Abstract: Preferred embodiments of systems and methods are disclosed to reduce a minimal working voltage, Vmin, and/or increase the frequency of Vmin while executing multithreaded computer programs with better reliability, efficiency, and performance. A computer complier complies multiple copies of high-level code, each with different a different set of resource allocators so system resources are allocated during simultaneous execution of multiple threads in a way that allows reducing Vmin at a given reference voltage frequency and/or increasing the frequency of Vmin at a given Vmin value.

Abstract: A computer system that has two or more processing engines (PE), each capable of performing one or more operations on one or more operands but one or more of the PEs performs the operations unreliably. Initial results of each operation are debiased to create a debiased result used by the system instead of the initial result. The debiased result has an expected value equal to a correct output where the correct output is the initial result the respective operation would have produced if the respective operation performed was reliable.

Abstract: Embodiments for generating representative microbenchmarks in a computing environment are provided. One or more tracing points may be selected in a target application. Executed instructions and used data of the target application may be dynamically traced according to the one or more tracing points according to a tracing plan. Tracing information of the dynamic tracing may be replicated in an actual computing environment and a simulated computing environment.

Abstract: Techniques facilitating determination and correction of physical circuit event related errors of a hardware design are provided. A system can comprise a memory that stores computer executable components and a processor that executes computer executable components stored in the memory. The computer executable components can comprise a simulation component that injects a fault into a latch and a combination of logic of an emulated hardware design. The fault can be a biased fault injection that can mimic an error caused by a physical circuit event error vulnerability. The computer executable components can also comprise an observation component that determines one or more paths of the emulated hardware design that are vulnerable to physical circuit event related errors based on the biased fault injection.

Abstract: A coarse error correction system for detecting, predicting, and correcting errors in neural networks is provided. The coarse error correction system receives a first set of statistics that are computed from values collected from a neural network during a training phase of the neural network. The coarse error correction system computes a second set of statistics based on values collected from the neural network during a run-time phase of the neural network. The coarse error correction system detects an error in the neural network during the run-time phase of the neural network by comparing the first set of statistics with the second set of statistics. The coarse error correction system increases a voltage setting to the neural network based on the detected error.

Abstract: Preferred embodiments of systems and methods are disclosed to reduce a minimal working voltage, Vmin, and/or increase the frequency of Vmin while executing multithreaded computer programs with better reliability, efficiency, and performance. A computer complier complies multiple copies of high-level code, each with different a different set of resource allocators so system resources are allocated during simultaneous execution of multiple threads in a way that allows reducing Vmin at a given reference voltage frequency and/or increasing the frequency of Vmin at a given Vmin value.

Abstract: Techniques facilitating determination and correction of physical circuit event related errors of a hardware design are provided. A system can comprise a memory that stores computer executable components and a processor that executes computer executable components stored in the memory. The computer executable components can comprise a simulation component that injects a fault into a latch and a combination of logic of an emulated hardware design. The fault can be a biased fault injection that can mimic an error caused by a physical circuit event error vulnerability. The computer executable components can also comprise an observation component that determines one or more paths of the emulated hardware design that are vulnerable to physical circuit event related errors based on the biased fault injection.

Abstract: A first voltage may be applied to a memory in a neural network. The memory may include one or more memory cells. A processor may determine that a first memory cell in the memory is faulty at the first voltage. The first voltage may be a low voltage. The processor may identify a first factor in the neural network. The first factor may have a low criticality in the neural network. The processor may determine to store the first factor in the first memory cell. The processor may store the first factor in the first memory cell.

Abstract: Techniques facilitating determination and correction of physical circuit event related errors of a hardware design are provided. A system can comprise a memory that stores computer executable components and a processor that executes computer executable components stored in the memory. The computer executable components can comprise a simulation component that injects a fault into a latch and a combination of logic of an emulated hardware design. The fault can be a biased fault injection that can mimic an error caused by a physical circuit event error vulnerability. The computer executable components can also comprise an observation component that determines one or more paths of the emulated hardware design that are vulnerable to physical circuit event related errors based on the biased fault injection.

Abstract: A system and method for determining reliability-aware runtime optimal processor configuration can integrate soft and hard error data into a single metric, referred to as the balanced reliability metric (BRM), by using statistical dimensionality reduction techniques. The BRM can be used to not only adjust processor voltage to optimize overall reliability but also to adjust the number of on-cores to further optimize overall processor reliability. In some implementations, both coarse-grained actuations, based on optimal core count, and fine-grained actuations, based on optimal processor voltage (Vdd), may be used, where feedback control can recursively re-compute soft and hard error data based on a new configuration, until convergence at an optimal configuration.

