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Chroma from Luma in Action
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization of the CfL Code Book\n",
"\n",
"Although The YCbCr/YUV color spaces are designed to eliminate correlation between color planes. Local correlation between color planes can exist. Chroma from Luma (CfL) exploits this correlation by predicting chroma pixels using reconstructed luma pixel values.\n",
"\n",
"In this notebook, we will demonstrate in a visual way how CfL works. To do so, we will convert an image from RGB to YCbCr and using the luma values show all possible predictions that can be acheived using barrbrain's simple 1D notebook."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<script>\n",
"code_show=true; \n",
"function code_toggle() {\n",
" if (code_show){\n",
" $('div.input').hide();\n",
" $('#toggle').attr('value', 'Show code') \n",
" } else {\n",
" $('div.input').show();\n",
" $('#toggle').attr('value', 'Hide code') \n",
" }\n",
" code_show = !code_show\n",
"} \n",
"$( document ).ready(code_toggle);\n",
"</script>\n",
"<form action=\"javascript:code_toggle()\"><input type=\"submit\" id=\"toggle\" value=\"Show code\"></form>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import HTML\n",
"HTML('''<script>\n",
"code_show=true; \n",
"function code_toggle() {\n",
" if (code_show){\n",
" $('div.input').hide();\n",
" $('#toggle').attr('value', 'Show code') \n",
" } else {\n",
" $('div.input').show();\n",
" $('#toggle').attr('value', 'Hide code') \n",
" }\n",
" code_show = !code_show\n",
"} \n",
"$( document ).ready(code_toggle);\n",
"</script>\n",
"<form action=\"javascript:code_toggle()\"><input type=\"submit\" id=\"toggle\" value=\"Show code\"></form>''')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"from scipy.ndimage import imread\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import locale\n",
"\n",
"def conv_ycbcr(im):\n",
" y = np.array([0.213, 0.715, 0.072])\n",
" u = np.array([-0.115, -0.385, 0.5])\n",
" v = np.array([0.5, -0.454, -0.046])\n",
" color_matrix = np.array([y, u, v])\n",
" yuv = im.dot(color_matrix.T)\n",
" yuv[:,:,[1,2]] += 128\n",
" \n",
" return yuv\n",
"\n",
"def conv_rgb(im):\n",
" im[:,:,[1,2]] -= 128\n",
" \n",
" r = np.array([1, 0, 1.575])\n",
" g = np.array([1, -0.187, -0.468])\n",
" b = np.array([1, 1.856, 0])\n",
" color_matrix = np.array([r,g,b])\n",
" \n",
" rgb = im.dot(color_matrix.T)\n",
" rgb[rgb < 0] = 0\n",
" rgb[rgb > 255] = 255\n",
" rgb = np.uint8(rgb)\n",
" \n",
" return rgb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In AV1, CfL is applied to intra prediction blocks. For this example, we will find a block with highly correlated luma and chroma planes."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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ViO8OeQ+AX6diF5hqFwC474DYvVC/pM/hcDgcy4e/BPCFWQudC6LicDgcjvUW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\nkiRpcCxUJEmSJA3OfwGOlQe3wyQnKAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c0d45f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"im = imread(\"kodim03.png\")\n",
"#im = np.array([[img.getpixel((x,y)) for x in range(img.width)]for y in range(img.height)])\n",
