MLOPS | JFrog

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h-desk "> <div class="row align-items-center h-desk"> <div class=" vid-desk h-desk big"> <picture><source type='image/webp' data-srcset="https://www.jfrogchina.com/wp-content/uploads/2023/11/MLOPS.jpg.webp"><img class="img-fluid lazyload" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAB4AAAAKZAQAAAABxOAufAAAAAnRSTlMAAHaTzTgAAACySURBVHja7cExAQAAAMKg9U9tBn+gAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC4DHInAAGmJlYlAAAAAElFTkSuQmCC" alt="" width="1920" height="665" title="MLOPS" loading="eager" data-eio="p" data-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/MLOPS.jpg" decoding="async"><noscript><img class="img-fluid" src="https://www.jfrogchina.com/wp-content/uploads/2023/11/MLOPS.jpg" alt="" width="1920" height="665" title="MLOPS" loading="eager" data-eio="l"></noscript></picture> </div> <div class=" vid-desk big-r h-desk"> <picture><source type='image/webp' data-srcset="https://www.jfrogchina.com/wp-content/uploads/2023/11/MLOPS.jpg.webp"><img class="img-fluid lazyload" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAB4AAAAKZAQAAAABxOAufAAAAAnRSTlMAAHaTzTgAAACySURBVHja7cExAQAAAMKg9U9tBn+gAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC4DHInAAGmJlYlAAAAAElFTkSuQmCC" alt="" width="1920" height="665" title="MLOPS" loading="eager" data-eio="p" data-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/MLOPS.jpg" decoding="async"><noscript><img class="img-fluid" src="https://www.jfrogchina.com/wp-content/uploads/2023/11/MLOPS.jpg" alt="" width="1920" height="665" title="MLOPS" loading="eager" data-eio="l"></noscript></picture> </div> <div class="col-xl-7 text-white hero-text pt-5 pt-md-0"> <h1 class="ff_os fs48 font-weight-bold mb-3 mb-md-2">管理 ML 模型，作为<br/>安全<br/><span class="green">软件供应链</span>的一部分 </h1> <div class="fs22 text subtitle mb-1"></div> <div class="fs22 mt-3 text">为 ML 模型创建一个单一的记录系统，使 <br class="d-md-block d-none"/>ML/AI 开发与您现有的 <br class="d-md-block d-none"/>SDLC 保持一致。 ML 模型管理（现在处于测试版）允许<br class="d-md-block d-none"/>您存储第一方模型和代理 Hugging <br class="d-md-block d-none"/>Face，并扫描安全和许可证问题。</div> <a class="btn-tt btn-green-bck btn-full-green-active br-3 text-center py-2 py-xl-3 font-weight-bold mt-4 mt-xl-5 d-inline-block " href="/artifactory/schedule-a-demo/" target="_blank" data-gac="UI Element" data-gaa="CTA Buttons" data-gal="BOOK A DEMO"> <span class="fs18">申请demo演示</span><i class="fa fa-chevron-right fs14" aria-hidden="true"></i> </a> </div> </div> </div> <div class="d-md-none vid-mob h-mob"> <div class="img-mob-container"> <img class="img-fluid" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/mlops-bg-mob.svg"><noscript><img class="img-fluid" src="https://www.jfrogchina.com/wp-content/uploads/2023/11/mlops-bg-mob.svg" alt=""></noscript> </div> </div> </div> </div> </div> <div class="container-fluid px-0 connect-with-us"> <div class="container"> <div class="row mx-0"> <h3 role="heading" aria-level="2" class="grid-title text-center w-100"> 统一 <span class="green">ML</span>、Dev、Sec 和 Ops </h3> <p class="hero-subheading text-center w-100"> 将 AI/ML 模型的管理与 pypi、CRAN、Conan、Conda 和其他软件组件一起带来，以便对您正在构建和发布的软件进行<br/>统一查看。将用于包<br/>管理的最佳做法应用于模型管理。 </p> <div class="col-12 px-0 mt-5"> <img alt="" width="1153" height="222" class="img-fluid d-none d-md-block" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%201153%20222'%3E%3C/svg%3E" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/mlops-diagram-des.svg" /><noscript><img alt="" width="1153" height="222" class="img-fluid d-none d-md-block" src="https://www.jfrogchina.com/wp-content/uploads/2023/11/mlops-diagram-des.svg" /></noscript> <img alt="" width="310" height="792" class="img-fluid d-block d-md-none" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%20310%20792'%3E%3C/svg%3E" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/mlops-diagram-mob.svg" /><noscript><img alt="" width="310" height="792" class="img-fluid d-block d-md-none" src="https://www.jfrogchina.com/wp-content/uploads/2023/11/mlops-diagram-mob.svg" /></noscript> </div> </div> </div> </div> <div class="tcs dark xray-advanced-security tab-content-icons" style=""> <div class="container"> <h2 class="ff_os fs40 bold text-capitalize">受益于</h2> <div class="d-none d-md-block pt-5"> <div class="row tabs-row nav justify-content-center gap-md-3 diff-section" role="tablist"> <div class="col-4 col-lg-2 mb-3 mb-lg-0 nav-item active" data-toggle="tab" id="将您的所有软件组件放在一个位置-tab" role="tab" data-target="#tcs-content-advanced-0" data-gac="UI Elements" data-gaa="ALL your software components in one place" data-gal="将您的所有软件组件放在一个位置"> <div class="tab-container tab-video-container br-3 d-flex align-items-center justify-content-center flex-column overflow-hidden position-relative"> <div class="img-container-div"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2080%2079'%3E%3C/svg%3E" height="79" width="80" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit1.