b64.c

// this is not fast code, it's just a demo
// https://www.mycplus.com/source-code/c-source-code/base64-encode-decode/

#include <stdio.h>
#include <stdint.h>
#include <stdlib.h>
#include <string.h>
 
static char encoding_table[] = {'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H',
                                'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P',
                                'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X',
                                'Y', 'Z', 'a', 'b', 'c', 'd', 'e', 'f',
                                'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n',
                                'o', 'p', 'q', 'r', 's', 't', 'u', 'v',
                                'w', 'x', 'y', 'z', '0', '1', '2', '3',
                                '4', '5', '6', '7', '8', '9', '+', '/'};
static char *decoding_table = NULL;
static int mod_table[] = {0, 2, 1};

void build_decoding_table() {
 
    decoding_table = malloc(256);
 
    for (int i = 0; i < 64; i++)
        decoding_table[(unsigned char) encoding_table[i]] = i;
}
 
 
void base64_cleanup() {
    free(decoding_table);
} 
 
char *base64_encode(const unsigned char *data,
                    size_t input_length,
                    size_t *output_length) {
 
    *output_length = 4 * ((input_length + 2) / 3) + 1;
 
    char *encoded_data = malloc(*output_length);
    if (encoded_data == NULL) return NULL;
 
    for (int i = 0, j = 0; i < input_length;) {
 
        uint32_t octet_a = i < input_length ? (unsigned char)data[i++] : 0;
        uint32_t octet_b = i < input_length ? (unsigned char)data[i++] : 0;
        uint32_t octet_c = i < input_length ? (unsigned char)data[i++] : 0;
 
        uint32_t triple = (octet_a << 0x10) + (octet_b << 0x08) + octet_c;
 
        encoded_data[j++] = encoding_table[(triple >> 3 * 6) & 0x3F];
        encoded_data[j++] = encoding_table[(triple >> 2 * 6) & 0x3F];
        encoded_data[j++] = encoding_table[(triple >> 1 * 6) & 0x3F];
        encoded_data[j++] = encoding_table[(triple >> 0 * 6) & 0x3F];
    }
 
    for (int i = 0; i < mod_table[input_length % 3]; i++)
        encoded_data[*output_length - 2 - i] = '=';
 
    encoded_data[*output_length - 1] = 0;
    return encoded_data;
}
 
 
unsigned char *base64_decode(const char *data,
                             size_t input_length,
                             size_t *output_length) {
 
    if (decoding_table == NULL) build_decoding_table();
 
    if (input_length % 4 != 0) return NULL;
 
    *output_length = input_length / 4 * 3;
    if (data[input_length - 1] == '=') (*output_length)--;
    if (data[input_length - 2] == '=') (*output_length)--;
 
    unsigned char *decoded_data = malloc(*output_length);
    if (decoded_data == NULL) return NULL;
 
    for (int i = 0, j = 0; i < input_length;) {
 
        uint32_t sextet_a = data[i] == '=' ? 0 & i++ : decoding_table[data[i++]];
        uint32_t sextet_b = data[i] == '=' ? 0 & i++ : decoding_table[data[i++]];
        uint32_t sextet_c = data[i] == '=' ? 0 & i++ : decoding_table[data[i++]];
        uint32_t sextet_d = data[i] == '=' ? 0 & i++ : decoding_table[data[i++]];
 
        uint32_t triple = (sextet_a << 3 * 6)
        + (sextet_b << 2 * 6)
        + (sextet_c << 1 * 6)
        + (sextet_d << 0 * 6);
 
        if (j < *output_length) decoded_data[j++] = (triple >> 2 * 8) & 0xFF;
        if (j < *output_length) decoded_data[j++] = (triple >> 1 * 8) & 0xFF;
        if (j < *output_length) decoded_data[j++] = (triple >> 0 * 8) & 0xFF;
    }
 
    return decoded_data;
}
 

lol.c

// most of this code is from GGML

#include <stdint.h>
#include <stdio.h>
#include <math.h>
#include <assert.h>
#include <arm_neon.h>
#include <string.h>

char *base64_encode(const unsigned char *data,
                    size_t input_length,
                    size_t *output_length);
 

