Copy_of_CIS_speech_recognition.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "Copy of CIS_speech_recognition.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Mayssa-dev/DeepLearningForAudioWithPython/blob/master/Copy_of_CIS_speech_recognition.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BeEzvoyQYVtU"
      },
      "source": [
        "#Getting the data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pIFwDFakpbrl",
        "outputId": "c6ddb4c4-bada-4608-aa28-d2fd50450081"
      },
      "source": [
        "!wget http://download.tensorflow.org/data/speech_commands_v0.01.tar.gz"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2021-02-06 20:55:29--  http://download.tensorflow.org/data/speech_commands_v0.01.tar.gz\n",
            "Resolving download.tensorflow.org (download.tensorflow.org)... 74.125.20.128, 2607:f8b0:400e:c09::80\n",
            "Connecting to download.tensorflow.org (download.tensorflow.org)|74.125.20.128|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1489096277 (1.4G) [application/gzip]\n",
            "Saving to: ‘speech_commands_v0.01.tar.gz.1’\n",
            "\n",
            "speech_commands_v0. 100%[===================>]   1.39G   109MB/s    in 13s     \n",
            "\n",
            "2021-02-06 20:55:42 (111 MB/s) - ‘speech_commands_v0.01.tar.gz.1’ saved [1489096277/1489096277]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "jNeNll7_qNit",
        "outputId": "3aa71be2-d5da-4c4a-c24e-3190429d32c4"
      },
      "source": [
        "!tar xvzf speech_commands_v0.01.tar.gz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "./happy/3fb8c268_nohash_1.wav\n",
            "./happy/f8ad3941_nohash_0.wav\n",
            "./happy/01d22d03_nohash_0.wav\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kCiWTHzOYYM5"
      },
      "source": [
        "#Importing libraries\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FjzectzfSlsU"
      },
      "source": [
        "import tensorflow as tf\n",
        "import os\n",
        "from scipy.io import wavfile\n",
        "import numpy as np\n",
        "from tensorflow.keras.utils import to_categorical\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tqdm import tqdm\n",
        "from glob import glob"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QruBLdURYb74"
      },
      "source": [
        "#Defining a data generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oGCp7m-NSfe4"
      },
      "source": [
        "class DataGenerator(tf.keras.utils.Sequence):\n",
        "    def __init__(self, wav_paths, labels, sr, dt, n_classes,\n",
        "                 batch_size=34, shuffle=True):\n",
        "        self.wav_paths = wav_paths\n",
        "        self.labels = labels\n",
        "        self.sr = sr\n",
        "        self.dt = dt\n",
        "        self.n_classes = n_classes\n",
        "        self.batch_size = batch_size\n",
        "        self.shuffle = True\n",
        "        self.on_epoch_end()\n",
        "\n",
        "    def __len__(self):\n",
        "        return int(np.floor(len(self.wav_paths) / self.batch_size))\n",
        "\n",
        "    def __getitem__(self, index):\n",
        "        indexes = self.indexes[index*self.batch_size:(index+1)*self.batch_size]\n",
        "\n",
        "        wav_paths = [self.wav_paths[k] for k in indexes]\n",
        "        labels = [self.labels[k] for k in indexes]\n",
        "\n",
        "        # generate a batch of time data\n",
        "        dataset=[]\n",
        "        \n",
        "        X = np.empty((self.batch_size,int(self.dt*self.sr), 1), dtype=np.float32)\n",
        "        Y = np.empty((self.batch_size,self.n_classes), dtype=np.float32)\n",
        "\n",
        "        for i, (path, label) in enumerate(zip(wav_paths, labels)):\n",
        "            (rate, wav) = wavfile.read(path)\n",
        "            recup = np.zeros((self.sr-wav.shape[0], ), dtype=np.float32)\n",
        "            wav=np.concatenate((wav,recup),axis=None)\n",
        "            \n",
        "            wav=wav.reshape(rate,1)\n",
        "            X[i,] = wav\n",
        "            Y[i,] = to_categorical(label, num_classes=self.n_classes)\n",
        "\n",
        "        return X,Y\n",
        "\n",
        "    def on_epoch_end(self):\n",
        "        self.indexes = np.arange(len(self.wav_paths))\n",
        "        if self.shuffle:\n",
        "            np.random.shuffle(self.indexes)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bFsu2-xOXYtb"
      },
      "source": [
        "src_root = \"/content/training_data\"   #this is the folder i put all my 6 category folders in\n",
        "sr = 16000                                                #sampling rate\n",
        "dt = 1                                                    #time used for each sample\n",
        "batch_size = 34                                           #how many images shall the generator give me\n",
        "classes=6                                                 #total number of classes\n",
        "params = {'N_CLASSES':classes,'SR':sr,'DT':dt}            #dictionnaire that has all my variables"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D-jsaNwuVaHV"
      },
      "source": [
        "#we have to get our wav files paths (print variables to check what is the output)\n",
