Abstract: Disclosed dynamic schema mapping systems and methods monitor network traffic between different microservices and train mapping models based on the monitored network traffic using unsupervised training. This training of the mapping models generates a probability distribution tensor that shows the probabilistic associations of different key-value pairs of the schemas of different microservices. The trained mapping models are used to map a schema from a source microservice to another schema at a destination microservice. Should the translated schema be incompatible with the destination microservice, a semi-supervised approach is taken to make the translated schema compatible. The trained models may be reinforced (e.g., the probability distribution tensor may be updated) as more network traffic is collected and analyzed.

Abstract: Aspects relate to apparatus and methods for rendering a page on a computing device, such as a web page. The apparatus and methods include receiving a request for a requested instance of a page and determining if the requested instance of the page corresponds to a document object model (DOM) for the page stored in a memory. Further, the apparatus and methods include retrieving a dynamic portion of the DOM corresponding to the requested instance if the requested instance of the page corresponds to the DOM stored in the memory. The dynamic portion may be unique to the requested instance of the page. Moreover, the apparatus and methods include storing the dynamic portion of the DOM corresponding to the requested instance of the page in a relationship with the static portion of the DOM.

Abstract: 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.

Abstract: 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.

Abstract: Aspects relate to apparatus and methods for rending a page on a computing device, such as a web page. The apparatus and methods include receiving a request for a requested instance of a page and determining if the requested instance of the page corresponds to a document object model (DOM) for the page stored in a memory. Further, the apparatus and methods include retrieving a dynamic portion of the DOM corresponding to the requested instance if the requested instance of the page corresponds to the DOM stored in the memory. The dynamic portion may be unique to the requested instance of the page. Moreover, the apparatus and methods include storing the dynamic portion of the DOM corresponding to the requested instance of the page in a relationship with the static portion of the DOM.