FFmpeg/libavcodec/jpeg2000dwt.c

/*
 * Discrete wavelet transform
 * Copyright (c) 2007 Kamil Nowosad
 * Copyright (c) 2013 Nicolas Bertrand <nicoinattendu@gmail.com>
 *
 * This file is part of FFmpeg.
 *
 * FFmpeg is free software; you can redistribute it and/or
 * modify it under the terms of the GNU Lesser General Public
 * License as published by the Free Software Foundation; either
 * version 2.1 of the License, or (at your option) any later version.
 *
 * FFmpeg is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
 * Lesser General Public License for more details.
 *
 * You should have received a copy of the GNU Lesser General Public
 * License along with FFmpeg; if not, write to the Free Software
 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
 */

/**
 * @file
 * Discrete wavelet transform
 */

#include "libavutil/avassert.h"
#include "libavutil/common.h"
#include "libavutil/mem.h"
#include "jpeg2000dwt.h"
#include "internal.h"

/* Defines for 9/7 DWT lifting parameters.
 * Parameters are in float. */
#define F_LFTG_ALPHA  1.586134342059924f
#define F_LFTG_BETA   0.052980118572961f
#define F_LFTG_GAMMA  0.882911075530934f
#define F_LFTG_DELTA  0.443506852043971f

/* Lifting parameters in integer format.
 * Computed as param = (float param) * (1 << 16) */
#define I_LFTG_ALPHA  103949ll
#define I_LFTG_BETA     3472ll
#define I_LFTG_GAMMA   57862ll
#define I_LFTG_DELTA   29066ll
#define I_LFTG_K       80621ll
#define I_LFTG_X       53274ll
#define I_PRESHIFT 8

static inline void extend53(int *p, int i0, int i1)
{
    p[i0 - 1] = p[i0 + 1];
    p[i1]     = p[i1 - 2];
    p[i0 - 2] = p[i0 + 2];
    p[i1 + 1] = p[i1 - 3];
}

static inline void extend97_float(float *p, int i0, int i1)
{
    int i;

    for (i = 1; i <= 4; i++) {
        p[i0 - i]     = p[i0 + i];
        p[i1 + i - 1] = p[i1 - i - 1];
    }
}

static inline void extend97_int(int32_t *p, int i0, int i1)
{
    int i;

    for (i = 1; i <= 4; i++) {
        p[i0 - i]     = p[i0 + i];
        p[i1 + i - 1] = p[i1 - i - 1];
    }
}

static void sd_1d53(int *p, int i0, int i1)
{
    int i;

    if (i1 <= i0 + 1) {
        if (i0 == 1)
            p[1] <<= 1;
        return;
    }

    extend53(p, i0, i1);

    for (i = ((i0+1)>>1) - 1; i < (i1+1)>>1; i++)
        p[2*i+1] -= (p[2*i] + p[2*i+2]) >> 1;
    for (i = ((i0+1)>>1); i < (i1+1)>>1; i++)
        p[2*i] += (p[2*i-1] + p[2*i+1] + 2) >> 2;
}

static void dwt_encode53(DWTContext *s, int *t)
{
    int lev,
        w = s->linelen[s->ndeclevels-1][0];
    int *line = s->i_linebuf;
    line += 3;

    for (lev = s->ndeclevels-1; lev >= 0; lev--){
        int lh = s->linelen[lev][0],
            lv = s->linelen[lev][1],
            mh = s->mod[lev][0],
            mv = s->mod[lev][1],
            lp;
        int *l;

        // VER_SD
        l = line + mv;
        for (lp = 0; lp < lh; lp++) {
            int i, j = 0;

            for (i = 0; i < lv; i++)
                l[i] = t[w*i + lp];

            sd_1d53(line, mv, mv + lv);

            // copy back and deinterleave
            for (i =   mv; i < lv; i+=2, j++)
                t[w*j + lp] = l[i];
            for (i = 1-mv; i < lv; i+=2, j++)
                t[w*j + lp] = l[i];
        }

        // HOR_SD
        l = line + mh;
        for (lp = 0; lp < lv; lp++){
            int i, j = 0;

            for (i = 0; i < lh; i++)
                l[i] = t[w*lp + i];

            sd_1d53(line, mh, mh + lh);

