Convolution / Correlation - 2024.2 English

Vitis Libraries
Release Date
2025-03-21
Version
2024.2 English

The following table gives results for the Convolution / Correlation with a wide variety of supported parameters, which are defined in: Convolution / Correlation configuration parameters.

conv_corr_benchmark.csv

Table 86 Convolution / Correlation benchmark
Library Element AIE_VARIANT TT_DATA_F TT_DATA_G TT_DATA_OUT TP_FUNCT_TYPE TP_COMPUTE_MODE TP_F_LEN TP_G_LEN TP_API TP_RND TP_SAT TP_NUM_FRAMES TP_CASC_LEN TP_PHASES Dynamic Power (W) Latency (ns) Throughput (MSa/s) NUM_BANKS NUM_AIE DATA_MEMORY PROGRAM_MEMORY
conv_corr AIE cint16 cint16 cint16 0 0 512 128 0 0 0 1 1 1 1.045 31160 48 7 1 16556 3950
conv_corr AIE cint16 cint16 cint16 0 1 512 128 0 0 0 1 1 1 1.045 25003 60 7 1 14508 3950
conv_corr AIE cint16 cint16 cint16 0 2 131072 16 1 0 0 1 2 4 2.382 1409 3469 16 8 36872 2458 1802 1818 2458 2458 2458 1690 1818
conv_corr AIE cint16 cint16 cint16 0 2 131072 32 1 0 0 1 4 4 5.037 940 5000 24 16 73704 2570 1814 2086 2070 2070 2086 1814 2570 2570 2570 2086 2086 2070 2070 1798 1814
conv_corr AIE cint16 cint16 cint16 0 2 262144 32 1 0 0 1 4 8 0.247 1460 6931 47 32 147408 1818 1818 2054 2054 2070 2070 2810 2810 2826 1818 1818 2070 2054 2054 2054 2070 2070 1690 2810 2810 2826 1818 2826 2070 2054 2070 2054 2070 2054 1818 2826 1802
conv_corr AIE cint16 cint16 cint16 0 2 32768 32 1 0 0 1 1 1 1.093 4144 279 3 1 4870 3832
conv_corr AIE cint16 cint16 cint16 0 2 32768 32 1 0 0 1 2 1 1.32 1934 623 4 2 9346 2510 2336
conv_corr AIE cint16 cint16 cint16 0 2 32768 32 1 0 0 1 4 1 1.926 297 1249 6 4 18426 2342 2086 2070 2054
conv_corr AIE cint16 cint16 cint16 0 2 32768 8 1 0 0 1 1 1 1.112 707 1250 3 1 4614 2150
conv_corr AIE cint16 cint16 cint16 0 2 512 128 0 0 0 1 1 1 1.045 19253 78 7 1 12588 3950
conv_corr AIE cint16 cint16 cint16 0 2 65536 32 1 0 0 1 4 2 3.038 906 2500 12 8 36852 2054 2070 1830 2586 2586 1846 2070 2054
conv_corr AIE cint16 cint16 cint16 1 0 512 128 0 0 0 1 1 1 1.041 30259 49 7 1 16555 3182
conv_corr AIE cint16 cint16 cint16 1 1 512 128 0 0 0 1 1 1 1.04 24296 61 7 1 14507 3182
conv_corr AIE cint16 cint16 cint16 1 2 131072 16 1 0 0 1 2 4 2.38 1390 3470 16 8 36872 2266 1802 1818 2266 2266 2266 1690 1818
conv_corr AIE cint16 cint16 cint16 1 2 131072 32 1 0 0 1 4 4 4.987 270 4991 24 16 73704 2410 1814 2086 2070 2070 2086 1814 2410 2410 2410 2086 2086 2070 2070 1798 1814
conv_corr AIE cint16 cint16 cint16 1 2 262144 32 1 0 0 1 4 8 0.247 1435 6936 47 32 147408 1818 1818 2054 2054 2070 2070 2618 2618 2634 1818 1818 2070 2054 2054 2054 2070 2070 1690 2618 2618 2634 1818 2634 2070 2054 2070 2054 2070 2054 1818 2634 1802
