Abstract: A method for sharing documents between on-demand services is provided. In an embodiment, a user of a first on-demand service may be able to view a list of content that includes content stored at the first on-demand service and content stored at a second on-demand service. The content of the second on-demand service may be associated with information about the content, allowing the content to be shared among multiple users of the first on-demand service. The user wanting to view the content, select or click on an indicator identifying the content, a connection to the second on-demand service is established, and images of the content are sent from the second on-demand service to the first on-demand service.

Abstract: The technology disclosed describes systems and methods for generating feature vectors from resource description framework (RDF) graphs. Machine learning tasks frequently operate on vectors of features. Available systems for parsing multiple documents often generate RDF graphs. Once a set of interesting features to be considered has been established, the disclosed technology describes systems and methods for generating feature vectors from the RDF graphs for the documents. In one example setting, a machine learning system can use generated feature vectors to determine how interesting a news article might be, or to learn information-of-interest about a specific subject reported in multiple articles. In another example setting, viable interview candidates for a particular job opening can be identified using feature vectors generated from a resume database, using the disclosed systems and methods for generating feature vectors from RDF graphs.

Abstract: An architecture for realizing a customer system on a cloud computing platform is defined in terms of a plurality of architecture types, each type (AT) defined by plural architecture type units (ATUs), each ATU comprising a set of ATU Details. The ATU Details are ordered into a series of discrete stages. Maturity of the architecture is determined as a single architecture pulse (AP) numeric value for each architecture type. The pulse reflects the extent to which the ATUs of the architecture type have reached a requisite level of quality, and an extent to which the ATUs are created in a sequence consistent with the series of discrete stages. The AP pulse values may be combined to form a single success platform pulse (SPP) for tracking overall condition of the platform architecture with a single numerical value.

Abstract: A personalized recommendation model scores each object in an interaction set of objects with which a user interacted and in a ransom set of objects with which the user lacks known interaction. A system sorts each scored object based on a decreasing order of each corresponding score, and identifies a high scoring set of the sorted objects with a number (equal to the number of objects in the interaction set of objects) of highest corresponding scores. The system aggregates a corresponding order value for each object in the high scoring set that is also in the interaction set of objects (the corresponding order value for an object is based on a corresponding order for the object in the high scoring set). The system evaluates the model for the user by dividing the aggregated order value by an aggregation of a corresponding order value for each object in the high scoring set.

Abstract: In accordance with disclosed embodiments, there are provided methods, systems, and apparatuses for implementing a cross instance user authentication architecture in an on-demand service environment including, for example, means for receiving a login request at a global Virtual Internet Protocol (VIP) address for the host organization from a client device; forwarding the login request; determining the selected datacenter is a home-geo or a non-home-geo datacenter; establishing a back-end link; forwarding the login request from the non-home-geo datacenter to the home-geo datacenter via the back-end link for authentication; and returning a response to the client device from the non-home-geo datacenter upon successful authentication of the login request at the home-geo datacenter. Other related embodiments are disclosed.

Abstract: Omni-channel routing broker technology is usable to improve the experience for customers and for workers using service channels, especially for very large enterprise service operation centers that have large pools of agents, helping businesses determine the relative priority for handling a variety of service channels, and to efficiently route issues accordingly. Omni-channel routing broker includes intelligent routing of service requests in a large, distributed service center operation, efficiently prioritizing the routing of work across organizations to agents based on availability, capacity and priority—in a multi-tenant environment. The disclosed methods are usable for managing digital data for many tenants to software instances, including groups of users who share common access with a specific set of privileges to a software instance of at least one application.

Abstract: Systems and methods are provided for online chats without displaying confidential information. A system sends, from a first online chat participant, an information request to a second online chat participant. The system receives, from the second online chat participant, a response based on the information request. The system notifies the first online chat participant of receiving the response from the second online chat participant without displaying confidential information of the response to the first online chat participant.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for facilitating user-controlled management of webpage elements for dynamic customization of relevant information. In one embodiment and by way of example, a method includes receiving, in real-time, a request for performing one or more tasks relating to dynamic customization of webpage elements relating to a webpage package. The request may be received at a first computing device over a network. The method may further include performing, in real-time, the one or more tasks.

Abstract: Methods and systems are provided for debugging application code in an on demand environment. The method includes executing the code on a server in the on demand environment; identifying a first location within the code having a suspected error; defining a first check point within the code corresponding to the first location; subsequently re-executing the code, including the first check point, on the server; creating a memory dump corresponding the first check point during re-execution of the code; and debugging the code based on the heap dump without suspending subsequent re-execution of the code.

Abstract: The technology disclosed relates to a self-service customization protocol for a single page website that implements a support component add-in to the CRM website. The self-service customization protocol includes a plurality of page elements that can be easily edited by the customers without any coding.

