A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying a first code snippet and a first library function which generate similar outputs from a shared input by parsing each and every line of code in a candidate code snippet to generate a templatized code snippet data structure for the first code snippet, and then testing the templatized code snippet data structure against extracted library function information to check for similarity of outputs between the first code snippet and the first library function in response to a shared input so that the developer is presented with a library function recommendation which includes the first code snippet, the first library function, and instructions for replacing the first code snippet with the first library function.

Technologies are provided for generation of an executable package that provides a tenant-specific service. Generation of the executable package can be based on customization assets and a core codebase. The core codebase can define core modules that provide a core service that is common across tenants. Each core module includes one or multiple extension points. The customizations can be defined within one or multiple virtual partitions, where a virtual partition includes a filesystem or another type of non-transitory storage structure. The VP can include multiple customization resources and customization components. The customizations can permit building extension modules that can be mapped onto respective extension points of core module(s) in order to customize the common core service and yield the tenant-specific service. The core codebase can be built to generate built core modules. The executable package can be formed by combining built extension modules and built core modules.

Provided is an architecture for facilitating deployment of a software product. A user action designer records user actions performed on a user interface for deployment of first and second microservices. User actions include input of first and second sets of configuration details for the deployment of the first and second microservices, respectively. A first set of configuration details is indicative of a first machine configuration, a first deployment mode, and a first cloud technology. A second set of configuration details is indicative of the first machine configuration, the first deployment mode, and a second cloud technology. An orchestrator facilitates provisioning of first and second cloud instances at the first and second cloud technologies for the deployment of the first and second microservices based on the first and second sets of configuration details, respectively.

Provided is an architecture to facilitate definition, design, development, or deployment of an application. A user action designer renders a user interface (UI) on a user device and records user actions performed on the UI. The user actions include selection of an operation and a technology for executing the operation. The user action designer stores metadata associated with the user actions. A user action script compiler generates, based on the metadata, a user action script. An orchestrator communicates the user action script to a gentech script generator associated with the technology. The gentech script generator converts the user action script to a gentech script indicative of the operation. The interpreter converts the gentech script to a technology-specific script for the technology and communicates the technology-specific script to the technology. The technology executes the operation based on the technology-specific script.

Provided is a method for facilitating for facilitating monitoring of development of software products. The actions/activities executed during the stages of a product development for a software product are tracked. Further, each activity log associated with a corresponding activity is tagged to indicate an association of a corresponding activity log with one of the stages. The activities are further classified into one of a value-added activity or a non-value added activity, based on each activity log. The development of the software product is thus monitored by way of a value stream map that is generated based on the classification of each activity. The value stream map is indicative of an efficiency score for each of the stages.

A computing system can be configured to perform operations in a define phase including receiving a component specification including a transformation function; inputting the component specification into a define function; receiving, as an output of the define function, the factory function; and receive data describing a second software component that satisfies the component specification of the first software component. In an assembly phase after the define phase, the computing system can input, into the factory function, the first software component and the second software component; and receiving, as an output of the factory function, the assembled software system including the first software component connected with the second software component according to the component specification of the first software component.

Apparatuses, systems, and techniques to identify a location of one or more portions of incomplete graph code. In at least one embodiment, a location of one or more portions of incomplete graph code is identified based on, for example, CUDA or other parallel computing platform code.

A method of executing a transaction of a blockchain. The transaction comprises at least one output comprising a locking script, and the locking script comprises an instance of a first opcode and one or more instances of a second opcode. Each instance of the second opcode separates portions of the locking script. Upon calling the instance of the first opcode, a first data element is read from at least one stack, the first data element being generated during execution of the locking script with an unlocking script of a different transaction. A first part of the locking script that follows an instance of the second opcode corresponding to the first data element is output.

A threat management facility analyzes a plurality of instructions in computer code for redundancy. When redundancy is found, the threat management facility determines whether the redundancy has characteristics of deliberate obfuscation consistent with malware techniques such as server-side polymorphism. Measures of redundancy, such as one or more of a degree of redundancy or a pattern of redundancy, may inform this process, and my usefully aid in distinguishing legitimate code redundancies from malware. Where an inference of malware is supported, the threat management facility may initiate remediation of the computer code. Further, or instead, the type of remediation applied to the computer code may be based on one or more aspects of the detected obfuscation.

A system is capable of automatically adjusting or reconstructing a baseline expression to generate a parallelized expression. Evaluation of the parallelized expression provide a substantially similar output as the evaluation of the baseline query in more efficient manner. In some implementations, data indicating an expression to be evaluated on a primary thread of the one or more processors is obtained. Elements of the expression are identified. The elements are grouped into a parse tree representation. Elements of the expression are classified as belonging to either a first category that includes elements that are eligible for parallel processing or a second category that includes elements that are not eligible for parallel processing. A particular element that is classified as belonging to the first category is identified and evaluated on a non-primary thread of the one or more processors. The non-primary thread is evaluated in parallel with the primary thread.