Neural network accelerator output ranking is provided. In various embodiments, a system comprises a data memory; a memory controller configured to access the data memory; a plurality of comparators configured in a tree; a register; and a two-way comparator. The memory controller is configured to provide a first plurality of values from the data memory to the comparator tree. The comparator tree is configured to perform a plurality of concurrent pairwise comparisons of the first plurality of values to arrive at a first greatest value of the first plurality of values. The two-way comparator is configured to output the greater of the greatest value from the comparator tree and a stored value from the register. The register is configured to store the output of the two-way comparator.

A multi-processor system with a distributed mailbox architecture and a communication method thereof are provided. The multi-processor system comprises a plurality of processors, each of the processors is correspondingly configured with an exclusive mailbox and an exclusive channel, and the communication method comprises the following steps. When a first processor of the processors needs to communicate with a second processor, the first processor writes data into the exclusive mailbox of the second processor through a public bus; and when the writing of the data has completed, the exclusive mailbox of the second processor sends an interrupt signal to the second processor, after receiving the interrupt signal, the second processor reads the data in the exclusive mailbox through the corresponding exclusive channel.

A computer-implemented method of mapping a process model of a software application executed by a hosting platform. A series of actions taken by a user with respect to user interfaces generated by the software application are simulated through one or more application programming interface (API) calls. The user interfaces include a form and the series of actions includes opening the form. A plurality of user interface fields of the form are then identified through one or more other API calls executed while impersonating a session of a user under test. At least some of the user interface fields are set to known values and the form is submitted to the software application after the fields have been set. Changes to field-related and record-related information resulting from the submission are then gathered and a process model of the software application is determined based upon the gathered information.

A compute device to manage workflow to disaggregated computing resources is provided. The compute device comprises a compute engine receive a workload processing request, the workload processing request defined by at least one request parameter, determine at least one accelerator device capable of processing a workload in accordance with the at least one request parameter, transmit a workload to the at least one accelerator device, receive a work product produced by the at least one accelerator device from the workload, and provide the work product to an application.

A compute device to manage workflow to disaggregated computing resources is provided. The compute device comprises a compute engine receive a workload processing request, the workload processing request defined by at least one request parameter, determine at least one accelerator device capable of processing a workload in accordance with the at least one request parameter, transmit a workload to the at least one accelerator device, receive a work product produced by the at least one accelerator device from the workload, and provide the work product to an application.

A method for displaying messages includes receiving, from a social network system, a plurality of messages, and filtering the plurality of messages into at least two filtered sets of messages based on a group where each of the at least two filtered sets of messages include a different subset of the plurality of messages. The method can include assigning each of the at least two filtered sets of messages to a column, triggering concurrent display of the at least two filtered sets of messages in the assigned column, and analyzing data related to an interaction of a user with at least one filtered set of messages from the at least two filtered messages.

A method for displaying messages includes receiving, from a social network system, a plurality of messages, and filtering the plurality of messages into at least two filtered sets of messages based on a group where each of the at least two filtered sets of messages include a different subset of the plurality of messages. The method can include assigning each of the at least two filtered sets of messages to a column, triggering concurrent display of the at least two filtered sets of messages in the assigned column, and analyzing data related to an interaction of a user with at least one filtered set of messages from the at least two filtered messages.

A method, computer program product, and computer system for directing, by a computing device, an incoming Non-Volatile Memory express (NVMe) command to a kernel driver. The kernel driver may enqueue the incoming NVMe command until fetched by a user space. The NVMe command may be fetched from the kernel driver for processing. The NVMe command may be pushed to a user space block device of the user space.

A compute device to manage workflow to disaggregated computing resources is provided. The compute device comprises a compute engine receive a workload processing request, the workload processing request defined by at least one request parameter, determine at least one accelerator device capable of processing a workload in accordance with the at least one request parameter, transmit a workload to the at least one accelerator device, receive a work product produced by the at least one accelerator device from the workload, and provide the work product to an application.

A compute device to manage workflow to disaggregated computing resources is provided. The compute device comprises a compute engine receive a workload processing request, the workload processing request defined by at least one request parameter, determine at least one accelerator device capable of processing a workload in accordance with the at least one request parameter, transmit a workload to the at least one accelerator device, receive a work product produced by the at least one accelerator device from the workload, and provide the work product to an application.