"yuv = conv_ycbcr(im)\n",
"height, width, planes = im.shape \n",
"block_size = 32\n",
"max_Corr = 0\n",
"for y in range(0, height, block_size):\n",
" for x in range(0, width, block_size):\n",
" block = yuv[y:y+block_size, x:x+block_size, :]\n",
" corr = (np.abs(np.corrcoef(block[:,:,0].flatten(), block[:,:,1].flatten())) + np.abs(np.corrcoef(block[:,:,0].flatten(), block[:,:,2].flatten())))/2\n",
" corr = abs(corr[0,1])\n",
" if corr > max_Corr and corr < .89:\n",
" max_Corr = corr\n",
" best_x = x\n",
" best_y = y\n",
"\n",
"im = im[best_y:best_y+block_size, best_x:best_x+block_size,:]\n",
"yuv = yuv[best_y:best_y+block_size, best_x:best_x+block_size,:]\n",
"\n",
"plt.figure(figsize=(10,4))\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(im)\n",
"plt.title(\"Chosen Block\\nSize: %d x %d\" % (block_size, block_size))\n",
"plt.axis('off');\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.scatter(yuv[:,:,0], yuv[:,:,1], label='Cb', color=\"b\")\n",
"plt.scatter(yuv[:,:,0], yuv[:,:,2], label='Cr', color=\"r\")\n",
"plt.title(\"Correlation between Luma and Chroma\")\n",
"plt.xlabel(\"Luma\")\n",
"plt.ylabel(\"Chroma\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The prediction built by CfL is based on the reconstructed Luma pixels. In this example, we will use the original Luma pixels as the reconstructed Luma pixel\n",
"\n",
"In the AV1 version of CfL, the Chroma block is first predicted using the average pixel values of the neighboring pixels above and to the left of the block. For this example, we predict the chromatic planes using the average value of each plane."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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M/AcbP2VhvaTdAf6k+4p4yx3K+taejZ1zb0L5yXgA+DvX/kimtLsA+GvkoI127xDP454B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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x104ac5940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pred_u = yuv[:,:,1].mean()\n",
"pred_v = yuv[:,:,2].mean()\n",
"\n",
"luma = yuv[:,:,0]\n",
"u = np.ones((block_size, block_size)) * pred_u\n",
"v = np.ones((block_size, block_size)) * pred_v\n",
"\n",
"def error(im1, im2):\n",
" diff = im1 - im2\n",
" return np.round(np.sum(np.multiply(diff,diff)))\n",
"\n",
"pred_rgb = conv_rgb(np.dstack([luma, u, v]))\n",
"\n",
"plt.figure(figsize=(5,4))\n",
"plt.imshow(pred_rgb)\n",
"plt.title(\"Prediction\\n(Luma + Average Chroma Value)\\nSquared Error: %d\" % error(im, pred_rgb))\n",
"plt.axis('off');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we show all possible predictions CfL can make, using barrbrain's polar-grid code book. For each prediction, we measure the squared error and pick the best one."