        "wav_paths = glob('{}/**'.format(src_root), recursive=True)\n",
        "wav_paths = [x.replace(os.sep, '/') for x in wav_paths if '.wav' in x]       #get the wav files paths into a list\n",
        "classes = sorted(os.listdir(src_root))                                       #get the classes from the folders"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hke3SWp7WQdO",
        "outputId": "a7002ee4-bc7c-4c94-e1cc-538398937900"
      },
      "source": [
        "#fitting the encoder to the classes we got (makes category names from string to indexes)\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "\n",
        "le = LabelEncoder()\n",
        "le.fit(classes)                                                              "
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LabelEncoder()"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o7LnxxyFWR7O"
      },
      "source": [
        "#Now we have to get our labels also \n",
        "labels = [os.path.split(x)[0].split('/')[-1] for x in wav_paths]             #get labels into a list with names\n",
        "labels = le.transform(labels)                                                #get labels into an array with indexes using the label encoder"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B-cbkGyxWX-X"
      },
      "source": [
        "#these are all lists , features and lables\n",
        "wav_train, wav_val, label_train, label_val = train_test_split(wav_paths,\n",
        "                                                              labels,\n",
        "                                                              test_size=0.2,\n",
        "                                                              random_state=2009)"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OV5bzBKKW_Hb"
      },
      "source": [
        "#training generator(set him up , wait to call him later in fit function)\n",
        "tg = DataGenerator(wav_train, label_train, sr, dt,params['N_CLASSES'], batch_size=batch_size)\n",
        "#validation generator(set him up , wait to call him later in fit function)\n",
        "vg = DataGenerator(wav_val, label_val, sr, dt,params['N_CLASSES'], batch_size=batch_size)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SrPRUdDdtJpz"
      },
      "source": [
        "#Creating the model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S4BixfHhY1eo"
      },
      "source": [
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras import datasets, layers, models"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yceJt43OUS76"
      },
      "source": [
        "##1D convolutionals neural network (basic approach)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FXEWQihbYddg"
      },
      "source": [
        "#2D convolutional neural network \n",
        "\n",
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras.layers import TimeDistributed, LayerNormalization\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.regularizers import l2\n",
        "import kapre\n",
        "from kapre.composed import get_melspectrogram_layer\n",
        "import tensorflow as tf\n",
        "import os\n",
        "\n"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "78Xm84cMMPME"
      },
      "source": [
        "def Conv2D(N_CLASSES=10, SR=16000, DT=1.0):\r\n",
        "    input_shape = (int(SR*DT), 1)\r\n",
        "    i = get_melspectrogram_layer(input_shape=input_shape,\r\n",
        "                                 n_mels=128,\r\n",
        "                                 pad_end=True,\r\n",
        "                                 n_fft=512,\r\n",
        "                                 win_length=400,\r\n",
        "                                 hop_length=160,\r\n",
        "                                 sample_rate=SR,\r\n",
        "                                 return_decibel=True,\r\n",
        "                                 input_data_format='channels_last',\r\n",
        "                                 output_data_format='channels_last')\r\n",
        "    x = LayerNormalization(axis=2, name='batch_norm')(i.output)\r\n",
        "    x = layers.Conv2D(8, kernel_size=(7,7), activation='tanh', padding='same', name='conv2d_tanh')(x)\r\n",
        "    x = layers.MaxPooling2D(pool_size=(2,2), padding='same', name='max_pool_2d_1')(x)\r\n",
        "    x = layers.Conv2D(16, kernel_size=(5,5), activation='relu', padding='same', name='conv2d_relu_1')(x)\r\n",
        "    x = layers.MaxPooling2D(pool_size=(2,2), padding='same', name='max_pool_2d_2')(x)\r\n",
        "    x = layers.Conv2D(16, kernel_size=(3,3), activation='relu', padding='same', name='conv2d_relu_2')(x)\r\n",
        "    x = layers.MaxPooling2D(pool_size=(2,2), padding='same', name='max_pool_2d_3')(x)\r\n",
        "    x = layers.Conv2D(32, kernel_size=(3,3), activation='relu', padding='same', name='conv2d_relu_3')(x)\r\n",
        "    x = layers.MaxPooling2D(pool_size=(2,2), padding='same', name='max_pool_2d_4')(x)\r\n",
        "    x = layers.Conv2D(32, kernel_size=(3,3), activation='relu', padding='same', name='conv2d_relu_4')(x)\r\n",
        "    x = layers.Flatten(name='flatten')(x)\r\n",
        "    x = layers.Dropout(rate=0.2, name='dropout')(x)\r\n",
        "    x = layers.Dense(64, activation='relu', activity_regularizer=l2(0.001), name='dense')(x)\r\n",
        "    o = layers.Dense(N_CLASSES, activation='softmax', name='softmax')(x)\r\n",
