From fa54a994523a589e29d0b09094f4b2c208771fdc Mon Sep 17 00:00:00 2001 From: Pratham Vadhulas <71392285+rp-bot@users.noreply.github.com> Date: Tue, 17 Sep 2024 14:59:25 -0400 Subject: [PATCH] Created using Colab --- .../Convolution_Reverb.ipynb | 218 ++++++++++++++++++ 1 file changed, 218 insertions(+) create mode 100644 Chapter2_(WaveShaping)/Convolution_Reverb.ipynb diff --git a/Chapter2_(WaveShaping)/Convolution_Reverb.ipynb b/Chapter2_(WaveShaping)/Convolution_Reverb.ipynb new file mode 100644 index 0000000..7dfc65c --- /dev/null +++ b/Chapter2_(WaveShaping)/Convolution_Reverb.ipynb @@ -0,0 +1,218 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "authorship_tag": "ABX9TyNFLYWu+TwqUMC2sKgDOQeX", + "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": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NbHwszlSMyau", + "outputId": "15611311-71b5-43a3-f192-57c2773560c0" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading...\n", + "From: https://drive.google.com/uc?id=1SX4O2LDen4334ED5haHvlOqH3OpNEXFz\n", + "To: /content/gun_shot_sfx.wav\n", + "\r 0% 0.00/799k [00:00 1:\n", + " gunshot_wave = gunshot_wave.mean(axis=1)" + ], + "metadata": { + "id": "ASaGLZRRRsWC" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Generate a sine wave\n", + "duration = 1.0 # seconds\n", + "frequency = 440.0 # Hz (A4 note)\n", + "t = np.linspace(0, duration, int(sample_rate * duration), endpoint=False)\n", + "sine_wave = 0.5 * np.sin(2 * np.pi * frequency * t)" + ], + "metadata": { + "id": "IkjFvlE9TqDr" + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Perform convolution\n", + "convolved_wave = convolve(sine_wave, gunshot_wave, mode='same')" + ], + "metadata": { + "id": "yfYYI4tzTfXy" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Normalize the convolved wave to prevent clipping\n", + "convolved_wave = convolved_wave / np.max(np.abs(convolved_wave))\n", + "\n", + "# Save the convolved result to a new WAV file\n", + "wavfile.write('convolved_output.wav', sample_rate, convolved_wave.astype(np.float32))" + ], + "metadata": { + "id": "vQShz_vST_XM" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "BuS19IzdVfFq" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Plot original and convolved signals\\\n", + "plt.figure(figsize=(12, 6))\n", + "plt.subplot(2, 1, 1)\n", + "plt.title(\"Sine Wave to be convolved\")\n", + "plt.plot(sine_wave)\n", + "plt.figure(figsize=(12, 6))\n", + "plt.subplot(2, 1, 1)\n", + "plt.title(\"Original Gunshot Waveform\")\n", + "plt.plot(gunshot_wave)\n", + "plt.subplot(2, 1, 2)\n", + "plt.title(\"Convolved Waveform\")\n", + "plt.plot(convolved_wave)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Play the convolved audio (requires IPython.display)\n", + "from IPython.display import Audio\n", + "Audio('convolved_output.wav')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 855 + }, + "id": "3pot3Y52UjB5", + "outputId": "716b4463-7d1e-4fcc-aa37-eb497435c88c" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " " + ] + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "PAwm9cHMVkSC" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file