Abstract: According to disclosed embodiments, a request validation framework is provided for managing requests. An aspect of the present disclosure is a method of managing request, the method comprising receiving request data, applying a feature extraction model the request data to extract at least one feature, applying a predictive model to the at least one feature, determining an output of the predictive model, the output indicating an action that may be performed in relation to the request; and performing the action with respect to the request.

Abstract: A device may request an electronic document having a first size that fails to satisfy a memory constraint associated with a document viewer application executing on the device. The device may receive, from a document rendering platform, information related to a current segment of the electronic document and a set of additional segments of the electronic document, which may collectively have a second size that satisfies the memory constraint associated with the document viewer application. The device may render a first set of pages in the current segment of the electronic document using the document viewer application and store the set of additional segments in a cache associated with the document viewer application. The device may render a second set of pages contained in the cached set of additional segments based on a user navigating to a boundary of the current segment using the document viewer application.

Abstract: A device may request an electronic document having a first size that fails to satisfy a memory constraint associated with a document viewer application executing on the device. The device may receive, from a document rendering platform, information related to a current segment of the electronic document and a set of additional segments of the electronic document, which may collectively have a second size that satisfies the memory constraint associated with the document viewer application. The device may render a first set of pages in the current segment of the electronic document using the document viewer application and store the set of additional segments in a cache associated with the document viewer application. The device may render a second set of pages contained in the cached set of additional segments based on a user navigating to a boundary of the current segment using the document viewer application.