5_attack_SNR_mf.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coverting Mel Spectogram back to Audio Signal and calculating SNR\n",
    "- 19/08/2019\n",
    "- By Karl Michel Koerich"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Imports\n",
    "\n",
    "import librosa\n",
    "import math\n",
    "import librosa.display\n",
    "import IPython.display\n",
    "import numpy as np\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "nb_classes = 10\n",
    "sr = 22050\n",
    "frame_size = 110250\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Indicate folds\n",
    "train_fold = [1, 2]\n",
    "test_fold = [3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test files processed: fold3 6929\n"
     ]
    }
   ],
   "source": [
    "# Put all filenames into a list\n",
    "\n",
    "test_filename_list  = []\n",
    "base_path = \"gtzan_3f_Win_110250_75/\"\n",
    "\n",
    "j  = 0 \n",
    "ii = 0\n",
    "for ii in test_fold:\n",
    "\n",
    "    path = base_path+\"fold\"+str(ii)\n",
    "\n",
    "    for path, subdirs, files in os.walk( path ):\n",
    "        for name in files:\n",
    "            test_filename_list.append( os.path.join(path, name) )\n",
    "            j += 1\n",
    "    print(\"Test files processed: \"+\"fold\"+str(ii)+\" \"+str(j) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load 5 second Original Mel Spec\n",
    "\n",
    "X_valid         = np.load( \"folds_mf/2_GTzan_Xs_test_fold\"+str(test_fold[0])+\"_110250_75_frozen.npy\")\n",
    "X_sample = X_valid[9:10]  #Arbitrary value\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 431)\n",
      "6929\n"
     ]
    }
   ],
   "source": [
    "\n",
    "X_sample = np.squeeze(X_sample)\n",
    "print(X_sample.shape)\n",
    "\n",
    "len_X = X_valid.shape[0]\n",
    "print(len_X)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructed waves processed: fold 3 - 6929\n"
     ]
    }
   ],
   "source": [
    "#Load MF spectrogram wave paths\n",
    "\n",
    "mf_list  = []\n",
    "base_path = \"gtzan_reconstruct/mf/\"\n",
    "\n",
    "j  = 0 \n",
    "ii = 0\n",
    "for ii in test_fold:\n",
    "\n",
    "    path = base_path+\"fold\"+str(ii)\n",
    "\n",
    "    for path, subdirs, files in os.walk( path ):\n",
    "        for name in files:\n",
    "            mf_list.append(os.path.join(path, name))\n",
    "            j += 1\n",
    "    print(\"Reconstructed waves processed: \"+\"fold \"+str(ii)+\" - \"+str(j) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructed waves processed: fold 3 - 6929\n"
     ]
    }
   ],
   "source": [
    "#Load MF BIM spectrogram wave paths\n",
    "\n",
    "mf_bim_list  = []\n",
    "base_path = \"gtzan_reconstruct/mf_BIM/\"\n",
    "\n",
    "j  = 0 \n",
    "ii = 0\n",
    "for ii in test_fold:\n",
    "\n",
    "    path = base_path+\"fold\"+str(ii)\n",
    "\n",
    "    for path, subdirs, files in os.walk( path ):\n",
    "        for name in files:\n",
    "            mf_bim_list.append(os.path.join(path, name))\n",
    "            j += 1\n",
    "    print(\"Reconstructed waves processed: \"+\"fold \"+str(ii)+\" - \"+str(j) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructed waves processed: fold 3 - 6929\n"
     ]
    }
   ],
   "source": [
    "#Load MF FGSM spectrogram wave paths\n",
    "\n",
    "mf_fgsm_list  = []\n",
    "base_path = \"gtzan_reconstruct/mf_FGSM/\"\n",
    "\n",
    "j  = 0 \n",
    "ii = 0\n",
    "for ii in test_fold:\n",
    "\n",
    "    path = base_path+\"fold\"+str(ii)\n",
    "\n",
    "    for path, subdirs, files in os.walk( path ):\n",
    "        for name in files:\n",
    "            mf_fgsm_list.append(os.path.join(path, name))\n",
    "            j += 1\n",
    "    print(\"Reconstructed waves processed: \"+\"fold \"+str(ii)+\" - \"+str(j) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Power function\n",
    "\n",
    "def power(v):\n",
    "    n = 0\n",
    "    s = 0\n",
    "    for vn in v:\n",
    "        square = vn*vn\n",
    "        s += square\n",
    "        n += 1\n",
    "    return math.sqrt(s/n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files read: 0\n",
      "SNR WAVE-MF: [11.84858773]\n",
      "SNR MF-BIM : [39.21224621]\n",
      "SNR MF-FGSM: [37.45661833]\n",
      "SNR WAVE-BIM : [12.13007092]\n",
      "SNR WAVE-FGSM: [12.19439351]\n",
      "Files read: 50\n",
      "SNR WAVE-MF: [35.34789873]\n",
      "SNR MF-BIM : [40.74938575]\n",
      "SNR MF-FGSM: [39.24684604]\n",
      "SNR WAVE-BIM : [41.86476208]\n",
      "SNR WAVE-FGSM: [43.92385862]\n",
      "Files read: 100\n",
      "SNR WAVE-MF: [10.87503057]\n",
      "SNR MF-BIM : [55.70334667]\n",
      "SNR MF-FGSM: [51.04883435]\n",
      "SNR WAVE-BIM : [10.83952831]\n",
      "SNR WAVE-FGSM: [10.93603954]\n",
      "Files read: 150\n",
      "SNR WAVE-MF: [2.85915282]\n",
      "SNR MF-BIM : [47.34989578]\n",
