{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# DUET\n", "\n", "Rickard, Scott. \"The DUET blind source separation algorithm.\" \n", "Blind speech separation. Springer, Dordrecht, 2007. 217-241.\n", "\n", " @incollection{rickard2007duet,\n", " title={The DUET blind source separation algorithm},\n", " author={Rickard, Scott},\n", " booktitle={Blind speech separation},\n", " pages={217--241},\n", " year={2007},\n", " publisher={Springer}\n", " }" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matching file found at /home/pseetharaman/.nussl/audio/wsj_speech_mixture_ViCfBJj.mp3, skipping download.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import nussl\n", "import matplotlib.pyplot as plt\n", "import time\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "start_time = time.time()\n", "\n", "nussl.utils.seed(0)\n", "\n", "def visualize_and_embed(sources):\n", " plt.figure(figsize=(10, 6))\n", " plt.subplot(211)\n", " nussl.utils.visualize_sources_as_masks(sources,\n", " y_axis='linear', db_cutoff=-40, alpha_amount=2.0)\n", " plt.subplot(212)\n", " nussl.utils.visualize_sources_as_waveform(\n", " sources, show_legend=False)\n", " plt.show()\n", " nussl.play_utils.multitrack(sources)\n", "\n", "audio_path = nussl.efz_utils.download_audio_file(\n", " 'wsj_speech_mixture_ViCfBJj.mp3')\n", "audio_signal = nussl.AudioSignal(audio_path)\n", "separator = nussl.separation.spatial.Duet(\n", " audio_signal, num_sources=2)\n", "estimates = separator()\n", "\n", "estimates = {\n", " f'Speaker {i}': e for i, e in enumerate(estimates)\n", "}\n", "\n", "visualize_and_embed(estimates)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken: 1.6775 seconds\n" ] } ], "source": [ "end_time = time.time()\n", "time_taken = end_time - start_time\n", "print(f'Time taken: {time_taken:.4f} seconds')" ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:light" }, "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }