/*
  Copyright (C) 2003-2009 Paul Brossier <piem@aubio.org>

  This file is part of aubio.

  aubio is free software: you can redistribute it and/or modify
  it under the terms of the GNU General Public License as published by
  the Free Software Foundation, either version 3 of the License, or
  (at your option) any later version.

  aubio 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 General Public License for more details.

  You should have received a copy of the GNU General Public License
  along with aubio.  If not, see <http://www.gnu.org/licenses/>.

*/

#include "aubio_priv.h"
#include "fvec.h"
#include "mathutils.h"
#include "lvec.h"
#include "temporal/filter.h"
#include "temporal/biquad.h"
#include "onset/peakpick.h"

/* peak picking parameters, default values in brackets
 *
 *     [<----post----|--pre-->]
 *  .................|.............
 *  time->           ^now
 */
struct _aubio_peakpicker_t
{
        /** thresh: offset threshold [0.033 or 0.01] */
  smpl_t threshold;
        /** win_post: median filter window length (causal part) [8] */
  uint_t win_post;
        /** pre: median filter window (anti-causal part) [post-1] */
  uint_t win_pre;
        /** threshfn: name or handle of fn for computing adaptive threshold [median]  */
  aubio_thresholdfn_t thresholdfn;
        /** picker: name or handle of fn for picking event times [peakpick] */
  aubio_pickerfn_t pickerfn;

        /** biquad lowpass filter */
  aubio_filter_t *biquad;
        /** original onsets */
  fvec_t *onset_keep;
        /** modified onsets */
  fvec_t *onset_proc;
        /** peak picked window [3] */
  fvec_t *onset_peek;
        /** scratch pad for biquad and median */
  fvec_t *scratch;

  /** number of channels to analyse */
  uint_t channels;

        /** \bug should be used to calculate filter coefficients */
  /* cutoff: low-pass filter cutoff [0.34, 1] */
  /* smpl_t cutoff; */

  /* not used anymore */
  /* time precision [512/44100  winlength/samplerate, fs/buffer_size */
  /* smpl_t tau; */
  /* alpha: normalisation exponent [9] */
  /* smpl_t alpha; */
};


/** modified version for real time, moving mean adaptive threshold this method
 * is slightly more permissive than the offline one, and yelds to an increase
 * of false positives. best  */
void
aubio_peakpicker_do (aubio_peakpicker_t * p, fvec_t * onset, fvec_t * out)
{
  fvec_t *onset_keep = p->onset_keep;
  fvec_t *onset_proc = p->onset_proc;
  fvec_t *onset_peek = p->onset_peek;
  fvec_t *scratch = p->scratch;
  smpl_t mean = 0., median = 0.;
  uint_t length = p->win_post + p->win_pre + 1;
  uint_t i, j = 0;

  for (i = 0; i < p->channels; i++) {
    /* store onset in onset_keep */
    /* shift all elements but last, then write last */
    for (j = 0; j < length - 1; j++) {
      onset_keep->data[i][j] = onset_keep->data[i][j + 1];
      onset_proc->data[i][j] = onset_keep->data[i][j];
    }
    onset_keep->data[i][length - 1] = onset->data[i][0];
    onset_proc->data[i][length - 1] = onset->data[i][0];
  }

  /* filter onset_proc */
  /** \bug filtfilt calculated post+pre times, should be only once !? */
  aubio_filter_do_filtfilt (p->biquad, onset_proc, scratch);

  for (i = 0; i < p->channels; i++) {
    /* calculate mean and median for onset_proc */
    mean = fvec_mean_channel (onset_proc, i);
    /* copy to scratch */
    for (j = 0; j < length; j++)
      scratch->data[i][j] = onset_proc->data[i][j];
    median = p->thresholdfn (scratch, i);

    /* shift peek array */
    for (j = 0; j < 3 - 1; j++)
      onset_peek->data[i][j] = onset_peek->data[i][j + 1];
    /* calculate new peek value */
    onset_peek->data[i][2] =
        onset_proc->data[i][p->win_post] - median - mean * p->threshold;
    out->data[i][0] = (p->pickerfn) (onset_peek, 1);
    if (out->data[i][0]) {
      out->data[i][0] = fvec_quadint (onset_peek, 1, i);
    }
  }
}

/** this method returns the current value in the pick peaking buffer
 * after smoothing
 */
smpl_t
aubio_peakpicker_get_thresholded_input (aubio_peakpicker_t * p)
{
  return p->onset_peek->data[0][1];
}

uint_t
aubio_peakpicker_set_threshold (aubio_peakpicker_t * p, smpl_t threshold)
{
  p->threshold = threshold;
  return AUBIO_OK;
}

smpl_t
aubio_peakpicker_get_threshold (aubio_peakpicker_t * p)
{
  return p->threshold;
}

uint_t
aubio_peakpicker_set_thresholdfn (aubio_peakpicker_t * p,
    aubio_thresholdfn_t thresholdfn)
{
  p->thresholdfn = thresholdfn;
  return AUBIO_OK;
}

aubio_thresholdfn_t
aubio_peakpicker_get_thresholdfn (aubio_peakpicker_t * p)
{
  return (aubio_thresholdfn_t) (p->thresholdfn);
}

aubio_peakpicker_t *
new_aubio_peakpicker (uint_t channels)
{
  aubio_peakpicker_t *t = AUBIO_NEW (aubio_peakpicker_t);
  t->threshold = 0.1;           /* 0.0668; 0.33; 0.082; 0.033; */
  t->win_post = 5;
  t->win_pre = 1;
  //channels = 1;
  t->channels = channels;

  t->thresholdfn = (aubio_thresholdfn_t) (fvec_median_channel); /* (fvec_mean); */
  t->pickerfn = (aubio_pickerfn_t) (fvec_peakpick);

  t->scratch = new_fvec (t->win_post + t->win_pre + 1, channels);
  t->onset_keep = new_fvec (t->win_post + t->win_pre + 1, channels);
  t->onset_proc = new_fvec (t->win_post + t->win_pre + 1, channels);
  t->onset_peek = new_fvec (3, channels);

  /* cutoff: low-pass filter with cutoff reduced frequency at 0.34
     generated with octave butter function: [b,a] = butter(2, 0.34);
   */
  t->biquad = new_aubio_filter_biquad (0.15998789, 0.31997577, 0.15998789,
      -0.59488894, 0.23484048, channels);

  return t;
}

void
del_aubio_peakpicker (aubio_peakpicker_t * p)
{
  del_aubio_filter (p->biquad);
  del_fvec (p->onset_keep);
  del_fvec (p->onset_proc);
  del_fvec (p->onset_peek);
  del_fvec (p->scratch);
  AUBIO_FREE (p);
}