\n.bt-text {font-size: 12px;margin: 1.5em 0 0 0}\n.bt-text p {margin: 0}\n</style>\n</head>\n<body>\n<div class=\"wrapper\">\n<header>\n<h2 class=\"title\">\n重磅！微软开源Deep Speed Chat，人人拥有ChatGPT！\n</h2>\n\n<h4 class=\"meta\">\n\n\n2023-04-13 08:40 北京时间&nbsp;&nbsp;&nbsp;<a href=https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw%3D%3D&mid=2247486633&idx=1&sn=086d517293533ee3bf6e1c8177bc4127&chksm=ced85283f9afdb95175af01642084bdf013d11dc55a6297da4397aba22a80a2afa98f6a12851&mpshare=1&scene=23&sharer_sharetime=1681345548401&sharer_shareid=00a55b671777cf0e253d4693000ead51#rd><strong>AIGC开放社区</strong></a>\n\n\n</h4>\n\n</header>\n<article>\n<div>\n<p>用户通过Deep Speed Chat提供的“傻瓜式”操作，能以最短的时间、最高效的成本训练类ChatGPT大语言模型，这标志着一个人手一个ChatGPT的时代要来了。4月12日，微软宣布开源了Deep Speed Chat，帮助用户轻松训练类ChatGPT等大语言模型，使得人人都能拥有自己的ChatGPT！（开源地址：https://github.com/microsoft/DeepSpeed）...</p>\n\n<a href=\"https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw%3D%3D&mid=2247486633&idx=1&sn=086d517293533ee3bf6e1c8177bc4127&chksm=ced85283f9afdb95175af01642084bdf013d11dc55a6297da4397aba22a80a2afa98f6a12851&mpshare=1&scene=23&sharer_sharetime=1681345548401&sharer_shareid=00a55b671777cf0e253d4693000ead51#rd\">Web Link</a>\n\n</div>\n\n\n</article>\n</div>\n</body>\n</html>\n","type":0,"thumbnail":"https://static.tigerbbs.com/3b52764921272100b8f755870954f0a5","relate_stocks":{"LU0053666078.USD":"摩根大通基金-美国股票A（离岸）美元","BK4534":"瑞士信贷持仓","LU0079474960.USD":"联博美国增长基金A","IE00BJTD4V19.USD":"NEUBERGER BERMAN US LONG SHORT EQUITY \"A1\" (USD) ACC","BK4533":"AQR资本管理(全球第二大对冲基金)","LU0082616367.USD":"摩根大通美国科技A（dist）","MSFT":"微软","BK4525":"远程办公概念","LU0080751232.USD":"富达环球多元动力基金A","LU0061474960.USD":"天利环球焦点基金AU Acc","BK4535":"淡马锡持仓","BK4527":"明星科技股","BK4538":"云计算","IE00BSNM7G36.USD":"NEUBERGER BERMAN SYSTEMATIC GLOBAL SUSTAINABLE VALUE \"A\" (USD) ACC","LU0234572021.USD":"高盛美国核心股票组合Acc","BK4588":"碎股","BK4585":"ETF&股票定投概念","IE00B19Z9505.USD":"美盛-美国大盘成长股A Acc","IE00BJJMRX11.SGD":"Janus Henderson Balanced A Acc SGD","IE00BZ1G4Q59.USD":"LEGG MASON CLEARBRIDGE US EQUITY SUSTAINABILITY LEADER \"A\"(USD) INC (A)","BK4503":"景林资产持仓","LU0011850046.USD":"贝莱德全球长线股票 A2 USD","LU0170899867.USD":"EASTSPRING INVESTMENTS WORLD 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ACC"},"source_url":"https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw%3D%3D&mid=2247486633&idx=1&sn=086d517293533ee3bf6e1c8177bc4127&chksm=ced85283f9afdb95175af01642084bdf013d11dc55a6297da4397aba22a80a2afa98f6a12851&mpshare=1&scene=23&sharer_sharetime=1681345548401&sharer_shareid=00a55b671777cf0e253d4693000ead51#rd","is_english":false,"share_image_url":"https://static.laohu8.com/e9f99090a1c2ed51c021029395664489","article_id":"2327971959","content_text":"用户通过Deep Speed Chat提供的“傻瓜式”操作，能以最短的时间、最高效的成本训练类ChatGPT大语言模型，这标志着一个人手一个ChatGPT的时代要来了。