      "SNR MF-FGSM: [44.09846705]\n",
      "SNR WAVE-BIM : [2.94867285]\n",
      "SNR WAVE-FGSM: [2.73061286]\n",
      "Files read: 200\n",
      "SNR WAVE-MF: [9.65110672]\n",
      "SNR MF-BIM : [40.97541694]\n",
      "SNR MF-FGSM: [35.47548849]\n",
      "SNR WAVE-BIM : [9.81076248]\n",
      "SNR WAVE-FGSM: [9.95432411]\n",
      "Files read: 250\n",
      "SNR WAVE-MF: [30.83693234]\n",
      "SNR MF-BIM : [43.29957284]\n",
      "SNR MF-FGSM: [48.94056565]\n",
      "SNR WAVE-BIM : [33.27798167]\n",
      "SNR WAVE-FGSM: [32.02632284]\n",
      "Files read: 300\n",
      "SNR WAVE-MF: [10.98149658]\n",
      "SNR MF-BIM : [36.15170005]\n",
      "SNR MF-FGSM: [36.37131788]\n",
      "SNR WAVE-BIM : [11.33216774]\n",
      "SNR WAVE-FGSM: [11.32323782]\n",
      "Files read: 350\n",
      "SNR WAVE-MF: [1.70271099]\n",
      "SNR MF-BIM : [36.96195573]\n",
      "SNR MF-FGSM: [37.91189746]\n",
      "SNR WAVE-BIM : [1.43377046]\n",
      "SNR WAVE-FGSM: [1.4612486]\n",
      "Files read: 400\n",
      "SNR WAVE-MF: [5.67079426]\n",
      "SNR MF-BIM : [43.26306247]\n",
      "SNR MF-FGSM: [49.69397756]\n",
      "SNR WAVE-BIM : [5.84682733]\n",
      "SNR WAVE-FGSM: [5.58807901]\n",
      "Files read: 450\n",
      "SNR WAVE-MF: [11.38624776]\n",
      "SNR MF-BIM : [58.85262322]\n",
      "SNR MF-FGSM: [46.28209647]\n",
      "SNR WAVE-BIM : [11.41314703]\n",
      "SNR WAVE-FGSM: [11.50118608]\n",
      "Files read: 500\n",
      "SNR WAVE-MF: [7.29246726]\n",
      "SNR MF-BIM : [45.88372678]\n",
      "SNR MF-FGSM: [45.70596148]\n",
      "SNR WAVE-BIM : [7.23462646]\n",
      "SNR WAVE-FGSM: [7.35190393]\n",
      "Files read: 550\n",
      "SNR WAVE-MF: [-0.9436474]\n",
      "SNR MF-BIM : [58.7126715]\n",
      "SNR MF-FGSM: [47.98096511]\n",
      "SNR WAVE-BIM : [-0.92451638]\n",
      "SNR WAVE-FGSM: [-1.00914221]\n",
      "Files read: 600\n",
      "SNR WAVE-MF: [17.11283078]\n",
      "SNR MF-BIM : [48.74084422]\n",
      "SNR MF-FGSM: [46.76391768]\n",
      "SNR WAVE-BIM : [17.31104989]\n",
      "SNR WAVE-FGSM: [17.3624461]\n",
      "Files read: 650\n",
      "SNR WAVE-MF: [8.17424258]\n",
      "SNR MF-BIM : [51.51997176]\n",
      "SNR MF-FGSM: [65.92760018]\n",
      "SNR WAVE-BIM : [8.21035173]\n",
      "SNR WAVE-FGSM: [8.18110544]\n",
      "Files read: 700\n",
      "SNR WAVE-MF: [15.14303742]\n",
      "SNR MF-BIM : [57.48736355]\n",
      "SNR MF-FGSM: [43.06737022]\n",
      "SNR WAVE-BIM : [15.22130154]\n",
      "SNR WAVE-FGSM: [15.5628548]\n",
      "Files read: 750\n",
      "SNR WAVE-MF: [11.44183125]\n",
      "SNR MF-BIM : [50.71580726]\n",
      "SNR MF-FGSM: [38.66573042]\n",
      "SNR WAVE-BIM : [11.37296812]\n",
      "SNR WAVE-FGSM: [11.16932108]\n",
      "Files read: 800\n",
      "SNR WAVE-MF: [5.9937172]\n",
      "SNR MF-BIM : [41.69674063]\n",
      "SNR MF-FGSM: [42.78021145]\n",
      "SNR WAVE-BIM : [5.7824123]\n",
      "SNR WAVE-FGSM: [5.80692821]\n",
      "Files read: 850\n",
      "SNR WAVE-MF: [21.13096776]\n",
      "SNR MF-BIM : [39.10290172]\n",
      "SNR MF-FGSM: [46.29697157]\n",
      "SNR WAVE-BIM : [20.0127947]\n",
      "SNR WAVE-FGSM: [20.62474386]\n",
      "Files read: 900\n",
      "SNR WAVE-MF: [16.7326105]\n",
      "SNR MF-BIM : [43.69331756]\n",
      "SNR MF-FGSM: [44.10700918]\n",
      "SNR WAVE-BIM : [17.19101419]\n",
      "SNR WAVE-FGSM: [17.16914801]\n",
      "Files read: 950\n",
      "SNR WAVE-MF: [19.17752279]\n",
      "SNR MF-BIM : [38.56746827]\n",
      "SNR MF-FGSM: [35.82622139]\n",
      "SNR WAVE-BIM : [20.04918789]\n",
      "SNR WAVE-FGSM: [20.39627433]\n",
      "Files read: 1000\n",
      "SNR WAVE-MF: [27.12111743]\n",
      "SNR MF-BIM : [37.46779088]\n",
      "SNR MF-FGSM: [39.5884378]\n",
      "SNR WAVE-BIM : [30.10170464]\n",
      "SNR WAVE-FGSM: [29.36366511]\n",
      "Files read: 1050\n",
      "SNR WAVE-MF: [15.74391881]\n",
      "SNR MF-BIM : [53.17367314]\n",
      "SNR MF-FGSM: [73.80786489]\n",
      "SNR WAVE-BIM : [15.64675589]\n",
      "SNR WAVE-FGSM: [15.7348407]\n",
      "Files read: 1100\n",
      "SNR WAVE-MF: [11.38789372]\n",
      "SNR MF-BIM : [39.85824302]\n",
      "SNR MF-FGSM: [34.81555105]\n",
      "SNR WAVE-BIM : [11.15185376]\n",
      "SNR WAVE-FGSM: [10.97048879]\n",
      "Files read: 1150\n",
      "SNR WAVE-MF: [9.62336213]\n",
      "SNR MF-BIM : [29.41926974]\n",
      "SNR MF-FGSM: [30.50997854]\n",
      "SNR WAVE-BIM : [10.24034089]\n",
      "SNR WAVE-FGSM: [10.16521001]\n",
      "Files read: 1200\n",
      "SNR WAVE-MF: [6.22026768]\n",
      "SNR MF-BIM : [32.75698281]\n",
      "SNR MF-FGSM: [34.20185563]\n",
      "SNR WAVE-BIM : [5.63147228]\n",
      "SNR WAVE-FGSM: [5.71915459]\n",
      "Files read: 1250\n",
      "SNR WAVE-MF: [6.58446971]\n",
      "SNR MF-BIM : [46.70251603]\n",
      "SNR MF-FGSM: [52.06297271]\n",
      "SNR WAVE-BIM : [6.45953584]\n",
      "SNR WAVE-FGSM: [6.51684696]\n",
