{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "superior-honolulu",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "directed-renaissance",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = ''\n",
    "os.environ['LD_LIBRARY_PATH'] = \"/usr/local/lib:\" + os.environ.get('LD_LIBRARY_PATH', \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "recognized-papua",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "################################################################################\n",
      "### WARNING, path does not exist: KALDI_ROOT=/mnt/matylda5/iveselyk/Tools/kaldi-trunk\n",
      "###          (please add 'export KALDI_ROOT=<your_path>' in your $HOME/.profile)\n",
      "###          (or run as: KALDI_ROOT=<your_path> python <your_script>.py)\n",
      "################################################################################\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from pydub import AudioSegment\n",
    "import pandas as pd\n",
    "import os\n",
    "from scipy.io import wavfile\n",
    "import tqdm\n",
    "import random\n",
    "import torchaudio\n",
    "import json\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "consistent-feedback",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import librosa\n",
    "from scipy.io import wavfile\n",
    "import librosa.display\n",
    "from pydub import AudioSegment\n",
    "from IPython.display import display_html\n",
    "import torch\n",
    "\n",
    "\n",
    "def _convert_array(arr, force_int=False, force_float=False):\n",
    "    if isinstance(arr, torch.Tensor):\n",
    "        arr = arr.cpu().detach().numpy()\n",
    "    assert(len(arr.shape) in (1, 2))\n",
    "    if len(arr.shape) == 2:\n",
    "        assert(arr.shape[0] == 1)\n",
    "        arr = arr[0]\n",
    "    if force_int and \"float\" in str(arr.dtype):\n",
    "        arr = np.floor(arr.copy() * 32768).astype(np.int16)\n",
    "    if force_float and \"int\" in str(arr.dtype):\n",
    "        arr = arr.copy().astype(np.float32) / 32768\n",
    "    return arr\n",
    "\n",
    "\n",
    "def plot_ft(arr, window_size=1024, hop_length=512, n_mels=128):\n",
    "    arr = _convert_array(arr, force_float=True)\n",
    "    window = np.hanning(window_size)\n",
    "    stft= librosa.core.spectrum.stft(arr, n_fft=window_size, hop_length=hop_length, window=window)\n",
    "    out = 2 * np.abs(stft) / np.sum(window)\n",
    "    data = librosa.amplitude_to_db(out, ref=np.max)\n",
    "\n",
    "    plt.figure(figsize=(16, 10))\n",
    "    librosa.display.specshow(data, x_axis='time', y_axis='mel', sr=16000)\n",
    "    plt.set_cmap('afmhot')\n",
    "\n",
    "\n",
    "def play_array(arr):\n",
    "    arr = _convert_array(arr, force_int=True)\n",
    "    display_html(AudioSegment(\n",
    "        arr.tobytes(), \n",
    "        frame_rate=16000,\n",
    "        sample_width=2, \n",
    "        channels=1\n",
    "    ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "specialized-increase",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "deluxe-conjunction",
   "metadata": {},
   "source": [
    "## Assemble meta data for 16khz clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "satellite-chester",
   "metadata": {},
   "outputs": [],
   "source": [
    "# read - 560h & 31s\n",
    "# emotional - 3.6h & 1-5s -- has background noise\n",
    "# singing - 8.8h & 1-81s -- pretty artificial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "spoken-difficulty",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 65347/65347 [00:02<00:00, 31484.95it/s]\n"
     ]
    }
   ],
   "source": [
    "from glob import glob\n",
    "import contextlib\n",
    "import wave\n",
    "\n",
    "def get_meta(fp):\n",
    "    all_files = [y for x in os.walk(fp) for y in glob(os.path.join(x[0], '*.wav'))]\n",
    "    meta_list = []\n",
    "    el = []\n",
    "    for fn in tqdm.tqdm(all_files):\n",
    "        try:\n",
    "            with contextlib.closing(wave.open(fn,'r')) as f:\n",
    "                frames = f.getnframes()\n",
    "                rate = f.getframerate()\n",
    "                duration = frames / float(rate)\n",
    "                meta_list.append((fn, duration, rate))\n",
    "        except:\n",
    "            el.append(fn)\n",
    "    df = pd.DataFrame(meta_list, columns=['fname', 'duration', 'rate'])\n",
    "    return df\n",
    "        \n",
    "read_df = get_meta(\"/data-ssd-3/georg/data/DNS-Challenge/datasets/clean/read_speech/\")\n",
