Abstract: A Universal Serial Bus (USB) device configured to build a program, in a host machine, on an alternative CPU architecture. The USB device comprises a USB interface adapted to be communicatively coupled to the host machine. The USB device further comprises a memory module configured to store a package to build on, in the host machine, the alternative CPU architecture. The USB device further comprises a System-on-a-Chip (SoC) configured to access the stored package from the memory module. The SoC is further configured to, when a connection between the USB interface and the host machine is established, automatically run the stored package in the host machine.

Abstract: Systems/techniques that facilitate monolith-to-microservice refactoring via source-code-to-domain-model graph comparison are provided. In various embodiments, a system can access source code of a monolithic application and a target domain model corresponding to the monolithic application. In various aspects, the system can refactor the monolithic application into microservices, by aligning a first graph representing the source code with a second graph representing the target domain model.

Abstract: The present application relates to a resource file loading method, apparatus, electronic device and storage medium, which are applied in the field of Internet technology. The method includes: acquiring an editable first resource file, storing the first resource file and cache data of the first resource file; wherein the cached data is un-editable, and the file size of the cached data is smaller than that of the first resource file; in response to a loading instruction for the first resource file, determining whether the first resource file has changed; if the first resource file has not changed, acquiring the cached data of the first resource file and loading the cached data of the first resource file; if the first resource file has changed, acquiring the first resource file and loading the first resource file.

Abstract: Methods, computer readable media, and devices for rapid prototyping of both user experience and technical features in a combined approach. One method may include creating a set of known user experience (UX) components including a user interface element representing at least one of a data element and a data interaction, creating a UX screen including a set of UX elements within a UX prototyping tool, translating the UX screen into a set of standardized UX components, publishing the set of standardized UX components by mapping the set of standardized UX components to synthetic data, and validating a technical aspect of the published set of standardized UX components based on user interaction with the published set of standardized UX components.

Abstract: A method by one or more electronic devices to provision an infrastructure for a machine learning application in a multi-tenant on-demand serving infrastructure. The method includes storing a plurality of templates, wherein each of the plurality of templates indicates a scoring interface, a web server, a definition of a continuous integration pipeline, and a definition of a continuous deployment pipeline, receiving a request to provision the infrastructure for the machine learning application using a specified template from the plurality of templates, and provisioning the infrastructure for the machine learning application using the specified template to create a version control system repository, a continuous integration pipeline, and a continuous deployment pipeline.

Abstract: An industrial integrated development environment (IDE) supports collaborative tools that allow multiple designers and programmers to remotely submit design input to the same automation system project in parallel while maintaining project consistency. The industrial IDE also permits localized development of system projects, and provides an infrastructure for sharing and selectively synchronizing project edits among multiple locally stored versions of the system project.

Abstract: Session-specific edit recommendations may be made for editing a code file. After a code editing session is started, code file edits may be captured. A machine learning technique may be applied to learn the code edits and recommend alternative code portions for portions of the code file during the code editing session. The recommendations may be provided and accepted, or not, via an interface of a code editor application.

Abstract: In one aspect, a computerized method useful for automating computer application tasks using application guides, markups and computer vision includes the step of automating a human-implemented computer task. This includes determining a human workflow via a set of images. This also includes automatically deriving the workflow based on the set of images and a set of human user inputs. The method includes the step of, based on the automated human-implemented computer task, automatically implementing a decisions on behalf of a human user. The method includes the step of, implementing the automated human-implemented computer task using an in-application guide or a computer-vision step to determine a task the human user has performed and then performing the same task as the human user.

Abstract: Systems and methods for decompiling binary code or executables are provided herein. In some embodiments, a method of training a machine learning algorithm for decompiling binary code into readable source code includes collecting a data set of source code and at least one element associated with the source code; providing binary code using the data set; training a model configured to decompile the binary code into source code using the data set by: decompiling the collected binary code into intermediate source code; comparing the source code in the data set with the intermediate source code; and updating the model and repeating the training if the source code in the data set differs from the intermediate source code by more than a threshold amount.

Abstract: Computer-implemented methods and systems are provided that receive, at an implantable medical device (IMD), a programming package comprising a collection of configuration change requests, transaction credentials, and a signature indicative of a source of the programming package. The transaction credentials include a first hash of the collection of configuration change requests. The IMD validates an external device as the source by decrypting the signature using a key that is uniquely associated with the external device. The IMD verifies the transaction credentials and the configuration change requests of the programming package, and generates a second hash of the collection of configuration change requests. Responsive to both (i) the second hash matching the first hash and (ii) the transaction credentials and the configuration change requests being verified, the IMD executes the collection of configuration change requests to update an operating configuration of the IMD.

Abstract: Aspects and features include maintaining at least one auxiliary disk image on a computing device. Certain code that is aligned with the base operating system of the computing device resides in and is executed from the auxiliary disk image. In one example, a computing device receives an update asset and uses it to patch the auxiliary disk image. The computing device executes the updated code from the patched disk image without rebooting or otherwise restarting the base operating system. The existing auxiliary disk image may be replaced with the patched disk image in response to a reboot or some other event, or while executing the code in the patched disk image from memory.