      "Files read: 1300\n",
      "SNR WAVE-MF: [12.62145725]\n",
      "SNR MF-BIM : [39.70533112]\n",
      "SNR MF-FGSM: [79.09285036]\n",
      "SNR WAVE-BIM : [12.15983227]\n",
      "SNR WAVE-FGSM: [12.61637124]\n",
      "Files read: 1350\n",
      "SNR WAVE-MF: [77.67600356]\n",
      "SNR MF-BIM : [34.54661719]\n",
      "SNR MF-FGSM: [35.64508638]\n",
      "SNR WAVE-BIM : [34.48511818]\n",
      "SNR WAVE-FGSM: [35.57548164]\n",
      "Files read: 1400\n",
      "SNR WAVE-MF: [-7.90288678]\n",
      "SNR MF-BIM : [44.49774942]\n",
      "SNR MF-FGSM: [41.59972328]\n",
      "SNR WAVE-BIM : [-7.82999535]\n",
      "SNR WAVE-FGSM: [-7.80095666]\n",
      "Files read: 1450\n",
      "SNR WAVE-MF: [5.29727182]\n",
      "SNR MF-BIM : [53.35176603]\n",
      "SNR MF-FGSM: [40.65617434]\n",
      "SNR WAVE-BIM : [5.24439669]\n",
      "SNR WAVE-FGSM: [5.07148598]\n",
      "Files read: 1500\n",
      "SNR WAVE-MF: [-4.24985397]\n",
      "SNR MF-BIM : [55.96496166]\n",
      "SNR MF-FGSM: [42.95558072]\n",
      "SNR WAVE-BIM : [-4.27212097]\n",
      "SNR WAVE-FGSM: [-4.34898436]\n",
      "Files read: 1550\n",
      "SNR WAVE-MF: [14.19987699]\n",
      "SNR MF-BIM : [58.39707114]\n",
      "SNR MF-FGSM: [43.44135787]\n",
      "SNR WAVE-BIM : [14.1568559]\n",
      "SNR WAVE-FGSM: [13.96187564]\n",
      "Files read: 1600\n",
      "SNR WAVE-MF: [35.40203849]\n",
      "SNR MF-BIM : [48.11672485]\n",
      "SNR MF-FGSM: [36.6949555]\n",
      "SNR WAVE-BIM : [33.62217434]\n",
      "SNR WAVE-FGSM: [30.07239079]\n",
      "Files read: 1650\n",
      "SNR WAVE-MF: [-3.88260284]\n",
      "SNR MF-BIM : [42.39274421]\n",
      "SNR MF-FGSM: [36.91386965]\n",
      "SNR WAVE-BIM : [-3.99005395]\n",
      "SNR WAVE-FGSM: [-4.08342583]\n",
      "Files read: 1700\n",
      "SNR WAVE-MF: [-2.01025383]\n",
      "SNR MF-BIM : [37.38395155]\n",
      "SNR MF-FGSM: [51.79483424]\n",
      "SNR WAVE-BIM : [-1.79714146]\n",
      "SNR WAVE-FGSM: [-2.0502251]\n",
      "Files read: 1750\n",
      "SNR WAVE-MF: [-3.73510424]\n",
      "SNR MF-BIM : [59.30723022]\n",
      "SNR MF-FGSM: [65.13504057]\n",
      "SNR WAVE-BIM : [-3.71956407]\n",
      "SNR WAVE-FGSM: [-3.74303799]\n",
      "Files read: 1800\n",
      "SNR WAVE-MF: [0.51980494]\n",
      "SNR MF-BIM : [84.69039354]\n",
      "SNR MF-FGSM: [45.20339139]\n",
      "SNR WAVE-BIM : [0.52084856]\n",
      "SNR WAVE-FGSM: [0.61873658]\n",
      "Files read: 1850\n",
      "SNR WAVE-MF: [-8.75711685]\n",
      "SNR MF-BIM : [64.6763421]\n",
      "SNR MF-FGSM: [58.80258013]\n",
      "SNR WAVE-BIM : [-8.75019435]\n",
      "SNR WAVE-FGSM: [-8.7707137]\n",
      "Files read: 1900\n",
      "SNR WAVE-MF: [-0.29314198]\n",
      "SNR MF-BIM : [33.23559425]\n",
      "SNR MF-FGSM: [33.49221456]\n",
      "SNR WAVE-BIM : [-0.6576058]\n",
      "SNR WAVE-FGSM: [-0.64720871]\n",
      "Files read: 1950\n",
      "SNR WAVE-MF: [3.76777112]\n",
      "SNR MF-BIM : [50.18813839]\n",
      "SNR MF-FGSM: [47.26560851]\n",
      "SNR WAVE-BIM : [3.83639606]\n",
      "SNR WAVE-FGSM: [3.86399822]\n",
      "Files read: 2000\n",
      "SNR WAVE-MF: [4.94522873]\n",
      "SNR MF-BIM : [48.30720389]\n",
      "SNR MF-FGSM: [71.68439914]\n",
      "SNR WAVE-BIM : [4.85335733]\n",
      "SNR WAVE-FGSM: [4.93897034]\n",
      "Files read: 2050\n",
      "SNR WAVE-MF: [25.06292428]\n",
      "SNR MF-BIM : [35.27646497]\n",
      "SNR MF-FGSM: [36.91368109]\n",
      "SNR WAVE-BIM : [22.61353525]\n",
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      "SNR WAVE-MF: [5.56648627]\n",
      "SNR MF-BIM : [39.44257464]\n",
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      "SNR WAVE-MF: [14.1962996]\n",
      "SNR MF-BIM : [37.89565636]\n",
      "SNR MF-FGSM: [42.20608385]\n",
      "SNR WAVE-BIM : [14.66541646]\n",
      "SNR WAVE-FGSM: [14.47887197]\n",
      "Files read: 2200\n",
      "SNR WAVE-MF: [9.8642998]\n",
      "SNR MF-BIM : [44.4379463]\n",
      "SNR MF-FGSM: [43.54565909]\n",
      "SNR WAVE-BIM : [9.65256187]\n",
      "SNR WAVE-FGSM: [9.62996027]\n",
      "Files read: 2250\n",
      "SNR WAVE-MF: [16.18019287]\n",
      "SNR MF-BIM : [46.38775147]\n",
      "SNR MF-FGSM: [46.35751837]\n",
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      "SNR WAVE-MF: [-1.09294531]\n",
      "SNR MF-BIM : [50.56421002]\n",
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      "SNR WAVE-MF: [14.10949273]\n",
      "SNR MF-BIM : [36.68632742]\n",
      "SNR MF-FGSM: [39.7278136]\n",
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      "SNR MF-BIM : [39.44318569]\n",
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      "SNR MF-BIM : [60.95998843]\n",
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      "SNR WAVE-BIM : [-0.48433202]\n",
      "SNR WAVE-FGSM: [-0.61457865]\n",
      "Files read: 2500\n",
      "SNR WAVE-MF: [9.12104098]\n",
      "SNR MF-BIM : [38.90174785]\n",
      "SNR MF-FGSM: [48.52903598]\n",
      "SNR WAVE-BIM : [9.30612798]\n",
      "SNR WAVE-FGSM: [9.18170179]\n",
      "Files read: 2550\n",
      "SNR WAVE-MF: [10.80086214]\n",
      "SNR MF-BIM : [53.19897647]\n",
      "SNR MF-FGSM: [39.79617363]\n",
      "SNR WAVE-BIM : [10.71636605]\n",
      "SNR WAVE-FGSM: [10.41240488]\n",
      "Files read: 2600\n",
      "SNR WAVE-MF: [3.09732059]\n",
      "SNR MF-BIM : [40.08612116]\n",
      "SNR MF-FGSM: [40.37629231]\n",
      "SNR WAVE-BIM : [3.30872418]\n",
      "SNR WAVE-FGSM: [3.30169608]\n",
      "Files read: 2650\n",
      "SNR WAVE-MF: [15.26798546]\n",
      "SNR MF-BIM : [44.50212137]\n",
      "SNR MF-FGSM: [40.78807216]\n",
      "SNR WAVE-BIM : [15.62702116]\n",
      "SNR WAVE-FGSM: [15.82484045]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files read: 2700\n",
      "SNR WAVE-MF: [5.701724]\n",
      "SNR MF-BIM : [38.0396079]\n",
      "SNR MF-FGSM: [30.58040881]\n",
      "SNR WAVE-BIM : [5.80331986]\n",
      "SNR WAVE-FGSM: [5.94345244]\n",
      "Files read: 2750\n",
      "SNR WAVE-MF: [5.78714396]\n",
      "SNR MF-BIM : [35.84036638]\n",
      "SNR MF-FGSM: [35.34609359]\n",
      "SNR WAVE-BIM : [5.92094786]\n",
      "SNR WAVE-FGSM: [5.92884706]\n",
      "Files read: 2800\n",
      "SNR WAVE-MF: [13.00211428]\n",
      "SNR MF-BIM : [60.23599713]\n",
      "SNR MF-FGSM: [45.47788447]\n",
      "SNR WAVE-BIM : [13.03147845]\n",
      "SNR WAVE-FGSM: [13.163933]\n",
      "Files read: 2850\n",
      "SNR WAVE-MF: [26.0837201]\n",
      "SNR MF-BIM : [45.3075554]\n",
      "SNR MF-FGSM: [43.0292553]\n",
      "SNR WAVE-BIM : [27.03678018]\n",
      "SNR WAVE-FGSM: [27.34426773]\n",
      "Files read: 2900\n",
      "SNR WAVE-MF: [1.33063791]\n",
      "SNR MF-BIM : [42.16292455]\n",
      "SNR MF-FGSM: [38.67105255]\n",
      "SNR WAVE-BIM : [1.18522717]\n",
      "SNR WAVE-FGSM: [1.11416313]\n",
      "Files read: 2950\n",
      "SNR WAVE-MF: [6.6040119]\n",
      "SNR MF-BIM : [45.76982521]\n",
      "SNR MF-FGSM: [33.99294557]\n",
      "SNR WAVE-BIM : [6.65507457]\n",
      "SNR WAVE-FGSM: [6.80384055]\n",
      "Files read: 3000\n",
      "SNR WAVE-MF: [17.09637927]\n",
      "SNR MF-BIM : [50.67168397]\n",
      "SNR MF-FGSM: [46.03240282]\n",
      "SNR WAVE-BIM : [17.25437502]\n",
      "SNR WAVE-FGSM: [17.36766696]\n",
      "Files read: 3050\n",
      "SNR WAVE-MF: [4.44544964]\n",
      "SNR MF-BIM : [39.10687463]\n",
      "SNR MF-FGSM: [33.66902541]\n",
      "SNR WAVE-BIM : [4.51002267]\n",
      "SNR WAVE-FGSM: [4.56660867]\n",
      "Files read: 3100\n",
      "SNR WAVE-MF: [16.07351331]\n",
      "SNR MF-BIM : [40.36960398]\n",
      "SNR MF-FGSM: [53.86496153]\n",
      "SNR WAVE-BIM : [15.48125627]\n",
      "SNR WAVE-FGSM: [16.20409835]\n",
      "Files read: 3150\n",
      "SNR WAVE-MF: [7.94655398]\n",
      "SNR MF-BIM : [38.20125847]\n",
      "SNR MF-FGSM: [37.37815344]\n",
      "SNR WAVE-BIM : [8.10793405]\n",
      "SNR WAVE-FGSM: [8.12414008]\n",
      "Files read: 3200\n",
      "SNR WAVE-MF: [7.03413816]\n",
      "SNR MF-BIM : [60.50750594]\n",
      "SNR MF-FGSM: [47.00990101]\n",
      "SNR WAVE-BIM : [7.04436516]\n",
      "SNR WAVE-FGSM: [7.08262058]\n",
      "Files read: 3250\n",
      "SNR WAVE-MF: [11.1905332]\n",
      "SNR MF-BIM : [44.83390655]\n",
      "SNR MF-FGSM: [48.20219029]\n",
      "SNR WAVE-BIM : [11.06072535]\n",
      "SNR WAVE-FGSM: [11.27973304]\n",
      "Files read: 3300\n",
      "SNR WAVE-MF: [10.30997995]\n",
      "SNR MF-BIM : [71.33918467]\n",
      "SNR MF-FGSM: [58.71488184]\n",
      "SNR WAVE-BIM : [10.31534266]\n",
      "SNR WAVE-FGSM: [10.33294353]\n",
      "Files read: 3350\n",
      "SNR WAVE-MF: [7.25341824]\n",
      "SNR MF-BIM : [55.3182099]\n",
      "SNR MF-FGSM: [41.30263311]\n",
      "SNR WAVE-BIM : [7.23400809]\n",
      "SNR WAVE-FGSM: [7.35153513]\n",
      "Files read: 3400\n",
      "SNR WAVE-MF: [16.85487912]\n",
      "SNR MF-BIM : [32.55713628]\n",
      "SNR MF-FGSM: [34.29416531]\n",
      "SNR WAVE-BIM : [15.36166105]\n",
      "SNR WAVE-FGSM: [15.61395689]\n",
      "Files read: 3450\n",
      "SNR WAVE-MF: [7.68115263]\n",
      "SNR MF-BIM : [65.25952282]\n",
      "SNR MF-FGSM: [47.58393826]\n",
      "SNR WAVE-BIM : [7.67441712]\n",
      "SNR WAVE-FGSM: [7.73286695]\n",
      "Files read: 3500\n",
      "SNR WAVE-MF: [9.82823899]\n",
      "SNR MF-BIM : [59.31746635]\n",
      "SNR MF-FGSM: [55.96906429]\n",
      "SNR WAVE-BIM : [9.84799632]\n",
      "SNR WAVE-FGSM: [9.79927021]\n",
      "Files read: 3550\n",
      "SNR WAVE-MF: [10.47484196]\n",
      "SNR MF-BIM : [34.683616]\n",
      "SNR MF-FGSM: [38.70543785]\n",
      "SNR WAVE-BIM : [10.85800805]\n",
      "SNR WAVE-FGSM: [10.71401803]\n",
      "Files read: 3600\n",
      "SNR WAVE-MF: [17.14482929]\n",
      "SNR MF-BIM : [34.12926471]\n",
      "SNR MF-FGSM: [35.72237612]\n",
