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@simoncozens
Last active February 15, 2023 00:39
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Hands, Face, Space
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{
"cells": [
{
"cell_type": "markdown",
"id": "55b06c5c",
"metadata": {},
"source": [
"# Hands, Face, Space!\n",
"## A spacing engine which learns by example\n",
"\n",
"First, we're going to load up the font and make matrixes representing the left edge and right edge of each glyph"
]
},
{
"cell_type": "code",
"execution_count": 800,
"id": "c2506f2c",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import itertools\n",
"from tensorfont import Font\n",
"from sklearn.cluster import AffinityPropagation\n",
"safe_glyphs = \"abcdefghijklmnopqrstuvwxyz\"\n",
"# safe_glyphs = \"ABCDEFGHIJKLMNOPQRSTUVWXYZ\"\n",
"\n",
"filename = \"Vollkorn[wght].ttf\"\n",
"# filename=\"LibreBaskerville-Regular.ttf\"\n",
"# filename = \"Yrsa[wght].ttf\"\n",
"#filename = \"Inconsolata[wdth,wght].ttf\"\n",
"font = Font(filename, 1000)\n",
"images_left_half = []\n",
"images_right_half = []\n",
"\n",
"orig_images_left_half = []\n",
"orig_images_right_half = []\n",
"\n",
"boundary = 500\n",
"\n",
"for g in safe_glyphs:\n",
" c_l = font.glyph(g).as_matrix()\n",
" c_l = c_l.transform(lambda x: x[:,0:boundary])\n",
" c_l = c_l.with_padding(700-c_l.shape[1],0)\n",
" orig_images_left_half.append(c_l)\n",
" images_left_half.append(c_l.flatten())\n",
"\n",
" c_l = font.glyph(g).as_matrix()\n",
" c_l = c_l.transform(lambda x: x[:,-boundary:])\n",
" c_l = c_l.with_padding(700-c_l.shape[1],0)\n",
" orig_images_right_half.append(c_l)\n",
" images_right_half.append(c_l.flatten())\n",
"\n",
"\n",
"images_left_half = np.array(images_left_half)\n",
"images_right_half = np.array(images_right_half)"
]
},
{
"cell_type": "markdown",
"id": "8c63a75b",
"metadata": {},
"source": [
"Next, we're going to cluster the matrixes. We don't need the clustering *per se*, but we will use the affinity matrixes as part of dimensionality reduction. Basically we are throwing away the actual image information and replacing it with information about how similar the images are to each other."
]
},
{
"cell_type": "code",
"execution_count": 801,
"id": "3e739635",
"metadata": {},
"outputs": [],
"source": [
"clustering_left = AffinityPropagation(max_iter=300, random_state=0).fit(images_left_half)\n",
"clustering_right = AffinityPropagation(max_iter=300, random_state=0).fit(images_right_half)"
]
},
{
"cell_type": "markdown",
"id": "b5ead7a5",
"metadata": {},
"source": [
"Now we do the dimensionality reduction, reducing each set of matrixes (both for left-half and right-half) to a set of 3 numbers. Multidimensional scaling seems to be the best way to embed the affinity matrices in a way that keeps similar things similar and moves dissimilar things apart. Because the letter images are now a three-dimensional set of coordinates, we can view them on a grid to check that they have been clustered in a sensible way."