            // copy back and deinterleave
            for (i =   mh; i < lh; i+=2, j++)
                t[w*lp + j] = l[i];
            for (i = 1-mh; i < lh; i+=2, j++)
                t[w*lp + j] = l[i];
        }
    }
}
static void sd_1d97_float(float *p, int i0, int i1)
{
    int i;

    if (i1 <= i0 + 1) {
        if (i0 == 1)
            p[1] *= F_LFTG_X * 2;
        else
            p[0] *= F_LFTG_K;
        return;
    }

    extend97_float(p, i0, i1);
    i0++; i1++;

    for (i = (i0>>1) - 2; i < (i1>>1) + 1; i++)
        p[2*i+1] -= 1.586134 * (p[2*i] + p[2*i+2]);
    for (i = (i0>>1) - 1; i < (i1>>1) + 1; i++)
        p[2*i] -= 0.052980 * (p[2*i-1] + p[2*i+1]);
    for (i = (i0>>1) - 1; i < (i1>>1); i++)
        p[2*i+1] += 0.882911 * (p[2*i] + p[2*i+2]);
    for (i = (i0>>1); i < (i1>>1); i++)
        p[2*i] += 0.443506 * (p[2*i-1] + p[2*i+1]);
}

static void dwt_encode97_float(DWTContext *s, float *t)
{
    int lev,
        w = s->linelen[s->ndeclevels-1][0];
    float *line = s->f_linebuf;
    line += 5;

    for (lev = s->ndeclevels-1; lev >= 0; lev--){
        int lh = s->linelen[lev][0],
            lv = s->linelen[lev][1],
            mh = s->mod[lev][0],
            mv = s->mod[lev][1],
            lp;
        float *l;

        // HOR_SD
        l = line + mh;
        for (lp = 0; lp < lv; lp++){
            int i, j = 0;

            for (i = 0; i < lh; i++)
                l[i] = t[w*lp + i];

            sd_1d97_float(line, mh, mh + lh);

            // copy back and deinterleave
            for (i =   mh; i < lh; i+=2, j++)
                t[w*lp + j] = l[i];
            for (i = 1-mh; i < lh; i+=2, j++)
                t[w*lp + j] = l[i];
        }

        // VER_SD
        l = line + mv;
        for (lp = 0; lp < lh; lp++) {
            int i, j = 0;

            for (i = 0; i < lv; i++)
                l[i] = t[w*i + lp];

            sd_1d97_float(line, mv, mv + lv);

            // copy back and deinterleave
            for (i =   mv; i < lv; i+=2, j++)
                t[w*j + lp] = l[i];
            for (i = 1-mv; i < lv; i+=2, j++)
                t[w*j + lp] = l[i];
        }
    }
}

static void sd_1d97_int(int *p, int i0, int i1)
{
    int i;

    if (i1 <= i0 + 1) {
        if (i0 == 1)
            p[1] = (p[1] * I_LFTG_X + (1<<14)) >> 15;
        else
            p[0] = (p[0] * I_LFTG_K + (1<<15)) >> 16;
        return;
    }

    extend97_int(p, i0, i1);
    i0++; i1++;

    for (i = (i0>>1) - 2; i < (i1>>1) + 1; i++)
        p[2 * i + 1] -= (I_LFTG_ALPHA * (p[2 * i]     + p[2 * i + 2]) + (1 << 15)) >> 16;
    for (i = (i0>>1) - 1; i < (i1>>1) + 1; i++)
        p[2 * i]     -= (I_LFTG_BETA  * (p[2 * i - 1] + p[2 * i + 1]) + (1 << 15)) >> 16;
    for (i = (i0>>1) - 1; i < (i1>>1); i++)
        p[2 * i + 1] += (I_LFTG_GAMMA * (p[2 * i]     + p[2 * i + 2]) + (1 << 15)) >> 16;
    for (i = (i0>>1); i < (i1>>1); i++)
        p[2 * i]     += (I_LFTG_DELTA * (p[2 * i - 1] + p[2 * i + 1]) + (1 << 15)) >> 16;
}

static void dwt_encode97_int(DWTContext *s, int *t)
{
    int lev;
    int w = s->linelen[s->ndeclevels-1][0];
    int h = s->linelen[s->ndeclevels-1][1];
    int i;
    int *line = s->i_linebuf;
    line += 5;

    for (i = 0; i < w * h; i++)
        t[i] <<= I_PRESHIFT;

    for (lev = s->ndeclevels-1; lev >= 0; lev--){
        int lh = s->linelen[lev][0],
            lv = s->linelen[lev][1],
            mh = s->mod[lev][0],
            mv = s->mod[lev][1],
            lp;
        int *l;