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit1.svg" height="79" width="80" alt=""/></noscript> </div> <div class="fs16 icon-heading ff_os font-weight-bold position-relative mt-4 text-center p-0"> 将您的所有软件组件放在一个位置 </div> </div> </div> <div class="col-4 col-lg-2 mb-3 mb-lg-0 nav-item " data-toggle="tab" id="代理-hugging-face，确保您所依赖的模型可用-tab" role="tab" data-target="#tcs-content-advanced-1" data-gac="UI Elements" data-gaa="Proxy Hugging Face to ensure availability of models you rely on" data-gal="代理 Hugging Face，确保您所依赖的模型可用"> <div class="tab-container tab-video-container br-3 d-flex align-items-center justify-content-center flex-column overflow-hidden position-relative"> <div class="img-container-div"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2060%2056'%3E%3C/svg%3E" height="56" width="60" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit2.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit2.svg" height="56" width="60" alt=""/></noscript> </div> <div class="fs16 icon-heading ff_os font-weight-bold position-relative mt-4 text-center p-0"> 代理 Hugging Face，确保您所依赖的模型可用 </div> </div> </div> <div class="col-4 col-lg-2 mb-3 mb-lg-0 nav-item " data-toggle="tab" id="增强了-ml-模型的控制、可追溯性和安全性-tab" role="tab" data-target="#tcs-content-advanced-2" data-gac="UI Elements" data-gaa="Enhanced control, traceability and security of ML models" data-gal="增强了 ML 模型的控制、可追溯性和安全性"> <div class="tab-container tab-video-container br-3 d-flex align-items-center justify-content-center flex-column overflow-hidden position-relative"> <div class="img-container-div"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2071%2081'%3E%3C/svg%3E" height="81" width="71" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit3.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit3.svg" height="81" width="71" alt=""/></noscript> </div> <div class="fs16 icon-heading ff_os font-weight-bold position-relative mt-4 text-center p-0"> 增强了 ML 模型的控制、可追溯性和安全性 </div> </div> </div> <div class="col-4 col-lg-2 mb-3 mb-lg-0 nav-item " data-toggle="tab" id="集成的恶意模型检测和许可证合规性-tab" role="tab" data-target="#tcs-content-advanced-3" data-gac="UI Elements" data-gaa="Integrated malicious model detection and license compliance" data-gal="集成的恶意模型检测和许可证合规性"> <div class="tab-container tab-video-container br-3 d-flex align-items-center justify-content-center flex-column overflow-hidden position-relative"> <div class="img-container-div"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2073%2080'%3E%3C/svg%3E" height="80" width="73" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit4.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit4.svg" height="80" width="73" alt=""/></noscript> </div> <div class="fs16 icon-heading ff_os font-weight-bold position-relative mt-4 text-center p-0"> 集成的恶意模型检测和许可证合规性 </div> </div> </div> <div class="col-4 col-lg-2 mb-3 mb-lg-0 nav-item " data-toggle="tab" id="使用现有工具标准化-mlops-流程-tab" role="tab" data-target="#tcs-content-advanced-4" data-gac="UI Elements" data-gaa="Standardize MLOps processes with existing tooling" data-gal="使用现有工具标准化 MLOps 流程"> <div class="tab-container tab-video-container br-3 d-flex align-items-center justify-content-center flex-column overflow-hidden position-relative"> <div class="img-container-div"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2078%2081'%3E%3C/svg%3E" height="81" width="78" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit5.