        "    model = Model(inputs=i.input, outputs=o, name='2d_convolution')\r\n",
        "    model.compile(optimizer='adam',\r\n",
        "                  loss='categorical_crossentropy',\r\n",
        "                  metrics=['accuracy'])\r\n",
        "    return model\r\n"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JTpIeTQkNm6k",
        "outputId": "16892755-437c-478c-da22-6cfb9a37cc4d"
      },
      "source": [
        "import librosa\r\n",
        "src, sr = librosa.load('/content/training_data/go/004ae714_nohash_0.wav', sr=None, mono=True)\r\n",
        "print('Audio length: %d samples, %04.2f seconds. \\n' % (len(src), len(src) / sr) +\r\n",
        "      'Audio sample rate: %d Hz' % sr)\r\n",
        "dt = 1.0\r\n",
        "_src = src[:int(sr*dt)]\r\n",
        "src = np.expand_dims(_src, axis=1)\r\n",
        "input_shape = src.shape\r\n",
        "print(input_shape)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Audio length: 11146 samples, 0.70 seconds. \n",
            "Audio sample rate: 16000 Hz\n",
            "(11146, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lBB5tmgRMkne",
        "outputId": "841f65be-e095-4868-b212-9520b8a5076a"
      },
      "source": [
        "from tensorflow.keras.models import Sequential\r\n",
        "melgram = get_melspectrogram_layer(input_shape=input_shape,\r\n",
        "                                   n_mels=128,\r\n",
        "                                   mel_norm='slaney',\r\n",
        "                                   pad_end=True,\r\n",
        "                                   n_fft=512,\r\n",
        "                                   win_length=400,\r\n",
        "                                   hop_length=160,\r\n",
        "                                   sample_rate=sr,\r\n",
        "                                   db_ref_value=1.0,\r\n",
        "                                   return_decibel=True,\r\n",
        "                                   input_data_format='channels_last',\r\n",
        "                                   output_data_format='channels_last')\r\n",
        "norm = LayerNormalization(axis=2)\r\n",
        "melgram.shape = (16000, 1)\r\n",
        "model = Sequential()\r\n",
        "model.add(melgram)\r\n",
        "model.add(norm)\r\n",
        "model.summary()"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "melspectrogram (Sequential)  (None, 70, 128, 1)        0         \n",
            "_________________________________________________________________\n",
            "layer_normalization_1 (Layer (None, 70, 128, 1)        256       \n",
            "=================================================================\n",
            "Total params: 256\n",
            "Trainable params: 256\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZoFdnoxcQZoQ",
        "outputId": "2c2b3e70-6cfe-4b2c-cfff-7b3f887d9abd"
      },
      "source": [
        "model=Conv2D(N_CLASSES=6, SR=16000, DT=1.0)\n",
        "model.summary()"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"2d_convolution\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "stft_4_input (InputLayer)    [(None, 16000, 1)]        0         \n",
            "_________________________________________________________________\n",
            "stft_4 (STFT)                (None, 100, 257, 1)       0         \n",
            "_________________________________________________________________\n",
            "magnitude_4 (Magnitude)      (None, 100, 257, 1)       0         \n",
            "_________________________________________________________________\n",
            "apply_filterbank_4 (ApplyFil (None, 100, 128, 1)       0         \n",
            "_________________________________________________________________\n",
            "magnitude_to_decibel_4 (Magn (None, 100, 128, 1)       0         \n",
            "_________________________________________________________________\n",
            "batch_norm (LayerNormalizati (None, 100, 128, 1)       256       \n",
            "_________________________________________________________________\n",
            "conv2d_tanh (Conv2D)         (None, 100, 128, 8)       400       \n",
            "_________________________________________________________________\n",
            "max_pool_2d_1 (MaxPooling2D) (None, 50, 64, 8)         0         \n",
            "_________________________________________________________________\n",
            "conv2d_relu_1 (Conv2D)       (None, 50, 64, 16)        3216      \n",
            "_________________________________________________________________\n",
            "max_pool_2d_2 (MaxPooling2D) (None, 25, 32, 16)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_relu_2 (Conv2D)       (None, 25, 32, 16)        2320      \n",
            "_________________________________________________________________\n",
            "max_pool_2d_3 (MaxPooling2D) (None, 13, 16, 16)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_relu_3 (Conv2D)       (None, 13, 16, 32)        4640      \n",
            "_________________________________________________________________\n",
            "max_pool_2d_4 (MaxPooling2D) (None, 7, 8, 32)          0         \n",
            "_________________________________________________________________\n",
