Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for dynamic document annotations. In some implementations, a keyword is identified in a first view of a document, the first view being provided on a user interface. An annotation for the keyword is provided for display at a first location with the first view provided on the user interface. An adjustment to the first view is detected that causes a second view of the document on the user interface, where a position of the keyword in the second view is different from a position of the keyword in the first view. In response to detecting the adjustment to the first view, the annotation is hidden from the user interface, and, after hiding the annotation, the annotation for the keyword is provided for display at a second location with the second view of the document.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-readable storage media, for providing action objects in a semantic graph. IN some implementations, semantic graph data indicates a semantic graph of objects and relationships between the objects. The semantic graph data defines an action object that represents an action that can be initiated, and the semantic graph data indicates a particular object type or a particular data type with which the action object can be used. An object of a particular object type or data of the particular data type is identified as being involved in processing of the one or more computers. In response to identifying the use of the object of the particular object type or data of the particular data type, an indication is provided that the action represented by the action object can be initiated.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for enhanced cloud computing deployment. In some implementations, a computer system provides a repository comprising (i) deployment tools configured to provide a deployment application programming interface (API), (ii) a set of container files configured to operate together to provide a server environment, and (iii) configuration data for the container images. The computer system can provide a deployment workflow package that, when invoked for a cloud computing account of the customer, is configured to retrieve the container files, configuration data, and deployment tools from the repository over a communication network and store the retrieved items in the cloud computing account. The deployment workflow package is also configured to run the deployment tools and create deployment infrastructure in the cloud computing account.

Abstract: Method, systems, and apparatus, including computer-readable media, for an interactive interface for analytics. In some implementations, the data is accessed identifying an information card configured to present data objects of a data set. User input data is received indicating user input to enable voice response interaction for the information card or the data set. A voice response application is generated based on the information card, the voice response application being configured to provide responses to voice queries using values for data objects. The voice response application is deployed to enable one or more users to use the voice response application to initiate voice interactions involving the data objects.

Abstract: One or more computers receive a request from a user to change a configuration of a computing environment provided by one or more servers. In response to receiving the request and before performing the requested change in the configuration of the environment, the computers determine an estimated measure of performance that represents a level of performance of the computing environment if changed according to the request and provide data indicating performance measures indicating the estimated measure of performance for the environment corresponding to the change in the configuration of the environment. After providing the data indicating the estimated performance measures, the computers receive data indicating user input confirming the request to change the configuration of the environment, and perform the requested change in the configuration of the computing environment.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for monitoring performance of computing systems. In some implementations, a set of tasks for a server system to perform is identified. Multiple performance testing cycles are performed, in which each of the performance testing cycles includes: sending, for each task in the set of tasks, a request for the server system to perform the task; receiving a response from the server system for each of the requests, and storing a performance measure for each of the tasks based on the response received from the server system for the task. Based on the performance measures for the multiple performance testing cycles, an evaluation is performed whether conditions are satisfied for adjusting one or more operating parameters of the server system or for providing a notification regarding the operation of the server system.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for self-optimization of computing environments. In some implementations, different combinations of settings used by one or more server environments are determined. Results achieved by the one or more server environments are monitored when using the different combinations of settings. Based on the monitored results, one or more performance measures are generated that correspond to each of the different combinations of settings. An updated set of settings are selected for a particular server environment based on the performance measures. The selected settings are provided for the particular server environment.

