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style="opacity:1;transition:opacity 500ms linear;background-color:transparent;position:absolute;top:0;left:0;bottom:0;right:0" decoding="async" src="//www.neidfyre.com/www/blog/2017/06/02/data:image/png;base64,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" alt="" data-ot-ignore="1"> <picture> <source type="image/webp" data-srcset="/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/5895b/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.webp 360w,/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/116d1/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.webp 724w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" data-src="//www.neidfyre.com/www/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/e2ee3/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.png" data-srcset="/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/8cb82/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.png 360w,/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/e2ee3/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.png 724w" alt="多莉"> </picture> <noscript> <picture> <source type="image/webp" srcSet="/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/5895b/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.webp 360w,/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/116d1/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.webp 724w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" src="//www.neidfyre.com/www/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/e2ee3/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.png" srcSet="/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/8cb82/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.png 360w,/blog-legacy-assets/static/94351a8d1e818d12b8745fc63f740eba/e2ee3/2023-04-WB-Dolly-LLM-Home-TY-TN-362x190-2x.png 724w" alt="多莉"> </picture> </noscript> </div> </div> </div> </figure> <div class="b5"> <p><strong>研讨会:4月25/8 PT< /strong><br>构建自己的大型语言模型,如多莉< /p> </div> <a data-external-link="true" href="//www.neidfyre.com/www/resources/webinar/build-your-own-large-language-model-dolly?itm_data=home-navmenu-platform-dollywebinar" class="block arrow-icon hover:text-orange-04 b4 mt-1.5 lg:mt-1.5">保存您的现货< /a> </div> </div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="group flex flex-wrap justify-between"><a data-external-link="true" href="//www.neidfyre.com/www/solutions" aria-disabled="false" aria-label="Solutions" class="cursor-pointer py-0.8 block bg-nav-gray hover:bg-gray px-2 text-white hover:no-underline hover:text-white active:text-white hover:no-underline py-0 lg:py-0.8 lg:text-1.6 font-bold lg:font-normal leading-11 text-2 flex-1 focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200 ">解决方案< /a><button aria-label="Solutions" type="button" class="px-1 transition-colors duration-200 lg:hidden focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200"> <svg viewbox="0 0 330 512" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="1em" height="1em" class="h2 text-white -rotate-90"> <path d="M305.913 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Services">专业服务< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/solutions/audience/digital-native" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Digital Native Businesses">数字本地企业< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/solutions/migration" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Data Platform Migration">数据平台迁bob体育客户端下载移< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="lg:w-[385px]"> <div class="absolute top-full w-full 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type="image/webp" data-srcset="/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/5895b/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.webp 360w,/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/116d1/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.webp 724w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" data-src="//www.neidfyre.com/www/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/baa25/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.jpg" data-srcset="/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/81615/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.jpg 360w,/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/baa25/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.jpg 724w"> </picture> <noscript> <picture> <source type="image/webp" srcSet="/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/5895b/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.webp 360w,/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/116d1/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.webp 724w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" src="//www.neidfyre.com/www/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/baa25/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.jpg" srcSet="/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/81615/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.jpg 360w,/blog-legacy-assets/static/0888da83c9ef1703c73c17414912194f/baa25/accelerate-your-success-with-real-world-evidence-ty-tn-flyout.jpg 724w"> </picture> </noscript> </div> </div> </div> </figure> <div class="b5"> <p>新的生物制药企业高管的调查显示真实的成功和真实的证据。