#undef MAX
#define MAX(a, b) ((a) > (b) ? (a) : (b))

#define QK 32

// blocks of QK elements
// represented with a single float (delta) and QK/2 8-bit ints (i.e QK 4-bit signed integer factors)
typedef struct {
    float   d; // delta
    uint8_t qs[QK / 2]; // nibbles / quants
} block_q4_0;
static_assert(sizeof(block_q4_0) == sizeof(float) + QK / 2, "wrong q4_0 block size/padding");

static void quantize_row_q4_0(const float * restrict x, void * restrict vy, int k);
static void ggml_vec_dot_q4_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);

float bananas[1536] = {-0.02246837317943573, -0.02779618836939335, 0.01125326007604599, -0.014661027118563652, -0.004558524116873741, -0.006491287611424923, -0.02255738340318203, -0.011939899995923042, -0.0006035912083461881, -0.018831728026270866, 0.0010911530116572976, 0.014533871784806252, -0.004552166443318129, -0.003906852100044489, 0.0002827222633641213, 0.023676350712776184, 0.032704390585422516, -0.01113246288150549, 0.01134862657636404, -0.024184973910450935, -0.009002608247101307, -0.01972181536257267, 0.01733129285275936, -0.017890777438879013, -0.0016482529463246465, -0.005458149127662182, -0.0007561777601949871, -0.02517678588628769, 0.009148837067186832, -0.006456319708377123, 0.03143283724784851, -0.018145088106393814, -0.013554774224758148, -0.023663636296987534, -0.01706426590681076, -0.015195080079138279, -0.0065008243545889854, -0.008754654787480831, 0.017674611881375313, -0.0012636076426133513, -0.0048096561804413795, 0.012206926941871643, 0.0035985002759844065, -0.017674611881375313, -0.023180445656180382, 0.024464715272188187, -0.0029023238457739353, -0.026168597862124443, -0.03361991047859192, 0.0066375164315104485, 0.03367077186703682, 0.016237756237387657, -0.023600058630108833, 0.0012834756635129452, -0.0029643122106790543, 0.0036080367863178253, -0.006112999748438597, 0.010286878794431686, 0.009835476987063885, -0.006885469425469637, -0.007572108879685402, 0.015131502412259579, -0.018869873136281967, 0.02853369154036045, -0.010636555962264538, -0.008258748799562454, -0.005334172397851944, -0.018742717802524567, 0.00282285176217556, 0.008824590593576431, 0.012092486955225468, 0.01987440139055252, -0.005489937961101532, -0.003728834679350257, 0.010159723460674286, -0.00023484027769882232, -0.010356814600527287, 0.0022013792768120766, -0.02017957530915737, -0.0011849302100017667, 0.0276944637298584, -0.03087335079908371, -0.020268583670258522, 0.0059476979076862335, 0.020904362201690674, 0.007877281866967678, -0.012232357636094093, 0.010636555962264538, -0.01558926235884428, -0.027745326980948448, -0.00984183419495821, 0.018640993162989616, 0.026219461113214493, 0.01725499890744686, -0.014788182452321053, 0.03115309402346611, 0.010509400628507137, 0.023053288459777832, -0.013249601237475872, -0.024541009217500687, -0.013809085823595524, 0.01739487051963806, -0.012690117582678795, -0.018221380189061165, -0.0071207070723176, -0.0011181735899299383, -0.005683850031346083, -0.006720167119055986, 0.029347484931349754, -0.04145268723368645, -0.016072453930974007, 0.01558926235884428, -0.001150757074356079, -0.03440827503800392, -0.01277276873588562, -0.015385814011096954, -0.0040880488231778145, 0.0016228219028562307, -0.011615653522312641, -0.023320315405726433, 0.009822760708630085, -0.013364041224122047, 0.020853498950600624, -0.00554397888481617, 0.012988932430744171, 0.0020440244115889072, -0.0034872391261160374, -0.011666515842080116, -0.01653021201491356, -0.01116425171494484, 0.029271192848682404, 0.019111469388008118, 0.01944207400083542, 0.008195171132683754, -0.013389472849667072, 0.026244891807436943, -0.010909940116107464, -0.02260824479162693, 0.001703883521258831, -0.013453050516545773, -0.004835087340325117, 0.02521493285894394, -0.02264639176428318, -0.015055209398269653, -0.01705154962837696, 