Abstract: Disclosed is an approach to implement new behavior using natural language, and to debug and examine what happened in the past via a natural language interface as well. Some approaches use a combination of natural language understanding techniques, knowledge representation techniques, advanced compiler techniques and user interaction techniques, to solve for natural language programming and debugging of computers.

Abstract: Disclosed is an improved approach to implement software programming which allows for interactive coding without having to restart a procedure. This is implemented using a combination of an interpreter which allows for modification of code during runtime using an interactive console and a versioned memory system used by the interpreter to roll-back memory to a previous state of execution.

Abstract: Methods, systems, and computer storage media for providing a data analytics index associated with a crisis-recovery data analytics engine in a data analytics system. The data analytics index is a consolidated single index representation of a set of variables associated with a set of consumer behaviors. The crisis-recovery data analytics engine supports generating the data analytics index associated with a pre-crisis period and a crisis-recovery period. In operation, a crisis-recovery dataset—associated with a set of variables of a set of consumer behaviors that support quantifying recovery from a crisis event—is accessed. The set of consumer behaviors are selected based on a crisis-recovery machine learning model that is trained on a pre-crisis dataset and a crisis dataset for selecting the set of consumer behaviors. A data analytics index is generated based on the crisis-recovery dataset. A data visualization comprising crisis-recovery data indicating recovery from the crisis event is generated.

Abstract: Methods, systems, and computer storage media for providing a dynamically weighted unobserved component model (“DW-UCM”) in a demand forecasting engine of a data analytics system. Dynamic weighting is performed based on a machine learning framework that includes tools, interfaces, and a library for developing improved machine learning models (e.g., dynamic demand forecasting models) of a dynamic weighting machine learning pipeline. In particular, the dynamic weighting machine learning pipeline can include a first module that is configured to predict if a segment (e.g., travel segment) under evaluation is open or closed (e.g., due to a restriction or rule), a second module that forecasts near-term recovery (e.g., approx. 0 - 4 weeks), and a third module that predicts longer term recovery.

Abstract: Methods, systems, and computer storage media for providing a unified multilayer-based index for a contextual geoanalytics engine in a data analytics system. The contextual geoanalytics engine is configured to aggregate point-of-interest geographical data from multiple data sources into an aggregate or composite dataset. The contextual geoanalytics engine then transforms and maps the data into a homogenous dataset—i.e., a location embedding record that is homogenous representation of an aggregated dataset—comparable across global geographical regions. The homogenous dataset is accessible via the unified multilayer-based index that is a single geographical index, where the homogenous dataset is a composite of different datasets. The data includes different data types, where the data types are stored in different layers while sharing a common index (i.e., unified multilayer-based index).

Abstract: Methods, systems and computer program products for bringing-up a computing cluster on a public cloud infrastructure. The method includes using a multicloud management system which is configured to bring-up a computing cluster on any one of a plurality of different public cloud infrastructures to bring-up the cluster in a user's account on the public cloud infrastructure, allowing the user to directly utilize tools and features of the public cloud infrastructure and/or computer security of the user's choice.

Abstract: Methods, systems and non-transitory computer readable media for handling IP network addresses in a virtualization system. Embodiments are configured to receive, from a cloud provider, a cloud provider media access control address to assign to a network interface of a computing node. Also received from the cloud provider is a cloud provider's IP address associated with the cloud provider's media access control address. A virtual machine on the computing node is configured such that the cloud provider's IP address serves as an IP address of the virtual machine and such that a virtualization system media access control address serves as a MAC address of the virtual machine. The virtualization system correlates the cloud provider's media access control address to the IP address of the virtual machine. In some cases, the cloud provider's media access control address stored in a virtual switch of a hypervisor.

Abstract: Disclosed is an improved approach for updating address mappings when migrating a virtual entity in a virtualization environment that is installed onto a bare metal cloud infrastructure. The solution reacts to VM migration events rapidly and converges faster with minimal packet loss, as well as avoiding any interruption to existing connections between the VMs.

Abstract: Disclosed is an approach to implement new behavior using natural language, and to debug and examine what happened in the past via a natural language interface as well. Some approaches use a combination of natural language understanding techniques, knowledge representation techniques, advanced compiler techniques and user interaction techniques, to solve for natural language programming and debugging of computers.

Abstract: Disclosed is an improved approach for updating address mappings when migrating a virtual entity in a virtualization environment that is installed onto a bare metal cloud infrastructure. The solution reacts to VM migration events rapidly and converges faster with minimal packet loss, as well as avoiding any interruption to existing connections between the VMs.

Abstract: Methods, systems and computer program products for configuring private cloud computing resources to run a workload in the execution context of a dynamically configured virtualization system. Embodiments commence upon receiving a computing workload demand specification from a resource demander. The workload demand specification is delivered to a brokerage service. The brokerage service in turn identifies an available computing resource of a private cloud provider that matches up with the received computing workload demand specification. A virtualization system that is dynamically configured for the specified workload is installed on some or all of the available computing resources of the private cloud provider. Once the virtualization system is configured, installed and able to accept a workload for execution, the computing workload is scheduled to run in the virtualization system.