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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hqu7wkpjjXiaH3NvlMESEQtqHs0gcTmVqw9IYWxT/t7k3uusDAw0998xw1YKL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Z4noJqZtz+/wYtTjr+KBQ+3/ACY6i0/W/D684ySOa11rbnXkr7B+xa/iODP93ebYKtx2+B4WPA4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\nIyVwa58VYv7B45v68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AVLurj+Cpjss1un1NBfgmgFU4bIgUg8Nfm+QORAkwOAvot8P4TD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BDOCyEkTWjheGhM/EzcuuseSGxwCDEWJtMe6K15tJgfQCME8Rp9lCNABcQoa81ooyscWTB0sa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o2ND8Fr39JQqvZNF5bRQ1aWNe7/aZcVW+uiJ2oiAmp2GmfZbC9gDSJPX+u9N+vu4omOilLz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\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Vm6eUaKe7FFV3Q8m8rrsX8vvVZPCSqvrGOclwBzcRI0bXX9C/pzToj9rc6Po7WAhV/3cf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\nDX0ZeGf8tl8Q78Cv/Ax4dMAzD8Epv+LyFPWknuIBjfgVPD7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jOONHO+PLDa3X+S138HLn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Cthmisuz8kAEPmdyPN28bXuUZ/CGnbytDXZ5WkyjWmsveryNAPyFXl2/d3Fs9+UGTGmCS8ipGR4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\npU5p82Tfk3jv7YLM3pN6QI7rgz1wzWxznRz2GtDSYo9zUmTpXXGajVfqQyX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"text/plain": [
"<matplotlib.figure.Figure at 0x1101bac50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mags = [-2 / 3, -1 / 2, -1 / 3, -1 / 4, -1 / 6, -1 / 8, -1 / 12, -1 / 16,\n",
" -1 / 24, -1 / 32, -1 / 48, -1 / 64, 0, 1 / 64, 1 / 48, 1 / 32, 1 / 24,\n",
" 1 / 16, 1 / 12, 1 / 8, 1 / 6, 1 / 4, 1 / 3, 1 / 2, 2 / 3]\n",
"M = len(mags)\n",
"\n",
"ycbcr = conv_ycbcr(im)\n",
"\n",
"zm_luma = yuv[:,:,0] - yuv[:,:,0].mean()\n",
"\n",
"plt.figure(figsize=(9,9))\n",
"\n",
"min_Err = 1000000\n",
"\n",
"subs = []\n",
"\n",
"for x, alpha_cb in enumerate(mags):\n",
" for y, alpha_cr in enumerate(mags[::-1]):\n",
" #if alpha_cb != 0 or alpha_cr != 0:\n",
" if alpha_cb > 0 and alpha_cr > 0 or alpha_cb < 0 and alpha_cr < 0:\n",
" if np.abs(alpha_cb)+np.abs(alpha_cr) >= 1: continue\n",
" if np.abs(alpha_cb)+np.abs(alpha_cr) < 1/16: continue\n",
" elif alpha_cb > 0 and alpha_cr < 0:\n",
" if np.abs(alpha_cb)+np.abs(alpha_cr) >= 1: continue\n",
" if np.abs(alpha_cb)+np.abs(alpha_cr) < 1/16: continue\n",
" else:\n",
" if max(np.abs(alpha_cb), np.abs(alpha_cr)) > 2/3: continue\n",
" if alpha_cb < 0 and alpha_cr > 0:\n",
" if np.abs(alpha_cb) <= 1/24 and np.abs(alpha_cr) <= 1/24: continue\n",
" else:\n",
" if np.abs(alpha_cb) <= 1/24 and np.abs(alpha_cb) > 0: continue\n",
" if np.abs(alpha_cr) <= 1/24 and np.abs(alpha_cr) > 0: continue\n",
" if alpha_cb != 0 and alpha_cr != 0:\n",
" if np.abs(alpha_cb)*5<=np.abs(alpha_cr): continue\n",
" if np.abs(alpha_cr)*5<=np.abs(alpha_cb): continue\n",
" #if alpha_cb == alpha_cr: continue\n",
"# if alpha_cb * 3 == 2 * alpha_cr: continue\n",
"# if 2 * alpha_cb == 3 * alpha_cr: continue\n",
"# if alpha_cb == 4 * alpha_cr: continue\n",
"# if 4 * alpha_cb == alpha_cr: continue\n",
" if y - M//2 == M//2 - x + 1: continue\n",
" if y - M//2 == M//2 - x - 1: continue\n",
" if y - M//2 == M//2 - x + 3: continue\n",
" if y - M//2 == M//2 - x - 3: continue\n",
" subs.append((alpha_cb, alpha_cr))\n",
"\n",
"# subs = sorted(subs, key=lambda k:(np.round(16/np.pi*np.arctan2(*k)),np.linalg.norm(k,1)))\n",
"\n",
"# M = 16\n",
"# for x in range(15):\n",
"# for y in range(16):\n",
"# alpha_cb, alpha_cr = subs[x*16+y]\n",
" u = pred_u + zm_luma * alpha_cb\n",
" v = pred_v + zm_luma * alpha_cr \n",