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit5.svg" height="81" width="78" alt=""/></noscript> </div> <div class="fs16 icon-heading ff_os font-weight-bold position-relative mt-4 text-center p-0"> 使用现有工具标准化 MLOps 流程 </div> </div> </div> </div> <div class="tab-content pt-3"> <div class="text-center tab-pane fade show active" id="tcs-content-advanced-0" aria-labelledby="-tab" role="tabpanel"> <div class="inner-content"> <p class="fs18 fbmob dark mt-3"></p> </div> </div> <div class="text-center tab-pane fade " id="tcs-content-advanced-1" aria-labelledby="-tab" role="tabpanel"> <div class="inner-content"> <p class="fs18 fbmob dark mt-3"></p> </div> </div> <div class="text-center tab-pane fade " id="tcs-content-advanced-2" aria-labelledby="-tab" role="tabpanel"> <div class="inner-content"> <p class="fs18 fbmob dark mt-3"></p> </div> </div> <div class="text-center tab-pane fade " id="tcs-content-advanced-3" aria-labelledby="-tab" role="tabpanel"> <div class="inner-content"> <p class="fs18 fbmob dark mt-3"></p> </div> </div> <div class="text-center tab-pane fade " id="tcs-content-advanced-4" aria-labelledby="-tab" role="tabpanel"> <div class="inner-content"> <p class="fs18 fbmob dark mt-3"></p> </div> </div> </div> </div> <div class="d-md-none mob-des px-2 pt-4"> <div class="text-center content" id=""> <div class="img-container gap-1 d-flex align-items-center justify-content-start mb-3"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2080%2079'%3E%3C/svg%3E" height="79" width="80" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit1.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit1.svg" height="79" width="80" alt=""/></noscript> <h3 class="fs18 fbmob ff_os font-weight-bold mb-3 text-left">将您的所有软件组件放在一个位置</h3> </div> <div class="fs14 bold text-left mb-1 mobile-title-text"></div> <p class="fs14 fbmob dark text-left"></p> </div> <div class="text-center content" id=""> <div class="img-container gap-1 d-flex align-items-center justify-content-start mb-3"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2060%2056'%3E%3C/svg%3E" height="56" width="60" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit2.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit2.svg" height="56" width="60" alt=""/></noscript> <h3 class="fs18 fbmob ff_os font-weight-bold mb-3 text-left">代理 Hugging Face，确保您所依赖的模型可用</h3> </div> <div class="fs14 bold text-left mb-1 mobile-title-text"></div> <p class="fs14 fbmob dark text-left"></p> </div> <div class="text-center content" id=""> <div class="img-container gap-1 d-flex align-items-center justify-content-start mb-3"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2071%2081'%3E%3C/svg%3E" height="81" width="71" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit3.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit3.svg" height="81" width="71" alt=""/></noscript> <h3 class="fs18 fbmob ff_os font-weight-bold mb-3 text-left">增强了 ML 模型的控制、可追溯性和安全性</h3> </div> <div class="fs14 bold text-left mb-1 mobile-title-text"></div> <p class="fs14 fbmob dark text-left"></p> </div> <div class="text-center content" id=""> <div class="img-container gap-1 d-flex align-items-center justify-content-start mb-3"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2073%2080'%3E%3C/svg%3E" height="80" width="73" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit4.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit4.svg" height="80" width="73" alt=""/></noscript> <h3 class="fs18 fbmob ff_os font-weight-bold mb-3 text-left">集成的恶意模型检测和许可证合规性</h3> </div> <div class="fs14 bold text-left mb-1 mobile-title-text"></div> <p class="fs14 fbmob dark text-left"></p> </div> <div class="text-center content" id=""> <div class="img-container gap-1 d-flex align-items-center justify-content-start mb-3"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2078%2081'%3E%3C/svg%3E" height="81" width="78" alt="" data-lazy-src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit5.svg"/><noscript><img src="https://www.jfrogchina.com/wp-content/uploads/2023/11/Benefit5.svg" height="81" width="78" alt=""/></noscript> <h3 class="fs18 fbmob ff_os font-weight-bold mb-3 text-left">使用现有工具标准化 MLOps 流程</h3> </div> <div class="fs14 bold text-left mb-1 mobile-title-text"></div> <p class="fs14 fbmob dark text-left"></p> </div> </div> </div> </div> <section class="white-bg text-center section-content simple-banner mlops-banner"> <div class="container"> <div class="row justify-content-center"> <div class="col-12"> <div class="devops-wi-block "> <div> <h2 class="fs54 ff_os fs40 bold mb-3"> 大规模<span class="green">模型管理</span> </h2> <p class="fs28 mb-0"> 与 Git 和单点式解决方案不同，利用 JFrog 进行模型管理可以提供最佳的性能、可扩展性和对大型二进制文件的优化处理。 </p> </div> <div class="section-content"> <a class="youtube-box position-relative d-inline-block mw-100"1 target="_blank" href="https://jfrogchina-website-video.oss-cn-beijing.aliyuncs.com/mlops/JFrog-ML-Model-Management-in-Action.mp4" data-gaa='Video' data-gac='UI Elements' data-gal='Video click' aria-label="youtube video Video click" data-lity > 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style="max-width: 680px;">我们的流式软件愿景，就是将软件包无缝且安全地从任意源分发到任意设备。</p> <div class="buttons-container d-flex justify-content-center flex-column flex-lg-row align-items-center"> <a class="btn-tt btn-white-bck br-4 text-center py-3 mx-2 font-weight-bold" href="https://jfrog.com/start-free/" target="_self" data-gac="CTA Buttons" data-gaa="Free Tier" data-gal="开始试用"> <span class="fs18 fbmob">开始试用</span><i class="fa fa-chevron-right" aria-hidden="true"></i> </a> <a class="btn-tt btn-transparent-bck br-4 text-center py-3 mx-2 font-weight-bold mt-3 mt-lg-0" href="https://jfrog.com/artifactory/schedule-a-demo/" target="_self" data-gac="CTA Buttons" data-gaa="Free Tier" data-gal="预订演示"> <span class="fs18">预订演示</span><i class="fa fa-chevron-right fs14" aria-hidden="true"></i> </a> </div> </div> </div> <script> let videoBckGrStr = document.querySelector('.greenStripV2 .video-background'); if (videoBckGrStr) { let isVisible = window.getComputedStyle(videoBckGrStr).display != 'none' ? true : false if 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</div> <div class='pricing-faqs pricing-iot-plans'><div class='container'><div class="two-column-faq"> <div class="content-container"> <div> <div class="fs35 font-weight-bold title mb-3"> <span class="fs28">常见问题</span> </div> <div class="fs16 description"> </div> </div> <div class="fs16 accordion"> <div class="q-container"> <div class="font-weight-bold question" data-gac='UI Elements' data-gaa='FAQ' data-gal='Which Model repositories/zoo API interfaces does JFrog support?' > <span>JFrog 支持哪些 Model 制品库/zoo API 接口？</span> <span class="arrow"> <svg width="19" height="12" viewBox="0 0 19 12" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M1 1.48535L9.48528 9.97063L17.9706 1.48535" stroke-width="2"/> </svg> </span> </div> <div class="answer">JFrog 目前支持将 Hugging Face 作为模型制品库。组织可以通过本地转发上传他们的专有或修改模型，也可以通过第三方模型的远程转发上传代理 Hugging Face。 </div> </div> <div class="q-container"> <div class="font-weight-bold question" data-gac='UI Elements' data-gaa='FAQ' data-gal='What file formats does JFrog support for models?' > <span>JFrog 支持哪些模型文件格式？</span> <span class="arrow"> <svg width="19" height="12" viewBox="0 0 19 12" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M1 1.48535L9.48528 9.97063L17.9706 1.48535" stroke-width="2"/> </svg> </span> </div> <div class="answer">JFrog 支持所有文件格式（如 pkl、onnyx）和框架，作为 Hugging Face 的衍生物。</div> </div> <div class="q-container"> <div class="font-weight-bold question" data-gac='UI Elements' data-gaa='FAQ' data-gal='Do JFrog Hugging Face local repositories support federation?' > <span>JFrog Hugging Face 本地制品库支持联盟吗？</span> <span class="arrow"> <svg width="19" height="12" viewBox="0 0 19 12" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M1 1.48535L9.48528 9.97063L17.9706 1.48535" stroke-width="2"/> </svg> </span> </div> <div class="answer">是的，模型和数据文件将包含在联合体中。 </div> </div> <div class="q-container"> <div class="font-weight-bold question" data-gac='UI Elements' data-gaa='FAQ' data-gal='Does JFrog act as a machine learning model repository or registry?' > <span>JFrog 是否充当机器学习模型制品库或注册中心？</span> <span class="arrow"> <svg width="19" height="12" viewBox="0 0 19 12" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M1 1.48535L9.48528 9.97063L17.9706 1.48535" stroke-width="2"/> </svg> </span> </div> <div class="answer">JFrog 充当 ML 模型注册中心，将 Artifactory 和 Xray 的所有优点应用于组织的模型。 </div> </div> </div> </div> </div> </div></div></div> </div> <div class="spinner"> <div class="double-bounce1"></div> <div class="double-bounce2"></div> </div> <div class="floating-div"> <div class="icon-container" id="Code"> <div class="img-section" id="coding-support"> <a class="support-section" id="beacon_footer_online"> <img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E" class="normal-img" data-lazy-src="https://help-assets.codehub.cn/enterprise/new-static/images/index/icon/floatBar/question_new.png?imageMogr2/format/webp"><noscript><img 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