{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Information theory: the noisy binary symmetric channel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Florent Leclercq,
\n", "Institut d'Astrophysique de Paris,
\n", "florent.leclercq@iap.fr" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy.special import binom\n", "from matplotlib import pyplot as plt\n", "from PIL import Image\n", "np.random.seed(123456)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams.update({'lines.linewidth': 2})\n", "plt.rcParams.update({'text.usetex': True})\n", "plt.rcParams.update({'text.latex.preamble': r\"\\usepackage{amsmath}\\usepackage{upgreek}\"})\n", "plt.rcParams.update({'font.family': 'serif'})\n", "plt.rcParams.update({'font.size': 16})\n", "plt.rcParams.update({'axes.titlesize': 16})\n", "plt.rcParams.update({'axes.labelsize': 16})\n", "plt.rcParams.update({'xtick.labelsize': 16})\n", "plt.rcParams.update({'ytick.labelsize': 16})\n", "plt.rcParams.update({'legend.fontsize': 16})\n", "plt.rcParams.update({'figure.titlesize': 16})\n", "dir=\"./plots/IT_noisy_binary_channel/\"\n", "!mkdir -p $dir" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The signal" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Open the image and convert it to an array of black/white pixels\n", "im_data = Image.open('data/correlation.png')\n", "im_grey = im_data.convert('L')\n", "signal = np.array(im_grey, dtype=int)\n", "signal[np.where(signal>1)]=1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(1,1, figsize=(5, 5))\n", "ax0.axis('off')\n", "ax0.imshow(signal,cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"signal\")\n", "plt.savefig(dir+'signal.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'signal.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The noisy binary symmetric channel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The channel flips bits with a probability $f$: the noise level." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def noisy_channel(transmitted,noise_level):\n", " received=np.copy(transmitted)\n", " noise=np.random.uniform(size=received.shape)\n", " received[np.where(noise" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(1,1, figsize=(5, 5))\n", "ax0.axis('off')\n", "ax0.imshow(noisy_signal,cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"noisy signal\")\n", "plt.savefig(dir+'noisy_signal.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'noisy_signal.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The R3 code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The R3 code is one of the simplest algorithms: the encoder just repeats the signal 3 times. The decoder uses a \"majority vote\" to decide the value of each bit of the decoded signal." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def R3_encoder(signal):\n", " m1=np.copy(signal)\n", " m2=np.copy(signal)\n", " m3=np.copy(signal)\n", " return np.array((m1,m2,m3))\n", "\n", "def R3_decoder(received):\n", " decoded=np.zeros_like(received[0])\n", " decoded[np.where(received[0]+received[1]+received[2]>=2)]=1\n", " return decoded" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "transmitted=R3_encoder(signal)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1, ax2) = plt.subplots(3,1, figsize=(15, 5))\n", "fig.subplots_adjust(hspace=0.3)\n", "ax0.axis('off')\n", "ax0.imshow(transmitted[0],cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"transmitted (1st)\")\n", "ax1.axis('off')\n", "ax1.imshow(transmitted[1],cmap=\"Greys_r\",interpolation=None)\n", "ax1.set_title(\"transmitted (2nd)\")\n", "ax2.axis('off')\n", "ax2.imshow(transmitted[2],cmap=\"Greys_r\",interpolation=None)\n", "ax2.set_title(\"transmitted (3rd)\")\n", "plt.savefig(dir+'R3_transmitted.