" rgb = np.uint8(conv_rgb(np.dstack([luma, u, v])))\n",
" plt.subplot(M, M, y * M + x + 1)\n",
" \n",
" err = error(im, rgb)\n",
" if err < min_Err:\n",
" min_Err = err\n",
" best_a_cb = alpha_cb\n",
" best_a_cr = alpha_cr\n",
" best_x = x\n",
" best_y = y\n",
" \n",
" plt.imshow(np.uint8(rgb))\n",
" plt.axis('off')\n",
"plt.subplot(M, M, best_y * M + best_x + 1)\n",
"plt.title('BEST')\n",
"plt.subplots_adjust(hspace=0, wspace=0);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since a correlation exists between the chromatic planes and the luma plane, we can see that CfL produces a considerably better prediction."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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+UpIXe3ty79ldKkBErgbwBwDX9PkluSXddOYL6Ybyf5fk3xf8beKv20n+/M4h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\ncNyUzqE+qh/juU9j5hXES9iX0ffqrnifxrd/9YPUlqZAYObs2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AR0LJx7XuYojDYnXWIX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\n3XeVMPw5opUDcRd7BX/euL/nYG3tT1cnFZMm9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"text/plain": [
"<matplotlib.figure.Figure at 0x10fd93e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,4))\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(im)\n",
"plt.title(\"Original Block\")\n",
"plt.axis('off');\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(pred_rgb)\n",
"plt.title(\"Prediction\\n Average Chroma\\nSquared Error: %d\" % error(im, pred_rgb))\n",
"plt.axis('off');\n",
"\n",
"plt.subplot(1,3,1)\n",
"u = pred_u + zm_luma * best_a_cb\n",
"v = pred_v + zm_luma * best_a_cr\n",
"rgb = conv_rgb(np.dstack([luma, u, v]))\n",
"plt.imshow(np.uint8(rgb))\n",
"plt.title(\"CfL\\na_cb = %0.2f a_cr = %0.2f\\nSquared Error: %d\" % (best_a_cb, best_a_cr,min_Err))\n",
"plt.axis('off');"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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dC32Xs7b0CY7m83E8+jQcOzs72draSpKtWuvOcZczAgAMwvb22UwmG9nePtt3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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1100f0828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"subs_a = np.array(subs)\n",
"subs_nz = subs_a[np.linalg.norm(subs_a, axis=1) > 0]\n",
"plt.title('CFL codebook in polar coordinates'); plt.xlabel('arctan'); plt.ylabel('log2 L1')\n",
"plt.scatter(np.arctan2(*subs_nz.T), np.log2(np.linalg.norm(subs_nz, ord=1, axis=1)), s=1);"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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TAAA5Jj8/XwceeKDy8/ODHiWUWB8QJHITYSJz/FTkuPLycvXt+w2Vl5cHPUoosT7tC9sa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\nhYWFbe6jqqqqzX98evXqpV6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/otZ4udftLvna9LkfNvvv4b4MBQBARKWeU3HCCSdo0KBB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\nVbZs2TKrq6uz2tpau/POO+0Xv/iFDRs2rN399e7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rebhz5w4ALmyXu82VK1fsdurV+fPn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\nvrAiAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1190dbba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.spatial import Voronoi, voronoi_plot_2d\n",
