Abstract: Apparatuses, systems, and techniques to perform exclusive assignment of processing resources, during operation, to operating applications to allow for exclusive fault reporting between applications. In at least one embodiment, processors comprising one or more circuits to cause performance of one or more threads corresponding to one or more respective kernels to be selectively stopped based, at least in part, on at least one of the one or more threads encountering an error.

Abstract: This disclosure describes efficiently performing matrix multiply and add (MMA) operations using narrow operands. Narrow operand size (e.g., 8 bit/6 bit/4 bit operand) MMA operations utilize scale metadata in order to improve accuracy of the MMA operation. An efficient layout for scale metadata in narrow operand size MMA operations and its use are described. The proposed layout provides for efficient storing and efficient use of scale metadata.

Abstract: Systems and methods for efficient convolution based on matrix multiply and add (MMA) are described. An example processor having a plurality of processing lanes is configured to perform convolution of a matrix of activation elements and a filter matrix in accordance with a configurable series of instructions including a plurality of MMA instructions and shift instructions while reusing activation elements already loaded to the datapath or associated memory over a plurality of MMA operations. Associated methods are also described.