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'R3_transmitted.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "received=noisy_channel(transmitted,noise_level)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1, ax2) = plt.subplots(3,1, figsize=(15, 5))\n", "fig.subplots_adjust(hspace=0.3)\n", "ax0.axis('off')\n", "ax0.imshow(received[0],cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"received (1st)\")\n", "ax1.axis('off')\n", "ax1.imshow(received[1],cmap=\"Greys_r\",interpolation=None)\n", "ax1.set_title(\"received (2nd)\")\n", "ax2.axis('off')\n", "ax2.imshow(received[2],cmap=\"Greys_r\",interpolation=None)\n", "ax2.set_title(\"received (3rd)\")\n", "plt.savefig(dir+'R3_received.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'R3_received.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "decoded=R3_decoder(received)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(1,1, figsize=(5, 5))\n", "ax0.axis('off')\n", "ax0.imshow(decoded,cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"decoded\")\n", "plt.savefig(dir+'R3_decoded.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'R3_decoded.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(1,1, figsize=(5, 5))\n", "ax0.axis('off')\n", "ax0.imshow(decoded-signal,cmap=\"bwr_r\",interpolation=None)\n", "ax0.imshow(signal,cmap=\"Greys_r\",alpha=0.2,interpolation=None)\n", "ax0.set_title(\"uncorrected errors\")\n", "plt.savefig(dir+'R3_uncorrected_errors.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'R3_uncorrected_errors.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uncorrected errors are uncorrelated with the R3 code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The (7,4) Hamming code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The (7,4) Hamming code transmits the information by blocs of 4 bits $s_1$, $s_2$, $s_3$, $s_4$. For each block of 4 bits, 3 parity-checks bits $t_5$, $t_6$ and $t_7$ are also transmitted.\n", "The syndrome matrix allows to decode." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "Hamming_matrix=np.array([[1,0,0,0],[0,1,0,0],[0,0,1,0],[0,0,0,1],[1,1,1,0],[0,1,1,1],[1,0,1,1]])\n", "syndrome_matrix=np.array([[1,1,1,0,1,0,0],[0,1,1,1,0,1,0],[1,0,1,1,0,0,1]])\n", "\n", "# This function splits the full signal into 4-bit blocks, adding dummy bits at the end if necessary\n", "def split_signal_4bits_blocks(signal):\n", " split=signal.reshape(signal.shape[0]*signal.shape[1])\n", " N_dummy_bits=-len(split)%4\n", " split=np.concatenate((split,np.zeros(N_dummy_bits)))\n", " return np.split(split,len(split)/4)\n", "\n", "# This is the Hamming encoder: transmitted = Hamming_matrix.dot(signal) for each 4-bit block\n", "def Hamming_encoder(signal):\n", " split_signal=split_signal_4bits_blocks(signal)\n", " transmitted=np.zeros((len(split_signal),7),dtype=int)\n", " for i in range(len(split_signal)):\n", " signal_block=split_signal[i]\n", " transmitted_block=Hamming_matrix.dot(signal_block)\n", " transmitted[i]=transmitted_block\n", " return np.mod(transmitted,2)\n", "\n", "# This function computes the syndrome: syndrome = syndrome_matrix.dot(received) for each 7-bit block\n", "def compute_syndrome(received_block):\n", " return np.mod(syndrome_matrix.dot(received_block),2)\n", "\n", "# This function corrects the error in a received block, given its syndrome\n", "def correct_block(received_block):\n", " syndrom=compute_syndrome(received_block)\n", " corrected_block=np.copy(received_block)\n", " if np.array_equal(syndrom,np.array((0,0,1))):\n", " corrected_block[6]+=1\n", " elif np.array_equal(syndrom,np.array((0,1,0))):\n", " corrected_block[5]+=1\n", " elif