Abstract: A computer-implemented method for monitoring and auditing secure software builds is disclosed. The computer-implemented includes receiving a build file containing a sequence of build instructions. The computer-implemented method further includes, for each build instruction being executed: determining an indicator value corresponding to a monitoring level associated with a build instruction; and modifying logging of trace information associated with a computing system executing the build instruction based, at least in part, on the indicator value corresponding to the monitoring level.

Abstract: Flash peripheral device may include a kernel in logical communication with a bootloader where the kernel, when initialized, is adapted to upload in at least one hardware controller via the bootloader. Flash peripheral device may also include at least one firmware protocol in logical communication with the kernel and configured to initialize at least one hardware driver of the at least one hardware controller. Flash peripheral device may also include an operation application in logical communication with the kernel and provided with a legacy set of instructions and at least one updated set of instructions. The operation application executes and runs the at least one updated set of instructions when the at least one updated set of instructions is flashed to the operation application or executes and runs the legacy set of instructions when the at least one updated set of instructions fails to be flashed to the operation application.

Abstract: A vehicle control system includes a terminal including a storage unit to store additional function information generated by software configured to add a new function to functionality of at least one electronic device mounted on a vehicle and a first communication unit to output the additional function information, and a vehicle control device including a second communication unit to communicate with the terminal through the first communication unit and configured to add a new function to the at least one electronic device based on the additional function information obtained from the terminal through the second communication unit.

Abstract: Methods, systems, and techniques for deploying target websites, especially those created using a third party content management system (“CMS”) for developing websites such as WORDPRESS are provided. Example embodiments provide a CMS Deployment System (“CDS”) or CMS Deployment Application (“CDA”), which enables users to create content locally using all of the resources of the CMS and then manage and deploy the target website using a versioning process and in a more secure form on a target server. In one embodiment, the CDS/CDA exports the CMS website instance as flat HTML files, manages these files using a versioning system, and then deploys them on the target server without requiring user expertise. An example CDS/CDA includes an install facility, an export facility, and a deployment facility, which cooperate to deploy secure websites created using standard CMS tools.

Abstract: Techniques for computer software code analysis are disclosed. One or more data flows are generated, based on analyzing software code using static analysis. A data object is identified in the software code using the one or more data flows, the data object relating to a structured dataset. A correspondence between a code expression in the software code and a characteristic of the structured dataset is identified, based on analyzing one or more reads from and one or more writes to the data object using the one or more data flows. The code expression for the structured dataset is analyzed, based on the correspondence, including at least one of: (i) generating a software code recommendation engine based on the code expression and the structured dataset, or (ii) generating one or more lambda expressions for application to the structured dataset, based on the code expression.

Abstract: Systems and methods for performing device testing using automatic test equipment that can advantageously utilize relatively large numbers of test scenarios and activities including multiple test steps and resources and that prevents test parameters from conflicting or colliding to improve test performance and accuracy are disclosed herein. The test activities of a given test scenario can be configured to be executed concurrently. The test activities can be associated with one or more test parameters characterized by respective test parameter values and/or are associated with one or more constraints.

Abstract: Using exported data of a machine learning model and a model training environment specification, a resource usage specification and a code module usage specification of the model are identified. A code module installation specification is determined from a code module requirements specification and a target execution environment specification. The code modules specified by the code module installation specification are caused to be installed in the target execution environment. Using data of the updated target execution environment, the updated target execution environment is validated for execution of the model. Execution of the model in the updated target execution environment is simulated. The model is deployed in the updated target execution environment responsive to the simulating being successful.

Abstract: Techniques are described for providing a built-in “app” editor for an information technology (IT) and security operations application that enables users to create, modify, and test operation of apps under development within the editor. Some IT and security operations applications enable users to extend the applications by adding connectivity to third party technologies to run custom actions. For example, a user might create a custom app to enable an IT and security operations application to connect to an external service providing information about malicious Internet Protocol (IP) addresses, to connect to a relevant cloud provider service, or to interact with a firewall or other type of computing device used in a user's computing environment. Given the broad set of technologies that can be orchestrated by an IT and security operations application, apps broadly enable users to add custom functionality to interface with virtually any technology of interest.

Abstract: Methods, systems, and computer program products are described herein for implementing a workflow development system that includes automatic code generation for data transformations. For instance, the workflow development system may provide a graphical user interface that enables a user to add and/or configure one or more workflow steps. At least one workflow step may be configured to perform a transformation or re-formatting of data that may be received from a previous workflow step. The code utilized to perform the transformation or re-formatting may be automatically determined by the workflow development system in accordance with programming-by-example techniques, where a user provides sample input data representative of the data prior to transformation and provides sample output data representative of data post-transformation. The workflow development system learns and/or generates code, that is able to perform the transformation as desired by the user, based on the sample input and output data.