0.030441023409366608, 0.018679140135645866, 0.03690052032470703, -0.003202728694304824, -0.019149616360664368, 0.0020646871998906136, -0.015182364732027054, 0.024553723633289337, -0.02226492576301098, -0.0005626630154438317, 0.006144788581877947, -0.01926405541598797, 0.00054160290164873, -0.0024652269203215837, -0.010426749475300312, 0.0067901029251515865, -0.014762751758098602, 0.003881421172991395, 0.0005038536037318408, 0.013669214211404324, 0.03412853181362152, 0.01722956821322441, 0.0046570696868002415, -0.0006715399213135242, -0.008023510687053204, -0.013008005917072296, 0.03967251256108284, -0.015233227051794529, 0.02297699637711048, 0.009930843487381935, 0.002160053700208664, -0.013567490503191948, 0.012493026442825794, 9.323079575551674e-05, -0.00426288740709424, -0.0279742069542408, 0.00827782228589058, 0.012963501736521721, 0.023816222324967384, 0.005607557017356157, 0.006542149465531111, 0.008919957093894482, -0.012995290569961071, 0.006605727598071098, -0.00846855528652668, 0.01955651305615902, 0.017445731908082962, 0.009536661207675934, -0.0027831157203763723, -0.7039327621459961, -0.0031518666073679924, 0.02014142833650112, 0.0015123555203899741, 0.027160411700606346, 0.05345616489648819, 0.021400267258286476, -0.0002425888233119622, -0.008919957093894482, -0.009339570067822933, 0.003267895895987749, -0.0030406054574996233, 0.012283219955861568, -0.0138472318649292, 0.005178407300263643, -0.02487161196768284, 0.02014142833650112, -0.004323286470025778, -0.0010474432492628694, 0.020713629201054573, -0.018094224855303764, 0.01548753771930933, -0.013364041224122047, 0.0030612682458013296, 0.006510360632091761, 0.021006086841225624, 0.01293171290308237, -0.006087568588554859, 0.0139235258102417, 0.018819011747837067, -0.0279742069542408, 0.009568450041115284, 0.00965110119432211, 0.00769926467910409, 0.051777713000774384, 0.015411244705319405, -0.026270322501659393, 0.02559639886021614, 0.008246033452451229, 0.03929104283452034, -0.014521156437695026, -0.02516406960785389, 0.012651970610022545, -0.0038909579161554575, -0.008087088353931904, 0.0016093115555122495, 0.035552673041820526, -0.012346797622740269, -0.0023348925169557333, -0.026728082448244095, 0.020319446921348572, 0.0026321185287088156, -0.007394091226160526, -0.010026209987699986, -0.008703792467713356, 0.014966200105845928, 0.01139313168823719, -0.01697525754570961, -0.0052229114808142185, 0.017763620242476463, -0.021680010482668877, 0.0022919776383787394, -0.04002854600548744, -0.026804376393556595, -0.005725175607949495, 0.004666606429964304, -0.012194210663437843, 0.029500072821974754, 0.017878061160445213, -0.01684810221195221, 0.029220329597592354, 0.005439075641334057, -0.01141220424324274, -0.015779996290802956, 0.01687353290617466, 0.020828068256378174, 0.018615562468767166, -0.02292613312602043, -0.02567269280552864, -0.010604767128825188, 0.00968289002776146, 0.019136900082230568, -0.01276641059666872, -0.009384075179696083, 0.026066875085234642, -0.007737411186099052, -0.029703520238399506, -0.0010458538308739662, 0.0021219071932137012, -0.004250172059983015, 0.026550065726041794, 0.011653800494968891, 0.0028435145504772663, 0.01279184129089117, -0.011914469301700592, -0.0032742538023740053, -0.035425517708063126, -0.01728042960166931, 2.7691086870618165e-05, 0.0008519417606294155, -0.0019311739597469568, 0.009619312360882759, -0.010808216407895088, 0.0047905826941132545, 0.007400449365377426, 0.009790971875190735, -0.01958194375038147, 0.02866084687411785, 0.03300956264138222, -0.04463157430291176, -0.003770160023123026, -0.011933541856706142, -0.0033378314692527056, -0.010127934627234936, 0.01669551432132721, -0.026829807087779045, 0.004275603219866753, -0.012785484082996845, 0.006802818272262812, -0.023066004738211632, 0.020433885976672173, 0.0039036732632666826, 0.006834607105702162, 