Abstract: Data engine integration and data refinement are described. The actions include receiving, by a data refinement engine, a request for data. The actions include determining a first amount of processing to be performed by the data refinement engine and a second amount of processing to be performed by one or more processors of a data source that include a plurality of data nodes. The actions include transmitting, by the data refinement engine, code to the plurality of data nodes of instructions associated with the second amount of processing. The actions include receiving, by the data refinement engine and from the plurality of data nodes, unprocessed first data and processed second data. The actions include processing, by the data refinement engine, the unprocessed first data. The actions include, in response to the request for data, transmitting, by the data refinement engine, the processed first data and the processed second data.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-readable storage media, for incorporating opinion information with semantic graph data. In some implementations, semantic graph data indicating objects relationships among the objects is stored. Opinion data indicating user sentiment with respect to the objects is generated. A particular object of the objects indicted by the semantic graph is identified. An opinion measure for the particular object is determined based on the generated opinion data. Output data is provided to a client device for presentation, where the output data is generated based on the opinion measure for the particular object.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for high-throughput parallel data transmission. In some implementations, a data connector module is configured to provide an application server with access to a data set of unstructured data. One or more computers receive a first request associated with a first application or service, and data identifying a second application or service different from the first application or service. A plurality of second requests are generated and distributed to processing nodes to generate results for the second requests. Result data derived from the results for the second requests to the second application or service.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for inferring joins for data sets. In some implementations, a first data table and a second data table are identified. A first subset of records are selected from the first data table and a second subset of records are selected from the second data table. For fields of the first subset and the second subset, sets of feature values are generated indicating characteristics of the data in the fields. Based on the sets of feature values, one or more similarity score are determined, with each similarity score indicating a similarity of a column in the first data table with respect to a column in the second data table. Based on the one or more similarity scores, data indicating a recommendation to join one or more columns of the first data table with one or more columns of the second data table is provided for output by a computing device.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for enforcing policies for computing devices. In some implementations, content for presentation by an electronic device is received. Context data indicating a current context of the electronic device is obtained. Policy data indicating a policy corresponding to at least one of the electronic device, a user of the electronic device, the content for presentation, or data associated with the content is accessed. The policy indicates one or more context-dependent limitations on presentation of the content by the electronic device. Presentation of the content by the electronic device is managed based on a set of actions the policy permits for the current context.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for integration of containers with external elements. In some implementations, a server environment is provided using one or more containers. The one or more containers include a first container that is an instance of a software image for an application or service. The first container is run such that the first container performs various operations. For example, access to one or more external elements that reside outside of the software image is initiated. Based on the one or more external elements, a configuration of the first container is changed from what is provided by the software image.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for enhanced preparation and integration of data sets. In some implementations, data indicating user input that identifies a first data set that includes streaming data and a second data set that includes non-streaming data is received. The first data set and the second data set are integrated to generate a hybrid data set. The data processing system provides access to the hybrid data set through a (i) non-streaming access channel that provides a periodically-refreshed summary of both the streaming data and the non-streaming data and (ii) a streaming access channel that provides a data stream based on combined data of the first data set and the second data set. One or more application programing interfaces are provided. The one or more application programming interfaces allow at least one client device to access the non-streaming access channel and the streaming access channel.

Abstract: Methods, systems, and apparatus, including computer programs stored on computer-readable media, for integrating electronic card display at a client via a software development kit (SDK) provided at one or more data servers are disclosed. A client-side application such as a web browser may request the SDK based on a code snippet included in a data file, such as a HyperText Markup Language (HTML) file for a web page. Once the SDK is received at the client, the client-side application may perform various functionalities enabled by the SDK, including determining terms in the data file that match keywords associated with electronic cards, requesting and receiving electronic card rendering data associated with the electronic cards, and modifying a display generated based on the data file to display an electronic card, upon detecting a trigger event in relation to a term within the web page that corresponds to the electronic card.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-readable storage media, for providing information cards using semantic graph data. In some implementations, semantic graph data for a semantic graph is stored, where the semantic graph data indicates objects and relationships among the objects, and the objects include a card object that represents characteristics of an information card. A request is received from a client device, and the request is processed using the semantic graph data. Data for the information card is provided to the client device based on the card object indicated by the semantic graph data.

Abstract: Methods, systems, and apparatus, including computer programs stored on a computer storage medium, for providing a dynamic contextual library. In some implementations, an interactive element is provided for display in a user interface. Context data that indicates a context of one or more computers is generated. Document data indicating a subset of documents from a document collection associated with a user is obtained, with the subset of documents being selected from the document collection based on the context data. After obtaining the data indicating the subset of documents, data indicating user interaction with the interactive element is received. Data identifying the subset of documents for display is provided in response to receiving the data indicating user interaction with the interactive element.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for proximity-based access. In some implementations, a computing device detects an attempt to access the computing device while the computing device is in a secured state. In response to detecting the attempt to access the computing device, the computing device sends a first message to a server system over a network. After sending the message, the computing device receives a second message from the server system over the network, the second message comprising authentication data for the computing device. The computing device determines that a mobile device that was previously designated as an authentication factor for accessing the computing device is located within a predetermined level of proximity of the computing device, and the computing device grants access to the computing device.

Abstract: Methods, systems, and apparatus, including computer-readable media, for authentication requests from third party interfaces. In some implementations, an information request is received to an information system from a computing system that provides a natural language interface, wherein the information request is associated with a user, and (ii) a token corresponding to the information request. In response to receiving the information request, a user data request and the token corresponding to the information request are sent for requesting user profile information for the user associated with the information request. A user identifier is extracted from user profile information received from the trusted profile provider system. A user identity is identified for the user based on a match between the extracted user identifier and a user identifier in a user registry associated with the information system. The information request is processed based on the identified user identity.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for backup, restoration, and migration of computer systems. In some implementations, data from a first server environment is obtained. A data package is generated that includes configuration data, data objects, and/or metadata from the first server environment organized in a predetermined arrangement. Data indicating (i) a destination on which to deploy the archived data from the first server environment and (ii) one or more characteristics of the destination is received. Mapping data that specifies a mapping of elements in the predetermined arrangement to elements of server environments having the one or more characteristics is accessed. Server environment data derived from the data package is deployed, the server environment data being deployed to the destination and arranged at the destination in a manner specified by the mapping data.