Abstract: Methods, systems and computer program products for deploying a virtualization system onto cloud computing infrastructure. Virtual machines of a virtualization system are deployed onto computing nodes that are interconnected via a cloud provider's networking infrastructure. When migrating a virtual machine from a source computing node to a target computing node that is also interconnected to the cloud provider's networking infrastructure, the addressing of the to-be-migrated virtual machine changes. Dynamically-updated media access control translation tables are maintained at the computing nodes. The media access control translation tables are populated with cloud provider media access control addresses received from the cloud provider. A virtual switch at each computing node modifies incoming and outgoing packets of a to-be-migrated virtual machine based on contents of that node's media access control translation table.

Abstract: Methods, systems and non-transitory computer readable media for handling IP network addresses in a virtualization system. Embodiments are configured to receive, from a cloud provider, a cloud provider media access control address to assign to a network interface of a computing node. Also received from the cloud provider is a cloud provider's IP address associated with the cloud provider's media access control address. A virtual machine on the computing node is configured such that the cloud provider's IP address serves as an IP address of the virtual machine and such that a virtualization system media access control address serves as a MAC address of the virtual machine. The virtualization system correlates the cloud provider's media access control address to the IP address of the virtual machine. In some cases, the cloud provider's media access control address stored in a virtual switch of a hypervisor.

Abstract: A big bottle format dispenser includes a housing in the form factor of a large bottle, the housing defining an outer reservoir. An inner reservoir is carried within the housing. The inner reservoir is filled with an alcoholic beverage, and the outer reservoir is not filled with an alcoholic beverage. An illumination means within the dispenser illuminates the inner reservoir, which in some embodiments is constructed in the form factor of, or contains portions in the form factor of, a company name, logo, symbol, or other branding indicator.

Abstract: Embodiments are directed towards managing memory for an application be executing in a managed runtime environment. Managed peer objects may be generated to correspond to native objects executing in a native runtime environment such that memory may be allocated for managed peer objects. Garbage collection handles may be generated and associated with the managed peer objects. If the managed application executes instructions that interact with the managed peer objects and the native runtime environment each garbage collection handle associated with the managed peer objects may be modified based on a type of an interaction. The garbage collection handlers may be garbage collection roots for a garbage collector that may be included in the managed runtime memory manager. If a garbage collection event occurs, memory for the managed peer objects may be deallocated based in part on its correspondent garbage collection handle.

Abstract: A big bottle format dispenser includes a housing in the form factor of a large bottle, the housing defining an outer reservoir. An inner reservoir is carried within the housing. The inner reservoir is filled with an alcoholic beverage, and the outer reservoir is not filled with an alcoholic beverage. An illumination means within the dispenser illuminates the inner reservoir, which in some embodiments is constructed in the form factor of, or contains portions in the form factor of, a company name, logo, symbol, or other branding indicator.

Abstract: Embodiments are directed towards generating applications that include multi-sized types running in managed code. During the compilation of an intermediate language version of an application, if a multi-size type is encountered, a runtime engine may perform actions to process the multi-size types. Accordingly, architecture information associated with the target computer may be determined. Data types corresponding to the architecture of the target computer and the multi-sized types may be determined based on the architecture information. Native code calls associated with an intermediate language code calls may be determined such that the parameters of the native code calls match the architecture dependent data types. And, a machine code version of the intermediate language code call may be generated. The generated machine code version of the intermediate language code may be executed with the data types specific to the target computer.

Abstract: In various embodiments, systems, methods, and apparatus are provided for stabilizing filaments in a chemical vapor deposition (CVD) reactor system. A system includes a base plate having a plurality of electrical connections, a pair of filaments extending from the base plate, and a stabilizer connecting the pair of filaments. Each filament is in electrical contact with, and defines a conductive path between, the two electrical connections. A method of stabilizing the filaments includes providing the pair of filaments, and connecting the pair of filaments with at least one stabilizer. The stabilizer may include an electrically insulating material.

Abstract: Embodiments are directed towards generating applications that include multi-sized types running in managed code. During the compilation of an intermediate language version of an application, if a multi-size type is encountered, a runtime engine may perform actions to process the multi-size types. Accordingly, architecture information associated with the target computer may be determined. Data types corresponding to the architecture of the target computer and the multi-sized types may be determined based on the architecture information. Native code calls associated with an intermediate language code calls may be determined such that the parameters of the native code calls match the architecture dependent data types. And, a machine code version of the intermediate language code call may be generated. The generated machine code version of the intermediate language code may be executed with the data types specific to the target computer.

Abstract: A big bottle format dispenser includes a housing in the form factor of a large bottle, the housing defining an outer reservoir. An inner reservoir is carried within the housing. The inner reservoir is filled with an alcoholic beverage, and the outer reservoir is not filled with an alcoholic beverage. An illumination means within the dispenser illuminates the inner reservoir, which in some embodiments is constructed in the form factor of, or contains portions in the form factor of, a company name, logo, symbol, or other branding indicator.