0.0016275901580229402, 0.006860038265585899, 0.013008005917072296, -0.0017293145647272468, -0.024439284577965736, -0.01249938365072012, -0.029500072821974754, -0.012111559510231018, 0.009657459333539009, 0.003995860926806927, -0.007311440538614988, 0.028838863596320152, 0.0030882887076586485, 0.01941664330661297, -0.013109730556607246, 0.017890777438879013, -0.026499202474951744, -0.037917766720056534, -0.008252390660345554, -0.004431368783116341, 0.029754383489489555, 0.0006882290472276509, -0.018501123413443565, -0.0013891736743971705, -0.006268765311688185, -0.0006325985305011272, 0.00766747584566474, 0.030313868075609207, -0.013122445903718472, -0.018183235079050064, 0.015818141400814056, 0.018755434080958366, -0.016008876264095306, -0.0017436195630580187, -0.011800029315054417, 0.0006039885338395834, 0.0020138248801231384, 0.014788182452321053, 0.021400267258286476, 0.008792801760137081, -0.01148849818855524, -0.001996341161429882, -0.03122938610613346, -0.014699174091219902, 0.008157024160027504, -0.03328930586576462, -0.027236703783273697, 0.005661597941070795, -0.0138472318649292, 0.005245163571089506, 0.011978046968579292, -0.007489458192139864, 0.023053288459777832, -0.0032774326391518116, -0.012429448775947094, 0.0013852000702172518, 0.00863385759294033, -0.0013859947212040424, -0.008150666952133179, -0.013961671851575375, 0.0031534559093415737, 0.020713629201054573, 0.014851760119199753, 0.003158224280923605, 0.01736943982541561, -0.018234096467494965, 0.009174267761409283, 0.0006830633501522243, -0.000673924048896879, 0.002163232769817114, -0.01650478132069111, 0.0007045208476483822, 0.005915909074246883, 0.0015012294752523303, 0.02812679298222065, 0.018742717802524567, 0.02212505415081978, 0.01691167987883091, -0.001670505153015256, 0.004450441803783178, 0.0011197630083188415, 0.0025526464451104403, -0.029347484931349754, 0.023498333990573883, -0.017789052799344063, 0.03377249836921692, 0.01658107526600361, 0.005365961231291294, -0.021616432815790176, -0.009021681733429432, 0.0017913029296323657, 0.007069844752550125, 0.026626357808709145, 0.0032106759026646614, 0.005028999410569668, 0.008004438132047653, -0.004599849693477154, 0.0032170338090509176, 0.0028753033839166164, 0.014737321063876152, 0.0025876141153275967, -0.011081600561738014, 0.029245762154459953, 0.013681930489838123, 0.04150354862213135, -0.0018962061731144786, -0.018501123413443565, 0.0013589742593467236, -0.004485409706830978, -0.007394091226160526, 0.01983625628054142, 0.00028609985020011663, -0.00863385759294033, 0.027465583756566048, -0.01427956111729145, 0.01148849818855524, 0.007966291159391403, -0.0069299740716814995, 0.01686081662774086, 0.01276641059666872, 0.010757354088127613, 0.0138472318649292, 0.007406807038933039, 0.034815169870853424, 0.012086128816008568, 0.007915428839623928, 0.005111650563776493, 0.0003633865271694958, 0.006777387112379074, -0.03140740469098091, -0.011698304675519466, 0.0008567100740037858, -0.01998884230852127, 0.024808034300804138, 0.018310390412807465, 0.020383024588227272, 0.02222677879035473, 0.027669033035635948, -0.00555033702403307, 0.01256931945681572, -0.005439075641334057, -0.005283310543745756, 0.0002592779928818345, 0.006542149465531111, 0.011183325201272964, 0.0031725293956696987, -0.0023062825202941895, 0.0023555553052574396, -0.0023905232083052397, 0.020662765949964523, -0.021705441176891327, -0.005257879383862019, -0.021591002121567726, 0.007508531212806702, 0.021527422592043877, -0.01270283292979002, -0.009549376554787159, -0.00641817320138216, -0.026295753195881844, -0.008214244619011879, -0.008754654787480831, -0.026829807087779045, -0.03601043298840523, -0.017738189548254013, -0.005232448223978281, 0.006488108541816473, 0.021565569564700127, 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uint8_t q4(uint8_t a, uint8_t b) {
  a &= 0x0F;
  b &= 0x0F;