conv_corr AIE cint16 cint16 cint16 1 2 32768 32 1 0 0 1 1 1 1.109 4131 279 3 1 4870 3654
conv_corr AIE cint16 cint16 cint16 1 2 32768 32 1 0 0 1 2 1 1.323 1921 623 4 2 9346 2334 2336
conv_corr AIE cint16 cint16 cint16 1 2 32768 32 1 0 0 1 4 1 1.927 462 1248 6 4 18426 2234 2086 2070 2054
conv_corr AIE cint16 cint16 cint16 1 2 32768 8 1 0 0 1 1 1 1.112 592 1250 3 1 4614 1990
conv_corr AIE cint16 cint16 cint16 1 2 512 128 0 0 0 1 1 1 1.04 18725 80 7 1 12587 3182
conv_corr AIE cint16 cint16 cint16 1 2 65536 32 1 0 0 1 4 2 3.047 324 2494 12 8 36852 2054 2070 1830 2474 2474 1846 2070 2054
conv_corr AIE cint16 cint16 cint32 0 0 512 256 0 0 0 1 1 1 1.049 90007 16 7 1 26796 3374
conv_corr AIE cint16 cint16 cint32 0 1 512 256 0 0 0 1 1 1 1.051 60028 25 7 1 20652 3374
conv_corr AIE cint16 cint16 cint32 0 2 512 256 0 0 0 1 1 1 1.051 31011 48 7 1 14700 3374
conv_corr AIE cint16 cint16 cint32 1 0 512 256 0 0 0 1 1 1 1.044 72485 20 7 1 26795 3040
conv_corr AIE cint16 cint16 cint32 1 1 512 256 0 0 0 1 1 1 1.043 48497 31 7 1 20651 3040
conv_corr AIE cint16 cint16 cint32 1 2 512 256 0 0 0 1 1 1 1.042 25282 59 7 1 14699 3040
conv_corr AIE cint16 int16 cint32 0 0 128 64 0 0 0 1 1 1 1.033 2522 142 7 1 9643 2302
conv_corr AIE cint16 int16 cint32 0 1 128 64 0 0 0 1 1 1 1.026 1747 205 7 1 8107 2302
conv_corr AIE cint16 int16 cint32 0 2 128 64 0 0 0 1 1 1 0.962 1093 337 7 1 6763 2302
conv_corr AIE cint16 int16 cint32 1 0 128 64 0 0 0 1 1 1 1.031 2596 138 7 1 9643 2430
conv_corr AIE cint16 int16 cint32 1 1 128 64 0 0 0 1 1 1 1.024 1823 197 7 1 8107 2430
conv_corr AIE cint16 int16 cint32 1 2 128 64 0 0 0 1 1 1 1.01 1166 316 7 1 6763 2430
conv_corr AIE cint16 int32 cint32 0 0 256 128 0 0 0 1 1 1 1.041 18202 41 7 1 15531 3054
conv_corr AIE cint16 int32 cint32 0 1 256 128 0 0 0 1 1 1 1.039 12200 61 7 1 12459 3054
conv_corr AIE cint16 int32 cint32 0 2 256 128 0 0 0 1 1 1 1.036 6592 113 7 1 9579 3054
conv_corr AIE cint16 int32 cint32 1 0 256 128 0 0 0 1 1 1 1.03 18445 40 7 1 15531 3182
conv_corr AIE cint16 int32 cint32 1 1 256 128 0 0 0 1 1 1 1.038 12442 60 7 1 12459 3182
conv_corr AIE cint16 int32 cint32 1 2 256 128 0 0 0 1 1 1 1.034 6837 109 7 1 9579 3182
conv_corr AIE cint32 cint16 cint32 0 2 1024 512 0 0 0 1 1 1 1.075 269245 11 9 1 33068 3602
conv_corr AIE cint32 cint16 cint32 1 2 1024 512 0 0 0 1 1 1 1.068 211947 14 9 1 33067 3178
conv_corr AIE cint32 int16 cint32 0 0 1024 256 0 0 0 1 1 1 1.058 156830 19 11 1 50347 3566