      "SNR WAVE-BIM : [16.14613952]\n",
      "SNR WAVE-FGSM: [16.3056899]\n",
      "Files read: 3650\n",
      "SNR WAVE-MF: [9.29827626]\n",
      "SNR MF-BIM : [31.39876553]\n",
      "SNR MF-FGSM: [29.98844553]\n",
      "SNR WAVE-BIM : [9.75844505]\n",
      "SNR WAVE-FGSM: [9.84215974]\n",
      "Files read: 3700\n",
      "SNR WAVE-MF: [14.54302558]\n",
      "SNR MF-BIM : [32.70286801]\n",
      "SNR MF-FGSM: [31.38528384]\n",
      "SNR WAVE-BIM : [15.46233297]\n",
      "SNR WAVE-FGSM: [15.6226456]\n",
      "Files read: 3750\n",
      "SNR WAVE-MF: [3.99097199]\n",
      "SNR MF-BIM : [45.39371138]\n",
      "SNR MF-FGSM: [37.68128365]\n",
      "SNR WAVE-BIM : [4.01824058]\n",
      "SNR WAVE-FGSM: [4.05738631]\n",
      "Files read: 3800\n",
      "SNR WAVE-MF: [9.33694158]\n",
      "SNR MF-BIM : [36.32586659]\n",
      "SNR MF-FGSM: [35.89219483]\n",
      "SNR WAVE-BIM : [9.59667283]\n",
      "SNR WAVE-FGSM: [9.61018127]\n",
      "Files read: 3850\n",
      "SNR WAVE-MF: [7.44251009]\n",
      "SNR MF-BIM : [42.69333095]\n",
      "SNR MF-FGSM: [63.17885468]\n",
      "SNR WAVE-BIM : [7.52930395]\n",
      "SNR WAVE-FGSM: [7.4506806]\n",
      "Files read: 3900\n",
      "SNR WAVE-MF: [4.53876631]\n",
      "SNR MF-BIM : [41.08734863]\n",
      "SNR MF-FGSM: [48.70464682]\n",
      "SNR WAVE-BIM : [4.59152424]\n",
      "SNR WAVE-FGSM: [4.51691095]\n",
      "Files read: 3950\n",
      "SNR WAVE-MF: [11.08373314]\n",
      "SNR MF-BIM : [35.3964192]\n",
      "SNR MF-FGSM: [32.4120603]\n",
      "SNR WAVE-BIM : [10.71076079]\n",
      "SNR WAVE-FGSM: [10.56235525]\n",
      "Files read: 4000\n",
      "SNR WAVE-MF: [8.77685987]\n",
      "SNR MF-BIM : [30.13861332]\n",
      "SNR MF-FGSM: [34.42576124]\n",
      "SNR WAVE-BIM : [9.26241005]\n",
      "SNR WAVE-FGSM: [9.07001863]\n",
      "Files read: 4050\n",
      "SNR WAVE-MF: [8.99009086]\n",
      "SNR MF-BIM : [34.11920312]\n",
      "SNR MF-FGSM: [37.3646259]\n",
      "SNR WAVE-BIM : [9.30606144]\n",
      "SNR WAVE-FGSM: [9.20631016]\n",
      "Files read: 4100\n",
      "SNR WAVE-MF: [7.05625139]\n",
      "SNR MF-BIM : [43.00873353]\n",
      "SNR MF-FGSM: [68.52368974]\n",
      "SNR WAVE-BIM : [7.13358226]\n",
      "SNR WAVE-FGSM: [7.05217222]\n",
      "Files read: 4150\n",
      "SNR WAVE-MF: [15.04537729]\n",
      "SNR MF-BIM : [57.98252062]\n",
      "SNR MF-FGSM: [38.37927136]\n",
      "SNR WAVE-BIM : [15.1185798]\n",
      "SNR WAVE-FGSM: [15.77128424]\n",
      "Files read: 4200\n",
      "SNR WAVE-MF: [-6.98817336]\n",
      "SNR MF-BIM : [31.48052644]\n",
      "SNR MF-FGSM: [40.23286854]\n",
      "SNR WAVE-BIM : [-7.31709706]\n",
      "SNR WAVE-FGSM: [-7.10970387]\n",
      "Files read: 4250\n",
      "SNR WAVE-MF: [-28.70229924]\n",
      "SNR MF-BIM : [34.69557927]\n",
      "SNR MF-FGSM: [38.70425567]\n",
      "SNR WAVE-BIM : [-28.8665785]\n",
      "SNR WAVE-FGSM: [-28.80621035]\n",
      "Files read: 4300\n",
      "SNR WAVE-MF: [-7.31122059]\n",
      "SNR MF-BIM : [34.15958218]\n",
      "SNR MF-FGSM: [33.09159444]\n",
      "SNR WAVE-BIM : [-7.55135048]\n",
      "SNR WAVE-FGSM: [-7.58228251]\n",
      "Files read: 4350\n",
      "SNR WAVE-MF: [-7.2892324]\n",
      "SNR MF-BIM : [31.99670464]\n",
      "SNR MF-FGSM: [35.84951608]\n",
      "SNR WAVE-BIM : [-7.59630366]\n",
      "SNR WAVE-FGSM: [-7.48753617]\n",
      "Files read: 4400\n",
      "SNR WAVE-MF: [-2.39535841]\n",
      "SNR MF-BIM : [50.94380218]\n",
      "SNR MF-FGSM: [61.41277631]\n",
      "SNR WAVE-BIM : [-2.43859034]\n",
      "SNR WAVE-FGSM: [-2.40833357]\n",
      "Files read: 4450\n",
      "SNR WAVE-MF: [-13.60669299]\n",
      "SNR MF-BIM : [34.03899113]\n",
      "SNR MF-FGSM: [30.14239521]\n",
      "SNR WAVE-BIM : [-13.81277764]\n",
      "SNR WAVE-FGSM: [-13.92731805]\n",
      "Files read: 4500\n",
      "SNR WAVE-MF: [8.17757859]\n",
      "SNR MF-BIM : [38.53991608]\n",
      "SNR MF-FGSM: [36.63482976]\n",
      "SNR WAVE-BIM : [7.81887993]\n",
      "SNR WAVE-FGSM: [7.73312774]\n",
      "Files read: 4550\n",
      "SNR WAVE-MF: [-16.81409604]\n",
      "SNR MF-BIM : [34.40543967]\n",
      "SNR MF-FGSM: [34.54847238]\n",
      "SNR WAVE-BIM : [-17.00133511]\n",
      "SNR WAVE-FGSM: [-16.99830925]\n",
      "Files read: 4600\n",
      "SNR WAVE-MF: [-9.48923673]\n",
      "SNR MF-BIM : [38.37783435]\n",
      "SNR MF-FGSM: [31.98069831]\n",
      "SNR WAVE-BIM : [-9.62793012]\n",
      "SNR WAVE-FGSM: [-9.77643692]\n",
      "Files read: 4650\n",
      "SNR WAVE-MF: [-28.53619853]\n",
      "SNR MF-BIM : [48.74818069]\n",
      "SNR MF-FGSM: [55.42261266]\n",
      "SNR WAVE-BIM : [-28.50322335]\n",
      "SNR WAVE-FGSM: [-28.52092205]\n",
      "Files read: 4700\n",
      "SNR WAVE-MF: [-0.63205244]\n",
      "SNR MF-BIM : [48.00937488]\n",
      "SNR MF-FGSM: [39.89460043]\n",
      "SNR WAVE-BIM : [-0.69845739]\n",
      "SNR WAVE-FGSM: [-0.80008474]\n",