np.array_equal(syndrom,np.array((0,1,1))):\n", " corrected_block[3]+=1\n", " elif np.array_equal(syndrom,np.array((1,0,0))):\n", " corrected_block[4]+=1\n", " elif np.array_equal(syndrom,np.array((1,0,1))):\n", " corrected_block[0]+=1\n", " elif np.array_equal(syndrom,np.array((1,1,0))):\n", " corrected_block[1]+=1\n", " elif np.array_equal(syndrom,np.array((1,1,1))):\n", " corrected_block[2]+=1\n", " return np.mod(corrected_block,2)\n", "\n", "# This function translates corrected 7-bits blocks into 4-bit decoded blocks and removes dummy bits at the end\n", "def reshape_corrected_7bits_blocks(corrected,signal_shape):\n", " decoded=np.zeros((corrected.shape[0],4))\n", "\n", " # for each 7-bits block, keep only the 4 decoded bits\n", " for i in range(corrected.shape[0]):\n", " corrected_block=corrected[i]\n", " decoded[i]=np.array((corrected_block[0],corrected_block[1],corrected_block[2],corrected_block[3])\n", " ,dtype=int)\n", " decoded=decoded.flatten()\n", " signal_length=signal_shape[0]*signal_shape[1]\n", "\n", " # remove dummy bits at the end if necessary\n", " N_dummy_bits=-signal_length%4\n", " decoded=decoded[:-N_dummy_bits]\n", " decoded=decoded.reshape(signal_shape[0],signal_shape[1])\n", " return decoded\n", "\n", "def reshape_parity_7bits_blocks(corrected,signal_shape):\n", " parity=np.zeros((corrected.shape[0],3))\n", "\n", " # for each 7-bits block, keep only the 4 decoded bits\n", " for i in range(corrected.shape[0]):\n", " corrected_block=corrected[i]\n", " parity[i]=np.array((corrected_block[4],corrected_block[5],corrected_block[6]),dtype=int)\n", "\n", " # reshape the array of parity bits to plot it as an image. dimensions are arbitrary here\n", " parity=parity.flatten()\n", " j=1\n", " d=1\n", " while(j" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1) = plt.subplots(2,1, figsize=(10, 5))\n", "fig.subplots_adjust(hspace=0.3)\n", "ax0.axis('off')\n", "ax0.imshow(signal,cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"transmitted image\")\n", "ax1.axis('off')\n", "ax1.imshow(transmitted_parity,cmap=\"Greys_r\",interpolation=None)\n", "ax1.set_title(\"transmitted parity bits\")\n", "plt.savefig(dir+'Hamming_transmitted.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'Hamming_transmitted.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "received=noisy_channel(transmitted,noise_level)\n", "received_image=reshape_corrected_7bits_blocks(received,signal.shape)\n", "received_parity=reshape_parity_7bits_blocks(received,signal.shape)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1) = plt.subplots(2,1, figsize=(10, 5))\n", "fig.subplots_adjust(hspace=0.3)\n", "ax0.axis('off')\n", "ax0.imshow(received_image,cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"received noisy image\")\n", "ax1.axis('off')\n", "ax1.imshow(received_parity,cmap=\"Greys_r\",interpolation=None)\n", "ax1.set_title(\"received parity bits\")\n", "plt.savefig(dir+'Hamming_received.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'Hamming_received.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "decoded=Hamming_decoder(received,signal.shape)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(1,1, figsize=(5, 5))\n", "ax0.axis('off')\n", "ax0.imshow(decoded,cmap=\"Greys_r\",interpolation=None)\n", "ax0.set_title(\"decoded\")\n", "plt.savefig(dir+'Hamming_decoded.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'Hamming_decoded.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(1,1, figsize=(5, 5))\n", "ax0.axis('off')\n", "ax0.imshow(decoded-signal,cmap=\"bwr_r\",interpolation=None)\n", "ax0.imshow(signal,cmap=\"Greys_r\",alpha=0.2,interpolation=None)\n", "ax0.set_title(\"uncorrected errors\")\n", "plt.savefig(dir+'Hamming_uncorrected_errors.