    "# singing_df = get_meta(\"/data-ssd-3/georg/data/DNS-Challenge/datasets/clean/singing_voice/\")\n",
    "# emotion_df = get_meta(\"/data-ssd-3/georg/data/DNS-Challenge/datasets/clean/emotional_speech/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "satellite-contemporary",
   "metadata": {},
   "outputs": [],
   "source": [
    "read_df.to_csv(\"/data-ssd-3/georg/data/DNS-Challenge/datasets/clean/read_speech_meta.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ambient-factor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fname</th>\n",
       "      <th>duration</th>\n",
       "      <th>rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/data-ssd-3/georg/data/DNS-Challenge/datasets/...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/data-ssd-3/georg/data/DNS-Challenge/datasets/...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/data-ssd-3/georg/data/DNS-Challenge/datasets/...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/data-ssd-3/georg/data/DNS-Challenge/datasets/...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/data-ssd-3/georg/data/DNS-Challenge/datasets/...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               fname  duration   rate\n",
       "0  /data-ssd-3/georg/data/DNS-Challenge/datasets/...      31.0  16000\n",
       "1  /data-ssd-3/georg/data/DNS-Challenge/datasets/...      31.0  16000\n",
       "2  /data-ssd-3/georg/data/DNS-Challenge/datasets/...      31.0  16000\n",
       "3  /data-ssd-3/georg/data/DNS-Challenge/datasets/...      31.0  16000\n",
       "4  /data-ssd-3/georg/data/DNS-Challenge/datasets/...      31.0  16000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "corporate-millennium",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "viral-double",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "statistical-retreat",
   "metadata": {},
   "source": [
    "## Create amr noisy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "mobile-inspector",
   "metadata": {},
   "outputs": [],
   "source": [
    "# install encoder/decoder from here http://www.penguin.cz/~utx/amr\n",
    "# frame sizes is 20 ms (160 samples at 8kHz)\n",
    "\n",
    "# TOC header\n",
    "#     0 1 2 3 4 5 6 7\n",
    "#    +-+-+-+-+-+-+-+-+\n",
    "#    |F|  FT   |Q|P|P|\n",
    "#    +-+-+-+-+-+-+-+-+\n",
    "\n",
    "# For storage, F bit should be 0\n",
    "# Q - quality\n",
    "# Last two bits (padding bits) must be 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "athletic-welcome",
   "metadata": {},
   "outputs": [],
   "source": [
    "mode2nbytes = {\n",
    "     0: 13,  #  4.75\n",
    "     1: 14,  #  5.15\n",
    "     2: 16,  #  5.90\n",
    "     3: 18,  #  6.70\n",
    "     4: 20,  #  7.40\n",
    "     5: 21,  #  7.95\n",
    "     6: 27,  # 10.20\n",
    "     7: 32,  # 12.20\n",
    "     8:  6,  # SID (silence indicator, silence is starting)\n",
    "    15:  1,  # no_data (actual silence frames)\n",
    "}\n",
    "\n",
    "def _bitstring_to_bytes(s):\n",
    "    if s == \"00000000\":\n",
    "        return b'\\x00'\n",
    "    v = int(s, 2)\n",
    "    b = bytearray()\n",
    "    while v:\n",
    "        b.append(v & 0xff)\n",
    "        v >>= 8\n",
    "    return bytes(b[::-1])\n",
    "\n",
    "def _corrupt_amr_binary(data, corrupt_frac=0.0):\n",
    "    new_data = b''\n",
    "    nbytes_header = 6\n",
    "    header = data[:nbytes_header]\n",
    "    assert(header.decode(\"ascii\") == '#!AMR\\n')\n",
    "    new_data += header\n",
    "    offset = nbytes_header\n",
    "    while offset < len(data):\n",
    "        bitstr = bin(data[offset])[2:].zfill(8)\n",
    "        assert(bitstr[0] == \"0\")  # storage bit\n",
    "        assert(bitstr[-2:] == \"00\")  # pad bits\n",
    "        assert(bitstr[5] == \"1\")  # quality bit\n",
    "        mode_idx = int(bitstr[1:5], base=2)\n",
    "        frame_len = mode2nbytes[mode_idx]\n",
    "        if frame_len == 1:\n",
    "            new_data += _bitstring_to_bytes(bitstr)\n",
    "            offset += frame_len\n",
    "            continue\n",
    "        # randomly corrupt frame\n",
    "        is_corrupt = random.random() < corrupt_frac\n",
    "        if is_corrupt:\n",
    "            bitstr = bitstr[:5] + \"0\" + bitstr[-2:]\n",
    "        new_data += _bitstring_to_bytes(bitstr)\n",
    "        # add data frames\n",
    "        new_data += data[offset + 1:offset + frame_len]\n",
    "        offset += frame_len\n",
    "    assert(len(data) == len(new_data))\n",
    "    return new_data\n",