      "Files read: 4750\n",
      "SNR WAVE-MF: [-12.64175748]\n",
      "SNR MF-BIM : [34.94153596]\n",
      "SNR MF-FGSM: [31.48925603]\n",
      "SNR WAVE-BIM : [-12.83145198]\n",
      "SNR WAVE-FGSM: [-12.92254712]\n",
      "Files read: 4800\n",
      "SNR WAVE-MF: [-3.39384696]\n",
      "SNR MF-BIM : [49.33017562]\n",
      "SNR MF-FGSM: [39.26739494]\n",
      "SNR WAVE-BIM : [-3.44344729]\n",
      "SNR WAVE-FGSM: [-3.55085901]\n",
      "Files read: 4850\n",
      "SNR WAVE-MF: [-3.73383831]\n",
      "SNR MF-BIM : [36.97865074]\n",
      "SNR MF-FGSM: [33.62877647]\n",
      "SNR WAVE-BIM : [-3.93451397]\n",
      "SNR WAVE-FGSM: [-4.02737067]\n",
      "Files read: 4900\n",
      "SNR WAVE-MF: [13.76165283]\n",
      "SNR MF-BIM : [46.05444461]\n",
      "SNR MF-FGSM: [41.11639302]\n",
      "SNR WAVE-BIM : [13.93097974]\n",
      "SNR WAVE-FGSM: [14.06289202]\n",
      "Files read: 4950\n",
      "SNR WAVE-MF: [37.91443151]\n",
      "SNR MF-BIM : [37.74400647]\n",
      "SNR MF-FGSM: [38.48968513]\n",
      "SNR WAVE-BIM : [31.7526219]\n",
      "SNR WAVE-FGSM: [32.12347245]\n",
      "Files read: 5000\n",
      "SNR WAVE-MF: [19.94508795]\n",
      "SNR MF-BIM : [40.47136486]\n",
      "SNR MF-FGSM: [39.42334055]\n",
      "SNR WAVE-BIM : [19.08891155]\n",
      "SNR WAVE-FGSM: [18.98497824]\n",
      "Files read: 5050\n",
      "SNR WAVE-MF: [4.93489528]\n",
      "SNR MF-BIM : [36.40627847]\n",
      "SNR MF-FGSM: [34.97346645]\n",
      "SNR WAVE-BIM : [4.57904371]\n",
      "SNR WAVE-FGSM: [4.51673742]\n",
      "Files read: 5100\n",
      "SNR WAVE-MF: [10.56972818]\n",
      "SNR MF-BIM : [56.86202165]\n",
      "SNR MF-FGSM: [49.67426631]\n",
      "SNR WAVE-BIM : [10.54015218]\n",
      "SNR WAVE-FGSM: [10.63776854]\n",
      "Files read: 5150\n",
      "SNR WAVE-MF: [14.31825124]\n",
      "SNR MF-BIM : [41.73464347]\n",
      "SNR MF-FGSM: [38.92554419]\n",
      "SNR WAVE-BIM : [13.88812093]\n",
      "SNR WAVE-FGSM: [13.72934414]\n",
      "Files read: 5200\n",
      "SNR WAVE-MF: [9.76669422]\n",
      "SNR MF-BIM : [42.27173436]\n",
      "SNR MF-FGSM: [47.63353955]\n",
      "SNR WAVE-BIM : [9.49816341]\n",
      "SNR WAVE-FGSM: [9.91506158]\n",
      "Files read: 5250\n",
      "SNR WAVE-MF: [7.04865279]\n",
      "SNR MF-BIM : [46.36169553]\n",
      "SNR MF-FGSM: [42.7453385]\n",
      "SNR WAVE-BIM : [7.10106099]\n",
      "SNR WAVE-FGSM: [7.12824965]\n",
      "Files read: 5300\n",
      "SNR WAVE-MF: [7.14723629]\n",
      "SNR MF-BIM : [41.80191162]\n",
      "SNR MF-FGSM: [56.71249368]\n",
      "SNR WAVE-BIM : [7.23784516]\n",
      "SNR WAVE-FGSM: [7.13105646]\n",
      "Files read: 5350\n",
      "SNR WAVE-MF: [21.54520118]\n",
      "SNR MF-BIM : [39.61354599]\n",
      "SNR MF-FGSM: [36.40680875]\n",
      "SNR WAVE-BIM : [22.60094803]\n",
      "SNR WAVE-FGSM: [23.11730114]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files read: 5400\n",
      "SNR WAVE-MF: [5.56600464]\n",
      "SNR MF-BIM : [43.08167155]\n",
      "SNR MF-FGSM: [41.15498381]\n",
      "SNR WAVE-BIM : [5.39123931]\n",
      "SNR WAVE-FGSM: [5.34837699]\n",
      "Files read: 5450\n",
      "SNR WAVE-MF: [8.39966429]\n",
      "SNR MF-BIM : [37.30415789]\n",
      "SNR MF-FGSM: [60.2745898]\n",
      "SNR WAVE-BIM : [8.59496858]\n",
      "SNR WAVE-FGSM: [8.41339395]\n",
      "Files read: 5500\n",
      "SNR WAVE-MF: [16.12914654]\n",
      "SNR MF-BIM : [48.61941354]\n",
      "SNR MF-FGSM: [42.34921896]\n",
      "SNR WAVE-BIM : [16.30491988]\n",
      "SNR WAVE-FGSM: [16.49489925]\n",
      "Files read: 5550\n",
      "SNR WAVE-MF: [18.39351351]\n",
      "SNR MF-BIM : [42.26317135]\n",
      "SNR MF-FGSM: [48.43845469]\n",
      "SNR WAVE-BIM : [18.89723462]\n",
      "SNR WAVE-FGSM: [18.63727984]\n",
      "Files read: 5600\n",
      "SNR WAVE-MF: [0.29256592]\n",
      "SNR MF-BIM : [40.55085281]\n",
      "SNR MF-FGSM: [36.98179907]\n",
      "SNR WAVE-BIM : [0.1282937]\n",
      "SNR WAVE-FGSM: [0.04598975]\n",
      "Files read: 5650\n",
      "SNR WAVE-MF: [9.39468475]\n",
      "SNR MF-BIM : [41.84109776]\n",
      "SNR MF-FGSM: [44.24151447]\n",
      "SNR WAVE-BIM : [9.12150806]\n",
      "SNR WAVE-FGSM: [9.18668645]\n",
      "Files read: 5700\n",
      "SNR WAVE-MF: [9.10671098]\n",
      "SNR MF-BIM : [50.70447738]\n",
      "SNR MF-FGSM: [45.1755384]\n",
      "SNR WAVE-BIM : [9.00966311]\n",
      "SNR WAVE-FGSM: [8.92419932]\n",
      "Files read: 5750\n",
      "SNR WAVE-MF: [15.9039558]\n",
      "SNR MF-BIM : [43.5221322]\n",
      "SNR MF-FGSM: [44.88375287]\n",
      "SNR WAVE-BIM : [15.60570805]\n",
      "SNR WAVE-FGSM: [15.64835165]\n",
      "Files read: 5800\n",
      "SNR WAVE-MF: [27.23094684]\n",
      "SNR MF-BIM : [35.81930184]\n",
      "SNR MF-FGSM: [40.68352859]\n",
      "SNR WAVE-BIM : [24.38180735]\n",
      "SNR WAVE-FGSM: [25.49130638]\n",
      "Files read: 5850\n",
