Disclosed herein are techniques for matching symbols between code sets. Techniques include accessing a first symbol associated with a first version of software; accessing a second symbol associated with a second version of the software; comparing the first symbol to the second symbol; determining, based on the comparing, whether the second symbol is a functional equivalent of the first symbol; and performing a designation action based on whether the second symbol is a functional equivalent of the first symbol.

Embodiments of the present application disclose an application development method performed at a computing device. The method includes: obtaining an input file in a predetermined format, the input file including content code of each part used for forming an application; disassembling the content code of each part in the input file into different category code according to corresponding categories; invoking a corresponding compiler according to an attribute of each piece of the category code, to compile the category code, to correspondingly obtain a description file of each piece of the category code; and performing plug-in processing on the description file of the category code of each part, to obtain the application.

The present application is directed towards systems and methods for cluster-based code analysis and transformation. Cluster-based analysis may group code objects based on their similarity across functional areas, such as where a code object is cloned in multiple areas (e.g. sort functions that are duplicated across areas, or reports or tables that are identical). In some implementations, objects may be grouped into clusters by type, or based on reading from or writing to a common table. In some implementations, clustering at different layers may be possible.

The present application is directed towards systems and methods for providing a heat map interface for analyzing and reporting transformation capabilities of a source installation to a target installation of an application. Characteristics of the source installation are displayed in an easy, intuitive interface, providing improved efficiency in analysis and planning. Furthermore, the interface is interactive, allowing an administrator or user to select and apply transformation dispositions to code objects grouped into regions and sub-regions, providing versatility and accuracy of configuration.

An executable program creation unit performs lexical-syntactical analysis to generate an intermediate representation from source code, using a compiler program. The executable program creation unit extracts function call processing included in the intermediate representation. The executable program creation unit evaluates a function replacement condition set for the function call processing and corresponding to characteristics of a device controlled by the executable program. The executable program creation unit replaces the function call processing according to a function replacement rule if the function replacement condition is satisfied. The executable program creation unit intermediately generates a relocatable object using the replaced function call processing.

A system and method for evaluating performance of a software application. The present invention includes analyzing by one or more computing devices a plurality of program code lines of the software application stored in one or more computer databases. Further, one or more equivalent program regions within the plurality of program code lines may be identified. One or more markers in the identified one or more equivalent program regions may be inserted and stored in the one or more computer databases. Further, the plurality of program code lines may be compiled and assembled respectively to generate an executable code. The executable code may include a plurality of instructions. Further, performance metrics of the software application may be measured by manipulating the plurality of instructions based on the one or more equivalent program regions identified by the inserted one or more markers and executing the executable code.

A method and apparatus provides for compiling a plurality of shaders, each shader having a plurality of computer-readable statements, into a plurality of computer-executable instructions. In one example, the method and apparatus, using a computing device, receives the plurality of shaders used in a process pipeline for performing at least one shading function, determines a shader type of each of the plurality of shaders based on the at least one shading function, and compiles the plurality of shaders by generating the computer-executable instructions using data including a shader descriptor for each of the plurality of shaders, resulting in the shading functions of the plurality of shaders combined together.

Disclosed herein are techniques for matching symbols between code sets. Techniques include accessing a first symbol associated with a first version of software; accessing a second symbol associated with a second version of the software; comparing the first symbol to the second symbol; determining, based on the comparing, whether the second symbol is a functional equivalent of the first symbol; and performing a designation action based on whether the second symbol is a functional equivalent of the first symbol.

An offload server includes: an application code analysis section configured to analyze source code of an application; a PLD processing designation section configured to identify loop statements of the application, generate a plurality of offload processing patterns designating, for each of the identified loop statements, parallel processing and/or pipeline processing on the PLD according to OpenCL, and perform compilation; an arithmetic intensity calculation section configured to calculate arithmetic intensities of the loop statements of the application; and a PLD processing pattern generation section configured to, on the basis of the arithmetic intensities calculated by the arithmetic intensity calculation section, narrow down the loop statements to, as candidates to be offloaded, those having an arithmetic intensity higher than a predetermined threshold.

Systems, apparatuses, and methods for enhanced resolution video and security via machine learning are disclosed. A system is configured to receive a source code representation of a neural network. In one embodiment, the source code representation is a directed acyclic graph (DAG). The system determines if the source code representation includes any of one or more patterns, with each pattern including two or more adjacent layers. The system also identifies, for each pattern, a combined layer with which to replace the detected pattern. If any occurrences of the one or more patterns are detected in the source code representation, the system replaces each pattern with a corresponding combined layer. Additionally, the system generates an optimized representation of the neural network, wherein the optimized representation includes replacements for any detected patterns. The optimized representation can be utilized to generate an executable version of the neural network.