Techniques for request throttling in a provider network environment are described. A throttle handler controls whether requests will be processed through maintaining a token-based record, per type of request, having a token value indicative of a number of requests that can be processed over a time period. For a request, the token value of the token-based record corresponding to the request type is updated based on calculating an elapsed time between a last update time of the token-based record and the current time, calculating an intermediate token value as the existing token value plus a value of the elapsed time multiplied by a rate, and updating the token value to be the minimum between the intermediate token value and a burst value. The request is serviced when the updated token value is determined to be greater than or equal to a number of tokens needed to perform the request.

Techniques for request throttling in a provider network environment are described. A throttle handler controls whether requests will be processed through maintaining a token-based record, per type of request, having a token value indicative of a number of requests that can be processed over a time period. For a request, the token value of the token-based record corresponding to the request type is updated based on calculating an elapsed time between a last update time of the token-based record and the current time, calculating an intermediate token value as the existing token value plus a value of the elapsed time multiplied by a rate, and updating the token value to be the minimum between the intermediate token value and a burst value. The request is serviced when the updated token value is determined to be greater than or equal to a number of tokens needed to perform the request.

A system including an electronic document inspection device that identifies a set of electronic documents using a search query; a composite page generator that generates a composite page that i) is hosted by a different domain than at least some electronic documents in the set of electronic documents and ii) includes electronic documents from the set of electronic documents; an asset package generator that generates digital content asset packages, each digital content asset package including i) digital content assets and ii) instructions that specify a configuration of the digital content assets for the respective digital content asset package; and an asset package list generator that generates a digital content asset package list specifying an order of presentation of the digital content asset packages, wherein the composite page, the digital content asset packages, and the digital content asset package list are transmitted to a user device that provides the search query.

A system including an electronic document inspection device that identifies a set of electronic documents using a search query; a composite page generator that generates a composite page that i) is hosted by a different domain than at least some electronic documents in the set of electronic documents and ii) includes electronic documents from the set of electronic documents; an asset package generator that generates digital content asset packages, each digital content asset package including i) digital content assets and ii) instructions that specify a configuration of the digital content assets for the respective digital content asset package; and an asset package list generator that generates a digital content asset package list specifying an order of presentation of the digital content asset packages, wherein the composite page, the digital content asset packages, and the digital content asset package list are transmitted to a user device that provides the search query.

A system, method and interface for compiling literary works from specialized databases and/or from unique interfaces is provided, including a custom database compiled from plural existing literary indexes, wherein a master index is harmonized from said existing indexes according to common terms (e.g., book, chapter and verse for biblical indexes) with deleted duplicates. In exemplary embodiments, the master index is also augmented by ingestion of additional literary works in digital form that are chopped up based on said common terms (e.g., book, chapter, verse) extracted from the literary work.

A system, method and interface for compiling literary works from specialized databases and/or from unique interfaces is provided, including a custom database compiled from plural existing literary indexes, wherein a master index is harmonized from said existing indexes according to common terms (e.g., book, chapter and verse for biblical indexes) with deleted duplicates. In exemplary embodiments, the master index is also augmented by ingestion of additional literary works in digital form that are chopped up based on said common terms (e.g., book, chapter, verse) extracted from the literary work.

Systems, methods, and non-transitory computer readable media are provided for using linked documents. A system may receive, from a computing device, a request for a document. Content of the document may be defined based on state information and stateless information. A system may determine a local replica of the document in a local database. The local replica of the document may be linked to a primary replica of the document. The local replica of the document may include a snapshot of the primary replica of the document. The primary replica of the document may be stored in a remote database which may be accessible through a remote server. The system may subscribe to the primary replica of the document through the remote server, and may provide access to the document to the computing device based at least in part on the subscription to the primary replica of the document.

Systems, methods, and non-transitory computer readable media are provided for using linked documents. A system may receive, from a computing device, a request for a document. Content of the document may be defined based on state information and stateless information. A system may determine a local replica of the document in a local database. The local replica of the document may be linked to a primary replica of the document. The local replica of the document may include a snapshot of the primary replica of the document. The primary replica of the document may be stored in a remote database which may be accessible through a remote server. The system may subscribe to the primary replica of the document through the remote server, and may provide access to the document to the computing device based at least in part on the subscription to the primary replica of the document.

Computer implemented systems and methods are disclosed for extracting specific data using machine learning algorithms. In accordance with some embodiments, a memory device that stores at least a set of computer executable instructions for a machine learning algorithm and a pre-fill engine; and at least one processor that executes the instructions that cause the pre-fill engine to perform functions that include: receiving electronic documents, seed dataset documents, and pre-fill questions; determining output data that enable navigation through the electronic documents using the machine learning algorithm; determining output questions that enable navigation through the electronic documents using the machine learning algorithm; determining output documents to enable navigation through the electronic documents using the machine learning algorithm; and presenting one or more answers for one or more of the output questions using a graphical user interface.

Computer implemented systems and methods are disclosed for extracting specific data using machine learning algorithms. In accordance with some embodiments, a memory device that stores at least a set of computer executable instructions for a machine learning algorithm and a pre-fill engine; and at least one processor that executes the instructions that cause the pre-fill engine to perform functions that include: receiving electronic documents, seed dataset documents, and pre-fill questions; determining output data that enable navigation through the electronic documents using the machine learning algorithm; determining output questions that enable navigation through the electronic documents using the machine learning algorithm; determining output documents to enable navigation through the electronic documents using the machine learning algorithm; and presenting one or more answers for one or more of the output questions using a graphical user interface.