      "SNR WAVE-MF: [8.96989783]\n",
      "SNR MF-BIM : [44.13151378]\n",
      "SNR MF-FGSM: [41.9948873]\n",
      "SNR WAVE-BIM : [8.76670057]\n",
      "SNR WAVE-FGSM: [8.71086954]\n",
      "Files read: 5900\n",
      "SNR WAVE-MF: [24.91535896]\n",
      "SNR MF-BIM : [51.27258925]\n",
      "SNR MF-FGSM: [46.21763497]\n",
      "SNR WAVE-BIM : [25.31863886]\n",
      "SNR WAVE-FGSM: [25.65083489]\n",
      "Files read: 5950\n",
      "SNR WAVE-MF: [12.43092696]\n",
      "SNR MF-BIM : [49.96132955]\n",
      "SNR MF-FGSM: [42.44226195]\n",
      "SNR WAVE-BIM : [12.51920781]\n",
      "SNR WAVE-FGSM: [12.64222056]\n",
      "Files read: 6000\n",
      "SNR WAVE-MF: [9.53662715]\n",
      "SNR MF-BIM : [39.30639]\n",
      "SNR MF-FGSM: [37.79608385]\n",
      "SNR WAVE-BIM : [9.16841379]\n",
      "SNR WAVE-FGSM: [9.10021511]\n",
      "Files read: 6050\n",
      "SNR WAVE-MF: [10.10852367]\n",
      "SNR MF-BIM : [37.85787241]\n",
      "SNR MF-FGSM: [38.02222968]\n",
      "SNR WAVE-BIM : [9.65358044]\n",
      "SNR WAVE-FGSM: [9.66189259]\n",
      "Files read: 6100\n",
      "SNR WAVE-MF: [16.49417431]\n",
      "SNR MF-BIM : [39.92880682]\n",
      "SNR MF-FGSM: [38.48904183]\n",
      "SNR WAVE-BIM : [17.00630766]\n",
      "SNR WAVE-FGSM: [17.10194036]\n",
      "Files read: 6150\n",
      "SNR WAVE-MF: [-1.71842538]\n",
      "SNR MF-BIM : [39.63425865]\n",
      "SNR MF-FGSM: [44.26989812]\n",
      "SNR WAVE-BIM : [-1.88180625]\n",
      "SNR WAVE-FGSM: [-1.81460949]\n",
      "Files read: 6200\n",
      "SNR WAVE-MF: [14.0716315]\n",
      "SNR MF-BIM : [41.4610473]\n",
      "SNR MF-FGSM: [43.10978626]\n",
      "SNR WAVE-BIM : [14.37441087]\n",
      "SNR WAVE-FGSM: [14.32130283]\n",
      "Files read: 6250\n",
      "SNR WAVE-MF: [7.93487104]\n",
      "SNR MF-BIM : [38.67420094]\n",
      "SNR MF-FGSM: [35.28781501]\n",
      "SNR WAVE-BIM : [8.08727779]\n",
      "SNR WAVE-FGSM: [8.16089645]\n",
      "Files read: 6300\n",
      "SNR WAVE-MF: [10.14414354]\n",
      "SNR MF-BIM : [36.35149288]\n",
      "SNR MF-FGSM: [35.95720971]\n",
      "SNR WAVE-BIM : [9.60403077]\n",
      "SNR WAVE-FGSM: [9.57974608]\n",
      "Files read: 6350\n",
      "SNR WAVE-MF: [17.78973185]\n",
      "SNR MF-BIM : [39.2781751]\n",
      "SNR MF-FGSM: [45.41278494]\n",
      "SNR WAVE-BIM : [17.00051289]\n",
      "SNR WAVE-FGSM: [17.39130542]\n",
      "Files read: 6400\n",
      "SNR WAVE-MF: [24.08917622]\n",
      "SNR MF-BIM : [32.47922719]\n",
      "SNR MF-FGSM: [33.46877498]\n",
      "SNR WAVE-BIM : [21.13938676]\n",
      "SNR WAVE-FGSM: [21.41295852]\n",
      "Files read: 6450\n",
      "SNR WAVE-MF: [28.26527669]\n",
      "SNR MF-BIM : [36.80165007]\n",
      "SNR MF-FGSM: [36.32022459]\n",
      "SNR WAVE-BIM : [25.41299242]\n",
      "SNR WAVE-FGSM: [25.27552492]\n",
      "Files read: 6500\n",
      "SNR WAVE-MF: [4.26187221]\n",
      "SNR MF-BIM : [31.8138931]\n",
      "SNR MF-FGSM: [32.66429448]\n",
      "SNR WAVE-BIM : [3.69385774]\n",
      "SNR WAVE-FGSM: [3.74529108]\n",
      "Files read: 6550\n",
      "SNR WAVE-MF: [9.62260675]\n",
      "SNR MF-BIM : [46.45153622]\n",
      "SNR MF-FGSM: [39.62720896]\n",
      "SNR WAVE-BIM : [9.45772252]\n",
      "SNR WAVE-FGSM: [9.26488093]\n",
      "Files read: 6600\n",
      "SNR WAVE-MF: [4.95080391]\n",
      "SNR MF-BIM : [43.9219214]\n",
      "SNR MF-FGSM: [44.28199412]\n",
      "SNR WAVE-BIM : [5.10524994]\n",
      "SNR WAVE-FGSM: [5.0989245]\n",
      "Files read: 6650\n",
      "SNR WAVE-MF: [7.13881131]\n",
      "SNR MF-BIM : [41.41401927]\n",
      "SNR MF-FGSM: [36.57476479]\n",
      "SNR WAVE-BIM : [7.38394913]\n",
      "SNR WAVE-FGSM: [6.72679178]\n",
      "Files read: 6700\n",
      "SNR WAVE-MF: [15.84008222]\n",
      "SNR MF-BIM : [50.58600901]\n",
      "SNR MF-FGSM: [63.83205409]\n",
      "SNR WAVE-BIM : [15.70772673]\n",
      "SNR WAVE-FGSM: [15.8111069]\n",
      "Files read: 6750\n",
      "SNR WAVE-MF: [-7.01204607]\n",
      "SNR MF-BIM : [44.09882395]\n",
      "SNR MF-FGSM: [47.59010724]\n",
      "SNR WAVE-BIM : [-7.0900487]\n",
      "SNR WAVE-FGSM: [-7.06430848]\n",
      "Files read: 6800\n",
      "SNR WAVE-MF: [19.34343083]\n",
      "SNR MF-BIM : [48.8809418]\n",
      "SNR MF-FGSM: [58.23593146]\n",
      "SNR WAVE-BIM : [19.08875185]\n",
      "SNR WAVE-FGSM: [19.25584484]\n",
      "Files read: 6850\n",
      "SNR WAVE-MF: [7.92484056]\n",
      "SNR MF-BIM : [38.58572979]\n",
      "SNR MF-FGSM: [38.3991956]\n",
      "SNR WAVE-BIM : [8.07852213]\n",
      "SNR WAVE-FGSM: [8.08188856]\n",
      "Files read: 6900\n",
      "SNR WAVE-MF: [14.36600801]\n",
      "SNR MF-BIM : [33.02109354]\n",
      "SNR MF-FGSM: [33.46183769]\n",
      "SNR WAVE-BIM : [13.23492418]\n",
      "SNR WAVE-FGSM: [13.28755496]\n"
     ]
    }
   ],
   "source": [
    "#Reconstructing original mel and attacked mel specs\n",
    "\n",