Abstract: Applications on different processing elements have different characteristics such as latency versus bandwidth sensitivity, memory level parallelism, different memory access patterns and the like. Interference between applications due to contention at different sources leads to different effects on performance and is quantified. A method for contention-aware resource provisioning in heterogeneous processors includes receiving stand-alone performance statistics for each processing element for a given application. Multi-core performance slowdown can be computed from the received stand-alone performance statistics. When a request to provision an application on the heterogeneous processors is received, application performance requirements of the application can be determined and a bandwidth for the application can be provisioned based on the application performance requirements and the computed multi-core performance slowdown parameter.

Abstract: Methods and systems for executing an application includes executing an epoch of the application using a predicted minimum operational voltage that is based on a previous epoch of the application if the application is in a stable phase and using a nominal safe voltage if the application is in an unstable phase.

Abstract: An aspect includes optimizing an application workflow. The optimizing includes characterizing the application workflow by determining at least one baseline metric related to an operational control knob of an embedded system processor. The application workflow performs a real-time computational task encountered by at least one mobile embedded system of a wirelessly connected cluster of systems supported by a server system. The optimizing of the application workflow further includes performing an optimization operation on the at least one baseline metric of the application workflow while satisfying at least one runtime constraint. An annotated workflow that is the result of performing the optimization operation is output.

Abstract: Techniques facilitating voltage droop reduction and/or mitigation in a processor core are provided. In one example, a system can comprise a memory that stores, and a processor that executes, computer executable components. The computer executable components can comprise an observation component that detects one or more events at a first stage of a processor pipeline. An event of the one or more events can be a defined event determined to increase a level of power consumed during a second stage of the processor pipeline. The computer executable components can also comprise an instruction component that applies a voltage droop mitigation countermeasure prior to the increase of the level of power consumed during the second stage of the processor pipeline and a feedback component that provides a notification to the instruction component that indicates a success or a failure of a result of the voltage droop mitigation countermeasure.

Abstract: Techniques for inducing heterogeneous microprocessor behavior using non-uniform cooling are described. According to an embodiment, a device is provided that comprises an IC chip comprising a plurality of cores and a cooling apparatus coupled to the integrated chip that cools the integrated chip in association with electrical operation of the plurality of cores. The cooling apparatus cools a first core of the plurality of cores to a lower temperature than a second core of the plurality of cores. In various embodiments, the cooling apparatus comprises a plurality of channels embedded within the integrated chip and the cooling apparatus cools the integrated chip via flow of liquid coolant through the plurality of channels.

Abstract: A first voltage may be applied to a memory in a neural network. The memory may include one or more memory cells. A processor may determine that a first memory cell in the memory is faulty at the first voltage. The first voltage may be a low voltage. The processor may identify a first factor in the neural network. The first factor may have a low criticality in the neural network. The processor may determine to store the first factor in the first memory cell. The processor may store the first factor in the first memory cell.

Abstract: One aspect is an analysis system that includes a processor operably coupled to a memory and configured to perform a method. The method includes defining a set of workloads for a targeted multi-core computer system based on a plurality of metrics of interest to profile. A plurality of workload-to-core mappings is generated for the workloads on the targeted multi-core computer system. The workloads run on the targeted multi-core computer system based on the workload-to-core mappings to produce a mapping of the workloads to the metrics of interest as experimental data. A statistical analysis is applied on the experimental data to define a plurality of metric profiles for the targeted multi-core computer system.

Abstract: Techniques for implementing a safety protocol are provided. In one example, a system is provided that can execute a machine-learned model to determine cognitive data representing a prediction about a state of an environment and an action to be performed in response to the prediction. The system can determine that a connection with a remote device is unavailable, and in response activate a safety protocol.

Abstract: A computer program product includes a computer readable storage medium having program instructions embodied therewith. The program instructions are executable by a processor to cause the processor to perform a method that includes determining, by a first base station, that the first base station is overloaded with connections from mobile devices. Responsive to the first base station being overloaded, a status update may be received, by the first base station, from each of a plurality of base stations. A second base station may be selected, by the first base station, from among the plurality of base stations. Responsive to the first base station being overloaded, the second base station may be instructed, by the first base station, to relocate from a first position to a new position closer to the first base station. The plurality of base stations automatically relocate to load-balance connections from the plurality of mobile devices.

Abstract: Systems, computer-implemented methods and/or computer program products that facilitate management of resources are provided. In one embodiment, a computer-implemented method comprises: employing, by a system operatively coupled to a processor, at least one model to predict respective token needs by a set of processing elements during execution of a workload; and exchanging, by the system, one or more tokens between a subset of the processing elements as a function of the predicted token needs.