{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 01 声音是如何产生的" ] }, { "attachments": { "f203c9d5-3118-4476-b28d-52ca82844a72.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "声音以波的形式传播,即声波(Sound Wave)。当我们以波的视角来理解声音时,却又大繁若简起来:仅凭频率(Frequency)、\n", "幅度(Magnitude)、相位(Phase)便构成了波及其叠加的所有,声音的不同音高(Pitch)、音量(Loudness)、音色(Timbre)\n", "也由这些基本“粒子”组合而来。\n", "\n", "![图片.png](attachment:f203c9d5-3118-4476-b28d-52ca82844a72.png)\n", "\n", "世上形形色色的声波都可以“降解”到基本波身上,这也是傅里叶变换(Fourier Transform)的基本思想。\n", "不同的声波有不同的频率和幅度(决定音量),人耳也有自己的接受范围。人耳对频率的接受范围大致为 20 Hz至20 kHz,\n", "于是以人为本地将更高频率的声波定义为超声波(Ultrasound Wave)、更低频率的声波定义为次声波(Infrasound Wave),\n", "虽然其他动物可以听到不同范围的声音;人耳对音量的接受范围已经进化得适应了地球上的常规声音,小到呼吸声、飞虫声, 大到飞机起飞、\n", "火箭发射的声音(已经不是地球默认配置),再往上,人的身心就越来越承受不住了,为了衡量音量的大小,再一次以人为本地将人耳所能听到\n", "的1kHz纯音的音量下限定义为0dB。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 02 赛题数据集介绍" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "声音分类在很多场景中都有大模型的应用,例如对音乐的分类可以应用于音乐检索和音乐推荐中;\n", "对人声的分类可以应用在身份识别、智能家居中。本比赛的背景是食物的声音的分类,是一个充满趣味性的任务。\n", "\n", "本次比赛的数据集来自Kaggle的“Eating Sound Collection”(可商用),\n", "数据集中包含20种不同食物的咀嚼声音,赛题任务是给这些声音数据建模,准确分类。\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2021-04-10 22:43:16-- http://tianchi-competition.oss-cn-hangzhou.aliyuncs.com/531887/train_sample.zip\n", "Resolving tianchi-competition.oss-cn-hangzhou.aliyuncs.com (tianchi-competition.oss-cn-hangzhou.aliyuncs.com)... 118.31.232.194\n", "Connecting to tianchi-competition.oss-cn-hangzhou.aliyuncs.com (tianchi-competition.oss-cn-hangzhou.aliyuncs.com)|118.31.232.194|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 540689175 (516M) [application/zip]\n", "Saving to: ‘train_sample.zip’\n", "\n", "100%[======================================>] 540,689,175 12.7MB/s in 41s \n", "\n", "2021-04-10 22:43:58 (12.4 MB/s) - ‘train_sample.zip’ saved [540689175/540689175]\n", "\n", "--2021-04-10 22:44:44-- http://tianchi-competition.oss-cn-hangzhou.aliyuncs.com/531887/test_a.zip\n", "Resolving tianchi-competition.oss-cn-hangzhou.aliyuncs.com (tianchi-competition.oss-cn-hangzhou.aliyuncs.com)... 118.31.232.194\n", "Connecting to tianchi-competition.oss-cn-hangzhou.aliyuncs.com (tianchi-competition.oss-cn-hangzhou.aliyuncs.com)|118.31.232.194|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 1092637852 (1.0G) [application/zip]\n", "Saving to: ‘test_a.zip’\n", "\n", "100%[====================================>] 1,092,637,852 12.2MB/s in 85s \n", "\n", "2021-04-10 22:46:10 (12.2 MB/s) - ‘test_a.zip’ saved [1092637852/1092637852]\n", "\n" ] } ], "source": [ "### 下载天池数据集并解压\n", "!wget http://tianchi-competition.oss-cn-hangzhou.aliyuncs.com/531887/train_sample.zip\n", "!unzip -qq train_sample.zip\n", "!\\rm train_sample.zip\n", "\n", "!wget http://tianchi-competition.oss-cn-hangzhou.aliyuncs.com/531887/test_a.zip\n", "!unzip -qq test_a.zip\n", "!\\rm test_a.zip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 03 数据探索" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 加载库" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# 基本库\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "pd.plotting.register_matplotlib_converters()\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn as sns\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import classification_report\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "from sklearn.preprocessing import MinMaxScaler" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# 加载音频处理库\n", "import os\n", "import matplotlib.pyplot as plt\n", "import librosa\n", "import librosa.display\n", "import glob\n", "import IPython.display as ipd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python有一些很棒的音频处理库,比如Librosa和PyAudio,还有一些内置的模块用于处理音频的基本处理。\n", "\n", "我们将主要使用两个库进行音频采集和回放:\n", "1)Librosa:它通常用于分析音频信号,但更倾向于音乐,它包括用于构建MIR(音乐信息检索)系统的nuts 和 bolts。示例和教程可以参考:https://librosa.github.io/librosa/\n", "2)IPython.display.Audio: 该模块能使得音频直接在jupyter笔记本中播放。