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'Hamming_uncorrected_errors.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are more errors with the (7,4) Hamming code than with the R3 code, which is unsurprising since the *rate of information transfer* is $R = \\frac{4}{7} > \\frac{1}{3}$. Uncorrected errors are correlated, they happen preferentially in blocks of 4 consecutive bits." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shannon's noisy channel coding theorem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rate of information transfer $R$ and probability of error $p_\\mathrm{b}$ of repetition codes: for odd $N$:\n", "\\begin{equation}\n", "R=\\frac{1}{N}\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "p_\\mathrm{b}=\\sum_{(N+1)/2}^{N} \\binom{N}{n} \\, f^n (1-f)^{N-n}\n", "\\end{equation}\n", "(MacKay 2003, equation (1.24))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "R=np.array([1./N for N in range(1,62,2)])\n", "p=np.array([np.sum(np.array([binom(N,n)*noise_level**n*(1-noise_level)**(N-n)\n", " for n in range((N+1)//2,N)])) for N in range(1,62,2)])\n", "p[0]=noise_level" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Binary entropy function*:\n", "\\begin{equation}\n", "H_2(x) \\equiv x \\log \\frac{1}{x} + (1-x)\\log \\frac{1}{1-x}\n", "\\end{equation}\n", "*Capacity* of the noisy channel:\n", "\\begin{equation}\n", "C(f) \\equiv 1 - H_2(f)\n", "\\end{equation}\n", "Shannon limit:\n", "\\begin{equation}\n", "R(p_\\mathrm{b})=\\frac{C(f)}{1-H_2(p_\\mathrm{b})}\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def H2(f):\n", " return f*np.log2(1./f) + (1-f)*np.log2(1./(1-f))\n", "def capacity(noise_level):\n", " return 1.-H2(noise_level)\n", "def shannon_limit(p,noise_level):\n", " return capacity(noise_level)/(1-H2(p))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7,7))\n", "ax = fig.add_subplot(1,1,1)\n", "ax.set_xlim(0,1)\n", "ax.set_xlabel(\"$R$\")\n", "ax.set_xticks([0.0, 0.2, 0.4, 0.6, 0.8, 1.0, capacity(noise_level)])\n", "ax.set_xticklabels([\"0.0\", \"0.2\", \"0.4\", \"0.6\", \"0.8\", \"1.0\", \"$C(f)$\"])\n", "ax.set_yscale('log')\n", "ax.set_ylim([1e-15,1e0])\n", "ax.set_ylabel(\"$p_\\mathrm{b}$\")\n", "ax.scatter(R,p,s=60,marker='.',color='blue',label=\"repetition codes\")\n", "ax.scatter([4./7.],[7e-2],s=60,marker='.',color='red')\n", "p_shannon=np.linspace(noise_level,1e-15,1000)\n", "ax.plot(shannon_limit(p_shannon,noise_level),p_shannon,color='black',lw=2,label=\"Shannon limit\")\n", "ax.fill_betweenx(p_shannon,shannon_limit(p_shannon,noise_level),np.ones_like(p_shannon),\n", " facecolor='grey',alpha=0.3, linewidth=0.)\n", "ax.set_title(\"Error probability versus rate - Shannon's theorem\")\n", "ax.text(0.333, 7e-3, '$R_3$', fontsize=16)\n", "ax.text(0.965, 2e-2, '$R_1$', fontsize=16)\n", "ax.text(0.58, 1e-1, '$H(7,4)$', fontsize=16)\n", "ax.text(0.2, 1e-13, 'achievable', fontsize=16)\n", "ax.text(0.6, 1e-13, 'not achievable', fontsize=16)\n", "plt.legend(frameon=False,loc='center left',bbox_to_anchor=(1, 0.5))\n", "plt.savefig(dir+'Shannon_theorem.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n", "plt.savefig(dir+'Shannon_theorem.png',dpi=300,bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shannon's noisy-channel coding theorem: rates above the Shannon limit are achievable, rates below the Shannon limit are not achievable.\n", "\n", "Rates up to $R=C(f)$ are achievable with arbitrarily small $p_\\mathrm{b}$. The boundary between achievable and non-achievable points meets the $R$ axis at a *non-zero* value $R=C(f)$." ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }