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    • 1. 发明授权
    • Memoizing web-browsing computation with DOM-based isomorphism
    • 使用基于DOM的同构异构来记录网络浏览计算
    • US09171097B2
    • 2015-10-27
    • US13096131
    • 2011-04-28
    • Luis CezeGheorghe C. CascavalBin WangMichael P. MahanChettan S. DhillonWendell RuotsiVikram Mandyam
    • Luis CezeGheorghe C. CascavalBin WangMichael P. MahanChettan S. DhillonWendell RuotsiVikram Mandyam
    • G06F17/27G06F17/30G06F17/22
    • G06F17/30902
    • Methods and devices for accelerating webpage rendering by a browser store document object model (DOM) tree structures and computations of rendered pages, and compare portions of a DOM tree of pages being render to determining if portions of the DOM tree structures match. If a DOM tree of a webpage to be rendered matches a DOM tree stored in memory, the computations associated with the match DOM tree may be recalled from memory, obviating the need to perform the calculations to render the page. A tree isomorphism algorithm may be used to recognize DOM trees stored in memory that match the DOM tree of the webpage to be rendered. Reusing rendering computations may significantly reducing the time and resources required for rendering web pages. Identifying reusable portions of calculation results based on DOM tree isomorphism enables the browser to reuse stored webpage rendering calculations even when URLs do not match.
    • 用于通过浏览器存储文件对象模型(DOM)树结构和渲染页面的计算来加速网页呈现的方法和装置,并且比较正在渲染的页面的DOM树的部分,以确定DOM树结构的部分是否匹配。 如果要渲染的网页的DOM树与存储在存储器中的DOM树匹配,则可以从存储器调用与匹配DOM树相关联的计算,从而避免执行计算以呈现页面。 可以使用树同构方法来识别存储在与要渲染的网页的DOM树相匹配的存储器中的DOM树。 重用渲染计算可能会大大减少渲染网页所需的时间和资源。 识别基于DOM树同构的计算结果的可重用部分,即使URL不匹配,浏览器也可以重新使用存储的网页呈现计算。
    • 2. 发明申请
    • MEMOIZING WEB-BROWSING COMPUTATION WITH DOM-BASED ISOMORPHISM
    • 用基于DOM的异构体来记录网络浏览计算
    • US20110258532A1
    • 2011-10-20
    • US13096131
    • 2011-04-28
    • Luis CEZEGheorghe C. CascavalBin WangMichael P. MahanChetan S. DhillonWendell RuotsiVikram Mandyam
    • Luis CEZEGheorghe C. CascavalBin WangMichael P. MahanChetan S. DhillonWendell RuotsiVikram Mandyam
    • G06F17/00
    • G06F17/30902
    • Methods and devices for accelerating webpage rendering by a browser store document object model (DOM) tree structures and computations of rendered pages, and compare portions of a DOM tree of pages being render to determining if portions of the DOM tree structures match. If a DOM tree of a webpage to be rendered matches a DOM tree stored in memory, the computations associated with the match DOM tree may be recalled from memory, obviating the need to perform the calculations to render the page. A tree isomorphism algorithm may be used to recognize DOM trees stored in memory that match the DOM tree of the webpage to be rendered. Reusing rendering computations may significantly reducing the time and resources required for rendering web pages. Identifying reusable portions of calculation results based on DOM tree isomorphism enables the browser to reuse stored webpage rendering calculations even when URLs do not match.
    • 用于通过浏览器存储文件对象模型(DOM)树结构和渲染页面的计算来加速网页呈现的方法和装置,并且比较正在渲染的页面的DOM树的部分,以确定DOM树结构的部分是否匹配。 如果要渲染的网页的DOM树与存储在存储器中的DOM树匹配,则可以从存储器调用与匹配DOM树相关联的计算,从而避免执行计算以呈现页面。 可以使用树同构方法来识别存储在与要渲染的网页的DOM树相匹配的存储器中的DOM树。 重用渲染计算可能会大大减少渲染网页所需的时间和资源。 识别基于DOM树同构的计算结果的可重用部分,即使URL不匹配,浏览器也可以重新使用存储的网页呈现计算。
    • 3. 发明申请
    • Machine Learning Method to Identify Independent Tasks for Parallel Layout in Web Browsers
    • 识别Web浏览器中并行布局的独立任务的机器学习方法
    • US20120239598A1
    • 2012-09-20
    • US13182244
    • 2011-07-13
    • Gheorghe C. CascavalAdrian L.D. SampsonBin Wang
    • Gheorghe C. CascavalAdrian L.D. SampsonBin Wang
    • G06F15/18
    • G06N99/005G06F17/212G06F17/2247G06F17/30899
    • Methods and devices for accelerating web page rendering include processing web pages and gathering web page element information, performing machine learning analysis on the gathered web page element information to identify patterns in layout independence correlated to web page element information, and training a classifier to predict sub-tree independence based on element information in a web page script. The predicted sub-tree independence may be used to concurrently process portions of a web page to be rendered to reduce the time required to render the page. Sub-trees may be conditionally independent, in which case, the conditionally independent sub-trees may be made independent by speculating data to render the sub-trees independent, or by performing a task to obtain the certain information to render the sub-tree independent.
    • 用于加速网页呈现的方法和装置包括处理网页和收集网页元素信息,对所收集的网页元素信息进行机器学习分析,以识别与网页元素信息相关的布局独立性模式,以及训练分类器以预测子页面 基于网页脚本中的元素信息的独立性。 可以使用预测的子树独立性来同时处理要呈现的网页的部分,以减少呈现页面所需的时间。 子树可以是有条件的独立的,在这种情况下,有条件地独立的子树可以通过推测数据来独立地呈现子树独立,或者通过执行任务来获得某些信息以使子树独立 。
    • 4. 发明授权
    • Machine learning method to identify independent tasks for parallel layout in web browsers
    • 机器学习方法来识别Web浏览器中并行布局的独立任务
    • US08510237B2
    • 2013-08-13
    • US13182244
    • 2011-07-13
    • Gheorghe C. CascavalAdrian L. D. SampsonBin Wang
    • Gheorghe C. CascavalAdrian L. D. SampsonBin Wang
    • G06F15/18G06N99/00
    • G06N99/005G06F17/212G06F17/2247G06F17/30899
    • Methods and devices for accelerating web page rendering include processing web pages and gathering web page element information, performing machine learning analysis on the gathered web page element information to identify patterns in layout independence correlated to web page element information, and training a classifier to predict sub-tree independence based on element information in a web page script. The predicted sub-tree independence may be used to concurrently process portions of a web page to be rendered to reduce the time required to render the page. Sub-trees may be conditionally independent, in which case, the conditionally independent sub-trees may be made independent by speculating data to render the sub-trees independent, or by performing a task to obtain the certain information to render the sub-tree independent.
    • 用于加速网页呈现的方法和装置包括处理网页和收集网页元素信息,对所收集的网页元素信息进行机器学习分析,以识别与网页元素信息相关的布局独立性模式,以及训练分类器以预测子页面 基于网页脚本中的元素信息的独立性。 可以使用预测的子树独立性来同时处理要呈现的网页的部分,以减少呈现页面所需的时间。 子树可以是有条件的独立的,在这种情况下,有条件地独立的子树可以通过推测数据来独立地呈现子树独立,或者通过执行任务来获得某些信息以使子树独立 。