conv_corr AIE cint32 int16 cint32 0 1 512 256 0 0 0 1 1 1 1.034 62671 24 7 1 25771 3566
conv_corr AIE cint32 int16 cint32 0 2 512 256 0 0 0 1 1 1 1.033 31734 47 7 1 17707 3566
conv_corr AIE cint32 int16 cint32 1 0 1024 256 0 0 0 1 1 1 1.058 157075 19 11 1 50347 3694
conv_corr AIE cint32 int16 cint32 1 1 512 256 0 0 0 1 1 1 1.031 62915 23 7 1 25771 3694
conv_corr AIE cint32 int16 cint32 1 2 512 256 0 0 0 1 1 1 1.033 31980 46 7 1 17707 3694
conv_corr AIE float float float 0 0 128 32 0 0 0 1 1 1 1.0 10539 36 7 1 7337 3230
conv_corr AIE float float float 0 1 128 32 0 0 0 1 1 1 1.0 8482 44 7 1 6825 3230
conv_corr AIE float float float 0 2 128 32 0 0 0 1 1 1 0.999 6939 54 7 1 6441 3230
conv_corr AIE float float float 1 0 128 32 0 0 0 1 1 1 1.0 10614 35 7 1 7337 3374
conv_corr AIE float float float 1 1 128 32 0 0 0 1 1 1 0.999 8556 44 7 1 6825 3374
conv_corr AIE float float float 1 2 128 32 0 0 0 1 1 1 0.998 7013 54 7 1 6441 3374
conv_corr AIE int16 int16 int32 0 0 32 32 0 0 0 1 1 1 0.962 535 233 7 1 5298 1872
conv_corr AIE int16 int16 int32 0 1 32 32 0 0 0 1 1 1 0.945 435 299 7 1 4914 1908
conv_corr AIE int16 int16 int32 0 2 32 32 0 0 0 1 1 1 0.941 438 372 7 1 4722 1680
conv_corr AIE int16 int16 int32 1 0 32 32 0 0 0 1 1 1 0.969 566 219 7 1 5298 2030
conv_corr AIE int16 int16 int32 1 1 32 32 0 0 0 1 1 1 0.951 458 285 7 1 4914 2050
conv_corr AIE int16 int16 int32 1 2 32 32 0 0 0 1 1 1 0.944 464 351 7 1 4722 1764
conv_corr AIE int32 int16 int32 0 0 64 32 0 0 0 1 1 1 1.001 750 242 7 1 6187 1886
conv_corr AIE int32 int16 int32 0 1 64 32 0 0 0 1 1 1 0.987 584 320 7 1 5675 1886
conv_corr AIE int32 int16 int32 0 2 64 32 0 0 0 1 1 1 0.984 458 421 7 1 5291 1886
conv_corr AIE int32 int16 int32 1 0 64 32 0 0 0 1 1 1 1.01 775 235 7 1 6187 2028
conv_corr AIE int32 int16 int32 1 1 64 32 0 0 0 1 1 1 0.995 608 307 7 1 5675 2028
conv_corr AIE int32 int16 int32 1 2 64 32 0 0 0 1 1 1 0.992 483 400 7 1 5291 2028
conv_corr AIE-ML bfloat16 bfloat16 float 0 0 1024 32 0 0 0 1 1 1 0.507 22722 133 7 1 17163 2256
conv_corr AIE-ML bfloat16 bfloat16 float 0 1 1024 32 0 0 0 1 1 1 0.507 22048 137 7 1 16779 2256
conv_corr AIE-ML bfloat16 bfloat16 float 0 2 1024 32 0 0 0 1 1 1 0.507 21660 139 7 1 16587 2240
conv_corr AIE-ML bfloat16 bfloat16 float 1 1 1024 32 0 0 0 1 1 1 0.506 22245 135 7 1 16854 2320
conv_corr AIE-ML bfloat16 bfloat16 float 1 2 1024 32 0 0 0 1 1 1 0.506 21858 137 7 1 16662 2304
conv_corr AIE-ML cint16 cint16 cint16 0 0 512 128 0 0 0 1 1 1 0.579 41435 36 7 1 16539 3872
conv_corr AIE-ML cint16 cint16 cint16 0 1 512 128 0 0 0 1 1 1 0.578 33240 45 7 1 14491 3872
