{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# SparseAuxIva - Fast BSS" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Introduction\n", "The cocktail party problem is a situation where multiple people are speaking at the same time and the listener stands back. The percepted signal is not very intelligible, since the words are mixed. Blind Source Separation takes the mixed signal from a few recording devices and demix it to obtain the signals as close as possible to the original speakers.
\n", "There are a few different methods to tackle this task, namely Principal Components Analysis (PCA), Independent Component Analysis (ICA) and Independent Vector Analysis (IVA). For this project, we propose an implementation of an optimization of AuxIVA: SparseAuxIva based on: \n", "Jakub Janský, Zbyněk Koldovský, Nobutaka Ono, *A computationally cheaper method for blind speech separation based on auxIVA and incomplete demixing transform.* IWAENC 2016, Xi'an, China." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## General idea\n", "\n", "#### Problem formulation\n", "\n", "In our case, we have two sources $\\mathbf{S}(k,l) = \\left[S_1(k,l), S_2(k,l) \\right]^T$ and two recordings $\\mathbf{X} = \\left[X_1(k,l), X_2(k,l) \\right]^T$ with the relation:\n", "$$\\mathbf{X}(k,l) = \\mathbf{H}(k) \\mathbf{S}(k,l)$$ where $\\mathbf{H}$ are the acoustic transfer functions between the speakers and the microphones.
\n", "Our goal is to come up with $\\mathbf{W}$ such that:\n", "$$\\mathbf{Y}(k,l) = \\mathbf{W}(k) \\mathbf{X}(k,l)$$\n", "when $\\mathbf{Y}$ are the demixed signals.
\n", "Note: we are using STFT transforms and therefore $k=1,\\ldots,K$ and $l=1,\\ldots,K$ denote the frequency and time frame index respectively.\n", "\n", "\n", "#### Procedure\n", "Standard BSS methods will tackle this problem, taking various amount of time and with different results. \n", "The proposed method result from the observation that speech is sparse in the frequency domain. We can therefore run the traditionnal separation on selected frequency bins and bring computationnal savings (proportionnal to the number of those selected frequencies).
\n", "This yeild to an incomplete demixing transform, but it can be extrapolated through finding its sparsest representation in the time-domain. The latter step is done by using a fast\n", "convex programming algorithm solving LASSO.\n", "\"Drawing\"" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import sys\n", "sys.path.insert(0, '.')\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.io import wavfile\n", "from scipy.signal import fftconvolve\n", "import IPython\n", "import pyroomacoustics as pra\n", "from scipy.linalg import dft\n", "from pyroomacoustics.bss.common import projection_back\n", "from mir_eval.separation import bss_eval_images\n", "from pyroomacoustics.bss.sparseauxiva import sparseauxiva" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 0. Signals Generation\n", "First, open and concatanate wav files from the CMU dataset." ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# concatanate audio samples to make them look long enough\n", "wav_files = [\n", " ['../examples/input_samples/cmu_arctic_us_axb_a0004.wav',\n", " '../examples/input_samples/cmu_arctic_us_axb_a0005.wav',\n", " '../examples/input_samples/cmu_arctic_us_axb_a0006.wav',],\n", " ['../examples/input_samples/cmu_arctic_us_aew_a0001.wav',\n", " '../examples/input_samples/cmu_arctic_us_aew_a0002.wav',\n", " '../examples/input_samples/cmu_arctic_us_aew_a0003.wav',]\n", " ]\n", "fs = 16000;\n", "\n", "signals = [ np.concatenate([wavfile.read(f)[1].astype(np.float32)\n", " for f in source_files])\n", "for source_files in wav_files ]" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original signal 1 (Woman):\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Original signal 1 (Woman):\")\n", "IPython.display.Audio(signals[0], rate=fs)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original signal 2 (Man):\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Original signal 2 (Man):\")\n", "IPython.display.Audio(signals[1], rate=fs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Define an anechoic room envrionment, as well as the microphone array and source locations." ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C-extension libroom unavailable. Falling back to pure python\n", "C-extension libroom unavailable. Falling back to pure python\n", "Cython-extension build_rir unavailable. Falling back to pure python\n", "Cython-extension build_rir unavailable. Falling back to pure python\n", "Cython-extension build_rir unavailable. Falling back to pure python\n", "Cython-extension build_rir unavailable. Falling back to pure python\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Room 8m by 9m\n", "room_dim = [8, 9]\n", "\n", "# source locations and delays\n", "locations = [[2.5,3], [2.5, 6]]\n", "delays = [1., 0.]\n", "\n", "# create an anechoic room with sources and mics\n", "room = pra.ShoeBox(room_dim, fs=16000, max_order=15, absorption=0.35, sigma2_awgn=1e-8)\n", "\n", "# add mic and good source to room\n", "# Add silent signals to all sources\n", "for sig, d, loc in zip(signals, delays, locations):\n", " room.add_source(loc, signal=np.zeros_like(sig), delay=d)\n", "\n", "# add microphone array\n", "room.add_microphone_array(pra.MicrophoneArray(np.c_[[6.5, 4.49], [6.5, 4.51]], room.fs))\n", "\n", "fig, ax = room.plot()\n", "ax.set_title('Room')\n", "\n", "# Compute the RIRs as in the Room Impulse Response generation section.\n", "room.compute_rir()\n", "\n", "\n", "# Record each source separately\n", "separate_recordings = []\n", "for source, signal in zip(room.sources, signals):\n", "\n", " source.signal[:] = signal\n", "\n", " room.simulate()\n", " separate_recordings.append(room.mic_array.signals)\n", "\n", " source.signal[:] = 0.\n", "separate_recordings = np.array(separate_recordings)\n", "\n", "# Mix down the recorded signals\n", "mics_signals = np.sum(separate_recordings, axis=0)\n", "\n", "# Reference signal to calculate performance of BSS\n", "ref = np.moveaxis(separate_recordings, 1, 2)\n", "\n" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Roomed signal 1:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Roomed signal 1:\")\n", "IPython.display.Audio(separate_recordings[0], rate=fs)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Roomed signal 2:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Roomed signal 2:\")\n", "IPython.display.Audio(separate_recordings[1], rate=fs)" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mixed signal:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Mixed signal:\")\n", "IPython.display.Audio(mics_signals[0], rate=fs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 1. STFT and Bins Selection\n", "In order to have the best performances, we need to choose the frequencies most meaningful to humain speech. Using STFT, we select the bins that have the highest amplitude." ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# STFT frame length\n", "L = 2048\n", "\n", "# Observation vector in the STFT domain\n", "X = np.array([pra.stft(ch, L, L, transform=np.fft.rfft, zp_front=L//2, zp_back=L//2) for ch in mics_signals])\n", "X = np.moveaxis(X, 0, 2)\n", "\n", "# select bins, random or maximum amplitude\n", "ratio = 0.35\n", "average = np.abs(np.mean(np.mean(X, axis=2), axis=0))\n", "k = np.int_(average.shape[0] * ratio)\n", "S = np.argpartition(average, -k)[-k:]\n", "S = np.sort(S)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 2. AuxIVA on selected bins\n", "Independent Vector Analysis is an extension of ICA to multivariate components, allowing to solve the BBS problem using STFT. Also, the whole frequency components are modeled as a stochastic vector variable and simultaneously processed, avoiding the permutation ambiguity found in other BBS methods (ICA). Here, an auxilary function is prefered from redular gradients for the update rule." ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# Run SparseAuxIva\n", "n_iter = 30\n", "Y, W = pra.bss.sparseauxiva(X,S,n_iter, lasso=False, return_filters=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 3. Interpolation of missing bins" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "At this point, we have a sparse vector **W** demixing the selected frequency bins in **S** for our original equation. \n", "We now need to reformulate the original problem as to reconstruct relative transfer functions (RTFs) between the microphones related to the sources. That is for each source, find the transfer function between the mics. The RTF for the ith source is defined as $H_{RTF,i}(k) =\\dfrac{H_{2i}(k)}{H_{1i}(k)}$.
\n", "Gathering the weights we already have in \n", "$$\\mathbf{Z}_i = \\left[\\dfrac{w_{i,1}(k_1)}{w_{i,2}(k_1)}, \\ldots, \\dfrac{w_{i,1}(k_{|S|})}{w_{i,2}(k_{|S|})}\\right]$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "we can formulate LASSO regression as follows:\n", "$$ \\mathbf{\\hat{H}}_{RTF,i} = \\arg \\underset{\\mathbf{H}}{\\min} ||\\mathbf{Z}_i - \\mathbf{H}_S||^2_2 + \\mu ||\\mathbf{F}^h\\mathbf{H}||_1 $$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regularizer term $\\mu ||\\mathbf{F}^h\\mathbf{H}||_1 $ is justified by fact that relative impulse responses are fast decaying sequences,\n", " so the RTFs are approximately sparse in the time domain." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Finally, the demixing weight for the frequency bin k can be defined as \n", "$$\\mathbf{W}(k) = \\begin{pmatrix} H_{RTF,2}(k) & -1 \\\\ H_{RTF,1}(k) & -1 \\end{pmatrix}$$" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0.98,'Result of interpolation using Sparir')" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_frames, n_freq, n_chan = X.shape\n", "k_freq = S.shape[0]\n", "n_src = n_chan\n", "\n", "Z = np.zeros((n_src, k_freq), dtype=W.dtype)\n", "G = np.zeros((n_src, n_freq,1), dtype=Z.dtype)\n", "hrtf = np.zeros((n_freq, n_src), dtype=W.dtype) # h in the time domain\n", "Hrtf = np.zeros((n_freq, n_src), dtype=W.dtype) # H in the frequency domain\n", "DFT_matrix = dft(n_freq)\n", "# print(np.all(np.linalg.eigvals(DFT_matrix.T.dot(DFT_matrix)) > 0))\n", "for i in range(n_src):\n", "\n", " # sparse relative transfer function\n", " Z[i, :] = np.array([-W[S[f], 0, i] / W[S[f], 1, i] for f in range(k_freq)]).conj().T\n", "\n", " G[i, S] = (np.expand_dims(Z[i, :], axis=1))\n", "\n", " # compute the extrapolated relative impulse response solving LASSO\n", " hrtf[:, i] = pra.bss.sparir(G[i,:], S)\n", "\n", " # convert to transfer function\n", " Hrtf[:, i] = np.dot(DFT_matrix, hrtf[:, i])\n", "\n", " # Finally, you could assemble W\n", " for f in range(n_freq):\n", " W[f, :, i] = np.conj([Hrtf[f, i], -1])\n", "\n", "x, y = np.random.randn(2, 100)\n", "fig, ax1 = plt.subplots(figsize=(18, 10))\n", "#ax1.xcorr(x, y, usevlines=True, maxlags=50, normed=True, lw=2)\n", "ax1.scatter(np.arange(2049),np.abs(G[0,:]), marker='o',label='Sparse RTF')\n", "ax1.scatter(np.arange(2049),np.abs(Hrtf[:,0]), marker='.', label='$\\mathbf{\\hat{H}}_{RTF}$')\n", "ax1.grid(True)\n", "ax1.legend(loc=1, prop={'size': 20})\n", "fig.tight_layout(pad=0.5)\n", "fig.suptitle(\"Result of interpolation using Sparir\", fontsize=18)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 4. Results" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**W** is now complete. We now proceed to the final demix. A projection back to the original mixed signal is required to solve the scale ambiguity of AuxIVA. We apply iSTFT to obtain the demixed tracks in time domain and compute SIR and SDR to appreciate the quality of the separation process. " ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SDR: [ 7.61 10.19], SIR: [12.92 18.08]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pra.bss.demixsparse(Y, X, np.array(range(n_freq)), W)\n", "\n", "# Note: Remember applying projection_back in the end (in ../bss/.common.py) to solve the scale ambiguity\n", "z = projection_back(Y, X[:, :, 0])\n", "Y *= np.conj(z[None, :, :])\n", "\n", "# run iSTFT\n", "y = np.array([pra.istft(Y[:,:,ch], L, L, transform=np.fft.irfft, zp_front=L//2, zp_back=L//2) for ch in range(Y.shape[2])])\n", "\n", "# Compare SIR and SDR