  uint8_t result = (a << 4) | b;

  return result;
}

int main() {
  block_q4_0 bananas_q4[48];
  block_q4_0 apples_q4[48];
  block_q4_0 nonsequitur_q4[48];

  quantize_row_q4_0(bananas, bananas_q4, 1536);
  quantize_row_q4_0(apples, apples_q4, 1536);
  quantize_row_q4_0(nonsequitur, nonsequitur_q4, 1536);

  float d_b_a, d_a_n, d_b_n;

  ggml_vec_dot_q4_0(1536, &d_b_a, bananas_q4, apples_q4);
  ggml_vec_dot_q4_0(1536, &d_a_n, apples_q4, nonsequitur_q4);
  ggml_vec_dot_q4_0(1536, &d_b_n, bananas_q4, nonsequitur_q4);

  printf("q4-similarity(bananas, apples): %f\n", d_b_a);
  printf("q4-similarity(bananas, nonsequitur): %f\n", d_b_n);
  printf("q4-similarity(apples, nonsequitur): %f\n", d_a_n);

  size_t input_size = 48 * sizeof(block_q4_0);
  size_t output_size;
  char * encoded_data = base64_encode((const unsigned char *) bananas_q4, input_size, &output_size);

  printf("base64-encoded q4 embedding of 'bananas': %s\n", encoded_data);

  /* uint8_t a = q4(1, 2); */
  /* uint8_t b = q4(3, 10); */
  /* printf("%d\n", dist(a, b)); */
}

static void quantize_row_q4_0(const float * restrict x, void * restrict vy, int k) {
    assert(k % QK == 0);
    const int nb = k / QK;

    block_q4_0 * restrict y = vy;

    for (int i = 0; i < nb; i++) {
        float32x4_t srcv [8];
        float32x4_t asrcv[8];
        float32x4_t amaxv[8];

        for (int l = 0; l < 8; l++) srcv[l]  = vld1q_f32(x + i*32 + 4*l);
        for (int l = 0; l < 8; l++) asrcv[l] = vabsq_f32(srcv[l]);

        for (int l = 0; l < 4; l++) amaxv[2*l] = vmaxq_f32(asrcv[2*l], asrcv[2*l+1]);
        for (int l = 0; l < 2; l++) amaxv[4*l] = vmaxq_f32(amaxv[4*l], amaxv[4*l+2]);
        for (int l = 0; l < 1; l++) amaxv[8*l] = vmaxq_f32(amaxv[8*l], amaxv[8*l+4]);