        // VER_SD
        l = line + mv;
        for (lp = 0; lp < lh; lp++) {
            int i, j = 0;

            for (i = 0; i < lv; i++)
                l[i] = t[w*i + lp];

            sd_1d97_int(line, mv, mv + lv);

            // copy back and deinterleave
            for (i =   mv; i < lv; i+=2, j++)
                t[w*j + lp] = ((l[i] * I_LFTG_X) + (1 << 15)) >> 16;
            for (i = 1-mv; i < lv; i+=2, j++)
                t[w*j + lp] = l[i];
        }

        // HOR_SD
        l = line + mh;
        for (lp = 0; lp < lv; lp++){
            int i, j = 0;

            for (i = 0; i < lh; i++)
                l[i] = t[w*lp + i];

            sd_1d97_int(line, mh, mh + lh);

            // copy back and deinterleave
            for (i =   mh; i < lh; i+=2, j++)
                t[w*lp + j] = ((l[i] * I_LFTG_X) + (1 << 15)) >> 16;
            for (i = 1-mh; i < lh; i+=2, j++)
                t[w*lp + j] = l[i];
        }

    }

    for (i = 0; i < w * h; i++)
        t[i] = (t[i] + ((1<<I_PRESHIFT)>>1)) >> I_PRESHIFT;
}

static void sr_1d53(int *p, int i0, int i1)
{
    int i;

    if (i1 <= i0 + 1) {
        if (i0 == 1)
            p[1] >>= 1;
        return;
    }

    extend53(p, i0, i1);

    for (i = (i0 >> 1); i < (i1 >> 1) + 1; i++)
        p[2 * i] -= (p[2 * i - 1] + p[2 * i + 1] + 2) >> 2;
    for (i = (i0 >> 1); i < (i1 >> 1); i++)
        p[2 * i + 1] += (p[2 * i] + p[2 * i + 2]) >> 1;
}

static void dwt_decode53(DWTContext *s, int *t)
{
    int lev;
    int w     = s->linelen[s->ndeclevels - 1][0];
    int32_t *line = s->i_linebuf;
    line += 3;

    for (lev = 0; lev < s->ndeclevels; lev++) {
        int lh = s->linelen[lev][0],
            lv = s->linelen[lev][1],
            mh = s->mod[lev][0],
            mv = s->mod[lev][1],
            lp;
        int *l;

        // HOR_SD
        l = line + mh;
        for (lp = 0; lp < lv; lp++) {
            int i, j = 0;
            // copy with interleaving
            for (i = mh; i < lh; i += 2, j++)
                l[i] = t[w * lp + j];
            for (i = 1 - mh; i < lh; i += 2, j++)
                l[i] = t[w * lp + j];

            sr_1d53(line, mh, mh + lh);

            for (i = 0; i < lh; i++)
                t[w * lp + i] = l[i];
        }

        // VER_SD
        l = line + mv;
        for (lp = 0; lp < lh; lp++) {
            int i, j = 0;
            // copy with interleaving
            for (i = mv; i < lv; i += 2, j++)
                l[i] = t[w * j + lp];
            for (i = 1 - mv; i < lv; i += 2, j++)
                l[i] = t[w * j + lp];

            sr_1d53(line, mv, mv + lv);

            for (i = 0; i < lv; i++)
                t[w * i + lp] = l[i];
        }
    }
}

static void sr_1d97_float(float *p, int i0, int i1)
{
    int i;

    if (i1 <= i0 + 1) {
        if (i0 == 1)
            p[1] *= F_LFTG_K/2;
        else
            p[0] *= F_LFTG_X;
        return;
    }

    extend97_float(p, i0, i1);

    for (i = (i0 >> 1) - 1; i < (i1 >> 1) + 2; i++)
        p[2 * i]     -= F_LFTG_DELTA * (p[2 * i - 1] + p[2 * i + 1]);
    /* step 4 */
    for (i = (i0 >> 1) - 1; i < (i1 >> 1) + 1; i++)
        p[2 * i + 1] -= F_LFTG_GAMMA * (p[2 * i]     + p[2 * i + 2]);
    /*step 5*/
    for (i = (i0 >> 1); i < (i1 >> 1) + 1; i++)
        p[2 * i]     += F_LFTG_BETA  * (p[2 * i - 1] + p[2 * i + 1]);
    /* step 6 */
    for (i = (i0 >> 1); i < (i1 >> 1); i++)
        p[2 * i + 1] += F_LFTG_ALPHA * (p[2 * i]     + p[2 * i + 2]);
}

static void dwt_decode97_float(DWTContext *s, float *t)
{
    int lev;
    int w       = s->linelen[s->ndeclevels - 1][0];
    float *line = s->f_linebuf;
    float *data = t;
    /* position at index O of line range [0-5,w+5] cf. extend function */
    line += 5;

    for (lev = 0; lev < s->ndeclevels; lev++) {
        int lh = s->linelen[lev][0],
            lv = s->linelen[lev][1],
            mh = s->mod[lev][0],
            mv = s->mod[lev][1],
            lp;
        float *l;
        // HOR_SD
        l = line + mh;
        for (lp = 0; lp < lv; lp++) {
            int i, j = 0;
            // copy with interleaving
            for (i = mh; i < lh; i += 2, j++)
                l[i] = data[w * lp + j];
            for (i = 1 - mh; i < lh; i += 2, j++)
                l[i] = data[w * lp + j];

            sr_1d97_float(line, mh, mh + lh);

            for (i = 0; i < lh; i++)
                data[w * lp + i] = l[i];
        }

        // VER_SD
        l = line + mv;
        for (lp = 0; lp < lh; lp++) {
            int i, j = 0;
            // copy with interleaving
            for (i = mv; i < lv; i += 2, j++)
                l[i] = data[w * j + lp];
            for (i = 1 - mv; i < lv; i += 2, j++)
                l[i] = data[w * j + lp];

            sr_1d97_float(line, mv, mv + lv);

            for (i = 0; i < lv; i++)
                data[w * i + lp] = l[i];
        }
    }
}

static void sr_1d97_int(int32_t *p, int i0, int i1)
{
    int i;

    if (i1 <= i0 + 1) {
        if (i0 == 1)
            p[1] = (p[1] * I_LFTG_K + (1<<16)) >> 17;
        else
            p[0] = (p[0] * I_LFTG_X + (1<<15)) >> 16;
        return;
    }

    extend97_int(p, i0, i1);

    for (i = (i0 >> 1) - 1; i < (i1 >> 1) + 2; i++)
        p[2 * i]     -= (I_LFTG_DELTA * (p[2 * i - 1] + p[2 * i + 1]) + (1 << 15)) >> 16;
    /* step 4 */
    for (i = (i0 >> 1) - 1; i < (i1 >> 1) + 1; i++)
        p[2 * i + 1] -= (I_LFTG_GAMMA * (p[2 * i]     + p[2 * i + 2]) + (1 << 15)) >> 16;
    /*step 5*/
    for (i = (i0 >> 1); i < (i1 >> 1) + 1; i++)
        p[2 * i]     += (I_LFTG_BETA  * (p[2 * i - 1] + p[2 * i + 1]) + (1 << 15)) >> 16;
    /* step 6 */
    for (i = (i0 >> 1); i < (i1 >> 1); i++)
        p[2 * i + 1] += (I_LFTG_ALPHA * (p[2 * i]     + p[2 * i + 2]) + (1 << 15)) >> 16;
}

static void dwt_decode97_int(DWTContext *s, int32_t *t)
{
    int lev;
    int w       = s->linelen[s->ndeclevels - 1][0];
    int h       = s->linelen[s->ndeclevels - 1][1];
    int i;
    int32_t *line = s->i_linebuf;
    int32_t *data = t;
    /* position at index O of line range [0-5,w+5] cf. extend function */
    line += 5;

    for (i = 0; i < w * h; i++)
        data[i] <<= I_PRESHIFT;

