A method for executing a dynamically generated operation in a parallel processing framework may include executing the dynamically generated operation sequentially for a threshold quantity of times before initiating a compilation operation to generate precompiled code for the dynamically generated operation. Upon generating the precompiled code, execution of the precompiled code may be parallelized by determining, based on a quantity of time required to execute the precompiled code on a portion of a dataset, a task size. The execution of the precompiled code may be divided, based on the task size, into one or more tasks. Moreover, a corresponding quantity of worker threads may be allocated to perform the one or more tasks in parallel. Related methods and computer program products are also provided.

Aspects of the invention include includes detecting a change in a code section of a source code in relation to a reference code section. An incremental section is created in object code, the incremental section includes an object code section describing the change in the code section and a symbol section describing a change to a symbol associated with the changed code section. The incremental section is attached to a software update. The software update to a target computer system.

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.

An animation system is provided for generating an animation control rig for character development, configured to manipulate a skeleton of an animated character. Hierarchical representation of puppets includes groups of functions related in a hierarchy according to character specialization for creating the animated rig are derived using base functions of a core component node. The hierarchical nodes may include an archetype node, at least one appendage node, and at least one feature node. In some implementations, portions of a hierarchical node, including the functions from the core component node, may be shared to generate different animation rigs for a variety of characters. In some implementations, portions of a hierarchical node, including the component node functions, may be reused to build similar appendages of a same animation rig.

A tracing controller may utilize a binary execution trace mechanism to trace execution of compiled application machine code. The tracing controller may initiate hardware tracing to gather control-flow hardware traces of a method executing on a processor configured to generate hardware tracing information. The controller may generate a profile based on the hardware tracing information and initiate re-compiling or re-optimizing of the method in response to determining that the new profile differs from the previous profile. The controller may repeatedly profile and re-optimize a method until profiles for the method stabilize. Profiling and hardware tracing of an application may be selectively enabled or disabled allowing the controller to respond to later phase changes in application execution by re-optimizing, thereby potentially improving overall application performance.

The present disclosure provides a method and system for deploying a third-party application to a microcontroller using edge assistance. The method includes: sending an instruction packet to an edge server, applying the instruction packet to an intermediate bytecode content of a current node temporarily stored on the edge server, and compiling an updated intermediate bytecode of a device as a corresponding native instruction set code; assigning a size of each application partition according to a compilation result; and statically or dynamically linking each application to a corresponding position according to an assigned memory address of each application to generate a binary image, and downloading the binary image into an application node, thereby completing update of the application node.

Systems and methods of computer-assisted programming, including: storing, on a computer memory, a program code, displaying the program code, receiving, from a user, a mark of a location in the displayed program code, producing a list of selectable program elements that are valid for insertion into the program code at the marked location, in accordance with one or more rules of a programming language, receiving, from the user, a selection of at least one program element from the list of selectable program elements, inserting the at least one selected program element into said program code in the computer memory, at a location corresponding to the marked location received from the user, and preventing the user from inserting a program element into the stored program code in any way that is devoid of selection of at least one selectable program element from the list of selectable valid program elements.

An animation system is provided for generating an animation control rig for character development, configured to manipulate a skeleton of an animated character. Hierarchical representation of puppets includes groups of functions related in a hierarchy according to character specialization for creating the animated rig are derived using base functions of a core component node. The hierarchical nodes may include an archetype node, at least one appendage node, and at least one feature node. In some implementations, portions of a hierarchical node, including the functions from the core component node, may be shared to generate different animation rigs for a variety of characters. In some implementations, portions of a hierarchical node, including the component node functions, may be reused to build similar appendages of a same animation rig.

An animation system is provided for generating an animation control rig configured to manipulate a skeleton of an animated object. A partition separation process enables software changes to be inserted into uncompiled computer code associated with the animation control rig. Analysis of the uncompiled computer code is implemented relative to a performance metric. Based on the analysis in view of the performance matric, one or more partitions are determined in the uncompiled computer code to partition the code into separate code blocks. The uncompiled code is separated at the partition and updated with the software change. The updated code is compiled to generate the animation control rig.

A method searches and tests for performance optima in an operating system (OS) configuration space. The method includes generating a plurality of OS configurations. For at least a first OS configuration, of the generated OS configurations, the method further includes: fetching a plurality of OS modules based on the first OS configuration; building a first OS image from the fetched OS modules; and testing the first OS image to determine a first value of a performance metric.