    "snr_wave_mf   = np.ones((len_X, 1), dtype=float)\n",
    "snr_mf_bim    = np.ones((len_X, 1), dtype=float)\n",
    "snr_mf_fgsm   = np.ones((len_X, 1), dtype=float)\n",
    "snr_wave_bim  = np.ones((len_X, 1), dtype=float)\n",
    "snr_wave_fgsm = np.ones((len_X, 1), dtype=float)\n",
    "\n",
    "for i in range(0, len_X):\n",
    "    \n",
    "    #POWER ORIGINAL\n",
    "    file_wave, sr = librosa.load(test_filename_list[i])\n",
    "    power_wave = power(file_wave[:110080])\n",
    "        \n",
    "    #POWER MF\n",
    "    audio_rec_mf, sr = librosa.load(mf_list[i])\n",
    "    power_mf = power(audio_rec_mf)\n",
    "    \n",
    "    #POWER MF_BIM\n",
    "    audio_rec_bim, sr = librosa.load(mf_bim_list[i])\n",
    "    power_mf_bim = power(audio_rec_bim)\n",
    "    \n",
    "    #POWER MF_FGSM\n",
    "    audio_rec_fgsm, sr = librosa.load(mf_fgsm_list[i])\n",
    "    power_mf_fgsm = power(audio_rec_fgsm)\n",
    "    \n",
    "    #POWER NOISE ORIGINAL-MF\n",
    "    power_wave_m_mf = abs(power_wave-power_mf)\n",
    "    quo = power_wave/power_wave_m_mf    \n",
    "    snr = 20*math.log(quo, 10)\n",
    "    snr_wave_mf[i] = snr\n",
    "    \n",
    "    #POWER NOISE MF-BIM\n",
    "    power_mf_m_bim = abs(power_mf-power_mf_bim)\n",
    "    quo = power_mf/power_mf_m_bim    \n",
    "    snr = 20*math.log(quo, 10)\n",
    "    snr_mf_bim[i] = snr\n",
    "    \n",
    "    #POWER NOISE MF-FGSM\n",
    "    power_mf_m_fgsm = abs(power_mf-power_mf_fgsm)\n",
    "    quo = power_mf/power_mf_m_fgsm   \n",
    "    snr = 20*math.log(quo, 10)\n",
    "    snr_mf_fgsm[i] = snr\n",
    "    \n",
    "    #POWER NOISE ORIGINAL-BIM\n",
    "    power_wave_m_bim = abs(power_wave-power_mf_bim)\n",
    "    quo = power_wave/power_wave_m_bim    \n",
    "    snr = 20*math.log(quo, 10)\n",
    "    snr_wave_bim[i] = snr\n",
    "    \n",
    "    #POWER NOISE ORIGINAL-FGSM\n",
    "    power_wave_m_fgsm = abs(power_wave-power_mf_fgsm)\n",
    "    quo = power_wave/power_wave_m_fgsm   \n",
    "    snr = 20*math.log(quo, 10)\n",
    "    snr_wave_fgsm[i] = snr\n",
    "    \n",
    "    if (i%50 == 0.000):\n",
    "        print(\"Files read: \" + str(i) ) \n",
    "        print(\"SNR WAVE-MF:\", snr_wave_mf[i])\n",
    "        print(\"SNR MF-BIM :\", snr_mf_bim[i])\n",
    "        print(\"SNR MF-FGSM:\", snr_mf_fgsm[i])\n",
    "        print(\"SNR WAVE-BIM :\", snr_wave_bim[i])\n",
    "        print(\"SNR WAVE-FGSM:\", snr_wave_fgsm[i])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold: 3\n",
      "Mean SNR: 8.420988704047799\n",
      "Stnd dev: 11.242556100784293\n"
     ]
    }
   ],
   "source": [
    "# SNR WAVE/MF\n",
    "\n",
    "print(\"Fold: \" + str(test_fold[0]))\n",
    "print(\"Mean SNR: \" + str(np.mean(snr_wave_mf)))\n",
    "print(\"Stnd dev: \" + str(np.std(snr_wave_mf)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold: 3\n",
      "Mean SNR: 44.47626363974939\n",
      "Stnd dev: 9.634049154741913\n"
     ]
    }
   ],
   "source": [
    "# SNR MF/BIM\n",
    "\n",
    "print(\"Fold: \" + str(test_fold[0]))\n",
    "print(\"Mean SNR: \" + str(np.mean(snr_mf_bim)))\n",
    "print(\"Stnd dev: \" + str(np.std(snr_mf_bim)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold: 3\n",
      "Mean SNR: 43.046974037856955\n",
      "Stnd dev: 9.157862517892855\n"
     ]
    }
   ],
   "source": [
    "# SNR MF/FGSM\n",
    "\n",
    "print(\"Fold: \" + str(test_fold[0]))\n",
    "print(\"Mean SNR: \" + str(np.mean(snr_mf_fgsm)))\n",
    "print(\"Stnd dev: \" + str(np.std(snr_mf_fgsm)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold: 3\n",
      "Mean SNR: 8.365710494981252\n",
      "Stnd dev: 11.219738212407641\n"
     ]
    }
   ],
   "source": [
    "# SNR WAVE/BIM\n",
    "\n",
    "print(\"Fold: \" + str(test_fold[0]))\n",
    "print(\"Mean SNR: \" + str(np.mean(snr_wave_bim)))\n",
    "print(\"Stnd dev: \" + str(np.std(snr_wave_bim)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold: 3\n",
      "Mean SNR: 8.354530837127609\n",
      "Stnd dev: 11.288328700484334\n"
     ]
    }
   ],
   "source": [
    "# SNR WAVE/FGSM\n",
    "\n",
    "print(\"Fold: \" + str(test_fold[0]))\n",
    "print(\"Mean SNR: \" + str(np.mean(snr_wave_fgsm)))\n",
    "print(\"Stnd dev: \" + str(np.std(snr_wave_fgsm)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Play sound from original reconstructed signal\n",
    "\n",
    "IPython.display.Audio(data=audio_rec_original, rate=sr)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Play sound from attacked reconstructed signal\n",
    "\n",
    "IPython.display.Audio(data=audio_rec_attacked_bim, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Difference\n",
    "\n",
    "IPython.display.Audio(data=audio_rec_original-audio_rec_attacked_bim, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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