            "conv2d_relu_4 (Conv2D)       (None, 7, 8, 32)          9248      \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 1792)              0         \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, 1792)              0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 64)                114752    \n",
            "_________________________________________________________________\n",
            "softmax (Dense)              (None, 6)                 390       \n",
            "=================================================================\n",
            "Total params: 135,222\n",
            "Trainable params: 135,222\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BvWJZ15KPdx6",
        "outputId": "73545330-3b98-451e-877d-3d1c2e3c7e10"
      },
      "source": [
        "batch = np.expand_dims(src, axis=0)   #batch is the input\r\n",
        "print(np.shape(batch))\r\n",
        "#add zeros to batch \r\n",
        "list1=[]\r\n",
        "for k in range(sr-np.shape(batch)[1]):\r\n",
        "  list1.append(0)\r\n",
        "\r\n",
        "list11 = np.expand_dims(list1, axis=0)\r\n",
        "\r\n",
        "batch_yey=np.append(batch,list11)\r\n",
        "print(np.shape(batch_yey))\r\n",
        "\r\n",
        "batch_yey=np.expand_dims(batch_yey, axis=(0,1))\r\n",
        "print(np.shape(batch_yey))\r\n",
        "\r\n",
        "b1=np.swapaxes(batch_yey[0],0,1)\r\n",
        "print(np.shape(b1))\r\n",
        "\r\n",
        "batch1=np.expand_dims(b1, axis=0)\r\n",
        "print(np.shape(batch1))                            #batch1 is the real deal (instead of batch)"
      ],
      "execution_count": 117,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1, 11146, 1)\n",
            "(16000,)\n",
            "(1, 1, 16000)\n",
            "(16000, 1)\n",
            "(1, 16000, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e-SyxQxiQoDd"
      },
      "source": [
        "X = model.predict(batch1).squeeze().T\r\n",
        "#visualise_model(X)"
      ],
      "execution_count": 129,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P67m8jZOYrY3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 340
        },
        "outputId": "65ac0ba8-2a4c-4f1e-9a72-ffbffef49ee8"
      },
      "source": [
        "#now we train our model by giving him the audio generator (verbose is for showing the results)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "#learn the parameters for this and know what you should write (know your variables)\n",
        "\n",
        "#know where to put batch1\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "model.fit(tg, validation_data=vg, epochs=70, verbose=1)"
      ],
      "execution_count": 132,
      "outputs": [
        {
          "output_type": "error",
          "ename": "IndexError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-132-231460eef495>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m70\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m   1062\u001b[0m           \u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1063\u001b[0m           \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1064\u001b[0;31m           steps_per_execution=self._steps_per_execution)\n\u001b[0m\u001b[1;32m   1065\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1066\u001b[0m       \u001b[0;31m# Container that configures and calls `tf.keras.Callback`s.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/engine/data_adapter.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, x, y, sample_weight, batch_size, steps_per_epoch, initial_epoch, epochs, shuffle, class_weight, max_queue_size, workers, use_multiprocessing, model, steps_per_execution)\u001b[0m\n\u001b[1;32m   1110\u001b[0m         \u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1111\u001b[0m         \u001b[0mdistribution_strategy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mds_context\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_strategy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1112\u001b[0;31m         model=model)\n\u001b[0m\u001b[1;32m   1113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1114\u001b[0m     \u001b[0mstrategy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mds_context\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_strategy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/engine/data_adapter.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, x, y, sample_weights, shuffle, workers, use_multiprocessing, max_queue_size, model, **kwargs)\u001b[0m\n\u001b[1;32m    907\u001b[0m         \u001b[0mmax_queue_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_queue_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    908\u001b[0m         \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 909\u001b[0;31m         **kwargs)\n\u001b[0m\u001b[1;32m    910\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    911\u001b[0m   \u001b[0;34m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/engine/data_adapter.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, x, y, sample_weights, workers, use_multiprocessing, max_queue_size, model, **kwargs)\u001b[0m\n\u001b[1;32m    777\u001b[0m     \u001b[0;31m# Since we have to know the dtype of the python generator when we build the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    778\u001b[0m     \u001b[0;31m# dataset, we have to look at a batch to infer the structure.