< /p> </div> <a data-external-link="true" href="//www.neidfyre.com/www/p/whitepaper/realizing-the-value-of-real-world-evidence?itm_data=menu-promo-WP-RWEFierce" class="block arrow-icon hover:text-orange-04 b4 mt-1.5 lg:mt-1.5">看到调查结果< /a> </div> </div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="group flex flex-wrap justify-between"><a data-external-link="true" href="//www.neidfyre.com/www/learn" aria-disabled="false" aria-label="Learn" class="cursor-pointer py-0.8 block bg-nav-gray hover:bg-gray px-2 text-white hover:no-underline hover:text-white active:text-white hover:no-underline py-0 lg:py-0.8 lg:text-1.6 font-bold lg:font-normal leading-11 text-2 flex-1 focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200 ">学习< /a><button aria-label="Learn" type="button" class="px-1 transition-colors duration-200 lg:hidden focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200"> <svg viewbox="0 0 330 512" version="1.1" 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class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="lg:w-[385px]"> <div class="absolute top-full w-full lg:static lg:block lg:h-full"> <div data-cy="PromotionBlock" class="bg-gray-cool h-[400px] py-3 px-1.5 md:h-[500px] lg:h-full lg:py-6 lg:px-6 "> <figure class="shadow-card-normal h-25 mb-2.5 md:h-[350px] lg:mb-2 lg:h-auto"> <div class="h-full "> <div class=""> <div data-gatsby-image-wrapper="" class="gatsby-image-wrapper h-full object-contain lg:h-auto"> <div aria-hidden="true" style="padding-top:52.222222222222214%"></div> <img aria-hidden="true" data-placeholder-image="" style="opacity:1;transition:opacity 500ms linear;background-color:transparent;position:absolute;top:0;left:0;bottom:0;right:0" decoding="async" 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data-srcset="/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/260f4/DAIS-23-TY-TN-360x188-2x.webp 360w,/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/54549/DAIS-23-TY-TN-360x188-2x.webp 720w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" data-src="//www.neidfyre.com/www/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/36c73/DAIS-23-TY-TN-360x188-2x.jpg" data-srcset="/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/d9e45/DAIS-23-TY-TN-360x188-2x.jpg 360w,/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/36c73/DAIS-23-TY-TN-360x188-2x.jpg 720w" alt="讲台飞出促销"> </picture> <noscript> <picture> <source type="image/webp" srcSet="/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/260f4/DAIS-23-TY-TN-360x188-2x.webp 360w,/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/54549/DAIS-23-TY-TN-360x188-2x.webp 720w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" src="//www.neidfyre.com/www/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/36c73/DAIS-23-TY-TN-360x188-2x.jpg" srcSet="/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/d9e45/DAIS-23-TY-TN-360x188-2x.jpg 360w,/blog-legacy-assets/static/b30d0a4cd23bf5a08e431f72be122ffa/36c73/DAIS-23-TY-TN-360x188-2x.jpg 720w" alt="讲台飞出促销"> </picture> </noscript> </div> </div> </div> </figure> <div class="b5"> <p><strong><span><span><span><span><span><span>6月每股26到29< /span></span></span></span></span></span></strong></p> <p></p> <p><span><span><span><span><span><span>数据目录是现在生活+人工智能峰会< /span></span></span></span></span></span></p> </div> <a data-external-link="true" href="https://register.dataaisummit.com/flow/db/dais2023/sessioncatalog23/page/sessioncatalog?_gl=1%2Art1e7g%2A_ga%2AMTc5MzcyMzkyOS4xNjQ5Nzk3NjY2%2A_ga_PQSEQ3RZQC%2AMTY4MDY2NDU5NC4yNjcuMS4xNjgwNjY2MjI4LjQ2LjAuMA..&_ga=2.56130403.935622506.1680566422-1793723929.1649797666" target="_blank" rel="noopener noreferrer" class="block arrow-icon hover:text-orange-04 b4 mt-1.5 lg:mt-1.5">探索会话< /a> </div> </div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="group flex flex-wrap justify-between"><a data-external-link="true" href="//www.neidfyre.com/www/customers" aria-disabled="false" aria-label="Customers" class="cursor-pointer py-0.8 block bg-nav-gray hover:bg-gray px-2 text-white hover:no-underline hover:text-white active:text-white hover:no-underline py-0 lg:py-0.8 lg:text-1.6 font-bold lg:font-normal leading-11 text-2 flex-1 focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200 ">客户< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="group flex flex-wrap justify-between"><a data-external-link="true" href="//www.neidfyre.com/www/company/partners" aria-disabled="false" aria-label="Partners" class="cursor-pointer py-0.8 block bg-nav-gray hover:bg-gray px-2 text-white hover:no-underline hover:text-white active:text-white hover:no-underline py-0 lg:py-0.8 lg:text-1.6 font-bold lg:font-normal leading-11 text-2 flex-1 focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200 ">bob体育外网下载</a><button aria-label="Partners" type="button" class="px-1 transition-colors duration-200 lg:hidden focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200"> <svg viewbox="0 0 330 512" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="1em" height="1em" class="h2 text-white -rotate-90"> <path d="M305.913 197.085c0 2.266-1.133 4.815-2.833 6.514L171.087 335.593c-1.7 1.7-4.249 2.832-6.515 2.832s-4.815-1.133-6.515-2.832L26.064 203.599c-1.7-1.7-2.832-4.248-2.832-6.514s1.132-4.816 2.832-6.515l14.162-14.163c1.7-1.699 3.966-2.832 6.515-2.832 2.266 0 4.815 1.133 6.515 2.832l111.316 111.317 111.316-111.317c1.7-1.699 4.249-2.832 6.515-2.832s4.815 1.133 6.515 2.832l14.162 14.163c1.7 1.7 2.833 4.249 2.833 6.515z" fill="currentColor" fill-rule="nonzero"></path> </svg></button> <ul class="hidden w-full bg-white lg:min-w-[850px] transition-all lg:fixed lg:hidden lg:w-auto lg:translate-y-[-50px] left-15 lg:duration-300 lg:group-focus-within:flex lg:group-hover:flex"> <li class="lg:flex-1 first:pt-2 px-2 lg:py-6 first:lg:pt-6 lg:pl-6 first:lg:pl-6 lg:pr-0"> <ul> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/company/partners/cloud-partners" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Cloud Partners">云合作伙伴bob体育外网下载< /a> <ul class="lg:pl-1"> <li><a data-external-link="true" href="//www.neidfyre.com/www/product/aws?itm_data=menu-item-awsProduct" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline text-1.6 py-0.8 lg:py-0.5" aria-label="AWS">AWS< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li><a data-external-link="true" href="//www.neidfyre.com/www/product/azure?itm_data=menu-item-azureProduct" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline text-1.6 py-0.8 lg:py-0.5" aria-label="Azure">Azure< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li><a data-external-link="true" href="//www.neidfyre.com/www/product/google-cloud?itm_data=menu-item-gcpProduct" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline text-1.6 py-0.8 lg:py-0.5" aria-label="Google Cloud">谷歌云< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/partnerconnect" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Partner Connect">合作伙伴联系< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/company/partners/technology" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Technology and Data Partners">技术和数据合作伙伴bob体育外网下载< /a> <ul class="lg:pl-1"> <li><a data-external-link="true" href="//www.neidfyre.com/www/company/partners/technology-partner-program" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline text-1.6 py-0.8 lg:py-0.5" aria-label="Technology Partner Program">技术合作伙伴计划< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li><a data-external-link="true" href="//www.neidfyre.com/www/company/partners/data-partner-program" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline text-1.6 py-0.8 lg:py-0.5" aria-label="Data Partner Program">数据合作伙伴计划< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/company/partners/consulting-and-si" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Consulting & SI 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top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="lg:w-[385px]"> <div class="absolute top-full w-full lg:static lg:block lg:h-full"> <div data-cy="PromotionBlock" class="bg-gray-cool h-[400px] py-3 px-1.5 md:h-[500px] lg:h-full lg:py-6 lg:px-6 "> <figure class="shadow-card-normal h-25 mb-2.5 md:h-[350px] lg:mb-2 lg:h-auto"> <div class="h-full "> <div class=""> <div data-gatsby-image-wrapper="" class="gatsby-image-wrapper h-full object-contain lg:h-auto"> <div aria-hidden="true" style="padding-top:52.615384615384606%"></div> <img aria-hidden="true" data-placeholder-image="" style="opacity:1;transition:opacity 500ms linear;background-color:transparent;position:absolute;top:0;left:0;bottom:0;right:0" decoding="async" src="//www.neidfyre.com/www/blog/2017/06/02/data:image/png;base64,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" alt="" data-ot-ignore="1"> <picture> <source type="image/webp" data-srcset="/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/5895b/Parter-Connect-flyout-1.webp 360w,/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/2d888/Parter-Connect-flyout-1.webp 650w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" data-src="//www.neidfyre.com/www/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/520aa/Parter-Connect-flyout-1.png" data-srcset="/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/8cb82/Parter-Connect-flyout-1.png 360w,/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/520aa/Parter-Connect-flyout-1.png 650w" alt="联系确认合作伙伴解决方案在几个点击。"> </picture> <noscript> <picture> <source type="image/webp" srcSet="/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/5895b/Parter-Connect-flyout-1.webp 360w,/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/2d888/Parter-Connect-flyout-1.webp 650w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" src="//www.neidfyre.com/www/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/520aa/Parter-Connect-flyout-1.png" srcSet="/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/8cb82/Parter-Connect-flyout-1.png 360w,/blog-legacy-assets/static/8e73b311575ba854625e5c8143f7f800/520aa/Parter-Connect-flyout-1.png 650w" alt="联系确认合作伙伴解决方案在几个点击。"> </picture> </noscript> </div> </div> </div> </figure> <div class="b5"> <p>联系确认合作伙伴解决方案在几个点击。< /p> </div> <a data-external-link="true" href="//www.neidfyre.com/www/partnerconnect" class="block arrow-icon hover:text-orange-04 b4 mt-1.5 lg:mt-1.5">BOB低频彩</a> </div> </div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="group flex flex-wrap justify-between"><a data-external-link="true" href="//www.neidfyre.com/www/company/about-us" aria-disabled="false" aria-label="Company" class="cursor-pointer py-0.8 block bg-nav-gray hover:bg-gray px-2 text-white hover:no-underline hover:text-white active:text-white hover:no-underline py-0 lg:py-0.8 lg:text-1.6 font-bold lg:font-normal leading-11 text-2 flex-1 focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200 ">公司< /a><button aria-label="Company" type="button" class="px-1 transition-colors duration-200 lg:hidden focus:bg-gray hover:bg-gray lg:leading-5 transition-colors duration-200"> <svg viewbox="0 0 330 512" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="1em" height="1em" class="h2 text-white -rotate-90"> <path d="M305.913 197.085c0 2.266-1.133 4.815-2.833 6.514L171.087 335.593c-1.7 1.7-4.249 2.832-6.515 2.832s-4.815-1.133-6.515-2.832L26.064 203.599c-1.7-1.7-2.832-4.248-2.832-6.514s1.132-4.816 2.832-6.515l14.162-14.163c1.7-1.699 3.966-2.832 6.515-2.832 2.266 0 4.815 1.133 6.515 2.832l111.316 111.317 111.316-111.317c1.7-1.699 4.249-2.832 6.515-2.832s4.815 1.133 6.515 2.832l14.162 14.163c1.7 1.7 2.833 4.249 2.833 6.515z" fill="currentColor" fill-rule="nonzero"></path> </svg></button> <ul class="hidden w-full bg-white lg:min-w-[850px] transition-all lg:fixed lg:hidden lg:w-auto lg:translate-y-[-50px] left-15 lg:duration-300 lg:group-focus-within:flex lg:group-hover:flex"> <li class="lg:flex-1 first:pt-2 px-2 lg:py-6 first:lg:pt-6 lg:pl-6 first:lg:pl-6 lg:pr-0"> <ul> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/company/careers" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Careers at Databricks">职业生涯在砖< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/company/leadership-team" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Our Team">我们的团队< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/company/board-of-directors" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Board of Directors">董事会< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/blog" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Company Blog">公司博客上< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="pb-1"><a data-external-link="true" href="//www.neidfyre.com/www/company/newsroom" class="block text-navy-06 arrow-icon arrow-icon-hover hover:text-orange-04 transition-all duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Newsroom">编辑部< 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duration-200 hover:no-underline h4 lg:b2 py-0.5" aria-label="Contact Us">联系我们< /a> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> </ul> <div class="absolute top-full w-full lg:static lg:block lg:h-full"></div></li> <li class="lg:w-[385px]"> <div class="absolute top-full w-full lg:static lg:block lg:h-full"> <div data-cy="PromotionBlock" class="bg-gray-cool h-[400px] py-3 px-1.5 md:h-[500px] lg:h-full lg:py-6 lg:px-6 "> <figure class="shadow-card-normal h-25 mb-2.5 md:h-[350px] lg:mb-2 lg:h-auto"> <div class="h-full "> <div class=""> <div data-gatsby-image-wrapper="" class="gatsby-image-wrapper h-full object-contain lg:h-auto"> <div aria-hidden="true" style="padding-top:52.222222222222214%"></div> <img aria-hidden="true" data-placeholder-image="" style="opacity:1;transition:opacity 500ms linear;background-color:transparent;position:absolute;top:0;left:0;bottom:0;right:0" decoding="async" 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data-ot-ignore="1"> <picture> <source type="image/webp" data-srcset="/blog-legacy-assets/static/949b1e251d6565b7b275bdaa93b4f386/260f4/2022-Gartner-MQ-TY-TN-360x188-2x.webp 360w,/blog-legacy-assets/static/949b1e251d6565b7b275bdaa93b4f386/54549/2022-Gartner-MQ-TY-TN-360x188-2x.webp 720w" sizes="100vw"> <img data-gatsby-image-ssr="" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="100vw" decoding="async" loading="lazy" data-src="//www.neidfyre.com/www/blog-legacy-assets/static/949b1e251d6565b7b275bdaa93b4f386/f2da0/2022-Gartner-MQ-TY-TN-360x188-2x.png" data-srcset="/blog-legacy-assets/static/949b1e251d6565b7b275bdaa93b4f386/c615e/2022-Gartner-MQ-TY-TN-360x188-2x.png 360w,/blog-legacy-assets/static/949b1e251d6565b7b275bdaa93b4f386/f2da0/2022-Gartner-MQ-TY-TN-360x188-2x.png 720w" alt="Gartner泰og形象"> </picture> <noscript> <picture> <source type="image/webp" srcSet="/blog-legacy-assets/static/949b1e251d6565b7b275bdaa93b4f386/260f4/2022-Gartner-MQ-TY-TN-360x188-2x.webp 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data-main-image="" style="opacity:0" sizes="(min-width: 50px) 50px, 100vw" decoding="async" loading="lazy" src="//www.neidfyre.com/www/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/6caf4/default-author.jpg" srcSet="/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/6caf4/default-author.jpg 50w,/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/94046/default-author.jpg 100w" alt="亚伦克尔克特"> </picture> </noscript> </div> </div> </div> </figure></a> <a data-external-link="true" href="//www.neidfyre.com/www/blog/author/zachary-nanfelt" class="-mr-1.5 last:mr-1 md:last:mr-2" aria-label="Zachary Nanfelt"> <figure> <div class="h-full "> <div class=""> <div data-gatsby-image-wrapper="" class="gatsby-image-wrapper gatsby-image-wrapper-constrained w-5 h-5 rounded-full"> <div style="max-width:50px;display:block"> <img alt="" role="presentation" aria-hidden="true" src="data:image/svg+xml;charset=utf-8,%3Csvg height='50' width='50' xmlns='http://www.w3.org/2000/svg' version='1.1'%3E%3C/svg%3E" style="max-width:100%;display:block;position:static" data-ot-ignore="1"> </div> <img aria-hidden="true" data-placeholder-image="" style="opacity:1;transition:opacity 500ms linear;background-color:transparent;position:absolute;top:0;left:0;bottom:0;right:0" decoding="async" src="//www.neidfyre.com/www/blog/2017/06/02/data:image/png;base64,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" alt="" data-ot-ignore="1"> <picture> <source type="image/webp" data-srcset="/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/5632d/default-author.webp 50w,/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/41c1b/default-author.webp 100w" sizes="(min-width: 50px) 50px, 100vw"> <img data-gatsby-image-ssr="" class="rounded-full" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="(min-width: 50px) 50px, 100vw" decoding="async" loading="lazy" data-src="//www.neidfyre.com/www/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/6caf4/default-author.jpg" data-srcset="/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/6caf4/default-author.jpg 50w,/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/94046/default-author.jpg 100w" alt="圣扎迦利Nanfelt"> </picture> <noscript> <picture> <source type="image/webp" srcSet="/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/5632d/default-author.webp 