Abstract:
A parallelization method includes: generating a profiling result by performing profiling on a target neural network based on model information of the target neural network and architecture information of a manycore system; determining an assignment strategy to assign a plurality of cores of each of a plurality of clusters of the manycore system to a plurality of layers of the target neural network, based on the profiling result; and generating a parallelization strategy for parallel processing of the manycore system based on the assignment strategy.
Abstract:
A memory device includes a substrate; a plurality of first conductive lines on the substrate and extending in a first direction; a plurality of second conductive lines on the plurality of first conductive lines and extending in a second direction crossing the first direction; and a plurality of first memory cells respectively arranged between the plurality of first conductive lines and the plurality of second conductive lines, wherein each first memory cell of the plurality of first memory cells includes a switching device and a variable resistance material pattern, and the switching device includes a material having a composition of LaxNi1-xOy, in which 0.13≤x≤0.30 and 0.9≤y≤1.5.
Abstract:
A parallel processing method and apparatus for a neural network model. The parallel processing method includes extracting metadata of a target layer included in a target model, measuring a similarity between the target layer and each of reference layers by comparing the metadata of the target layer to reference metadata of each of the reference layers, selecting a corresponding layer among the reference layers based on the similarities, and generating a parallelization strategy for the target layer based on a reference parallelization strategy matching the corresponding layer.
Abstract:
Provided is a photoresist composition including a chemically amplified polymer, a photoacid generator, a photo-decomposable quencher including a pyridinium-based material that generates a neutral material by exposure and acts as a base to neutralize an acid before exposure, and a solvent.
Abstract:
A display driving integrated circuit is provided which drives a plurality of gate lines included in a display panel. The display driving integrated circuit includes: a charge pump configured to change a voltage from an external power source to generate an output voltage; and a gate line driver configured to drive the plurality of gate lines based on the output voltage. The charge pump may operate in one of a low-current mode and a high-current mode based on a size of the display panel.