\n", "\n", "这两个库我们下面都会用到,可用以下命令进行安装:pip install 【包名,如“librosa”】 -i http://pypi.douban.com/simple/ --trusted-host pypi.douban.com" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 查看音频数据" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "音频文件夹的个数: 20\n", "音频文件总量: 1000\n", "序号 类别 数量 占比\n", "0 aloe 45 4.50%\n", "1 burger 64 6.40%\n", "2 cabbage 48 4.80%\n", "3 candied_fruits 74 7.40%\n", "4 carrots 49 4.90%\n", "5 chips 57 5.70%\n", "6 chocolate 27 2.70%\n", "7 drinks 27 2.70%\n", "8 fries 57 5.70%\n", "9 grapes 61 6.10%\n", "10 gummies 65 6.50%\n", "11 ice-cream 69 6.90%\n", "12 jelly 43 4.30%\n", "13 noodles 33 3.30%\n", "14 pickles 75 7.50%\n", "15 pizza 55 5.50%\n", "16 ribs 47 4.70%\n", "17 salmon 37 3.70%\n", "18 soup 32 3.20%\n", "19 wings 35 3.50%\n" ] } ], "source": [ "voice_path = './train_sample'\n", "\n", "\n", "def look_data():\n", " # 音频类别文件夹个数\n", " print(f'音频文件夹的个数: {len(os.listdir(voice_path))}')\n", "\n", " voice_total = 0\n", " single_label = {}\n", " for ind, label_name in enumerate(os.listdir(voice_path)):\n", " file_path = voice_path + '/' + label_name\n", " single_num = len(os.listdir(file_path))\n", " single_label[label_name] = single_num\n", " voice_total += single_num\n", "\n", " print(f'音频文件总量: {voice_total}')\n", " print(f'{\"序号\":<5}{\"类别\":<15}{\"数量\":<10}{\"占比\"}')\n", " for ind, (key, value) in enumerate(single_label.items()):\n", " print(f'{ind:<5}{key:<20}{value:<10}{value / voice_total:.2%}')\n", "\n", "\n", "look_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "食物的音频主要有6.26G的内存,总共20种食物,总共11140个声音。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 查看音频特征" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以两个音频为例" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "# 播放芦荟的声音\n", "ipd.Audio('./train_sample/aloe/24EJ22XBZ5.wav')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 播放汉堡的声音\n", "ipd.Audio('./train_sample/burger/0WF1KDZVPZ.wav')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用librosa模块加载音频文件,librosa.load()加载的音频文件,默认采样率(sr)为22050HZ mono。我们可以通过librosa.load(path,sr=44100)来更改采样频率" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "data1, sampling_rate1 = librosa.load('./train_sample/aloe/24EJ22XBZ5.wav')\n", "data2, sampling_rate2 = librosa.load('./train_sample/burger/0WF1KDZVPZ.wav')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "查看波形幅度包络图" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 芦荟的波形幅度包络\n", "plt.figure(figsize=(14, 5))\n", "librosa.display.waveplot(data1,sr=sampling_rate1)\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 汉堡的波形幅度包络图\n", "plt.figure(figsize=(14, 5))\n", "librosa.display.waveplot(data2,sr=sampling_rate2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "查看声谱图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "声谱图(spectrogram)是声音或其他信号的频率随时间变化时的频谱(spectrum)的一种直观表示。声谱图有时也称sonographs,voiceprints,或者voicegrams。当数据以三维图形表示时,可称其为瀑布图(waterfalls)。在二维数组中,第一个轴是频率,第二个轴是时间。我们使用librosa.display.specshow来显示声谱图。" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Linear-frequency power spectrogram of aloe')" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 芦荟的声谱图\n", "plt.figure(figsize=(20, 10))\n", "D = librosa.amplitude_to_db(np.abs(librosa.stft(data1)), ref=np.max)\n", "plt.subplot(4, 2, 1)\n", "librosa.display.specshow(D, y_axis='linear')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Linear-frequency power spectrogram of aloe')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Linear-frequency power spectrogram of burger')" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 汉堡的声图谱\n", "plt.figure(figsize=(20, 10))\n", "D = librosa.amplitude_to_db(np.abs(librosa.stft(data2)), ref=np.max)\n", "plt.subplot(4, 2, 1)\n", "librosa.display.specshow(D, y_axis='linear')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Linear-frequency power spectrogram of burger')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" }, "tianchi_metadata": { "competitions": [], "datasets": [ { "id": "96728", "title": "获取数据集标题失败" } ], "description": "", "notebookId": "185214", "source": "dsw" } }, "nbformat": 4, "nbformat_minor": 4 }