    "\n",
    "def corrupt_amr_file(file_path, corrupt_frac=0.0):\n",
    "    with open(file_path, \"rb\") as f:\n",
    "        data = f.read()\n",
    "    corrupt_data = _corrupt_amr_binary(data, corrupt_frac=corrupt_frac)\n",
    "    with open(file_path, \"wb\") as f:\n",
    "        f.write(corrupt_data)\n",
    "        \n",
    "def shift_file(file_path, shift_nframes=78):\n",
    "    _, arr = wavfile.read(file_path)\n",
    "    arr = np.hstack([arr[shift_nframes:], arr[-shift_nframes:][::-1]])\n",
    "    wavfile.write(file_path, 16000, arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "threatened-parish",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TRAIN_DATA_DIR = \"/data-ssd-3/georg/data/DNS-Challenge/datasets/training_data-09_02_2021/\"\n",
    "TRAIN_DATA_DIR = \"/data-ssd-3/georg/data/DNS-Challenge/datasets/training_data-09_17_2021/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dense-strengthening",
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(TRAIN_DATA_DIR):\n",
    "    os.makedirs(TRAIN_DATA_DIR)\n",
    "if not os.path.exists(TRAIN_DATA_DIR + \"slices\"):\n",
    "    os.makedirs(TRAIN_DATA_DIR + \"slices\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "million-romance",
   "metadata": {},
   "outputs": [],
   "source": [
    "read_df = pd.read_csv(\"/data-ssd-3/georg/data/DNS-Challenge/datasets/clean/read_speech_meta.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "burning-sound",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: we can write a sox command that doesn't go through an actual file\n",
    "# import shlex\n",
    "# from subprocess import PIPE, Popen\n",
    "# cmd = shlex.split(\n",
    "#     \"sox -N -V1 -t s16 -r 16000 -c 1 - -t amr-nb -r 8000 -c 1 -\",# gain -l 3.0\",\n",
    "#     posix=False,\n",
    "# )\n",
    "# stdout, stderr = Popen(cmd, stdin=PIPE, stdout=PIPE, stderr=PIPE).communicate(arr.tobytes(order='F'))\n",
    "# assert(stderr.decode(\"utf-8\") == \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "killing-authority",
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "import multiprocessing\n",
    "\n",
    "def make_noisy_file(work_item):\n",
    "    from_fname, to_fname, file_id = work_item\n",
    "    tmp_amr_fname = \"/tmp/convert_{}.amr-nb\".format(file_id)\n",
    "    tmp_raw_fname = \"/tmp/convert_{}.raw\".format(file_id)\n",
    "    corrupt_frac = 0.0\n",
    "    try:\n",
    "        # convert to low quality amr\n",
    "        call_ptn = \"sox {} -r 8k -C 0 -c 1 {}\"\n",
    "        out = subprocess.call(call_ptn.format(from_fname, tmp_amr_fname).split())\n",
    "        assert(out == 0)\n",
    "        \n",
    "        # corrupt amr file, 50% of time use 0-20% corruption\n",
    "        \n",
    "        if random.random() > 0.5:\n",
    "            corrupt_frac = random.random() * 0.2\n",
    "        corrupt_amr_file(tmp_amr_fname, corrupt_frac=corrupt_frac)\n",
    "        # decode amr to raw pcm\n",
    "        call_ptn = \"/usr/local/bin/amrnb-decoder {} {}\"\n",
    "        out = subprocess.call(call_ptn.format(tmp_amr_fname, tmp_raw_fname).split())\n",
    "        assert(out == 0)\n",
    "\n",
    "        # convert raw pcm to 16khz wav\n",
    "        call_ptn = \"sox -t raw -r 8000 -b 16 -c 1 -L -e signed-integer {} -r 16k -b 16 {}\"\n",
    "        out = subprocess.call(call_ptn.format(tmp_raw_fname, to_fname).split())\n",
    "        assert(out == 0)\n",
    "\n",
    "        # shift data by known amount\n",
    "        shift_file(to_fname)\n",
    "        \n",
    "        b_success = True\n",
    "    except:\n",
    "        b_success = False\n",
    "    if os.path.isfile(tmp_amr_fname):\n",
    "        os.remove(tmp_amr_fname)\n",
    "    if os.path.isfile(tmp_raw_fname):\n",
    "        os.remove(tmp_raw_fname)\n",
    "    return b_success, corrupt_frac\n",
    "    \n",
    "from_fnames = read_df['fname'].tolist()\n",
    "to_fnames = [TRAIN_DATA_DIR + \"slices/\" + \"{}.wav\".format(n) for n in range(len(read_df))]\n",
    "file_id_list = list(range(len(from_fnames)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "laden-instrumentation",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !rm -rf /data-ssd-3/georg/data/DNS-Challenge/datasets/training_data-09_17_2021/slices/*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "facial-perry",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5 mins for 60k files\n",
    "p = multiprocessing.Pool(40)\n",
    "\n",