Abstract: The technology disclosed uses a 3D deep convolutional neural network architecture (DCNNA) equipped with so-called subnetwork modules which perform dimensionality reduction operations on 3D radiological volume before the 3D radiological volume is subjected to computationally expensive operations. Also, the subnetworks convolve 3D data at multiple scales by subjecting the 3D data to parallel processing by different 3D convolutional layer paths. Such multi-scale operations are computationally cheaper than the traditional CNNs that perform serial convolutions. In addition, performance of the subnetworks is further improved through 3D batch normalization (BN) that normalizes the 3D input fed to the subnetworks, which in turn increases learning rates of the 3D DCNNA. After several layers of 3D convolution and 3D sub-sampling with 3D across a series of subnetwork modules, a feature map with reduced vertical dimensionality is generated from the 3D radiological volume and fed into one or more fully connected layers.

Abstract: The technology disclosed relates to improving parallel functional processing using abstractions and methods defined based on category theory. In particular, the technology disclosed provides a range of useful categorical functions for processing large data sets in parallel. These categorical functions manage all phases of distributed computing, including dividing a data set into subsets of approximately equal size and combining the results of the subset calculations into a final result, while hiding many of the low-level programming details. These categorical functions are extraordinarily well-ordered and have a sophisticated type system and type inference, which allows for generating maps and reducing them in an elegant and succinct way using concise and expressive programs that can significantly efficientize a whole software development process.

Abstract: A data migration system and method operate within a database platform system, which includes first and second databases, to provide data migration between databases. The data migration includes automatically generating a globally unique identifier for each record of the first database, such as upon creation of each record. Records in the second database are updated or inserted according to whether or not records in the second database have globally unique identifiers that correspond to globally unique identifiers of records in the first database.

Abstract: A method comprising of receiving, by a user system that includes at least a processor system having at least one processor and a memory system, a first push notification associated with a first priority level for display on the user system; receiving, by the user system, a second push notification associated with a second priority level for display on the user system, the second priority level being higher than the first priority level; and displaying, by the user system, the second push notification prior to the first push notification based on the first and second priority level.

Abstract: A threat detection system receives links from emails opened in web browsers. The received links are compared with a whitelist of trusted links and blacklisted links associated with security threats. The threat detection system sends trusted identifiers when the received links are identified in the whitelist and sends block identifiers back to the web browsers when the received links are identified in the blacklist. The trusted identifiers cause the web browsers to display a trusted message and the block identifiers cause the web browsers to remove the received link and display a warning message. The threat detection system may receive threat reports for suspected links from employees of a same enterprise and allow an enterprise security administrator to asynchronously update the blacklists and whitelists based on the threat reports received from the enterprise users.

Abstract: Techniques and systems for modifying a virtual machine functionality. Archive files each including at least a class files are received. The archive files are stored within the virtual machine. The virtual machine runs on a host system and neither the virtual machine nor the host system are restarted in response to the receiving or storing of the archive files. Files of the host system are scanned to find class files that are not included in a class path for the virtual machine. The class files are copied to a class path for the virtual machine. Neither the virtual machine nor the host system are restarted in response to the copying of the class files. The classes corresponding to the class files are registered in the virtual machine in response to the copying of the class files to the class path. Neither the virtual machine nor the host system are restarted in response to the registration of the classes.

Abstract: An interface for users to gain access and manipulate unstructured data is provided. In response to receiving a user query associated with a first database format, a system can request unstructured data associated with a second database format from a second database. The unstructured data can include a set of data groups where each data group has a set of values. Each value can be associated with a different tag. To generate a structured database, some embodiments can determine the number of data groups and the number of unique tags across the data groups and populate the table with data from the unstructured data. Subsequently, the system can apply the user query to the table to obtain a query result and transmit the query result to the user device.

Abstract: Techniques for optimizing result presentation for a database query. A database query is received. The database query is performed with a clause indicating one or more offset values to be used in displaying results from the database query. The one or more offset values indicate a subset within the results from the database query to be presented. An order is imposed on the results from the database query. The subset is presented as determined by the one or more offset values.

Abstract: Disclosed are methods, apparatus, systems, and computer-readable storage media for composing and batch publishing feed items in a user interface in a feed-based interaction context. In some implementations, a computing device provides a first prompt for display in a first user interface component, which is configured to display unpublished feed items. The computing device receives, at the first prompt, first feed item data for a first feed item. Responsive to a request to compose a second feed item, the computing device displays in the first user interface component a second prompt for second feed item data without publishing the first feed item. The computing device receives, at the second prompt, second feed item data for a second feed item of a first record, the first and second feed items being related to the first record.

Abstract: Disclosed are some examples of systems, apparatus, methods, and computer program products related to automatically causing a following relationship to be established in an enterprise social networking system between a user and one or more customer relationship management (CRM) records. In some implementations, a workflow is configurable at least in part by one or more selections defining one or more conditions. Responsive to determining that one or more properties associated with a first CRM record satisfies the one or more conditions, a user is caused to follow the first CRM record. The following enables or causes updates associated with the first CRM record to be shared in a feed of the enterprise social networking system, where the feed can be provided to the user's device. Information based on the following of the first CRM record by the user can be displayed at the device.