4月12日，微软宣布开源了Deep Speed Chat，帮助用户轻松训练类ChatGPT等大语言模型，使得人人都能拥有自己的ChatGPT！（开源地址：https://github.com/microsoft/DeepSpeed） 据悉，Deep Speed Chat是基于微软Deep Speed深度学习优化库开发而成，具备训练、强化推理等功能，还使用了RLHF（人工反馈机制的强化学习）技术，可将训练速度提升15倍以上，成本却大幅度降低。例如，一个130亿参数的类ChatGPT模型，只需1.25小时就能完成训练。简单来说，用户通过Deep Speed Chat提供的“傻瓜式”操作，能以最短的时间、最高效的成本训练类ChatGPT大语言模型，这标志着一个人手一个ChatGPT的时代要来了。微软为什么开源Deep Speed ChatChatGPT只用了几个月的时间便席卷全球，成为史上用户增长速度最快的消费级应用，对世界的经济发展、科技研发起到了重要的推动作用。很多企业、个人用户纷纷想参与到这场AI技术变革中，但由于庞大的资源、资金投入只能望而却步。即便开源领域推出了LLaMa、Alpaca、Vicuna、Databricks-Dolly等优秀的类ChatGPT项目，仍缺乏一个支持端到端的基于RLHF的规模化系统，使得训练强大的类ChatGPT模型非常艰难。例如，使用上述开源项目训练一个67亿参数的类ChatGPT模型，通常需要昂贵的多卡至多节点的GPU集群，但这些资源对大多数科学家、小型企业、个人开发者而言难以获取。即便是拥有这样的资源，现有的开源系统的训练效率通常还不到，这些机器所能达到的最大效率的5%。现在，通过Deep Speed Chat解决资源、算法等难题，轻松、高效的训练数千亿参数的最先进的类ChatGPT模型。Deep Speed Chat技术简单介绍ChatGPT模型的训练是基于InstructGPT论文中的RLHF方式，这使得现有深度学习系统在训练类ChatGPT模型时存在种种局限。现在，通过Deep Speed Chat可以突破这些训练瓶颈，达到最佳效果。Deep Speed Chat拥有强化推理、RLHF模块、RLHF系统三大核心功能。简化 ChatGPT 类型模型的训练和强化推理：只需一个脚本即可实现多个训练步骤，包括使用Huggingface 预训练的模型、使用 DeepSpeed-RLHF 系统运行 InstructGPT 训练的所有三个步骤，生成属于自己的类ChatGPT模型。此外，还提供了一个易于使用的推理API，用于在模型训练后测试对话性能。Deep Speed-RLHF 模块：DeepSpeed-RLHF 复刻了InstructGPT 论文中的训练模式，并确保包括：a) 监督微调（SFT），b) 奖励模型微调和 c) 基于人类反馈的强化学习（RLHF）在内的三个步骤与其对应。此外，还提供了数据抽象和混合功能，以支持用户使用多个不同来源的数据源进行训练。DeepSpeed-RLHF系统：将DeepSpeed的训练和推理能力整合到统一的混合引擎（DeepSpeed Hybrid Engine or DeepSpeed-HE）中用于RLHF 训练。DeepSpeed-HE 能够在RLHF中无缝地在推理和训练模式之间切换，使其能够利用来自 DeepSpeed-Inference 的各种优化。例如，张量并行计算和高性能CUDA算子进行语言生成，同时对训练部分还能从 ZeRO- 和 LoRA-based 内存优化策略中受益。DeepSpeed-HE可以自动在 RLHF 的不同阶段进行智能的内存管理和数据缓存。此外，Deep Speed Chat在成本、效率、扩展性等方面非常优秀。高效且节省成本：在Azure云上只需9小时即可训练一个OPT-13B模型，只需18小时即可训练一个 OPT-30B模型。这两种训练分别花费不到300美元和600 美元。卓越扩展性：能够支持训练拥有数千亿参数的模型，并在多节点多 GPU 系统上展现出卓越的扩展性。因此，即使是一个拥有 130 亿参数的模型，也只需 1.25 小时就能完成训练。而对于拥1750亿参数的模型，使用Deep Speed Chat进行训练也只需不到一天的时间。注意：在Azure上训练时由于GPU不同，所以训练时间和费用也各不相同。全民ChatGPT时代来了做个不太恰当的比喻，微软此次开源Deep Speed Chat就像当年的互联网，为了提升发展速率降低了台式机的价格，使得普通用户也能拥有自己的电脑。只有参与的用户多了，整个行业生态才能快速壮大发展，所以，微软此次开源对整个ChatGPT生态发展起到了至关重要的推动作用，使得人人都能拥有自己的ChatGPT。目前，ChatGPT处于初级发展阶段，存在安全隐患、数据隐私、道德等问题。