From 1997648e35541e26d6f00a620cdc87e406c224eb Mon Sep 17 00:00:00 2001 From: himture Date: Sun, 26 Feb 2023 13:15:33 +0530 Subject: [PATCH] Added Speech Synthesis --- audio/AudioReg.ipynb | 1130 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1130 insertions(+) create mode 100644 audio/AudioReg.ipynb diff --git a/audio/AudioReg.ipynb b/audio/AudioReg.ipynb new file mode 100644 index 0000000..c69ec5f --- /dev/null +++ b/audio/AudioReg.ipynb @@ -0,0 +1,1130 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU", + "gpuClass": "standard" + }, + "cells": [ + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "id": "KDEvSUef1aZe" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from tensorflow import keras\n", + "import tensorflow as tf \n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import pathlib" + ] + }, + { + "cell_type": "code", + "source": [ + "DATASET_PATH = 'data/mini_speech_commands'\n", + "\n", + "data_dir = pathlib.Path(DATASET_PATH)\n", + "if not data_dir.exists():\n", + " tf.keras.utils.get_file(\n", + " 'mini_speech_commands.zip',\n", + " origin=\"http://storage.googleapis.com/download.tensorflow.org/data/mini_speech_commands.zip\",\n", + " extract=True,\n", + " cache_dir='.', cache_subdir='data')" + ], + "metadata": { + "id": "FkEn--A32ITw", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "265f74e7-648c-449f-bb6b-6136d8bb3714" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading data from http://storage.googleapis.com/download.tensorflow.org/data/mini_speech_commands.zip\n", + "182082353/182082353 [==============================] - 11s 0us/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "pathlib.os.listdir(DATASET_PATH)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "G2jFntLi4zPQ", + "outputId": "37e88b89-2e74-46c7-f695-fc3d197b00e7" + }, + "execution_count": 37, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['no', 'README.md', 'yes', 'left', 'right', 'go', 'down', 'stop', 'up']" + ] + }, + "metadata": {}, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "source": [ + "commands = np.array(tf.io.gfile.listdir(str(data_dir)))\n", + "len(commands)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "whCLT6hT5Fxg", + "outputId": "e0670f25-06bd-46cc-98a6-d16126f99814" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "9" + ] + }, + "metadata": {}, + "execution_count": 38 + } + ] + }, + { + "cell_type": "code", + "source": [ + "train_ds, val_ds = tf.keras.utils.audio_dataset_from_directory(\n", + " directory=data_dir,\n", + " batch_size=64,\n", + " validation_split=0.2,\n", + " seed=0,\n", + " output_sequence_length=16000,\n", + " subset='both')\n", + "\n", + "label_names = np.array(train_ds.class_names)\n", + "print()\n", + "print(\"label names:\", label_names)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "y3NmbrJP5Vm9", + "outputId": "d8064f98-f7cf-487c-e5e4-e0017a2b0adb" + }, + "execution_count": 39, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Found 8000 files belonging to 8 classes.\n", + "Using 6400 files for training.\n", + "Using 1600 files for validation.\n", + "\n", + "label names: ['down' 'go' 'left' 'no' 'right' 'stop' 'up' 'yes']\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "for audio_signal,audio_label in train_ds.take(1):\n", + " print(audio_signal.shape)\n", + " print(audio_label.shape)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MlIgwCBB59me", + "outputId": "793f5503-ee95-4a22-aa01-54477b682c1d" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(64, 16000, 1)\n", + "(64,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "audio_signal[10]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aVHDtc7E5dVu", + "outputId": "da3f855a-d1ae-44ec-a2bc-31a46769c34f" + }, + "execution_count": 63, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 63 + } + ] + }, + { + "cell_type": "code", + "source": [ + "audio_label[10]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BPct-KHA9qzk", + "outputId": "a9de9cb6-855f-44d3-a8fa-2862f2d2f04d" + }, + "execution_count": 62, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 62 + } + ] + }, + { + "cell_type": "code", + "source": [ + "def squeeze(audio, labels):\n", + " audio = tf.squeeze(audio, axis=-1)\n", + " return audio, labels\n", + "\n", + "train_ds = train_ds.map(squeeze, tf.data.AUTOTUNE)\n", + "val_ds = val_ds.map(squeeze, tf.data.AUTOTUNE)" + ], + "metadata": { + "id": "WTt5AIKQ91rU" + }, + "execution_count": 43, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "for audio_signal,audio_label in