    "work_items = list(zip(from_fnames, to_fnames, file_id_list))\n",
    "out = p.map(make_noisy_file, work_items)\n",
    "assert(all([e[0] for e in out]))\n",
    "\n",
    "p.close()\n",
    "p.join()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "buried-birthday",
   "metadata": {},
   "outputs": [],
   "source": [
    "# make train/test\n",
    "data = list(zip(\n",
    "    from_fnames,\n",
    "    to_fnames,\n",
    "    [e[1] for e in out],\n",
    "    [e.split(\"_\")[-6] for e in from_fnames], \n",
    "    [e.split(\"_\")[-2] for e in from_fnames],\n",
    "    [31 * 16000] * len(from_fnames),\n",
    "))\n",
    "df = pd.DataFrame(data, columns=[\"clean_path\", \"noisy_path\", \"packet_loss\", \"book\", \"speaker\", \"n_frames\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "coordinate-isaac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "98.0 % coverage\n"
     ]
    }
   ],
   "source": [
    "# # originally we did this\n",
    "# random.seed(6006)\n",
    "# n_val_speakers = 100\n",
    "# val_speakers = random.sample(list(set(df[\"speaker\"])), n_val_speakers)\n",
    "# # make both book and speakers in val unseen\n",
    "# train_df = df[~df['speaker'].isin(val_speakers)]\n",
    "# val_df = df[\n",
    "#     df['speaker'].isin(val_speakers) &\n",
    "#     ~df['book'].isin(set(train_df['book']))\n",
    "# ]\n",
    "\n",
    "# load from previous to get same splits\n",
    "d = \"/data-ssd-3/georg/data/DNS-Challenge/datasets/training_data-09_02_2021/\"\n",
    "with open(d + \"meta_tr/noisy.json\") as f:\n",
    "    tr_ids = [e[0].split('/')[-1].split(\".\")[0] for e in json.load(f)]\n",
    "with open(d + \"meta_val/noisy.json\") as f:\n",
    "    val_ids = [e[0].split('/')[-1].split(\".\")[0] for e in json.load(f)]\n",
    "    \n",
    "df[\"id\"] = df[\"noisy_path\"].str.split('/').str[-1].str.split(\".\").str[0]\n",
    "train_df = df[df[\"id\"].isin(set(tr_ids))]\n",
    "val_df = df[df[\"id\"].isin(set(val_ids))]\n",
    "    \n",
    "print(round((train_df.shape[0] + val_df.shape[0]) / df.shape[0] * 100, 1), \"% coverage\")\n",
    "# 98.0 % coverage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "clear-marsh",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df.to_csv(TRAIN_DATA_DIR + \"meta_tr.csv\", index=False)\n",
    "val_df.to_csv(TRAIN_DATA_DIR + \"meta_val.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "domestic-genome",
   "metadata": {},
   "source": [
    "### data prep for fb denoiser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "inside-punishment",
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_data_tr = train_df[[\"clean_path\", \"n_frames\"]].values.tolist()\n",
    "noisy_data_tr = train_df[[\"noisy_path\", \"n_frames\"]].values.tolist()\n",
    "clean_data_val = val_df[[\"clean_path\", \"n_frames\"]].values.tolist()\n",
    "noisy_data_val = val_df[[\"noisy_path\", \"n_frames\"]].values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "virtual-strategy",
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(TRAIN_DATA_DIR + \"meta_tr\"):\n",
    "    os.makedirs(TRAIN_DATA_DIR + \"meta_tr\")\n",
    "if not os.path.exists(TRAIN_DATA_DIR + \"meta_val\"):\n",
    "    os.makedirs(TRAIN_DATA_DIR + \"meta_val\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "auburn-mexico",
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean\n",
    "with open(TRAIN_DATA_DIR + \"meta_tr/clean.json\", 'w') as f:\n",
    "    f.write(json.dumps(clean_data_tr, indent=4))\n",
    "with open(TRAIN_DATA_DIR + \"meta_val/clean.json\", 'w') as f:\n",
    "    f.write(json.dumps(clean_data_val, indent=4))\n",
    "\n",
    "# noisy  \n",
    "with open(TRAIN_DATA_DIR + \"meta_tr/noisy.json\", 'w') as f:\n",
    "    f.write(json.dumps(noisy_data_tr, indent=4))\n",
    "with open(TRAIN_DATA_DIR + \"meta_val/noisy.json\", 'w') as f:\n",
    "    f.write(json.dumps(noisy_data_val, indent=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "answering-crown",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "boxed-coast",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "center-administrator",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "entire-syria",
   "metadata": {},
   "source": [
    "## Eval baselines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "million-accessory",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TRAIN_DATA_DIR = \"/data-ssd-3/georg/data/DNS-Challenge/datasets/training_data-09_02_2021/\"\n",
    "TRAIN_DATA_DIR = \"/data-ssd-3/georg/data/DNS-Challenge/datasets/training_data-09_17_2021/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "massive-spectrum",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(TRAIN_DATA_DIR + \"meta_val/clean.json\", 'r') as f:\n",
    "    clean_data_val = json.load(f)\n",
    "with open(TRAIN_DATA_DIR + \"meta_val/noisy.json\", 'r') as f:\n",
    "    noisy_data_val = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "confident-graham",
   "metadata": {},
   "outputs": [],
   "source": [
    "import multiprocessing\n",
    "from pesq import pesq\n",
    "from pystoi import stoi\n",
    "\n",
    "def calc_metrics_raw(arr_ref, arr):\n",
    "    pesq_val = pesq(16000, arr_ref, arr, 'wb')\n",
    "    stoi_val = stoi(arr_ref, arr, 16000, extended=False)\n",
    "    return pesq_val, stoi_val\n",
    "\n",
    "def calc_metrics(work_item):\n",
    "    clean_fp, noisy_fp = work_item\n",
    "    clean_arr, _ = torchaudio.load(clean_fp)\n",
    "    clean_arr = clean_arr.numpy()[0]\n",
    "    noisy_arr, _ = torchaudio.load(noisy_fp)\n",
    "    noisy_arr = noisy_arr.numpy()[0]\n",
    "    return calc_metrics_raw(clean_arr, noisy_arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "amended-factory",
   "metadata": {},
   "outputs": [],
   "source": [
    "work_item_list = list(zip(\n",
    "    [fp for fp, _ in clean_data_val],\n",
    "    [fp for fp, _ in noisy_data_val],\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "wooden-causing",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ~3mins for 2k samples on 30 cores\n",
    "p = multiprocessing.Pool(30)\n",
    "out = p.map(calc_metrics, work_item_list)\n",
    "p.close()\n",
    "p.join()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "informal-optimization",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val_metrics: PESQ=1.68, STOI=0.85\n"
     ]
    }
   ],
   "source": [
    "pesq_avg = sum([pesq_val for pesq_val, _ in out]) / len(out)\n",
    "stoi_avg = sum([stoi_val for _, stoi_val in out]) / len(out)\n",
    "print('val_metrics: PESQ={}, STOI={}'.format(round(pesq_avg, 2), round(stoi_avg, 2)))\n",
    "# training_data-09_02_2021, val_metrics: PESQ=2.06, STOI=0.86\n",
    "# training_data-09_17_2021, val_metrics: PESQ=1.68, STOI=0.85"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fitted-japan",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "breathing-speaking",
   "metadata": {},
   "source": [
    "### use supplied baseline model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "academic-thanksgiving",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, '/data-ssd-3/georg/data/DNS-Challenge/NSNet2-baseline')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "black-missouri",
   "metadata": {},
   "outputs": [],
   "source": [
    "import soundfile as sf\n",
    "from enhance_onnx import NSnet2Enhancer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "rocky-admission",
   "metadata": {},
   "outputs": [],
   "source": [
    "fp = \"/data-ssd-3/georg/data/DNS-Challenge/NSNet2-baseline/nsnet2-20ms-baseline.onnx\"\n",
    "enhancer = NSnet2Enhancer(modelfile=fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "floral-franklin",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1915/1915 [40:42<00:00,  1.28s/it]  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val set performance: PESQ=2.03, STOI=0.85\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "pesq_avg = 0\n",
    "stoi_avg = 0\n",
    "for clean_fp, noisy_fp in tqdm.tqdm(work_item_list):\n",
    "    clean_arr, _ = torchaudio.load(clean_fp)\n",
    "    clean_arr = clean_arr.numpy()[0]\n",
    "    \n",
    "    noisy_arr, _ = sf.read(noisy_fp)\n",
    "    arr_enhanced = enhancer(noisy_arr, 16000)[:len(clean_arr)] # todo: why is it longer?\n",
    "    \n",
    "    pesq_val, stoi_val = calc_metrics_raw(clean_arr, arr_enhanced)\n",
    "    pesq_avg += pesq_val\n",
    "    stoi_avg += stoi_val\n",
    "    \n",
    "pesq_avg = pesq_avg / len(work_item_list)\n",
    "stoi_avg = stoi_avg / len(work_item_list)\n",
    "\n",
    "print(f'baseline model val set performance: PESQ={round(pesq_avg, 2)}, STOI={round(stoi_avg, 2)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "interesting-connecticut",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "stupid-dealing",
   "metadata": {},
   "source": [
    "### check offset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "suspended-condition",
   "metadata": {},
   "outputs": [],
   "source": [
    "# n = 1\n",
    "# _, clean_arr = wavfile.read(work_items[n][0])\n",
