A document including one or more macros in a first programming language is identified. A determination is made that one or more objects of the document are referenced by a function defined by a macro of the one or more macros. The function is converted into one or more sets of operations represented in a first programming language. A user is provided with access to the one or more objects of the document based on the one or more sets of operations represented in the second programming language.

Systems and methods for configuration management through information and code injection at compile time. An example method comprises: receiving a source code comprising one or more references to a variable; receiving metadata associated with the source code, wherein the metadata specifies a range of values of the variable; and identifying, in view of the range of values of the variable, a reachable section of the source code.

Aspects of the present disclosure provide a method for training a predictor that predicts performance of a plurality of machine learning (ML) models on platforms. For example, the method can include converting each of the ML models into a plurality of instructions or the instructions and a plurality of intermediate representations (IRs). The method can also include simulating execution of the instructions corresponding to each of the ML models on a platform and generating instruction performance reports. Each of the instruction performance reports can be associated with performance of the instructions corresponding to one of the ML models that are executed on the platform. The method can also include training the predictor with the instructions or the IRs as learning features and the instruction performance reports as learning labels, compiling the predictor into a library file, and storing the library file in a storage device.

Disclosed herein are system, method, and computer program product embodiments for self-paced migration of an application programming language (API) gateway. An embodiment operates by applying a policy chain comprising a first set of policies to an API request received at a first API gateway. The embodiment forwards the API request to a second API gateway and applies, at the second gateway, a virtual policy chain comprising a second set of policies to the API request. The embodiment then forwards the API request to the first API gateway and routes the API request to a corresponding backend API.

Systems, methods, and devices are described for enabling a user to import a library into a computer program under development. The library includes a data storage interface, one or more semantic objects, and one or more data manipulation or data analysis operations. A user is able to reference code of the library within the computer program under development to generate a dataset from data obtained via the data storage interface and associate the one or more semantic objects with the dataset to generate a semantically-annotated dataset. Systems, methods, and devices enable, based on the importing: the user to invoke a semantic-guided operation of the library that utilizes the semantically-annotated dataset to infer an aspect of a data manipulation or data analysis operation to be performed on the semantically-annotated dataset; or the suggestion of a data manipulation or data analysis operation to the user based on the semantically-annotated dataset.

A conversion device analyzes information of an input packet using hardware and determines whether to perform predetermined previous stage processing using the hardware. Furthermore, when it is determined to perform the previous stage processing, the conversion device uses the hardware to provide metadata including identification information indicating a group of packets to the packets on the basis of the fixed-length header information of the packets. In addition, the conversion device uses software to generate analysis packets corresponding to the group of packets using the provided metadata.

Systems, methods, and devices are described for enabling a user to import a library into a computer program under development. The library includes a data storage interface, one or more semantic objects, and one or more data manipulation or data analysis operations. A user is able to reference code of the library within the computer program under development to generate a dataset from data obtained via the data storage interface and associate the one or more semantic objects with the dataset to generate a semantically-annotated dataset. Systems, methods, and devices enable, based on the importing: the user to invoke a semantic-guided operation of the library that utilizes the semantically-annotated dataset to infer an aspect of a data manipulation or data analysis operation to be performed on the semantically-annotated dataset; or the suggestion of a data manipulation or data analysis operation to the user based on the semantically-annotated dataset.

The present invention discloses a method of flow control in a computing device, for processing of flow control statements to adapt a data structure of a program running on the computing device and a computer program product storing the method. The invention thereby allows the integration of the kernels into the main program when compiling. The whole parsing of the CPU program parts and the kernels is done by 10 one single standard compiler. The actual compiler for the device can be linked as a library and does not need to do any parsing. The invention further allows loops and if-clauses to be used in language-embedded GPGPU programming, enabling full general-purpose programming of the device in a way that is fully embedded in an ordinary programming language. The device can be a highly parallel computing 15 device, such as a video card, or some other computing device.

A generic Test Tool migration system that migrates test cases from one platform to another in different Languages and also incorporate best practices while migration. The system comprises of three phases, a pre-processor, an in-flight module, and a post-processor. The pre-processor scans and reads the entire Source code and passes the output to the in-flight module which converts the Source scripts to a neutral Language and generates a Target Language. The output of the process becomes the input to the post-processor that provides options for resolving the ambiguity, issues, and warnings with best practice suggestions to a user by the Smart (migration) Remedy Engine (SME). The translated code is further improved, validated, reported and logged. The output of the phase is converted Object Repositories, Test Data and Scripts.

Disclosed embodiments include a system and a method of compiling a PLC (Programmable Logic Controller) command. In some embodiments, the method includes: determining one compile processing scheme chosen from a plurality of compile processing schemes for a command included in a program to be executed in a PLC; and executing a command compile or compiler optimized for a rate or a size based on the chosen compile processing scheme.