相信随着参与用户的增多，这些难题将会被有效的解决，从而为全球经济发展做出贡献。","news_type":1},"isVote":1,"tweetType":1,"viewCount":1472,"commentLimit":10,"likeStatus":false,"favoriteStatus":false,"reportStatus":false,"symbols":[],"verified":2,"subType":0,"readableState":1,"langContent":"CN","currentLanguage":"CN","warmUpFlag":false,"orderFlag":false,"shareable":true,"causeOfNotShareable":"","featuresForAnalytics":[],"commentAndTweetFlag":false,"andRepostAutoSelectedFlag":false,"upFlag":false,"length":102,"xxTargetLangEnum":"ZH_CN"},"commentList":[{"id":7950489,"commentId":"7950489","gmtCreate":1681361693842,"gmtModify":1681361697593,"authorId":3543989841453289,"author":{"id":3543989841453289,"idStr":"3543989841453289","authorId":3543989841453289,"name":"愚心","avatar":"https://static.tigerbbs.com/1fb428b48c9c130c329e6dbee7a62740","vip":1,"crmLevel":2,"crmLevelSwitch":0,"individualDisplayBadges":[]},"repliedAuthorId":0,"objectId":651062359,"objectIdStr":"651062359","type":1,"supId":0,"supIdStr":"0","prevId":0,"prevIdStr":"0","content":"孔","text":"孔","html":"孔","likeSize":0,"commentSize":0,"subComments":[],"verified":10,"allocateAmount":0,"commentType":"invalid","coins":0,"score":0},{"id":7950476,"commentId":"7950476","gmtCreate":1681361310799,"gmtModify":1681361314602,"authorId":3534454839879609,"author":{"id":3534454839879609,"idStr":"3534454839879609","authorId":3534454839879609,"name":"新韭菜绿油油","avatar":"https://static.tigerbbs.com/e3c0faa94b37c5a5fb8f2946c5d4b0df","vip":1,"crmLevel":1,"crmLevelSwitch":0,"individualDisplayBadges":[]},"repliedAuthorId":0,"objectId":651062359,"objectIdStr":"651062359","type":1,"supId":0,"supIdStr":"0","prevId":0,"prevIdStr":"0","content":"已阅","text":"已阅","html":"已阅","likeSize":0,"commentSize":0,"subComments":[],"verified":10,"allocateAmount":0,"commentType":"invalid","coins":0,"score":0},{"id":7950460,"commentId":"7950460","gmtCreate":1681360464976,"gmtModify":1681360468735,"authorId":3464664265378062,"author":{"id":3464664265378062,"idStr":"3464664265378062","authorId":3464664265378062,"name":"卧龙先生_","avatar":"https://static.tigerbbs.com/90eaf0524b0b9b1c572213f7213b37c6","vip":1,"currentWearingBadge":{"badgeId":"35ec162348d5460f88c959321e554969-3","templateUuid":"35ec162348d5460f88c959321e554969","name":"传说交易员","description":"证券或期货账户累计交易次数达到300次","bigImgUrl":"https://static.tigerbbs.com/656db16598a0b8f21429e10d6c1cb033","smallImgUrl":"https://static.tigerbbs.com/03f10910d4dd9234f9b5702a3342193a","grayImgUrl":"https://static.tigerbbs.com/0c767e35268feb729d50d3fa9a386c5a","redirectLinkEnabled":0,"hasAllocated":1,"isWearing":1,"stampPosition":0,"hasStamp":0,"allocationCount":1,"allocatedDate":"2022.01.30","exceedPercentage":"93.70%","individualDisplayEnabled":0,"individualDisplaySort":0,"categoryType":1100},"crmLevel":4,"crmLevelSwitch":0,"individualDisplayBadges":[]},"repliedAuthorId":0,"objectId":651062359,"objectIdStr":"651062359","type":1,"supId":0,"supIdStr":"0","prevId":0,"prevIdStr":"0","content":"好","text":"好","html":"好","likeSize":0,"commentSize":0,"subComments":[],"verified":10,"allocateAmount":0,"commentType":"invalid","coins":0,"score":0},{"id":7950454,"commentId":"7950454","gmtCreate":1681360201199,"gmtModify":1681360204822,"authorId":3581651793513108,"author":{"id":3581651793513108,"idStr":"3581651793513108","authorId":3581651793513108,"name":"李丞昱含","avatar":"https://static.laohu8.com/default-avatar.jpg","vip":1,"crmLevel":1,"crmLevelSwitch":0,"individualDisplayBadges":[]},"repliedAuthorId":0,"objectId":651062359,"objectIdStr":"651062359","type":1,"supId":0,"supIdStr":"0","prevId":0,"prevIdStr":"0","content":"阅","text":"阅","html":"阅","likeSize":0,"commentSize":0,"subComments":[],"verified":10,"allocateAmount":0,"commentType":"invalid","coins":0,"score":0},{"id":7950451,"commentId":"7950451","gmtCreate":1681360051953,"gmtModify":1681360055516,"authorId":3496362867895732,"author":{"id":3496362867895732,"idStr":"3496362867895732","authorId":3496362867895732,"name":"未完待续06","avatar":"https://static.tigerbbs.com/480481b1e232feedd2156e15bcdb8d3d","vip":1,"crmLevel":2,"crmLevelSwitch":0,"individualDisplayBadges":[]},"repliedAuthorId":0,"objectId":651062359,"objectIdStr":"651062359","type":1,"supId":0,"supIdStr":"0","prevId":0,"prevIdStr":"0","content":"[微笑]","text":"[微笑]","html":"[微笑]","likeSize":0,"commentSize":0,"subComments":[],"verified":10,"allocateAmount":0,"commentType":"invalid","coins":0,"score":0},{"id":7950449,"commentId":"7950449","gmtCreate":1681359884667,"gmtModify":1681359888313,"authorId":3494589106565617,"author":{"id":3494589106565617,"idStr":"3494589106565617","authorId":3494589106565617,"name":"o风向晚o","avatar":"https://static.tigerbbs.com/b277c9d9047fe68a6d3202b549e7d013","vip":1,"hat":"https://static.tigerbbs.com/622fc56f7e67b5729addb4e78a195511","crmLevel":4,"crmLevelSwitch":0,"individualDisplayBadges":[]},"repliedAuthorId":0,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重磅！微软开源Deep Speed Chat，人人拥有ChatGPT！

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