conv_corr AIE-ML cint16 cint16 cint16 0 2 512 128 0 0 0 1 1 1 0.571 26696 58 6 1 12571 3872
conv_corr AIE-ML cint16 cint16 cint16 1 0 512 128 0 0 0 1 1 1 0.578 41771 36 7 1 16538 3968
conv_corr AIE-ML cint16 cint16 cint16 1 1 512 128 0 0 0 1 1 1 0.577 33576 45 7 1 14490 3968
conv_corr AIE-ML cint16 cint16 cint16 1 2 512 128 0 0 0 1 1 1 0.571 26839 58 6 1 12570 3968
conv_corr AIE-ML cint16 cint16 cint32 0 0 512 256 0 0 0 1 1 1 0.566 121928 12 7 1 26779 3024
conv_corr AIE-ML cint16 cint16 cint32 0 1 512 256 0 0 0 1 1 1 0.565 81279 18 6 1 20635 3024
conv_corr AIE-ML cint16 cint16 cint32 0 2 512 256 0 0 0 1 1 1 0.563 41923 36 6 1 14683 3024
conv_corr AIE-ML cint16 cint16 cint32 1 0 512 256 0 0 0 1 1 1 0.575 107422 14 7 1 26778 3072
conv_corr AIE-ML cint16 cint16 cint32 1 1 512 256 0 0 0 1 1 1 0.573 71842 21 6 1 20634 3072
conv_corr AIE-ML cint16 cint16 cint32 1 2 512 256 0 0 0 1 1 1 0.57 37397 40 6 1 14682 3072
conv_corr AIE-ML cint16 int16 cint32 0 0 128 64 0 0 0 1 1 1 0.512 1972 180 6 1 9628 2416
conv_corr AIE-ML cint16 int16 cint32 0 1 128 64 0 0 0 1 1 1 0.503 1375 258 7 1 8092 2416
conv_corr AIE-ML cint16 int16 cint32 0 2 128 64 0 0 0 1 1 1 0.492 960 380 6 1 6940 2416
conv_corr AIE-ML cint16 int16 cint32 1 0 128 64 0 0 0 1 1 1 0.511 2095 170 6 1 9695 2576
conv_corr AIE-ML cint16 int16 cint32 1 1 128 64 0 0 0 1 1 1 0.488 1496 238 7 1 8159 2576
conv_corr AIE-ML cint16 int16 cint32 1 2 128 64 0 0 0 1 1 1 0.492 1080 337 6 1 7007 2576
conv_corr AIE-ML cint16 int32 cint32 0 0 256 128 0 0 0 1 1 1 0.583 10335 71 7 1 15516 3664
conv_corr AIE-ML cint16 int32 cint32 0 1 256 128 0 0 0 1 1 1 0.56 7835 102 6 1 12444 3664
conv_corr AIE-ML cint16 int32 cint32 0 2 256 128 0 0 0 1 1 1 0.556 4141 179 7 1 9756 3664
conv_corr AIE-ML cint16 int32 cint32 1 0 256 128 0 0 0 1 1 1 0.579 10687 69 7 1 15516 3872
conv_corr AIE-ML cint16 int32 cint32 1 1 256 128 0 0 0 1 1 1 0.557 8168 98 6 1 12444 3872
conv_corr AIE-ML cint16 int32 cint32 1 2 256 128 0 0 0 1 1 1 0.552 4493 165 7 1 9756 3872
conv_corr AIE-ML cint32 cint16 cint32 0 0 1024 512 0 0 0 1 1 1 0.551 604264 5 11 1 65684 3408
conv_corr AIE-ML cint32 cint16 cint32 0 1 1024 512 0 0 0 1 1 1 0.639 402642 7 8 1 49300 3408
conv_corr AIE-ML cint32 cint16 cint32 0 2 1024 512 0 0 0 1 1 1 0.638 204167 14 8 1 33172 3392
conv_corr AIE-ML cint32 cint16 cint32 1 0 1024 512 0 0 0 1 1 1 0.549 572479 5 11 1 65683 3536
conv_corr AIE-ML cint32 cint16 cint32 1 1 1024 512 0 0 0 1 1 1 0.636 381914 7 8 1 49299 3536
conv_corr AIE-ML cint32 cint16 cint32 1 2 1024 512 0 0 0 1 1 1 0.635 194325 15 8 1 33171 3520