        // absolute max
        const float amax = MAX(
                MAX(vgetq_lane_f32(amaxv[0], 0), vgetq_lane_f32(amaxv[0], 1)),
                MAX(vgetq_lane_f32(amaxv[0], 2), vgetq_lane_f32(amaxv[0], 3)));

        const float d = amax / ((1 << 3) - 1);
        const float id = d ? 1.0f/d : 0.0f;

        y[i].d = d;

        for (int l = 0; l < 8; l++) {
            const float32x4_t v  = vmulq_n_f32(srcv[l], id);
            const float32x4_t vf = vaddq_f32(v, vdupq_n_f32(8.5f));
            const int32x4_t   vi = vcvtq_s32_f32(vf);

            y[i].qs[2*l + 0] = vgetq_lane_s32(vi, 0) | (vgetq_lane_s32(vi, 1) << 4);
            y[i].qs[2*l + 1] = vgetq_lane_s32(vi, 2) | (vgetq_lane_s32(vi, 3) << 4);
        }
    }
}

static void ggml_vec_dot_q4_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy) {
    const int nb = n / QK;

    assert(n % QK == 0);
    assert(nb % 2 == 0);

    const block_q4_0 * restrict x = vx;
    const block_q4_0 * restrict y = vy;

    float sumf = 0.0;

    float sum0 = 0.0f;
    float sum1 = 0.0f;

    for (int i = 0; i < nb; i += 2) {
        const block_q4_0 * restrict x0 = &x[i + 0];
        const block_q4_0 * restrict y0 = &y[i + 0];
        const block_q4_0 * restrict x1 = &x[i + 1];
        const block_q4_0 * restrict y1 = &y[i + 1];

        const uint8x16_t m4b = vdupq_n_u8(0xf);
        const int8x16_t  s8b = vdupq_n_s8(0x8);

        const uint8x16_t v0_0 = vld1q_u8(x0->qs);
        const uint8x16_t v1_0 = vld1q_u8(y0->qs);
        const uint8x16_t v0_1 = vld1q_u8(x1->qs);
        const uint8x16_t v1_1 = vld1q_u8(y1->qs);

        // 4-bit -> 8-bit
        const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8(v0_0, m4b));
        const int8x16_t v1_0l = vreinterpretq_s8_u8(vandq_u8(v1_0, m4b));

        const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
        const int8x16_t v1_0h = vreinterpretq_s8_u8(vshrq_n_u8(v1_0, 4));

        const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8(v0_1, m4b));
        const int8x16_t v1_1l = vreinterpretq_s8_u8(vandq_u8(v1_1, m4b));

        const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4));
        const int8x16_t v1_1h = vreinterpretq_s8_u8(vshrq_n_u8(v1_1, 4));

        // sub 8
        const int8x16_t v0_0ls = vsubq_s8(v0_0l, s8b);
        const int8x16_t v1_0ls = vsubq_s8(v1_0l, s8b);

        const int8x16_t v0_0hs = vsubq_s8(v0_0h, s8b);
        const int8x16_t v1_0hs = vsubq_s8(v1_0h, s8b);

        const int8x16_t v0_1ls = vsubq_s8(v0_1l, s8b);
        const int8x16_t v1_1ls = vsubq_s8(v1_1l, s8b);

        const int8x16_t v0_1hs = vsubq_s8(v0_1h, s8b);
        const int8x16_t v1_1hs = vsubq_s8(v1_1h, s8b);