"plt.figure(figsize=(9,9))\n",
"plt.title('CFL codebook'); plt.xlabel('alpha_cb'); plt.ylabel('alpha_cr')\n",
"vor = Voronoi(subs_a)\n",
"voronoi_plot_2d(vor, ax=plt.gca(), show_points=False, show_vertices=False)\n",
"plt.scatter(*subs_a.T, s=1);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MgWM2yQljv99aUPONSW6zgv391uPf8V/H/X1Phmc6fPtEn9tmeDbD1WOfDyV55CLLOjbD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\nCKF5twAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11c4f6cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,9))\n",
"m2 = [-.5,-.25,-.125, 0, .125,.25,.5]\n",
"subs_a = np.array([(x,y) for x in m2 for y in m2])\n",
"subs_nz = subs_a[np.linalg.norm(subs_a, axis=1) > 0]\n",
"plt.title('CFL codebook in polar coordinates'); plt.xlabel('arctan'); plt.ylabel('log2 L1')\n",
"plt.scatter(np.arctan2(*subs_nz.T), np.log2(np.linalg.norm(subs_nz, ord=1, axis=1)), s=1);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fp = np.memmap('subset3_alpha_quant', dtype='float32', mode='r', shape=(2386494, 2))\n",
"alphas_cb, alphas_cr = fp.T.copy()\n",
"del fp"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from collections import Counter\n",
"mags2 = np.array([-3, -5/2, -2, -3/2, -1, -2 / 3, -1 / 2, -1 / 3, -1 / 4, -1 / 6, -1 / 8, -1 / 12, -1 / 16,\n",
" -1 / 24, -1 / 32, -1 / 48, -1 / 64, 0, 1 / 64, 1 / 48, 1 / 32, 1 / 24,\n",
" 1 / 16, 1 / 12, 1 / 8, 1 / 6, 1 / 4, 1 / 3, 1 / 2, 2 / 3, 1, 3/2, 2, 5/2, 3])\n",
"counts = np.zeros((mags2.size, mags2.size), dtype=int)\n",
"for i in range(alphas_cb.size):\n",
" counts[np.abs(mags2-alphas_cb[i]).argmin()][np.abs(mags2-alphas_cr[i]).argmin()] +=1"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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QdYKbPcAdwJ4VE9y4lGkmiUiaEqO096/IaikokJZz7ty54F/3L3rnAQBmZ2dD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\naBGFQoGLpRJPA3uAO4KfTwE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"text/plain": [
"<matplotlib.figure.Figure at 0x11cfdf128>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ADEYklFK/AHwG+B+AHwCvAd9QSrXqur57ylveD/wN8FvAAfAPgf+ilLqp6/rde9d8Gfhz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\nUOyZ/x8DdbV/us8+7QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11d965f60>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[11, 11, 9, 11, 11, 11, 9, 10, 10, 10, 9, 10, 10, 10, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 9, 9, 10, 10, 10, 9, 11, 11, 10, 9, 11, 11, 11, 9, 12, 12] 2.32374290765 8.02355655544\n"
]
}
],
"source": [
"mid = (mags2.size) // 2\n",
"pdfs = []\n",
"means = []\n",
"for i in range(mags2.size):\n",
" for j in [0, mags2.size - 1]:\n",
" ps, qs = [], []\n",
" x, y = i, j\n",
" dx = 1 if i < mid else (0 if i == mid else -1)\n",
" dy = 1 if j < mid else -1\n",
" while y != mid:\n",
" ps.append(counts[x][y])\n",
" qs.append(counts[y][x])\n",
" if x + dx == mid: break\n",
" x += dx; y += dy\n",
" ps = np.array(ps)\n",
" qs = np.array(qs)\n",
" if ps.size >= 13:\n",
" mean = int(np.round((np.arange(ps.size)*ps/ps.sum()).sum()))\n",
" mean = min(mean, ps.size-1)\n",
" if mean == 8: mean = 9\n",
" if mean == 9 and i > mid and j > mid: mean = 10\n",