    "# _, noisy_arr = wavfile.read(work_items[n][0])\n",
    "\n",
    "# vl = []\n",
    "# sl = list(range(-100, 100))\n",
    "# for n in sl:\n",
    "# #     v = np.abs(clean_arr[1000:-1000] - noisy_arr[1000+n+78:-1000+n+78]).mean()\n",
    "#     v = np.abs(clean_arr[10000:-10000] - noisy_arr[10000+n:-10000+n]).mean()\n",
    "#     vl.append(v)\n",
    "# plt.plot(sl, vl, '.-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "passive-maldives",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "mathematical-namibia",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "detected-shield",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "heated-check",
   "metadata": {},
   "source": [
    "## Playground"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "prescribed-pixel",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this is not faster but cleaner (but also doesn't work)\n",
    "from sox import Transformer\n",
    "tfm = Transformer()\n",
    "out = tfm.build_array(\n",
    "    input_array=arr, \n",
    "    sample_rate_in=16000, \n",
    "    extra_args=[\n",
    "        \"rate\", \"8k\", \n",
    "        \"encoding\", \"amr-nb\",\n",
    "        \"channels\", \"1\",\n",
    "        \"compression\", \"0\",\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "personalized-adaptation",
   "metadata": {},
   "outputs": [
    {
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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ],
      "text/plain": [
       "<pydub.audio_segment.AudioSegment at 0x7f3419b2cb50>"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fp = read_df.sample(1).iloc[0][\"fname\"]\n",
    "AudioSegment.from_wav(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "hairy-alexandria",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "protected-workplace",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "modular-affiliation",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bright-cream",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "related-alias",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "stock-laptop",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Measure time for amr conversion\n",
    "# 62k files takes 10 mins on 4 gpus\n",
    "# -> 100 files per second\n",
    "# let's say 10 CPU cores, 10 files per second, meaning single file per 100ms\n",
    "# 100 ms threshold for data augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "colonial-backing",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "103.33333333333333"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "62000 / 10 / 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "weekly-violence",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "endangered-superintendent",
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "call_ptn = \"sox tmp/tmp.wav -r 8k -C 0 -c 1 tmp/tmp.amr-nb\"\n",
    "# call_ptn = \"sox tmp/tmp.wav -r 8k -c 1 tmp/tmp.mp3\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "prescription-saint",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 0 ns, sys: 19.4 ms, total: 19.4 ms\n",
      "Wall time: 101 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "out = subprocess.call(call_ptn.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "macro-anatomy",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "legal-exclusive",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "blind-ranch",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "accomplished-selection",
   "metadata": {},
   "outputs": [],
   "source": [
    "_, arr = wavfile.read(\"tmp/apple_short.wav\")\n",
    "arr = _convert_array(arr, force_float=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "id": "civic-albuquerque",
   "metadata": {},
   "outputs": [],
   "source": [
    "from audiomentations import AddGaussianSNR, AddBackgroundNoise, Compose, ApplyImpulseResponse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "voluntary-carolina",
   "metadata": {},
   "outputs": [],
   "source": [
    "AddImpulseResponse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "id": "initial-dating",
   "metadata": {},
   "outputs": [],
   "source": [
    "BACKGROUND_PATH = \"/data-ssd-3/georg/data/DNS-Challenge/datasets/noise/\"\n",
    "RIR_PATH = \"/data-ssd-3/georg/data/libri_slr28/RIRS_NOISES/real_rirs_isotropic_noises/\"\n",
    "\n",
    "augment = Compose(\n",
    "    [\n",
    "#         AddGaussianSNR(min_snr_in_db=5, max_snr_in_db=100, p=1.0),\n",
    "#         AddBackgroundNoise(\n",