train_ds.take(1):\n", + " print(audio_signal.shape)\n", + " print(audio_label.shape)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3hQxYLKN_Rj0", + "outputId": "fc65507a-8cf4-4cc3-b6a7-16effb2aba76" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(64, 16000)\n", + "(64,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "test_ds = val_ds.shard(num_shards=2, index=0)\n", + "val_ds = val_ds.shard(num_shards=2, index=1)" + ], + "metadata": { + "id": "3Ln2JHl1AJxV" + }, + "execution_count": 44, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "for example_audio,example_labels in train_ds.take(1):\n", + " print(example_audio.shape)\n", + " print(example_labels.shape)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tTNVTQIoAkAt", + "outputId": "25cac4d6-ae27-431a-8159-93ecb4711e2d" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(64, 16000)\n", + "(64,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(15,15))\n", + "for i in range(9):\n", + " plt.subplot(3,3,i+1)\n", + " plt.plot(example_audio[i])\n", + " plt.title(label_names[example_labels[i]])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 879 + }, + "id": "zxuKUdKhKgfV", + "outputId": "7b8a5620-8ddd-4a82-9ae6-2c9c13ba2a28" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "from IPython import display" + ], + "metadata": { + "id": "-JUPkw6oDBBy" + }, + "execution_count": 47, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "normal_waveform = example_audio[1]\n", + "print(normal_waveform.shape)\n", + "spectrogram = tf.signal.stft(normal_waveform,frame_length=255,frame_step=128)\n", + "print(spectrogram.shape)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yPHR4Q4hMIju", + "outputId": "3bc34890-618d-4605-f7b6-24d542b12228" + }, + "execution_count": 48, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(16000,)\n", + "(124, 129)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "example_audio.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "z_ABJuBnV4iK", + "outputId": "eb801f55-d729-4044-95df-fbe573af08bc" + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "TensorShape([64, 16000])" + ] + }, + "metadata": {}, + "execution_count": 49 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot(normal_waveform)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "6fuGXjM_U0Bj", + "outputId": "97d247e4-5453-4632-8f8d-29ab48965cb9" + }, + "execution_count": 50, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 50 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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get_spectrogram(waveform):\n", + " spectrogram = tf.signal.stft(waveform,frame_length = 255,frame_step = 128)\n", + " spectrogram = tf.abs(spectrogram)\n", + " #docs: spectrogram = spectrogram[...,tf.newaxis]\n", + " spectrogram = tf.expand_dims(spectrogram,axis=-1)\n", + " return spectrogram" + ], + "metadata": { + "id": "_7RaotoJBw7Q" + }, + "execution_count": 53, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "for i in range(3):\n", + " label = label_names[example_labels[i]]\n", + " waveform = example_audio[i]\n", + " spectrogram = get_spectrogram(waveform)\n", + "\n", + " print('Label:', label)\n", + " print('Waveform shape:', waveform.shape)\n", + " print('Spectrogram shape:', spectrogram.shape)\n", + " print('Audio playback')\n", + " display.display(display.Audio(waveform, rate=16000))" + ], + "metadata": { + "id": "5Osxl_ByCmUa", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "outputId": "b0e9ac45-d2a3-4829-cc58-1e38a0a86fb9" + }, + "execution_count": 54, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Label: right\n", + "Waveform shape: (16000,)\n", + "Spectrogram shape: (124, 129, 1)\n", + "Audio playback\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Label: up\n", + "Waveform shape: (16000,)\n", + "Spectrogram shape: (124, 129, 1)\n", + "Audio playback\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Label: no\n", + "Waveform shape: (16000,)\n", + "Spectrogram shape: (124, 129, 1)\n", + "Audio playback\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " " + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "def plot_spectrogram(spectrogram,ax):\n", + " if len(spectrogram.shape) > 2:\n", + " assert len(spectrogram.shape) == 3\n", + " spectrogram = np.squeeze(spectrogram,axis=-1)\n", + " #print(spectrogram)\n", + " log_spec = np.log(spectrogram.T + np.finfo(float).eps)\n", + " print(log_spec)\n", + " height = log_spec.shape[0]\n", + " width = log_spec.shape[1]\n", + " X = np.linspace(0,np.size(spectrogram),num=width,dtype=int)\n", + " Y = range(height)\n", + " ax.pcolormesh(X,Y,log_spec)" + ], + "metadata": { + "id": "8erv0wKADSTa" + }, + "execution_count": 56, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, axes = plt.subplots(2, figsize=(12, 8))\n", + "timescale = np.arange(waveform.shape[0])\n", + "axes[0].plot(timescale, waveform.numpy())\n", + "axes[0].set_title('Waveform')\n", + "axes[0].set_xlim([0, 16000])\n", + "\n", + "plot_spectrogram(spectrogram.numpy(), axes[1])\n", + "axes[1].set_title('Spectrogram')\n", + "plt.suptitle(label.title())\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 766 + }, + "id": "PKvlBPJUpXkG", + "outputId": "1e5709ed-d409-40bf-9fea-9cc615bdbc4b" + }, + "execution_count": 57, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ -0.48054522 -0.38986552 -0.92145395 ... -1.6865569 -1.3988696\n", + " -1.4318361 ]\n", + " [ 0.7487027 0.53548366 -0.22206774 ... -1.4501582 -1.9182464\n", + " -2.0109408 ]\n", + " [ 1.0659071 0.50947773 0.2798588 ... 0.29153162 0.1024145\n", + " 0.14558505]\n", + " ...\n", + " [ -8.980251 -7.970708 -7.520323 ... -8.154662 -9.172427\n", + " -8.4874325 ]\n", + " [-10.299492 -8.278284 -8.055021 ... -10.460609 -10.21736\n", + " -8.34708 ]\n", + " [-14.843773 -8.53841 -9.544622 ... -9.2307205 -9.258243\n", + " -8.781588 ]]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "def make_spec_ds(dataset):\n", + " return dataset.map(lambda audio,label: (get_spectrogram(audio),label),tf.data.AUTOTUNE)" + ], + "metadata": { + "id": "JZyMYwa_iYe9" + }, + "execution_count": 67, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "train_spectrogram_ds = make_spec_ds(train_ds)\n", + "val_spectrogram_ds = make_spec_ds(val_ds)\n", + "test_spectrogram_ds = make_spec_ds(test_ds)" + ], + "metadata": { + "id": "Zzmh7LTRq_vk" + }, + "execution_count": 69, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "for example_spectrograms, example_spect_labels in train_spectrogram_ds.take(1):\n", + " print(example_spectrograms.shape)\n", + " print(example_spect_labels.shape)" + ], + "metadata": { + "id": "IYrsDYrjrljN", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "2ab1480d-b987-488a-91ec-b5dc9784f0b8" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(64, 124, 129, 1)\n", + "(64,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "rows = 3\n", + "cols = 3\n", + "n = rows*cols\n", + "\n", + "plt.figure(figsize=(16,9))\n", + "for i in range(n):\n", + " plt.subplot(rows,cols,i+1)\n", + " plot_spectrogram(example_spectrograms[i],plt)\n", + " plt.title(label_names[example_spect_labels[i]])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 378 + }, + "id": "wedHogI4r6fX", + "outputId": "86d5729d-b9bc-47b6-f987-658cce3a980e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "train_spectrogram_ds = train_spectrogram_ds.cache().shuffle(10000).prefetch(tf.data.AUTOTUNE)\n", + "val_spectrogram_ds = val_spectrogram_ds.cache().prefetch(tf.data.AUTOTUNE)\n", + "test_spectrogram_ds = test_spectrogram_ds.cache().prefetch(tf.data.AUTOTUNE)" + ], + "metadata": { + "id": "cygQN0GrtYMy" + }, + "execution_count": 71, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "input_shape = example_spectrograms.shape[1:]\n", + "print('Input shape:', input_shape)\n", + "num_labels = len(label_names)\n", + "print(num_labels)\n", + "label_names" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WBoZjBMHt7L2", + "outputId": "b9e3ef89-f674-427b-84be-1ad1874a97da" + }, + "execution_count": 74, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Input shape: (124, 129, 1)\n", + "8\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['down', 'go', 'left', 'no', 'right', 'stop', 'up', 'yes'],\n", + " dtype='\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "model = models.Sequential([\n", + " layers.Input(shape=input_shape),\n", + " # Downsample the input.\n", + " layers.Resizing(32, 32),\n", + " # Normalize.\n", + " norm_layer,\n", + " layers.Conv2D(32, 3, activation='relu'),\n", + " layers.Conv2D(64, 3, activation='relu'),\n", + " layers.MaxPooling2D(),\n", + " layers.Dropout(0.25),\n", + " layers.Flatten(),\n", + " layers.Dense(128, activation='relu'),\n", + " layers.Dropout(0.5),\n", + " layers.Dense(num_labels),\n", + "])\n", + "\n", + "model.