50w,/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/41c1b/default-author.webp 100w" sizes="(min-width: 50px) 50px, 100vw"> <img data-gatsby-image-ssr="" class="rounded-full" data-ot-ignore="1" data-main-image="" style="opacity:0" sizes="(min-width: 50px) 50px, 100vw" decoding="async" loading="lazy" src="//www.neidfyre.com/www/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/6caf4/default-author.jpg" srcSet="/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/6caf4/default-author.jpg 50w,/blog-legacy-assets/static/e7af5cd2824ab20b829ec3f3430bd70a/94046/default-author.jpg 100w" alt="圣扎迦利Nanfelt"> </picture> </noscript> </div> </div> </div> </figure></a> </div> <div class="h6"> <div class="mb-1"> 通过<a data-external-link="true" href="//www.neidfyre.com/www/blog/author/aaron-colcord" aria-label="Aaron Colcord">亚伦克尔克特< /a>和<a data-external-link="true" href="//www.neidfyre.com/www/blog/author/zachary-nanfelt" aria-label="Zachary Nanfelt">圣扎迦利Nanfelt< /a> </div> 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<p>今天的大多数软件以敏捷的方式是合作完成。这意味着我们得到一个健康的专业人士有不同的视角试图扮演构建软件的团队运动。项目遭受的最大问题之一是低质量工程师和领域专家之间的沟通。< /p> <p>黄瓜让我们写我们的软件在一个简单的一部分,基于语言的方法,使所有的团队成员能够轻松阅读单元测试。我们的重点是详细描述我们希望系统返回的结果。非技术团队的成员可以很容易地创建、读取,并验证系统的测试。< /p> <p>经常Apache火花是一个组件在许多处理数据,这可以鼓励多个测试框架。黄瓜可以帮助我们提供了一个一致的单元测试策略当项目可能会延长过去Apache火花进行数据处理。而不是混合子项目之间的不同的单元测试策略,我们创建一个可读的敏捷验收框架。这是创造一种“自动化验收测试”。< /p> <p>最重要的是,我们能够在开发过程中创建“活文档”产生。而不是一个单独的文档过程中,单元测试形成一个可读的文档,可以向外界可读。每次更新代码,文档更新。这是一个真正的双赢。< /p> <h2>我们成功的秘诀< /h2> <p>为了取得成功,我们需要一个配方。< /p> <p><strong>成功的BDD数据转换项目< /strong><br>1杯Apache的火花<br>1杯Cucumber.io<br>2杯IntelliJ(替代与Eclipse如果你发现IntelliJ太咸)<br>½杯砖。< /p> <p>首先,添加到java项目Maven文件。< /p> <pre style="display:block;overflow-x:auto;padding:20px;color:#000;background:#F3F3F3;border-radius:8px"><code style="white-space:pre"><span>< br / > info.cukes< /span>cucumber-java81.2.5测试</code></pre> <p>我们还需要设置Junit跑步者认识到黄瓜。< /p> <pre style="display:block;overflow-x:auto;padding:20px;color:#000;background:#F3F3F3;border-radius:8px"><code style="white-space:pre"><span>包mypackage;< /span><span></span><span style="color:#a71d5d">进口< /span><span>cucumber.api.CucumberOptions;< /span><span></span><span style="color:#a71d5d">进口< /span><span>cucumber.api.junit.Cucumber;< /span><span></span><span style="color:#a71d5d">进口< /span><span>org.junit.runner.RunWith;< /span><span></span><span style="color:#0086b3;font-weight:bold">@RunWith (< /span><span style="color:#0086b3;font-weight:bold">黄瓜。< /span><span style="color:#a71d5d;font-weight:bold">类< /span><span style="color:#0086b3;font-weight:bold">)< /span><span></span><span></span><span style="color:#0086b3;font-weight:bold">@CucumberOptions (< /span><span style="color:#0086b3;font-weight:bold">插件= {< /span><span style="color:#183691;font-weight:bold">“漂亮”< /span><span style="color:#0086b3;font-weight:bold">,< /span><span style="color:#183691;font-weight:bold">“html:目标/黄瓜”< /span><span style="color:#0086b3;font-weight:bold">}< /span><span style="color:#0086b3;font-weight:bold">)< /span><span></span><span>公共< /span><span class="hljs-class" style="color:#a71d5d">类< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">RunCukesTest< /span><span class="hljs-class">{< /span><span class="hljs-class">}< /span><span class="hljs-class"></span></code></pre> <p>为了增加乐趣,依赖注入可以添加一些香料配方。在Scala可以作为项目用于火花,我们发现黄瓜的Java项目工作更好。JVM可以让我们与每个语言的接口进行交互。< /p> <p>我们需要创建一个<em>feature< /em>文件,这是一个文件用一个名为小黄瓜的可执行语言。这将有一个简单的格式:< /p> <p><strong>特点:< /strong>吃好东西<br><strong>场景:< /strong>吃一些冰激凌<br><strong>给定一个< /strong>冰淇淋甜筒<br><strong>当< /strong>我吃冰淇淋蛋卷<br><strong>然后< /strong>我应该高兴< /p> <p>我们可以注意到有一些关键词:,,然后,功能,和场景。这些关键词可以以任何方式使用,周围的标准化几个关键词是使可读性。特性文件真正告诉读者。< /p> <p>你需要混合步中定义。步骤定义是如何或基本的Java代码。一个很酷的好处是,黄瓜可以给你放入步骤定义的方法基于特征文件。< /p> <p>最后也是最重要的一步是写一个数据转换。为此,我们需要我们的杀手成分。Apache火花。< /p> <p>什么使Apache火花杀手在我们的数据处理是根本性的变化。到目前为止,数据处理是一个批处理的过程。我们会把数据,等待一段时间,然后把它处理。过程的最后,这可能是一段时间的等待,我们可以验证结果。在我们周围有许多类型的“单元测试”这种方法,但是都很弱,常常忽略了。质量系统中被认为和没有保证的。< /p> <p>与<em>Apache火花< /em>,我们能够立即执行数据处理和验证它。我们保证将边界速度。我们能够用统一的测试框架的数据处理,保证速度,并立即知道结果。我们现在可以证明和保证质量。当你扩展这个火花的工具去做机器学习任务,传统上非常努力并及时来证明,快速行动加速的能力。< /p> <h2>数据处理的情况< /h2> <p>我们选择使用一个非常简单的,但是也许是常见的场景。数据生产者生成数据时,我们常常关心当数据生成。对于我们的目的,我们将假定时间总是记录在时代(Unix时间)和机器生成是完全符合所有已知的时间同步。< /p> <p>我们的消费者,用户在墙壁,关心有时间更可读的方式。为简单起见,我们将假设他们总是希望时间发生在太平洋夏令时。< /p> <pre style="display:block;overflow-x:auto;padding:20px;color:#000;background:#F3F3F3;border-radius:8px"><code style="white-space:pre"><span class="hljs-class" style="color:#a71d5d">类< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">ExtractionClass< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#458;font-weight:bold">sparkSession< /span><span class="hljs-class">:< /span><span class="hljs-class" style="color:#458;font-weight:bold">SparkSession< /span><span class="hljs-class">)< /span><span>{< /span><span>val TIMESTAMP_FORMAT =< /span><span style="color:#183691">“yyyy-MM-dd HH: mm: ss”< /span><span></span><span></span><span class="hljs-function">def< /span><span class="hljs-function" style="color:#458;font-weight:bold">RunExtractJob< /span><span class="hljs-function" style="color:#0086b3">(sourceFilePath:字符串,destinationFilePath:字符串)< /span><span class="hljs-function">:单元< /span><span>= {< /span>val sourceDataFrame: DataFrame = GetJsonDataFrame (sourceFilePath)val extractedDataFrame: DataFrame = ExtractDataFrame (sourceDataFrame)SaveJsonDataFrame (extractedDataFrame destinationFilePath)}<span></span><span class="hljs-function">def< /span><span class="hljs-function" style="color:#458;font-weight:bold">GetJsonDataFrame< /span><span class="hljs-function" style="color:#0086b3">(filePath:字符串)< /span><span class="hljs-function">:DataFrame< /span><span>= {< /span>sparkSession.read.json (filePath)}<span></span><span class="hljs-function">def< /span><span class="hljs-function" style="color:#458;font-weight:bold">ExtractDataFrame< /span><span class="hljs-function" style="color:#0086b3">(dataFrame: dataFrame)< /span><span class="hljs-function">:DataFrame< /span><span>= {< /span><span></span><span style="color:#a71d5d">进口< /span><span>sparkSession.implicits._< /span> dataFrame<span>.withColumn (< /span><span style="color:#183691">“timestampGmt”< /span><span>from_unixtime(美元)< /span><span style="color:#183691">“unixTimestamp”< /span><span>))< /span><span>.withColumn (< /span><span style="color:#183691">“timestampLtz”< /span><span>,< /span><span>date_format(美元)< /span><span style="color:#183691">“unixTimestamp”< /span><span>+(美元)< /span><span style="color:#183691">“timezoneOffset”< /span><span>*< /span><span style="color:#0086b3">60< /span><span>*< /span><span style="color:#0086b3">60< /span><span>).cast (TimestampType) TIMESTAMP_FORMAT))< /span>}<span></span><span class="hljs-function">def< /span><span class="hljs-function" style="color:#458;font-weight:bold">SaveJsonDataFrame< /span><span class="hljs-function" style="color:#0086b3">(dataFrame: dataFrame filePath:字符串)< /span><span class="hljs-function">:单元< /span><span>= {< /span>dataFrame.write.json (filePath)}}< /code></pre> <h2>当,,,< /h2> <p>黄瓜是我们的语言解析器,它提供了一个轻量级结构记录的可执行的规范。其主要目标是可读性。对于这个场景,我们将编写单元测试如下:< /p> <pre style="display:block;overflow-x:auto;padding:20px;color:#000;background:#F3F3F3;border-radius:8px"><code style="white-space:pre"><span style="color:#008080">@Extraction< /span><span></span><span style="color:#008080">@TempFileCleanup< /span><span></span><span style="color:#008080">@ApacheSpark< /span><span></span>特点:Json日志提取过程<span>背景:一般< /span><span style="color:#a71d5d">系统< /span><span>设置< /span><span>考虑到< /span><span style="color:#a71d5d">系统< /span><span></span><span style="color:#a71d5d">是< /span><span></span><span style="color:#a71d5d">在< /span><span>UTC< /span><span style="color:#0086b3">时间< /span><span></span><span>场景:基本的提取< /span><span style="color:#a71d5d">的< /span><span>时代< /span><span style="color:#0086b3">时间< /span><span></span><span style="color:#a71d5d">成< /span><span>可读的< /span><span style="color:#a71d5d">当地的< /span><span></span><span style="color:#0086b3">时间< /span><span>区< /span><span>鉴于有< /span><span style="color:#a71d5d">是< /span><span>一个文件“srcFolder / example.json”< /span><span style="color:#a71d5d">与< /span><span>以下行:< /span><span></span><span class="hljs-operator">|< /span><span>{“logId”:< /span><span style="color:#0086b3">1< /span><span>“unixTimestamp”:< /span><span style="color:#0086b3">1459482142< /span><span>“timezoneOffset”:< /span><span style="color:#0086b3">6< /span><span>}< /span><span class="hljs-operator">|< /span><span></span><span></span><span class="hljs-operator">|< /span><span>{“logId”:< /span><span style="color:#0086b3">2< /span><span>“unixTimestamp”:< /span><span style="color:#0086b3">1459482142< /span><span>“timezoneOffset”:< /span><span style="color:#0086b3">2< /span><span>}< /span><span class="hljs-operator">|< /span><span></span><span></span><span style="color:#a71d5d">当< /span><span>的< /span><span style="color:#a71d5d">方法< /span><span>RunExtractJob得到< /span><span style="color:#a71d5d">被称为< /span><span></span><span style="color:#a71d5d">与< /span><span></span><span></span><span class="hljs-operator">|< /span><span>SourceFolder< /span><span class="hljs-operator">|< /span><span>srcFolder< /span><span style="color:#408080;font-style:italic">/ * |< /span><span style="color:#408080;font-style:italic">| DestinationFolder | dstFolder |< /span><span style="color:#408080;font-style:italic">然后会有一个“_SUCCESS”文件在“dstFolder”文件夹中< /span><span style="color:#408080;font-style:italic">和文件夹“dstFolder”将json文件完全DataFrame行如下:< /span><span style="color:#408080;font-style:italic">| logId | unixTimestamp | timezoneOffset | timestampGmt | timestampLtz |< /span><span style="color:#408080;font-style:italic">| 1 | 1459482142 | 6 | 1459482142 03:42:22 | 2016-03-31 21:42:22 |< /span><span style="color:#408080;font-style:italic">| 2 | 1459482142 | 2 | 1459482142 03:42:22 | 2016-04-01 01:42:22 |< /span><span style="color:#408080;font-style:italic"></span></code></pre> <h2>走起来< /h2> <p>这就是真正的魔法。小黄瓜文件编写,显然可说明的我们的团队。所以我们需要执行它,找出我们显然可以理解的文件将执行单元测试。如果我们运行它,我们将得到一些输出:< /p> <pre style="display:block;overflow-x:auto;padding:20px;color:#000;background:#F3F3F3;border-radius:8px"><code style="white-space:pre"><span style="color:#0086b3;font-weight:bold">@Given (“UTC时间$ ^系统”)< /span><span></span><span></span><span class="hljs-function" style="color:#a71d5d">公共< /span><span class="hljs-function"></span><span class="hljs-function" style="color:#a71d5d">无效< /span><span class="hljs-function"></span><span class="hljs-function" style="color:#458;font-weight:bold">the_system_is_in_UTC_time< /span><span class="hljs-function" style="color:#0086b3">()< /span><span class="hljs-function"></span><span class="hljs-function" style="color:#a71d5d">抛出< /span><span class="hljs-function">Throwable< /span><span>{< /span><span></span><span style="color:#408080;font-style:italic">/ /写代码,把上面的短语变成具体的行动< /span><span></span><span></span><span style="color:#a71d5d">扔< /span><span></span><span style="color:#a71d5d">新< /span><span>PendingException ();< /span>}< /code></pre> <p>黄瓜框架自动生成我们需要实现的方法。现在我们需要一起钩特性文件的实际调用运行单元测试。我们来填满它。