    for (lev = 0; lev < s->ndeclevels; lev++) {
        int lh = s->linelen[lev][0],
            lv = s->linelen[lev][1],
            mh = s->mod[lev][0],
            mv = s->mod[lev][1],
            lp;
        int32_t *l;
        // HOR_SD
        l = line + mh;
        for (lp = 0; lp < lv; lp++) {
            int i, j = 0;
            // rescale with interleaving
            for (i = mh; i < lh; i += 2, j++)
                l[i] = ((data[w * lp + j] * I_LFTG_K) + (1 << 15)) >> 16;
            for (i = 1 - mh; i < lh; i += 2, j++)
                l[i] = data[w * lp + j];

            sr_1d97_int(line, mh, mh + lh);

            for (i = 0; i < lh; i++)
                data[w * lp + i] = l[i];
        }

        // VER_SD
        l = line + mv;
        for (lp = 0; lp < lh; lp++) {
            int i, j = 0;
            // rescale with interleaving
            for (i = mv; i < lv; i += 2, j++)
                l[i] = ((data[w * j + lp] * I_LFTG_K) + (1 << 15)) >> 16;
            for (i = 1 - mv; i < lv; i += 2, j++)
                l[i] = data[w * j + lp];

            sr_1d97_int(line, mv, mv + lv);

            for (i = 0; i < lv; i++)
                data[w * i + lp] = l[i];
        }
    }

    for (i = 0; i < w * h; i++)
        data[i] = (data[i] + ((1<<I_PRESHIFT)>>1)) >> I_PRESHIFT;
}

int ff_jpeg2000_dwt_init(DWTContext *s, uint16_t border[2][2],
                         int decomp_levels, int type)
{
    int i, j, lev = decomp_levels, maxlen,
        b[2][2];

    s->ndeclevels = decomp_levels;
    s->type       = type;

    for (i = 0; i < 2; i++)
        for (j = 0; j < 2; j++)
            b[i][j] = border[i][j];

    maxlen = FFMAX(b[0][1] - b[0][0],
                   b[1][1] - b[1][0]);
    while (--lev >= 0)
        for (i = 0; i < 2; i++) {
            s->linelen[lev][i] = b[i][1] - b[i][0];
            s->mod[lev][i]     = b[i][0] & 1;
            for (j = 0; j < 2; j++)
                b[i][j] = (b[i][j] + 1) >> 1;
        }
    switch (type) {
    case FF_DWT97:
        s->f_linebuf = av_malloc_array((maxlen + 12), sizeof(*s->f_linebuf));
        if (!s->f_linebuf)
            return AVERROR(ENOMEM);
        break;
     case FF_DWT97_INT:
        s->i_linebuf = av_malloc_array((maxlen + 12), sizeof(*s->i_linebuf));
        if (!s->i_linebuf)
            return AVERROR(ENOMEM);
        break;
    case FF_DWT53:
        s->i_linebuf = av_malloc_array((maxlen +  6), sizeof(*s->i_linebuf));
        if (!s->i_linebuf)
            return AVERROR(ENOMEM);
        break;
    default:
        return -1;
    }
    return 0;
}

int ff_dwt_encode(DWTContext *s, void *t)
{
    switch(s->type){
        case FF_DWT97:
            dwt_encode97_float(s, t); break;
        case FF_DWT97_INT:
            dwt_encode97_int(s, t); break;
        case FF_DWT53:
            dwt_encode53(s, t); break;
        default:
            return -1;
    }
    return 0;
}

int ff_dwt_decode(DWTContext *s, void *t)
{
    switch (s->type) {
    case FF_DWT97:
        dwt_decode97_float(s, t);
        break;
    case FF_DWT97_INT:
        dwt_decode97_int(s, t);
        break;
    case FF_DWT53:
        dwt_decode53(s, t);
        break;
    default:
        return -1;
    }
    return 0;
}

void ff_dwt_destroy(DWTContext *s)
{
    av_freep(&s->f_linebuf);
    av_freep(&s->i_linebuf);
}

#ifdef TEST

#include "libavutil/lfg.h"

