A method may include searching compiled code for a variable name of a resource, the variable name containing a predefined string; identifying a variable name in a resource manifest of the library that matches the variable name that contains the predefined string; based on the identifying, importing the resource to a location associated with the compiled code.

In various embodiments, a process for detecting duplicated code patterns in visual programming language code instances includes analyzing a repository of graph based visual programming language code instances and detecting a similar code portion pattern duplicated among a group of graph based visual programming language code instances included in the repository of graph based visual programming language code instances including by using an index and tokenizing a flow corresponding to at least one graph based visual programming language code instance in the group of graph based visual programming language code instance. The process includes visually indicating elements belonging to the detected similar code portion pattern within a visual representation of at least one of the group of graph based visual programming language code instances.

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.

Systems and methods for direct function call substation are described. An example method may include analyzing two or more build configuration files describing parameters for building two or more source code files. The method may further include determining whether a number of instances that a function is declared for a given symbolic name in the two or more build configuration files satisfies a threshold number of instances. The method may further include, in response to determining that the number of instances satisfies the threshold number of instances, substituting the given symbolic name with an indirect function call for the function within a source code file of the two or more source code files.

An open compiler system for the construction of safe and correct computational systems. This system allows a user to define multiple computational resources, each of which containing multiple computations, which, together, provide some desired functionality. This system generates the artifacts required to create such computational resources, may verify logical properties of such a system, may integrate user-defined programs in the process of compiling such artifacts, and may allow for the deployment, debugging, and monitoring of such computational resources.

Mechanisms for reducing register bank conflicts based on software hint and hardware thread switch are disclosed. In some embodiments, an apparatus for thread switching includes a graphics processing unit (GPU) that includes a plurality of register banks to store operands that are assigned at least partially to avoid register bank conflicts. Decoding circuitry checks a thread switching field of a first instruction to be executed by a first thread. The GPU performs a thread switch mechanism to cause a second instruction to be executed by a second thread when the thread switching field of the first instruction is set.

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.

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.

Disclosed herein are system, method, and device embodiments for enriching the capabilities of an API management product by deploying an augmented circuit breaker policy at an API gateway to automate regression analysis. Based on the augmented circuit breaker policy, the API gateway may perform curative remedies when a triggering condition occurs, e.g. rolling back the software release or alerting administrators. In one use case, the augmented circuit break policy may mitigate the damage of a faulty software release by programmatically directing all requests received at the API gateway to a stable version of the API. The benefits may be extended by using machine learning to train normality models on the typical behavior of a particular API. A user may then configure an augmented circuit breaker policy to perform a programmatic rollback when the API gateway recognizes conditions that diverge from normal behavior.

Disclosed herein are system, method, and computer program product embodiments for implementing automatic taxonomy tags in an API microgateway. The API microgateway may receive a plurality of API requests for an API managed by a customer in a period of time and route the plurality of API request to an instance of the API according to a policy of the API. The API microgateway may aggregate metrics information related to the plurality of API requests. The aggregated metrics information may include request features, response features, policy features, and performance features. In response to a cluster of the metrics information corresponding to a tag in a tag prediction system, the aggregated metrics information may be labeled with the tag. The tag and the aggregated metrics information may be added to an access log and sent to the customer.