< /p> <pre style="display:block;overflow-x:auto;padding:20px;color:#000;background:#F3F3F3;border-radius:8px"><code style="white-space:pre"><span>公共< /span><span class="hljs-class" style="color:#a71d5d">类< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">ExtractionStepDefinitions< /span><span class="hljs-class">{< /span><span class="hljs-class">@< /span><span class="hljs-class" style="color:#458;font-weight:bold">鉴于< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#183691">“在UTC时间$ ^系统”< /span><span class="hljs-class">)< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">公共< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">无效< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">theSystemIsInGMTTime< /span><span class="hljs-class">()< /span><span class="hljs-class" style="color:#458;font-weight:bold">抛出< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">Throwable< /span><span class="hljs-class">{< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">时区< /span><span class="hljs-class">。< /span><span class="hljs-class" style="color:#458;font-weight:bold">setDefault< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">TimeZone.getTimeZone (< /span><span class="hljs-class" style="color:#183691">“UTC”< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class">);< /span><span class="hljs-class">}< /span><span class="hljs-class"></span><span class="hljs-class">@< /span><span class="hljs-class" style="color:#458;font-weight:bold">鉴于< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#183691">“^有文件\”([^ \]*)\”以下行:$”< /span><span class="hljs-class">)< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">公共< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">无效< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">thereIsAFileWithTheFollowingLines< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">字符串propertiesPath,< /span><span class="hljs-class" style="color:#0086b3">列表< /span><span class="hljs-class" style="color:#0086b3">行< /span><span class="hljs-class">)< /span><span class="hljs-class" style="color:#458;font-weight:bold">抛出< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">Throwable< /span><span class="hljs-class">{< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">文件< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">文件< /span><span class="hljs-class">=< /span><span class="hljs-class" style="color:#458;font-weight:bold">新< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">文件< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">Helpers.getTempPath (< /span><span class="hljs-class" style="color:#0086b3">propertiesPath< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class">);< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">文件< /span><span class="hljs-class">。< /span><span class="hljs-class" style="color:#458;font-weight:bold">getParentFile< /span><span class="hljs-class">()。< /span><span class="hljs-class" style="color:#458;font-weight:bold">mkdir< /span><span class="hljs-class">();< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">PrintWriter< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">作家< /span><span class="hljs-class">=< /span><span class="hljs-class" style="color:#458;font-weight:bold">新< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">PrintWriter< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">file.getAbsolutePath (< /span><span class="hljs-class" style="color:#0086b3">),< /span><span class="hljs-class" style="color:#183691">“utf - 8”< /span><span class="hljs-class">);< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">为< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">字符串< /span><span class="hljs-class" style="color:#0086b3">str< /span><span class="hljs-class" style="color:#0086b3">:行< /span><span class="hljs-class">){< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">作家< /span><span class="hljs-class">。< /span><span class="hljs-class" style="color:#458;font-weight:bold">println< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">str< /span><span class="hljs-class" style="color:#0086b3">.trim (< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class">);< /span><span class="hljs-class">}< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">作家< /span><span class="hljs-class">。< /span><span class="hljs-class" style="color:#458;font-weight:bold">关闭< /span><span class="hljs-class">();< /span><span class="hljs-class">}< /span><span class="hljs-class"></span><span class="hljs-class">@< /span><span class="hljs-class" style="color:#458;font-weight:bold">当< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#183691">“^方法(RunExtractJob | RunExtractJobV2)被称为美元”< /span><span class="hljs-class">)< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">公共< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">无效< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">theMethodRunExtractJobGetsCalledWith< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">字符串jobName, Map < String字符串=< /span><span class="hljs-class" style="color:#183691">”“< /span><span class="hljs-class" style="color:#0086b3">>参数< /span><span class="hljs-class">)< /span><span class="hljs-class" style="color:#458;font-weight:bold">抛出< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">Throwable< /span><span class="hljs-class">{< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">如果< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">jobName.compareTo (< /span><span class="hljs-class" style="color:#183691">“RunExtractJob”< /span><span class="hljs-class" style="color:#0086b3">)= =< /span><span class="hljs-class" style="color:#0086b3">0< /span><span class="hljs-class">){< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">新< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">ExtractionClass< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">Helpers.testSparkSession< /span><span class="hljs-class">)。