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Supported NPU Data Layout Format

Symbol Description: P n CH m is m-th channel in n-th pixel.

To infer by Kneron NPU, the input/output data must be re-layout by the following uniform feature map format.

  1. KL520

    • Input Data Layout

      • 4W4C8B - 4 Column 4 Channel 8-Bit Feature Map Format
        Using 4-channel format to store RGB input image to save memory space. This format cannot be an output format. Only use as input format.

        Bits [127:120] [119:112] [111:104] [103:96] [95:88] [87:80] [79:72] [71:64] [63:56] [55:48] [47:40] [39:32] [31:24] [23:16] [15:8] [7:0]
        Entry #0 P3CH3 P3CH2 P3CH1 P3CH0 P2CH3 P2CH2 P2CH1 P2CH0 P1CH3 P1CH2 P1CH1 P1CH0 P0CH3 P0CH2 P0CH1 P0CH0
        Entry #1 P7CH3 P7CH2 P7CH1 P7CH0 P6CH3 P6CH2 P6CH1 P6CH0 P5CH3 P5CH2 P5CH1 P5CH0 P4CH3 P4CH2 P4CH1 P4CH0
        Entry #2 P11CH3 P11CH2 P11CH1 P11CH0 P10CH3 P10CH2 P10CH1 P10CH0 P9CH3 P9CH2 P9CH1 P9CH0 P8CH3 P8CH2 P8CH1 P8CH0

    • Output Data Layout

      • 16W1C8B - 16 Column 1 Channel 8-Bit Feature Map Format
        For the output layer, the feature map is represented in 16W1C8B for parsing easily.

        Bits [127:120] [119:112] [111:104] [103:96] [95:88] [87:80] [79:72] [71:64] [63:56] [55:48] [47:40] [39:32] [31:24] [23:16] [15:8] [7:0]
        Entry #0 P15CH0 P14CH0 P13CH0 P12CH0 P11CH0 P10CH0 P9CH0 P8CH0 P7CH0 P6CH0 P5CH0 P4CH0 P3CH0 P2CH0 P1CH0 P0CH0
        Entry #1 P31CH0 P30CH0 P29CH0 P28CH0 P27CH0 P26CH0 P25CH0 P24CH0 P23CH0 P22CH0 P21CH0 P20CH0 P19CH0 P18CH0 P17CH0 P16CH0
        Entry #2 P47CH0 P46CH0 P45CH0 P44CH0 P43CH0 P42CH0 P41CH0 P40CH0 P39CH0 P38CH0 P37CH0 P36CH0 P35CH0 P34CH0 P33CH0 P32CH0

  2. KL630, KL720 and KL630

    • Input Data Layout

      • 4W4C8B - 4 Column 4 Channel 8-Bit Feature Map Format
        Using 4-channel format to store RGB input image to save memory space. This format cannot be an output format. Only use as input format.

        Bits [127:120] [119:112] [111:104] [103:96] [95:88] [87:80] [79:72] [71:64] [63:56] [55:48] [47:40] [39:32] [31:24] [23:16] [15:8] [7:0]
        Entry #0 P3CH3 P3CH2 P3CH1 P3CH0 P2CH3 P2CH2 P2CH1 P2CH0 P1CH3 P1CH2 P1CH1 P1CH0 P0CH3 P0CH2 P0CH1 P0CH0
        Entry #1 P7CH3 P7CH2 P7CH1 P7CH0 P6CH3 P6CH2 P6CH1 P6CH0 P5CH3 P5CH2 P5CH1 P5CH0 P4CH3 P4CH2 P4CH1 P4CH0
        Entry #2 P11CH3 P11CH2 P11CH1 P11CH0 P10CH3 P10CH2 P10CH1 P10CH0 P9CH3 P9CH2 P9CH1 P9CH0 P8CH3 P8CH2 P8CH1 P8CH0

      • 1W16C8B
        For some input data with non-image dimensions, the data layout format will be 1W16C8B.

        Bits [127:120] [119:112] [111:104] [103:96] [95:88] [87:80] [79:72] [71:64] [63:56] [55:48] [47:40] [39:32] [31:24] [23:16] [15:8] [7:0]
        Entry #0 P0CH15 P0CH14 P0CH13 P0CH12 P0CH11 P0CH10 P0CH9 P0CH8 P0CH7 P0CH6 P0CH5 P0CH4 P0CH3 P0CH2 P0CH1 P0CH0
        Entry #1 P1CH15 P1CH14 P1CH13 P1CH12 P1CH11 P1CH10 P1CH9 P1CH8 P1CH7 P1CH6 P1CH5 P1CH4 P1CH3 P1CH2 P1CH1 P1CH0
        Entry #2 P2CH15 P2CH14 P2CH13 P2CH12 P2CH11 P2CH10 P2CH9 P2CH8 P2CH7 P2CH6 P2CH5 P2CH4 P2CH3 P2CH2 P2CH1 P2CH0

      • 16W1C8B - 16 Column 1 Channel 8-Bit Feature Map Format
        For single channel input data, the data layout format will be 1W16C8B.

        Bits [127:120] [119:112] [111:104] [103:96] [95:88] [87:80] [79:72] [71:64] [63:56] [55:48] [47:40] [39:32] [31:24] [23:16] [15:8] [7:0]
        Entry #0 P15CH0 P14CH0 P13CH0 P12CH0 P11CH0 P10CH0 P9CH0 P8CH0 P7CH0 P6CH0 P5CH0 P4CH0 P3CH0 P2CH0 P1CH0 P0CH0
        Entry #1 P31CH0 P30CH0 P29CH0 P28CH0 P27CH0 P26CH0 P25CH0 P24CH0 P23CH0 P22CH0 P21CH0 P20CH0 P19CH0 P18CH0 P17CH0 P16CH0
        Entry #2 P47CH0 P46CH0 P45CH0 P44CH0 P43CH0 P42CH0 P41CH0 P40CH0 P39CH0 P38CH0 P37CH0 P36CH0 P35CH0 P34CH0 P33CH0 P32CH0

    • Output Data Layout

      • 16W1C8B - 16 Column 1 Channel 8-Bit Feature Map Format
        For the output layer, the feature map is represented in 16W1C8B for parsing easily.

        Bits [127:120] [119:112] [111:104] [103:96] [95:88] [87:80] [79:72] [71:64] [63:56] [55:48] [47:40] [39:32] [31:24] [23:16] [15:8] [7:0]
        Entry #0 P15CH0 P14CH0 P13CH0 P12CH0 P11CH0 P10CH0 P9CH0 P8CH0 P7CH0 P6CH0 P5CH0 P4CH0 P3CH0 P2CH0 P1CH0 P0CH0
        Entry #1 P31CH0 P30CH0 P29CH0 P28CH0 P27CH0 P26CH0 P25CH0 P24CH0 P23CH0 P22CH0 P21CH0 P20CH0 P19CH0 P18CH0 P17CH0 P16CH0
        Entry #2 P47CH0 P46CH0 P45CH0 P44CH0 P43CH0 P42CH0 P41CH0 P40CH0 P39CH0 P38CH0 P37CH0 P36CH0 P35CH0 P34CH0 P33CH0 P32CH0