with our reference signal\n", "sdr, isr, sir, sar, perm = bss_eval_images(ref[:,:y.shape[1]-L//2,0], y[:,L//2:ref.shape[1]+L//2])\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(10, 4)\n", "\n", "plt.subplot(2,2,1)\n", "plt.specgram(ref[0,:,0], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 0 (clean)')\n", "\n", "plt.subplot(2,2,2)\n", "plt.specgram(ref[1,:,0], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 1 (clean)')\n", "\n", "plt.subplot(2,2,3)\n", "plt.specgram(y[perm[0],:], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 0 (separated)')\n", "\n", "plt.subplot(2,2,4)\n", "plt.specgram(y[perm[1],:], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 1 (separated)')\n", "\n", "plt.tight_layout(pad=0.5)\n", "\n", "print('SDR: {0}, SIR: {1}'.format(sdr, sir))" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Demixed signal 1:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Demixed signal 1:\")\n", "IPython.display.Audio(y[perm[0],:], rate=fs)" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Demixed signal 2:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Demixed signal 2:\")\n", "IPython.display.Audio(y[perm[1],:], rate=fs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Comparison" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import time\n", "Times, SIRs = [], []" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "X_pca = np.moveaxis(mics_signals, 0, 1)\n", "pca = PCA(n_components=2)\n", "start_time = time.time()\n", "h = pca.fit_transform(X_pca)\n", "elapsed_time = time.time() - start_time\n", "Times.append(elapsed_time)\n", "h = np.moveaxis(h, 0, 1)\n", "\n", "# Compare SIR and SDR with our reference signal\n", "sdr, isr, sir, sar, perm = bss_eval_images(ref[:,:h.shape[1]-L//2,0], h[:,L//2:ref.shape[1]+L//2])\n", "SIRs.append(sir)" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "start_time = time.time()\n", "Y = pra.bss.auxiva(X, n_iter=30, proj_back=True)\n", "elapsed_time = time.time() - start_time\n", "Times.append(elapsed_time)\n", "# run iSTFT\n", "y = np.array([pra.istft(Y[:,:,ch], L, L, transform=np.fft.irfft, zp_front=L//2, zp_back=L//2) for ch in range(Y.shape[2])])\n", "\n", "# Compare SIR and SDR with our reference signal\n", "sdr, isr, sir, sar, perm = bss_eval_images(ref[:,:y.shape[1]-L//2,0], y[:,L//2:ref.shape[1]+L//2])\n", "SIRs.append(sir)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "start_time = time.time()\n", "Y = pra.bss.sparseauxiva(X,S,n_iter, lasso=True)\n", "elapsed_time = time.time() - start_time\n", "Times.append(elapsed_time)\n", "# run iSTFT\n", "y = np.array([pra.istft(Y[:,:,ch], L, L, transform=np.fft.irfft, zp_front=L//2, zp_back=L//2) for ch in range(Y.shape[2])])\n", "\n", "# Compare SIR and SDR with our reference signal\n", "sdr, isr, sir, sar, perm = bss_eval_images(ref[:,:y.shape[1]-L//2,0], y[:,L//2:ref.shape[1]+L//2])\n", "SIRs.append(sir)" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "methods = np.arange(3)\n", "plt.figure()\n", "plt.subplot(1,2,1)\n", "plt.bar(methods, Times)\n", "plt.xticks(methods, ('PCA', 'AuxIVA', 'SparseAuxIva'))\n", "plt.title('Computation time')\n", "plt.ylabel('seconds')\n", "\n", "plt.subplot(1,2,2)\n", "plt.bar(methods, np.mean(SIRs,axis=1))\n", "plt.xticks(methods, ('PCA', 'AuxIVA', 'SparseAuxIva'))\n", "plt.title('Performance (SIR)')\n", "plt.ylabel('dB')\n", "\n", "plt.tight_layout(pad=0.5)" ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "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" } }, "nbformat": 4, "nbformat_minor": 2 }