" pdfs.append(ps)\n",
" means.append(mean)\n",
" plt.scatter(i+(mean+3)*dx, j+(mean+3)*dy,c='b')\n",
" plt.scatter(i+(mean)*dx, j+(mean)*dy,c='g')\n",
" plt.scatter(i+(mean-4)*dx, j+(mean-4)*dy,c='r')\n",
" if qs.size >= 13:\n",
" mean = int(np.round((np.arange(qs.size)*qs/qs.sum()).sum()))\n",
" mean = min(mean, qs.size-1)\n",
" if mean == 8: mean = 9\n",
" if mean == 9 and i < mid and j > mid and i == 2: mean = 10\n",
" pdfs.append(qs)\n",
" means.append(mean)\n",
" plt.scatter(j+(mean+3)*dy, i+(mean+3)*dx, c='b')\n",
" plt.scatter(j+(mean)*dy, i+(mean)*dx, c='g')\n",
" plt.scatter(j+(mean-4)*dy, i+(mean-4)*dx, c='r')\n",
"plt.scatter([mid]*35,range(35), s=1)\n",
"plt.scatter(range(35),[mid]*35, s=1)\n",
"plt.scatter([mid+5, mid-5, mid, mid], [mid, mid, mid+5, mid-5], c='g')\n",
"plt.scatter([mid+12, mid-12, mid, mid], [mid, mid, mid+12, mid-12], c='y')\n",
"plt.xlim([0, 35])\n",
"plt.ylim([0, 35])\n",
"plt.show()\n",
"\n",
"\n",
"def cost(N):\n",
" global means\n",
" global pdfs\n",
" rows = [pdfs[i][means[i]-8+(1&(N//2**i)):means[i]+(1&(N//2**i))] for i in range(len(pdfs))]\n",
" avg = sum(rows)\n",
" return (avg * -np.log2(avg/avg.sum())).sum() / avg.sum()\n",
"\n",
"N=0\n",
"rows = [pdfs[i][means[i]-9+(1&(N//2**i)):means[i]+3+(1&(N//2**i))] for i in range(len(pdfs))]\n",
"for r in rows: plt.plot(r/r.sum(), linewidth=.5, c='.7')\n",
"avg = sum(rows)/sum(rows).sum()\n",
"plt.plot(avg, c='k', linewidth=2)\n",
"plt.show()\n",
"print(means, cost(0), (avg*np.arange(avg.size)).sum())"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def angle(x, y):\n",
" mid = len(mags) // 2\n",
" x_, y_ = mags.index(x), mags.index(y)\n",
" dx = -1 if x_ < mid else (0 if x_ == mid else 1)\n",
" dy = -1 if y_ < mid else (0 if y_ == mid else 1)\n",
" while not (x_ == 0 or x_ == len(mags) - 1 or y_ == 0 or y_ == len(mags) - 1):\n",
" x_ += dx\n",
" y_ += dy\n",
" theta = max(np.arctan2(mags[x_], mags[y_]), np.arctan2(-mags[x_], -mags[y_]))\n",
" return theta\n",
"\n",
"def mag(x, y):\n",
" mid = len(mags) // 2\n",
" x_, y_ = mags.index(x), mags.index(y)\n",
" dx = -1 if x_ < mid else (0 if x_ == mid else 1)\n",
" dy = -1 if y_ < mid else (0 if y_ == mid else 1)\n",
" m = 1\n",
" while not (x_ == 0 or x_ == len(mags) - 1 or y_ == 0 or y_ == len(mags) - 1):\n",
" m += 1\n",
" x_ += dx\n",
" y_ += dy\n",
" if dy == 0: return x\n",
" if dx == 0: return y\n",
" if x > 0 and y < 0 and -x > y: return -m if np.arctan2(x, y) < np.arctan2(-x, -y) else m\n",
" if x < 0 and y > 0 and -x < y: return -m if np.arctan2(x, y) < np.arctan2(-x, -y) else m\n",
" return m if np.arctan2(x, y) < np.arctan2(-x, -y) else -m\n",
"\n",
"mags_zip = sorted(mags, key=lambda m: (abs(m), m < 0))\n",
"subs_nz = [p for p in subs if p[0] != 0 or p[1] != 0]\n",
"subs_meta = sorted([(angle(x,y), mag(x, y), mags_zip.index(x), mags_zip.index(y)) for x,y in subs_nz])\n",
"subs_meta_sliced = [subs_meta[i*16:i*16+16] for i in range(16)]\n",
"subs_meta = [[s[::-1 if (2047 & 2**n) else 1][i] for i in [8,7,9,6,10,5,11,4,12,3,13,2,14,1,15,0][::-1]]\n",
" for n, s in enumerate(subs_meta_sliced)]\n",
"subs_meta[-1] = subs_meta[-1][::-1]\n",
"subs_meta[5] = subs_meta[5][::-1]\n",