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 779\u001b[0;31m     \u001b[0mpeek\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_peek_and_restore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    780\u001b[0m     \u001b[0mpeek\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_standardize_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpeek\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    781\u001b[0m     \u001b[0mpeek\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_tensorlike\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpeek\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/engine/data_adapter.py\u001b[0m in \u001b[0;36m_peek_and_restore\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m    911\u001b[0m   \u001b[0;34m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    912\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_peek_and_restore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 913\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    914\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    915\u001b[0m   def _handle_multiprocessing(self, x, workers, use_multiprocessing,\n",
            "\u001b[0;32m<ipython-input-4-0727ffece07a>\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m     33\u001b[0m             \u001b[0mwav\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwav\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrate\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m             \u001b[0mX\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwav\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m             \u001b[0mY\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mto_categorical\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_classes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_classes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mY\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/utils/np_utils.py\u001b[0m in \u001b[0;36mto_categorical\u001b[0;34m(y, num_classes, dtype)\u001b[0m\n\u001b[1;32m     76\u001b[0m   \u001b[0mn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     77\u001b[0m   \u001b[0mcategorical\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_classes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m   \u001b[0mcategorical\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     79\u001b[0m   \u001b[0moutput_shape\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minput_shape\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnum_classes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m   \u001b[0mcategorical\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcategorical\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput_shape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mIndexError\u001b[0m: index 6 is out of bounds for axis 1 with size 6"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pXTY--gT6mMZ"
      },
      "source": [
        "##Kapre use (90% plus accuracy)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "okFaLfjSCY8m",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4da283a6-be33-41fe-b0c0-3e82fa6ac166"
      },
      "source": [
        "!pip install 'kapre==0.3.4' #read documentation of kapre library for further advances"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting kapre==0.3.4\n",
            "  Downloading https://files.pythonhosted.org/packages/5b/a3/a80d9e09b67a728c167b787917813f4d80e0ad033697f9db237030f9a454/kapre-0.3.4.tar.gz\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "    Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.6/dist-packages (from kapre==0.3.4) (1.19.5)\n",
            "Requirement already satisfied: librosa>=0.7.2 in /usr/local/lib/python3.6/dist-packages (from kapre==0.3.4) (0.8.0)\n",
            "Requirement already satisfied: tensorflow>=2.0 in /usr/local/lib/python3.6/dist-packages (from kapre==0.3.4) (2.4.1)\n",
            "Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (0.22.2.post1)\n",
            "Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (1.4.1)\n",
            "Requirement already satisfied: numba>=0.43.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (0.51.2)\n",
            "Requirement already satisfied: resampy>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (0.2.2)\n",
            "Requirement already satisfied: pooch>=1.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (1.3.0)\n",
            "Requirement already satisfied: soundfile>=0.9.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (0.10.3.post1)\n",
            "Requirement already satisfied: joblib>=0.14 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (1.0.0)\n",
            "Requirement already satisfied: audioread>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (2.1.9)\n",
            "Requirement already satisfied: decorator>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.7.2->kapre==0.3.4) (4.4.2)\n",
            "Requirement already satisfied: six~=1.15.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (1.15.0)\n",
            "Requirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (3.12.4)\n",
            "Requirement already satisfied: flatbuffers~=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (1.12)\n",
            "Requirement already satisfied: keras-preprocessing~=1.1.2 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (1.1.2)\n",
            "Requirement already satisfied: gast==0.3.3 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (0.3.3)\n",
            "Requirement already satisfied: wheel~=0.35 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (0.36.2)\n",
            "Requirement already satisfied: tensorboard~=2.4 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (2.4.1)\n",
            "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (2.4.0)\n",
            "Requirement already satisfied: google-pasta~=0.2 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (0.2.0)\n",
            "Requirement already satisfied: wrapt~=1.12.1 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (1.12.1)\n",
            "Requirement already satisfied: termcolor~=1.1.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (1.1.0)\n",
            "Requirement already satisfied: grpcio~=1.32.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (1.32.0)\n",
            "Requirement already satisfied: h5py~=2.10.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (2.10.0)\n",
            "Requirement already satisfied: absl-py~=0.10 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (0.10.0)\n",
            "Requirement already satisfied: astunparse~=1.6.3 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (1.6.3)\n",
            "Requirement already satisfied: typing-extensions~=3.7.4 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (3.7.4.3)\n",
            "Requirement already satisfied: opt-einsum~=3.3.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow>=2.0->kapre==0.3.4) (3.3.0)\n",
            "Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.6/dist-packages (from numba>=0.43.0->librosa>=0.7.2->kapre==0.3.4) (0.34.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from numba>=0.43.0->librosa>=0.7.2->kapre==0.3.4) (53.0.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (2.23.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.6/dist-packages (from pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (20.9)\n",
            "Requirement already satisfied: appdirs in /usr/local/lib/python3.6/dist-packages (from pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (1.4.4)\n",
            "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.6/dist-packages (from soundfile>=0.9.0->librosa>=0.7.2->kapre==0.3.4) (1.14.4)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (0.4.2)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (3.3.3)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (1.0.1)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (1.8.0)\n",
            "Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (1.24.0)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (2.10)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (2020.12.5)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging->pooch>=1.0->librosa>=0.7.2->kapre==0.3.4) (2.4.7)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.6/dist-packages (from cffi>=1.0->soundfile>=0.9.0->librosa>=0.7.2->kapre==0.3.4) (2.20)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (1.3.0)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (3.4.0)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.6\" in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (4.7)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (4.2.1)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (3.1.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (3.4.0)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.6/dist-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow>=2.0->kapre==0.3.4) (0.4.8)\n",
            "Building wheels for collected packages: kapre\n",
            "  Building wheel for kapre (PEP 517) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for kapre: filename=kapre-0.3.4-cp36-none-any.whl size=20608 sha256=8bfac55f6827bcaa7b9b36f8ac58cfcdc0b8a263db043bd6a1e7407020c96435\n",
            "  Stored in directory: /root/.cache/pip/wheels/f8/9e/dc/cc6f4989c58eee2913abac4fab60723ff91aa2a06c6de4280f\n",
            "Successfully built kapre\n",
            "Installing collected packages: kapre\n",
            "  Found existing installation: kapre 0.1.3.1\n",
            "    Uninstalling kapre-0.1.3.1:\n",
            "      Successfully uninstalled kapre-0.1.3.1\n",
            "Successfully installed kapre-0.3.4\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bV6GyRPF2W2r"
      },
      "source": [
        "#CNN1D enhance (sthg that works)\r\n",
        "#TODO\r\n",
        "#feature extraction (spectogram)\r\n",
        "#layer from kapre\r\n",
        "#CNN2D"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-R-dv4xhItNr"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DVfIbIUp2SjY"
      },
      "source": [
        "#Saving the model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kLd0P-UeW8uH",
        "outputId": "12c967cd-e87d-4cd7-c5ae-0deaafe91de8"
      },
      "source": [
        "# serialize model to JSON\n",
        "model_json = model.to_json()\n",
        "with open(\"model.json\", \"w\") as json_file:\n",
        "    json_file.write(model_json)\n",
        "# serialize weights to HDF5\n",
        "model.save_weights(\"model.h5\")\n",
        "print(\"Saved model to disk\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Saved model to disk\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}