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@nateraw
Created November 15, 2022 17:27
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decord-stereo-audio-bug.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyN1I6GGOZsaEg2raBnAnsnf",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/nateraw/fcc2bdb9c8738224957c8617c3360445/decord-stereo-audio-bug.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Z0KKMkSDQpcF",
"outputId": "15ec250a-3244-4cb9-9f8d-27d689ca87ad"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: decord in /usr/local/lib/python3.7/dist-packages (0.6.0)\n",
"Collecting simpleaudio\n",
" Downloading simpleaudio-1.0.4.tar.gz (2.0 MB)\n",
"\u001b[K |████████████████████████████████| 2.0 MB 15.3 MB/s \n",
"\u001b[?25hRequirement already satisfied: numpy>=1.14.0 in /usr/local/lib/python3.7/dist-packages (from decord) (1.21.6)\n",
"Building wheels for collected packages: simpleaudio\n",
" Building wheel for simpleaudio (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for simpleaudio: filename=simpleaudio-1.0.4-cp37-cp37m-linux_x86_64.whl size=2065924 sha256=53ca21e32c47a7d4260e75ff91a50702831d56050da0d790827f41fb21ef4982\n",
" Stored in directory: /root/.cache/pip/wheels/9a/d6/39/e26b6f988cc5acd1fba2c1b18f0debe27bdee3e1e53f4c93f9\n",
"Successfully built simpleaudio\n",
"Installing collected packages: simpleaudio\n",
"Successfully installed simpleaudio-1.0.4\n"
]
}
],
"source": [
"! pip install decord simpleaudio"
]
},
{
"cell_type": "code",
"source": [
"import sys, os\n",
"import decord as de\n",
"import simpleaudio as sa\n",
"import numpy as np\n",
"from scipy.io.wavfile import write"
],
"metadata": {
"id": "M3A83ZsrQrFn"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Download example file"
],
"metadata": {
"id": "HYwFuRzpVFR4"
}
},
{
"cell_type": "code",
"source": [
"! wget -nc https://github.com/dmlc/decord/raw/master/examples/example.mp3"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xuJ4OUQBQzk-",
"outputId": "21169014-81d1-4236-e595-838a96c1dda0"
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2022-11-15 17:08:47-- https://github.com/dmlc/decord/raw/master/examples/example.mp3\n",
"Resolving github.com (github.com)... 140.82.121.3\n",
"Connecting to github.com (github.com)|140.82.121.3|:443... connected.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://raw.githubusercontent.com/dmlc/decord/master/examples/example.mp3 [following]\n",
"--2022-11-15 17:08:47-- https://raw.githubusercontent.com/dmlc/decord/master/examples/example.mp3\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 5166074 (4.9M) [audio/mpeg]\n",
"Saving to: ‘example.mp3’\n",
"\n",
"example.mp3 100%[===================>] 4.93M --.-KB/s in 0.03s \n",
"\n",
"2022-11-15 17:08:48 (157 MB/s) - ‘example.mp3’ saved [5166074/5166074]\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"audio_file = 'example.mp3'"
],
"metadata": {
"id": "Bhvxqi_eQ8Td"
},
"execution_count": 37,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Plot array fn to help us visualize results"
],
"metadata": {
"id": "dIeeO92YTHK-"
}
},
{
"cell_type": "code",
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"\n",
"def plot_array(y):\n",
" x = np.arange(y.shape[0]) \n",
" \n",
" # plotting\n",
"\n",
" plt.title(\"Line graph\") \n",
"\n",
" plt.xlabel(\"X axis\") \n",
"\n",
" plt.ylabel(\"Y axis\") \n",
"\n",
" plt.plot(x, y, color =\"red\") \n",
" return plt.show()"
],
"metadata": {
"id": "BVfp4v0-TJ_f"
},
"execution_count": 35,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Stereo With Decord\n",
"\n",
"Plot left and right channels. One channel is way different from the other."
],
"metadata": {
"id": "TAWDGK1eTJ3n"
}
},
{
"cell_type": "code",
"source": [
"ctx = de.cpu(0)\n",
"duration = 5\n",
"\n",
"ar = de.AudioReader(audio_file, ctx, sample_rate=22050, mono=False)\n",
"end_idx = ar.sample_rate * duration\n",
"audio_arr = ar[0:end_idx].asnumpy()\n",
"print(f\"Audio Arr Shape: {audio_arr.shape}\")\n",
"plot_array(audio_arr[0])\n",
"plot_array(audio_arr[1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 590
},
"id": "APDmLwRuTNz5",
"outputId": "19c60aaf-245a-4d1f-ab30-1f8dfa199cea"
},
"execution_count": 48,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Audio Arr Shape: (2, 110250)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Stereo with Librosa\n",
"plot left and right channels. This looks right to me."
],
"metadata": {
"id": "lsvZfsrnUAjb"
}
},
{
"cell_type": "code",
"source": [
"import librosa\n",
"\n",
"y, sr = librosa.load(audio_file, duration=5, mono=False)\n",
"plot_array(y[0])\n",
"plot_array(y[1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 608
},
"id": "_U6lJYeIUCOs",
"outputId": "a4e6c08f-1b9f-4782-8622-b7b512cd4ca3"
},
"execution_count": 42,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/librosa/core/audio.py:165: UserWarning: PySoundFile failed. Trying audioread instead.\n",
" warnings.warn(\"PySoundFile failed. Trying audioread instead.\")\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Mono with Decord\n",
"\n",
"working as expected"
],
"metadata": {
"id": "tRmhuEcSUTUQ"
}
},
{
"cell_type": "code",
"source": [
"ar = de.AudioReader(audio_file, ctx, mono=True, sample_rate=22050)\n",
"audio_arr = ar[0:end_idx].asnumpy()\n",
"print(f\"Audio Arr Shape: {audio_arr.shape}\")\n",
"plot_array(audio_arr[0])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 312
},
"id": "G7I1h3S1UUk3",
"outputId": "781ef28d-4fba-42f7-c363-e648a34ca539"
},
"execution_count": 47,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Audio Arr Shape: (1, 110250)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
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