"angle_order = [ 9, 10, 5, 8, 15, 11, 7, 12, 6, 13, 14, 2, 3, 4, 1, 0]\n",
"mag_order = [6, 8, 10, 4, 2, 12, 0, 7, 5, 9, 3, 11, 1, 14, 13, 15]\n",
"codebook = [[[subs_meta[angle_order[i]][mag_order[j]][2] for j in range(16)] for i in range(16)],\n",
" [[subs_meta[angle_order[i]][mag_order[j]][3] for j in range(16)] for i in range(16)]]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[[[16, 18, 20, 14, 12, 22, 10, 13, 11, 15, 9, 17, 7, 24, 19, 21],\n",
" [16, 18, 20, 14, 12, 22, 10, 11, 9, 13, 7, 15, 5, 24, 17, 19],\n",
" [16, 18, 20, 14, 12, 22, 10, 15, 13, 17, 11, 19, 9, 24, 21, 23],\n",
" [16, 18, 20, 14, 12, 22, 10, 13, 11, 15, 9, 17, 7, 24, 19, 21],\n",
" [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [14, 16, 18, 12, 10, 20, 8, 11, 9, 13, 7, 15, 5, 22, 17, 19],\n",
" [16, 18, 20, 14, 12, 22, 10, 15, 13, 17, 11, 19, 9, 24, 21, 23],\n",
" [12, 14, 16, 10, 8, 18, 6, 9, 7, 11, 5, 13, 3, 20, 15, 17],\n",
" [16, 18, 20, 14, 12, 22, 10, 15, 13, 17, 11, 19, 9, 24, 21, 23],\n",
" [10, 12, 14, 8, 6, 16, 4, 9, 7, 11, 5, 13, 3, 18, 15, 17],\n",
" [8, 10, 12, 6, 4, 14, 2, 7, 5, 9, 3, 11, 1, 16, 13, 15],\n",
" [12, 14, 16, 10, 8, 18, 6, 11, 9, 13, 7, 15, 5, 20, 17, 19],\n",
" [14, 16, 18, 12, 10, 20, 8, 13, 11, 15, 9, 17, 7, 22, 19, 21],\n",
" [16, 18, 20, 14, 12, 22, 10, 15, 13, 17, 11, 19, 9, 24, 21, 23],\n",
" [10, 12, 14, 8, 6, 16, 4, 9, 7, 11, 5, 13, 3, 18, 15, 17],\n",
" [8, 10, 12, 6, 4, 14, 2, 7, 5, 9, 3, 11, 1, 16, 13, 15]],\n",
" [[13, 15, 17, 11, 9, 19, 7, 12, 10, 14, 8, 16, 6, 21, 18, 20],\n",
" [15, 17, 19, 13, 11, 21, 9, 12, 10, 14, 8, 16, 6, 23, 18, 20],\n",
" [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [11, 13, 15, 9, 7, 17, 5, 10, 8, 12, 6, 14, 4, 19, 16, 18],\n",
" [15, 17, 19, 13, 11, 21, 9, 16, 14, 18, 12, 20, 10, 23, 22, 24],\n",
" [15, 17, 19, 13, 11, 21, 9, 14, 12, 16, 10, 18, 8, 23, 20, 22],\n",
" [9, 11, 13, 7, 5, 15, 3, 10, 8, 12, 6, 14, 4, 17, 16, 18],\n",
" [15, 17, 19, 13, 11, 21, 9, 14, 12, 16, 10, 18, 8, 23, 20, 22],\n",
" [7, 9, 11, 5, 3, 13, 1, 8, 6, 10, 4, 12, 2, 15, 14, 16],\n",
" [15, 17, 19, 13, 11, 21, 9, 16, 14, 18, 12, 20, 10, 23, 22, 24],\n",
" [15, 17, 19, 13, 11, 21, 9, 16, 14, 18, 12, 20, 10, 23, 22, 24],\n",
" [12, 14, 16, 10, 8, 18, 6, 11, 9, 13, 7, 15, 5, 20, 17, 19],\n",
" [10, 12, 14, 8, 6, 16, 4, 9, 7, 11, 5, 13, 3, 18, 15, 17],\n",
" [8, 10, 12, 6, 4, 14, 2, 7, 5, 9, 3, 11, 1, 16, 13, 15],\n",
" [14, 16, 18, 12, 10, 20, 8, 13, 11, 15, 9, 17, 7, 22, 19, 21],\n",
" [16, 18, 20, 14, 12, 22, 10, 15, 13, 17, 11, 19, 9, 24, 21, 23]]]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"codebook"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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86EIxa5r0TE2Vhx9+2HAbBp5uyZIlMuTigWLWNEnvkSJ/+MMf5MSJE8GO1aqysjIpHDJE\nQsxmSUlKkgceeECOHTsW7FhEp3CTuK653tfW1naqXdxra2s71a7deuWtra3VZbd1verqpTO+H7iL\nOxmZXmu9Ejntc62dkFKqAIDD4XCgoKAg2HGIiIhQUVHh+QSKVUQqgp2nKzDSer9161ZUVVV1mt/L\nzLyds65emJcoMPRa6/kRdyIiIqJ26NevX6dqFJi3c9bVC/MSGRs3iSMiIiIiIiIyADboRERERERE\nRAbABp2IiIiIiIjIANigExERERERERkAG3QiIiIiIiIiA2CDTkRERERERGQAbNCJiIiIiIiIDIAN\nOhEREREREZEB6N6gK6XuUErtUEodU0p9oZS6+BzzQ
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