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9oawsIXuldZG", + "outputId": "9c7d7bd7-99b0-4fe7-c098-a1c9a48d226b" + }, + "execution_count": 80, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential_2\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " resizing_2 (Resizing) (None, 32, 32, 1) 0 \n", + " \n", + " normalization_2 (Normalizat (None, 32, 32, 1) 3 \n", + " ion) \n", + " \n", + " conv2d_4 (Conv2D) (None, 30, 30, 32) 320 \n", + " \n", + " conv2d_5 (Conv2D) (None, 28, 28, 64) 18496 \n", + " \n", + " max_pooling2d_2 (MaxPooling (None, 14, 14, 64) 0 \n", + " 2D) \n", + " \n", + " dropout_4 (Dropout) (None, 14, 14, 64) 0 \n", + " \n", + " flatten_2 (Flatten) (None, 12544) 0 \n", + " \n", + " dense_4 (Dense) (None, 128) 1605760 \n", + " \n", + " dropout_5 (Dropout) (None, 128) 0 \n", + " \n", + " dense_5 (Dense) (None, 8) 1032 \n", + " \n", + "=================================================================\n", + "Total params: 1,625,611\n", + "Trainable params: 1,625,608\n", + "Non-trainable params: 3\n", + "_________________________________________________________________\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "model.compile(\n", + " optimizer=tf.keras.optimizers.Adam(),\n", + " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", + " metrics=['accuracy'],\n", + ")" + ], + "metadata": { + "id": "-NffnNo4uwna" + }, + "execution_count": 81, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "EPOCHS = 10\n", + "history = model.fit(\n", + " train_spectrogram_ds,\n", + " validation_data=val_spectrogram_ds,\n", + " epochs=EPOCHS,\n", + " callbacks=tf.keras.callbacks.EarlyStopping(verbose=1, patience=2),\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NdEGPzjFu3Mw", + "outputId": "4538bbfb-9fbc-4396-db98-56b50f319320" + }, + "execution_count": 82, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/10\n", + "100/100 [==============================] - 14s 36ms/step - loss: 1.7588 - accuracy: 0.3634 - val_loss: 1.3627 - val_accuracy: 0.5781\n", + "Epoch 2/10\n", + "100/100 [==============================] - 1s 10ms/step - loss: 1.2096 - accuracy: 0.5752 - val_loss: 0.9691 - val_accuracy: 0.6797\n", + "Epoch 3/10\n", + "100/100 [==============================] - 1s 7ms/step - loss: 0.9397 - accuracy: 0.6712 - val_loss: 0.8097 - val_accuracy: 0.7344\n", + "Epoch 4/10\n", + "100/100 [==============================] - 1s 7ms/step - loss: 0.7638 - accuracy: 0.7242 - val_loss: 0.6862 - val_accuracy: 0.7799\n", + "Epoch 5/10\n", + "100/100 [==============================] - 1s 7ms/step - loss: 0.6561 - accuracy: 0.7620 - val_loss: 0.6490 - val_accuracy: 0.8190\n", + "Epoch 6/10\n", + "100/100 [==============================] - 1s 8ms/step - loss: 0.5697 - accuracy: 0.8028 - val_loss: 0.5724 - val_accuracy: 0.8073\n", + "Epoch 7/10\n", + "100/100 [==============================] - 1s 7ms/step - loss: 0.5070 - accuracy: 0.8208 - val_loss: 0.5561 - val_accuracy: 0.8242\n", + "Epoch 8/10\n", + "100/100 [==============================] - 1s 7ms/step - loss: 0.4528 - accuracy: 0.8355 - val_loss: 0.5129 - val_accuracy: 0.8281\n", + "Epoch 9/10\n", + "100/100 [==============================] - 1s 7ms/step - loss: 0.4096 - accuracy: 0.8600 - val_loss: 0.5003 - val_accuracy: 0.8281\n", + "Epoch 10/10\n", + "100/100 [==============================] - 1s 7ms/step - loss: 0.3793 - accuracy: 0.8644 - val_loss: 0.4848 - val_accuracy: 0.8359\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "metrics = history.history\n", + "plt.figure(figsize=(16,6))\n", + "plt.subplot(1,2,1)\n", + "plt.plot(history.epoch, metrics['loss'], metrics['val_loss'])\n", + "plt.legend(['loss', 'val_loss'])\n", + "plt.ylim([0, max(plt.ylim())])\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Loss [CrossEntropy]')\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.plot(history.epoch, 100*np.array(metrics['accuracy']), 100*np.array(metrics['val_accuracy']))\n", + "plt.legend(['accuracy', 'val_accuracy'])\n", + "plt.ylim([0, 100])\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Accuracy [%]')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 409 + }, + "id": "ILpTdHdwvJ8L", + "outputId": "1924a9ca-7a97-4d86-aca5-689f472d1b1c" + }, + "execution_count": 83, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0, 0.5, 'Accuracy [%]')" + ] + }, + "metadata": {}, + "execution_count": 83 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_pred = model.predict(test_spectrogram_ds)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SaXyfgl9vOMK", + "outputId": "2fdc1a26-a8d1-4d30-ab08-14e63b076db5" + }, + "execution_count": 84, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "13/13 [==============================] - 2s 81ms/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_pred = tf.argmax(y_pred,axis=1)" + ], + "metadata": { + "id": "ZVWVRxy7vUuN" + }, + "execution_count": 85, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "y_true = tf.concat(list(test_spectrogram_ds.map(lambda s,lab: lab)), axis=0)" + ], + "metadata": { + "id": "fMnwCkmlvgkh" + }, + "execution_count": 86, + "outputs": [] + } + ] +} \ No newline at end of file