< /span><span class="hljs-class" style="color:#458;font-weight:bold">RunExtractJob< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3"></span><span class="hljs-class" style="color:#0086b3">Helpers.getTempPath (< /span><span class="hljs-class" style="color:#0086b3">arguments.get (< /span><span class="hljs-class" style="color:#183691">“SourceFolder”< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class" style="color:#0086b3">),< /span><span class="hljs-class" style="color:#0086b3">Helpers.getTempPath (< /span><span class="hljs-class" style="color:#0086b3">arguments.get (< /span><span class="hljs-class" style="color:#183691">“DestinationFolder”< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class">);< /span><span class="hljs-class">}< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">其他的< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">如果< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">jobName.compareTo (< /span><span class="hljs-class" style="color:#183691">“RunExtractJobV2”< /span><span class="hljs-class" style="color:#0086b3">)= =< /span><span class="hljs-class" style="color:#0086b3">0< /span><span class="hljs-class">){< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">新< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">ExtractionClassV2< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3">Helpers.testSparkSession< /span><span class="hljs-class">)。< /span><span class="hljs-class" style="color:#458;font-weight:bold">RunExtractJob< /span><span class="hljs-class">(< /span><span class="hljs-class" style="color:#0086b3"></span><span class="hljs-class" style="color:#0086b3">Helpers.getTempPath (< /span><span class="hljs-class" style="color:#0086b3">arguments.get (< /span><span class="hljs-class" style="color:#183691">“SourceFolder”< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class" style="color:#0086b3">),< /span><span class="hljs-class" style="color:#0086b3">Helpers.getTempPath (< /span><span class="hljs-class" style="color:#0086b3">arguments.get (< /span><span class="hljs-class" style="color:#183691">“DestinationFolder”< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class" style="color:#0086b3">),< /span><span class="hljs-class" style="color:#0086b3">arguments.get (< /span><span class="hljs-class" style="color:#183691">“TimezoneOffset”< /span><span class="hljs-class" style="color:#0086b3">)< /span><span class="hljs-class">);< /span><span class="hljs-class">}< /span><span class="hljs-class" style="color:#458;font-weight:bold">其他的< /span><span class="hljs-class">{< /span><span class="hljs-class" style="color:#458;font-weight:bold">扔< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">新< /span><span class="hljs-class"></span><span class="hljs-class" style="color:#458;font-weight:bold">PendingException< /span><span class="hljs-class">();}< /span><span class="hljs-class">…< /span><span class="hljs-class">< /< /span><span class="hljs-class" style="color:#458;font-weight:bold">字符串< /span><span class="hljs-class">>< /span></code></pre> <p>这似乎是额外的工作只是实现我们在JUnit单元测试。但是,如果我们有在JUnit中实现我们的测试将只对系统的开发人员完全可读。钩子真的没有很多额外的工作,通过创建存根和黄瓜实际上帮助了需要完成的工作。< /p> <p>我们做的是创建一个方法文档系统的用户系统以敏捷的方式。我们可以把额外的工作文档的其他地方,因为我们已经完成了工作。我们也可以做流程的变化,问我们的专家我们人写小黄瓜质量文件,然后填入一步钩子。< /p> <h2>用黄瓜砖< /h2> <p>现在让我们把这个场景扩展到砖。砖是一个很好的平台数据科学家通过易于使用的笔记本电脑环bob体育客户端下载境。真正价值通过在一个平台建造的团队,创建Apache火花。bob体育客户端下载< /p> <p>我们的数据,科学家们可以花大量的时间准备数据。他们正在申请公司的业务规则和清洁的数据准备。我们开始失去这些统计硕士的价值通过他们深陷在细节。数据科学家应该在关注解锁见解的数据,但通常我们有特定于业务逻辑表示的数据是如何形成的。我们希望可行的见解,而不是鼓励的spreadmarts不同观察基于所使用的制备技术。< /p> <p>现在提出我们上面的场景。我们可以把数据对齐科学家编纂制备规则compilable jar。这种逻辑可以很容易地缠绕在黄瓜。单元测试的好处是美妙的,但是我们现在有一个新的一双眼睛看着我们的代码。这些眼睛可能无法读取Java作为他们的首选语言晦涩难懂。因为我们使用通用语言,数据科学家现在可以看看模块构建和测试的方式。他们可以构建和验证我们的场景!< /p> <p>砖的笔记本电脑,我们可以通过加载和准备数据编译jar并切换到一个不同的科学家们的首选语言。因为砖允许我们把罐子一个集群,我们可以确保业务逻辑测试和理解,然后扩展成砖。这允许一个敏捷过程发现新的数据值,同时确保复杂的业务逻辑测试。< /p> <p>步骤:< /p> <ol> <li>创建本地jar使用<code>mvn包< /code>好处的运行黄瓜测试,确保数据质量。< /li> <li>上传jar砖作为图书馆,把图书馆集群(<a href="//www.neidfyre.com/www/blog/2015/07/28/using-3rd-party-libraries-in-databricks-apache-spark-packages-and-maven-libraries.html">//www.neidfyre.com/blog/2015/07/28/using-3rd-party-libraries-in-databricks-apache-spark-packages-and-maven-libraries.html< /a>)。< /li> <li>进口类,您感兴趣的使用访问公共方法,然后从任何语言创建DataFrame视图来访问。< /li> </ol> <p></p> <figure> <div class="h-full "> <img alt="" src="//www.neidfyre.com/www/wp-content/uploads/2017/06/image2.png" data-ot-ignore="1" loading="lazy"> </div> </figure> <p></p> <ol> <li>你您所选择的数据科学的语言测试知道数据源准备。< /li> </ol> <p></p> <figure> <div class="h-full "> <img alt="" src="//www.neidfyre.com/www/wp-content/uploads/2017/06/image1.png" data-ot-ignore="1" loading="lazy"> </div> </figure> <p></p> <h2>经验教训< /h2> <p>砖是一种强大的统一的数据处理平台,培育发展过程中一个协作环境。bob体育客户端下载我们不仅展示了我们可以统一数据科学家的昂贵的数据准备工作,也使准备工作很容易验证。< /p> <p>我们也能够统一多个数据处理组件支持Apache的火花在一个可读的单元测试框架和产生“活文档”系统是如何工作的。每个人都从开发到测试到行政利益相关者现在可以阅读和协作系统测试和理解其行为。< /p> <p>的真正价值时,文档在开发时创建,而不是作为一个单独的进程。您的项目成为真正面向结果完全敏捷的方式。< /p> <p>你有兴趣听到更多关于火花和BDD测试?<a href="//www.neidfyre.com/www/dataaisummit/events/behavior-driven-development-bdd-testing-with-apache-spark/">来参加我们的会议在火花峰会上2017 !< /a></p> </div> <div class="my-4 py-4 lg:mt-6"> <section data-cy="Cta" class="component-cta bg-gray-warm-medium flex flex-col items-center justify-center gap-3 p-3 text-center sm:flex-row sm:justify-between sm:gap-0 "> <div class="flex flex-wrap"> <div class="h3"> 免费试着砖< /div> </div> <div class="ml-1 flex gap-1"> <a data-external-link="true" href="//www.neidfyre.com/www/try-databricks?itm_data=BlogPosts-GetStarted-Trial" data-cy="Button" class="b4 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