#if defined(__ARM_FEATURE_DOTPROD)
        // dot product into int16x8_t
        int32x4_t p_0 = vdotq_s32(vdupq_n_s32(0), v0_0ls, v1_0ls);
        int32x4_t p_1 = vdotq_s32(vdupq_n_s32(0), v0_1ls, v1_1ls);

        p_0 = vdotq_s32(p_0, v0_0hs, v1_0hs);
        p_1 = vdotq_s32(p_1, v0_1hs, v1_1hs);

        // scalar
#if defined(__ARM_FEATURE_QRDMX)
        sum0 += x0->d * y0->d * vaddvq_s32(p_0);
        sum1 += x1->d * y1->d * vaddvq_s32(p_1);
#else
        sum0 += x0->d * y0->d * (vgetq_lane_s32(p_0, 0) + vgetq_lane_s32(p_0, 1) + vgetq_lane_s32(p_0, 2) + vgetq_lane_s32(p_0, 3));
        sum1 += x1->d * y1->d * (vgetq_lane_s32(p_1, 0) + vgetq_lane_s32(p_1, 1) + vgetq_lane_s32(p_1, 2) + vgetq_lane_s32(p_1, 3));
#endif
#else
        const int16x8_t pl0l = vmull_s8(vget_low_s8 (v0_0ls), vget_low_s8 (v1_0ls));
        const int16x8_t pl0h = vmull_s8(vget_high_s8(v0_0ls), vget_high_s8(v1_0ls));

        const int16x8_t ph0l = vmull_s8(vget_low_s8 (v0_0hs), vget_low_s8 (v1_0hs));
        const int16x8_t ph0h = vmull_s8(vget_high_s8(v0_0hs), vget_high_s8(v1_0hs));

        const int16x8_t pl1l = vmull_s8(vget_low_s8 (v0_1ls), vget_low_s8 (v1_1ls));
        const int16x8_t pl1h = vmull_s8(vget_high_s8(v0_1ls), vget_high_s8(v1_1ls));

        const int16x8_t ph1l = vmull_s8(vget_low_s8 (v0_1hs), vget_low_s8 (v1_1hs));
        const int16x8_t ph1h = vmull_s8(vget_high_s8(v0_1hs), vget_high_s8(v1_1hs));

        const int16x8_t pl_0 = vaddq_s16(pl0l, pl0h);
        const int16x8_t ph_0 = vaddq_s16(ph0l, ph0h);

        const int16x8_t pl_1 = vaddq_s16(pl1l, pl1h);
        const int16x8_t ph_1 = vaddq_s16(ph1l, ph1h);

        const int16x8_t p_0 = vaddq_s16(pl_0, ph_0);
        const int16x8_t p_1 = vaddq_s16(pl_1, ph_1);

        // scalar
#if defined(__ARM_FEATURE_QRDMX)
        sum0 += x0->d * y0->d * vaddvq_s16(p_0);
        sum1 += x1->d * y1->d * vaddvq_s16(p_1);
#else
        sum0 += x0->d * y0->d * (vgetq_lane_s16(p_0, 0) + vgetq_lane_s16(p_0, 1) + vgetq_lane_s16(p_0, 2) + vgetq_lane_s16(p_0, 3) + vgetq_lane_s16(p_0, 4) + vgetq_lane_s16(p_0, 5) + vgetq_lane_s16(p_0, 6) + vgetq_lane_s16(p_0, 7));
        sum1 += x1->d * y1->d * (vgetq_lane_s16(p_1, 0) + vgetq_lane_s16(p_1, 1) + vgetq_lane_s16(p_1, 2) + vgetq_lane_s16(p_1, 3) + vgetq_lane_s16(p_1, 4) + vgetq_lane_s16(p_1, 5) + vgetq_lane_s16(p_1, 6) + vgetq_lane_s16(p_1, 7));
#endif
#endif
    }

    sumf = sum0 + sum1;

    *s = sumf;
}

Makefile

OBJS := lol.o b64.o

lol: $(OBJS)
	cc -o $@ $(OBJS)
%.o: %.c
	cc -c $< -o $@