#define MAX_W 256

static int test_dwt(int *array, int *ref, uint16_t border[2][2], int decomp_levels, int type, int max_diff) {
    int ret, j;
    DWTContext s1={{{0}}}, *s= &s1;
    int64_t err2 = 0;

    ret = ff_jpeg2000_dwt_init(s,  border, decomp_levels, type);
    if (ret < 0) {
        fprintf(stderr, "ff_jpeg2000_dwt_init failed\n");
        return 1;
    }
    ret = ff_dwt_encode(s, array);
    if (ret < 0) {
        fprintf(stderr, "ff_dwt_encode failed\n");
        return 1;
    }
    ret = ff_dwt_decode(s, array);
    if (ret < 0) {
        fprintf(stderr, "ff_dwt_encode failed\n");
        return 1;
    }
    for (j = 0; j<MAX_W * MAX_W; j++) {
        if (FFABS(array[j] - ref[j]) > max_diff) {
            fprintf(stderr, "missmatch at %d (%d != %d) decomp:%d border %d %d %d %d\n",
                    j, array[j], ref[j],decomp_levels, border[0][0], border[0][1], border[1][0], border[1][1]);
            return 2;
        }
        err2 += (array[j] - ref[j]) * (array[j] - ref[j]);
        array[j] = ref[j];
    }
    ff_dwt_destroy(s);

    printf("%s, decomp:%2d border %3d %3d %3d %3d milli-err2:%9"PRId64"\n",
           type == FF_DWT53 ? "5/3i" : "9/7i",
           decomp_levels, border[0][0], border[0][1], border[1][0], border[1][1],
           1000*err2 / ((border[0][1] - border[0][0])*(border[1][1] - border[1][0])));

    return 0;
}

static int test_dwtf(float *array, float *ref, uint16_t border[2][2], int decomp_levels, float max_diff) {
    int ret, j;
    DWTContext s1={{{0}}}, *s= &s1;
    double err2 = 0;

    ret = ff_jpeg2000_dwt_init(s,  border, decomp_levels, FF_DWT97);
    if (ret < 0) {
        fprintf(stderr, "ff_jpeg2000_dwt_init failed\n");
        return 1;
    }
    ret = ff_dwt_encode(s, array);
    if (ret < 0) {
        fprintf(stderr, "ff_dwt_encode failed\n");
        return 1;
    }
    ret = ff_dwt_decode(s, array);
    if (ret < 0) {
        fprintf(stderr, "ff_dwt_encode failed\n");
        return 1;
    }
    for (j = 0; j<MAX_W * MAX_W; j++) {
        if (FFABS(array[j] - ref[j]) > max_diff) {
            fprintf(stderr, "missmatch at %d (%f != %f) decomp:%d border %d %d %d %d\n",
                    j, array[j], ref[j],decomp_levels, border[0][0], border[0][1], border[1][0], border[1][1]);
            return 2;
        }
        err2 += (array[j] - ref[j]) * (array[j] - ref[j]);
        array[j] = ref[j];
    }
    ff_dwt_destroy(s);

    printf("9/7f, decomp:%2d border %3d %3d %3d %3d err2:%20.3f\n",
           decomp_levels, border[0][0], border[0][1], border[1][0], border[1][1],
           err2 / ((border[0][1] - border[0][0])*(border[1][1] - border[1][0])));

    return 0;
}

static int array[MAX_W * MAX_W];
static int ref  [MAX_W * MAX_W];
static float arrayf[MAX_W * MAX_W];
static float reff  [MAX_W * MAX_W];

int main(void) {
    AVLFG prng;
    int i,j;
    uint16_t border[2][2];
    int ret, decomp_levels;

    av_lfg_init(&prng, 1);

    for (i = 0; i<MAX_W * MAX_W; i++)
        arrayf[i] = reff[i] = array[i] = ref[i] =  av_lfg_get(&prng) % 2048;

    for (i = 0; i < 100; i++) {
        for (j=0; j<4; j++)
            border[j>>1][j&1] = av_lfg_get(&prng) % MAX_W;
        if (border[0][0] >= border[0][1] || border[1][0] >= border[1][1])
            continue;
        decomp_levels = av_lfg_get(&prng) % FF_DWT_MAX_DECLVLS;

        ret = test_dwt(array, ref, border, decomp_levels, FF_DWT53, 0);
        if (ret)
            return ret;
        ret = test_dwt(array, ref, border, decomp_levels, FF_DWT97_INT, FFMIN(7+5*decomp_levels, 15+3*decomp_levels));
        if (ret)
            return ret;
        ret = test_dwtf(arrayf, reff, border, decomp_levels, 0.05);
        if (ret)
            return ret;
    }

    return 0;
}

#endif