conv_corr AIE-ML cint32 int16 cint32 0 0 1024 256 0 0 0 1 1 1 0.54 264513 11 11 1 50329 6384
conv_corr AIE-ML cint32 int16 cint32 0 1 512 256 0 0 0 1 1 1 0.539 105842 14 7 1 25753 6368
conv_corr AIE-ML cint32 int16 cint32 0 2 512 256 0 0 0 1 1 1 0.538 54604 27 7 1 17817 6368
conv_corr AIE-ML cint32 int16 cint32 1 0 1024 256 0 0 0 1 1 1 0.541 261430 11 11 1 50396 6512
conv_corr AIE-ML cint32 int16 cint32 1 1 512 256 0 0 0 1 1 1 0.54 104832 14 7 1 25820 6496
conv_corr AIE-ML cint32 int16 cint32 1 2 512 256 0 0 0 1 1 1 0.538 54281 27 6 1 17884 6496
conv_corr AIE-ML float float float 0 0 128 32 0 0 0 1 1 1 0.493 62670 6 6 1 7567 4560
conv_corr AIE-ML float float float 0 1 128 32 0 0 0 1 1 1 0.492 50173 7 7 1 7055 4560
conv_corr AIE-ML float float float 0 2 128 32 0 0 0 1 1 1 0.492 43939 8 6 1 6799 4560
conv_corr AIE-ML float float float 1 0 128 32 0 0 0 1 1 1 0.493 62728 6 6 1 7567 4720
conv_corr AIE-ML float float float 1 1 128 32 0 0 0 1 1 1 0.492 50240 7 7 1 7055 4720
conv_corr AIE-ML float float float 1 2 128 32 0 0 0 1 1 1 0.492 44005 8 6 1 6799 4720
conv_corr AIE-ML int16 int16 int32 0 0 64 32 0 0 0 1 1 1 0.477 439 547 6 1 5651 1600
conv_corr AIE-ML int16 int16 int32 0 1 64 32 0 0 0 1 1 1 0.473 380 680 6 1 5267 1600
conv_corr AIE-ML int16 int16 int32 0 2 64 32 0 0 0 1 1 1 0.476 344 771 6 1 5075 1568
conv_corr AIE-ML int16 int16 int32 1 0 64 32 0 0 0 1 1 1 0.477 481 500 6 1 5718 1664
conv_corr AIE-ML int16 int16 int32 1 1 64 32 0 0 0 1 1 1 0.474 421 603 6 1 5334 1664
conv_corr AIE-ML int16 int16 int32 1 2 64 32 0 0 0 1 1 1 0.477 385 673 6 1 5142 1632
conv_corr AIE-ML int32 int16 int32 0 0 128 32 0 0 0 1 1 1 0.493 1005 352 7 1 7187 1840
conv_corr AIE-ML int32 int16 int32 0 1 128 32 0 0 0 1 1 1 0.489 848 425 7 1 6675 1840
conv_corr AIE-ML int32 int16 int32 0 2 128 32 0 0 0 1 1 1 0.498 766 475 7 1 6419 1840
conv_corr AIE-ML int32 int16 int32 1 0 128 32 0 0 0 1 1 1 0.493 1032 345 7 1 7254 1904
conv_corr AIE-ML int32 int16 int32 1 1 128 32 0 0 0 1 1 1 0.489 875 414 7 1 6742 1904
conv_corr AIE-ML int32 int16 int32 1 2 128 32 0 0 0 1 1 1 0.498 792 458 7 1 6486 1904
conv_corr AIE-ML int8 int8 int16 0 0 64 64 0 0 0 1 1 1 0.473 348 744 6 1 5267 1584
conv_corr AIE-ML int8 int8 int16 0 1 64 64 0 0 0 1 1 1 0.469 355 914 6 1 4883 1488
conv_corr AIE-ML int8 int8 int16 0 2 64 64 0 0 0 1 1 1 0.47 331 1032 7 1 4691 1392
conv_corr AIE-ML int8 int8 int16 1 0 64 64 0 0 0 1 1 1 0.473 401 633 6 1 5334 1664
conv_corr AIE-ML int8 int8 int16 1 1 64 64 0 0 0 1 1 1 0.47 431 761 6 1 4950 1584
conv_corr AIE-ML int8 int8 int16 1 2 64 64 0 0 0 1 1 1 0.47 385 864 5 1 4758 1488