    "#             sounds_path=BACKGROUND_PATH, min_snr_in_db=0, max_snr_in_db=2, p=1.0\n",
    "#         ),\n",
    "        ApplyImpulseResponse(\n",
    "            RIR_PATH, p=1.0\n",
    "        )\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "id": "concerned-option",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = augment(samples=arr, sample_rate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "id": "incredible-emergency",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f86fb8f1a50>]"
      ]
     },
     "execution_count": 370,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(arr)\n",
    "plt.plot(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "id": "confidential-gasoline",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "play_array(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "id": "national-scenario",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "play_array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "id": "efficient-valve",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pysndfx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 404,
   "id": "synthetic-halifax",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ~300ms per augmentation (slow cause sox prob)\n",
    "effects_chain = (\n",
    "    pysndfx.AudioEffectsChain()\n",
    "    .reverb(\n",
    "        reverberance=random.randrange(50),\n",
    "        room_scale=random.randrange(50),\n",
    "        stereo_depth=random.randrange(50),\n",
    "    )\n",
    "    .pitch(random.randrange(-300, 300))\n",
    "    .overdrive(random.randrange(2, 20))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "id": "headed-healing",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 0 ns, sys: 133 ms, total: 133 ms\n",
      "Wall time: 290 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "y = effects_chain(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "id": "driven-welsh",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8708b5a6d0>]"
      ]
     },
     "execution_count": 393,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y)\n",
    "plt.plot(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "id": "molecular-breeding",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "play_array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "id": "psychological-seeking",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n",
      "Collecting pedalboard\n",
      "  Downloading pedalboard-0.3.6-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (3.9 MB)\n",
      "\u001b[K     |████████████████████████████████| 3.9 MB 3.7 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: numpy in /home/georg/venvs/py37/lib/python3.7/site-packages (from pedalboard) (1.19.0)\n",
      "Installing collected packages: pedalboard\n",
      "Successfully installed pedalboard-0.3.6\n",
      "\u001b[33mWARNING: You are using pip version 20.3.3; however, version 21.2.4 is available.\n",
      "You should consider upgrading via the '/home/georg/venvs/py37/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install pedalboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "id": "external-waste",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pedalboard import (\n",
    "    Pedalboard,\n",
    "    Convolution,\n",
    "    Compressor,\n",
    "    Chorus,\n",
    "    Gain,\n",
    "    Reverb,\n",
    "    Limiter,\n",
    "    LadderFilter,\n",
    "    Phaser,\n",
    ")\n",
    "\n",
    "board = Pedalboard([\n",
    "#     Compressor(threshold_db=-50, ratio=25),\n",
    "#     Gain(gain_db=30),\n",
    "#     Limiter(2),\n",
    "#     Chorus(),\n",
    "#     LadderFilter(mode=LadderFilter.Mode.HPF12, cutoff_hz=900),\n",
    "#     Phaser(),\n",
    "#     Convolution(\"./guitar_amp.wav\", 1.0),\n",
    "    Reverb(room_size=0.25),\n",
    "], sample_rate=16000)\n",
    "\n",
    "y = board(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "id": "nervous-arcade",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f84f0218a10>]"
      ]
     },
     "execution_count": 438,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(arr)\n",
    "plt.plot(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "id": "moral-curve",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "play_array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "legitimate-reaction",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "chemical-there",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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