Runtime reconfigurable compression format conversion with bit-plane granularity

    公开(公告)号:US12231152B2

    公开(公告)日:2025-02-18

    申请号:US18096557

    申请日:2023-01-12

    Abstract: A runtime bit-plane data-format optimizer for a processing element includes a sparsity-detector and a compression-converter. The sparsity-detector selects a bit-plane compression-conversion format during a runtime of the processing element using a performance model that is based on a first sparsity pattern of first bit-plane data stored in a memory exterior to the processing element and a second sparsity pattern of second bit-plane data that is to be stored in a memory within the processing element. The second sparsity pattern is based on a runtime configuration of the processing element. The first bit-plane data is stored using a first bit-plane compression format and the bit-plane second data is to be stored using a second bit-plane compression format. The compression-conversion circuit converts the first bit-plane compression format of the first data to be the second bit-plane compression format of the second data.

    HIERARCHICAL WEIGHT PREPROCESSING FOR NEURAL NETWORK ACCELERATOR

    公开(公告)号:US20210357748A1

    公开(公告)日:2021-11-18

    申请号:US16990970

    申请日:2020-08-11

    Abstract: A system and method for weight preprocessing. In some embodiments, the method includes performing intra-tile preprocessing of a first weight tensor to form a first pre-processed weight tensor, and performing inter-tile preprocessing of the first pre-processed weight tensor, to form a second pre-processed weight tensor. The intra-tile preprocessing may include moving a first element of a first weight tile of the first weight tensor by one position, within the first weight tile, in a lookahead direction or in a lookaside direction. The inter-tile preprocessing may include moving a first row of a weight tile of the first pre-processed weight tensor by one position in a lookahead direction or by one position in a lookaside direction.

    Runtime reconfigurable compression format conversion

    公开(公告)号:US12224774B2

    公开(公告)日:2025-02-11

    申请号:US18096551

    申请日:2023-01-12

    Abstract: A runtime data-format optimizer for a processing element includes a sparsity-detector and a compression-converter. The sparsity-detector selects a first compression-conversion format during a runtime of the processing element based on a performance model that is based on a first sparsity pattern of first data stored in a first memory that is exterior to the processing element and a second sparsity pattern of second data that is to be stored in a second memory within the processing element. The second sparsity pattern is based on a runtime configuration of the processing element. The first data is stored in the first memory using a first compression format and the second data is to be stored in the second memory using a second compression format. The compression-conversion circuit converts the first compression format of the first data to be the second compression format of the second data based on the first compression-conversion format.

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