]
},
{
"cell_type": "code",
"execution_count": 802,
"id": "c65b5ce9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.9/site-packages/sklearn/manifold/_mds.py:441: UserWarning: The MDS API has changed. ``fit`` now constructs an dissimilarity matrix from data. To use a custom dissimilarity matrix, set ``dissimilarity='precomputed'``.\n",
" warnings.warn(\"The MDS API has changed. ``fit`` now constructs an\"\n",
"/usr/local/lib/python3.9/site-packages/sklearn/manifold/_mds.py:441: UserWarning: The MDS API has changed. ``fit`` now constructs an dissimilarity matrix from data. To use a custom dissimilarity matrix, set ``dissimilarity='precomputed'``.\n",
" warnings.warn(\"The MDS API has changed. ``fit`` now constructs an\"\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x1296 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.manifold import MDS # We choose this one because it maintains distances\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"DIMENSIONS = 3\n",
"embedding_left = MDS(n_components=DIMENSIONS, metric=True)\n",
"matrix_left = embedding_left.fit_transform(clustering_left.affinity_matrix_)\n",
"labels_left = clustering_left.labels_\n",
"\n",
"embedding_right = MDS(n_components=DIMENSIONS, metric=True)\n",
"matrix_right = embedding_right.fit_transform(clustering_right.affinity_matrix_)\n",
"labels_right = clustering_right.labels_\n",
"\n",
"half = \"left\"\n",
"\n",
"if DIMENSIONS == 3:\n",
" import matplotlib.font_manager as fm\n",
" prop = fm.FontProperties(fname=filename)\n",
" from matplotlib import pyplot as plt\n",
"\n",
" fig = plt.figure(figsize=(18,18))\n",
" ax = fig.add_subplot(projection='3d')\n",
" colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']\n",
"\n",
" if half == \"left\":\n",
" matrix = matrix_left\n",
" labels = labels_left\n",
" else:\n",
" matrix = matrix_right\n",
" labels = labels_right\n",
" ax.scatter(matrix[:,0], matrix[:,1],matrix[:,2])\n",
" for i, pt in enumerate(matrix):\n",
" ax.text(pt[0],pt[1],pt[2],safe_glyphs[i],color=colors[labels[i]], fontproperties=prop,fontsize=25)\n",
"\n",
" plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "df7c3e67",
"metadata": {},
"source": [
"Next up, a couple of utility functions for helping us turn a pair into a six-dimensional coordinate."
]
},
{
"cell_type": "code",
"execution_count": 803,
"id": "a5c2efec",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 1.84378761e+10, 2.56618509e+10, -1.92599185e+10])"
]
},
"execution_count": 803,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"### Each letter is now DIMENSIONS numbers\n",
"def embedding_for(l, matrix):\n",
" return matrix[safe_glyphs.index(l)]\n",
"\n",
"embedding_for(\"q\", matrix_left)"
]
},
{
"cell_type": "code",
"execution_count": 804,
"id": "ba82008b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-2.04003080e+10, 4.17709449e+09, -3.28609782e+10, -3.06531963e+10,\n",
" -7.39102056e+09, -1.27748625e+10])"
]
},
"execution_count": 804,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's turn a pair into 2*DIMENSIONS numbers\n",
"def pair_embedding(l,r):\n",
" return np.append(embedding_for(l, matrix_right), embedding_for(r, matrix_left),axis=0)\n",
"\n",
"pair_embedding(\"q\",\"v\")"
]
},
{
"cell_type": "markdown",
"id": "ee0a2b7c",
"metadata": {},
"source": [
"Everything is ready; on to the meat of the engine. We set up our examples, turning each letter pair into a set of coordinates in 6d-space, and assigning a spacing value to that coordinate. These will form the masters of our surface interpolation. We start with some base pairs, and then we will repeatedly \"observe\" the pair which is at the greatest Euclidean distance in 6d-space from all the masters we already know about. For demonstration purposes, we \"observe\" the pair by asking for its spacing value from the font; but in the case of online learning, we will show the user the given pair and ask them to kern it correctly."
]
},
{
"cell_type": "code",
"execution_count": 834,
"id": "cc84fb18",
"metadata": {},
"outputs": [],
"source": [
"import itertools\n",
"import random\n",
"\n",
"all_pairs = list(itertools.product(safe_glyphs, safe_glyphs))\n",
"\n",
"xobs = []\n",
"yobs = []\n",
"masters = []\n",
"def add_observation(l,r):\n",
" masters.append((l,r))\n",
" xobs.append(pair_embedding(l,r))\n",
" yobs.append(font.glyph(l).rsb + font.glyph(r).lsb + font.pair_kerning(l,r))\n",
"\n",
"for base_pair in [\"nn\", \"no\", \"oo\", \"on\"]:\n",
" add_observation(*base_pair)\n",
"\n",
"def furthest_pair():\n",
" # Computes the pair which is furthest from any master\n",
" all_coords = np.array([pair_embedding(*pair) for pair in all_pairs])\n",
" distances = [np.min(np.linalg.norm(xobs - x, axis=1)) for x in all_coords]\n",
" return all_pairs[np.argmax(distances)], np.max(distances)\n",
"\n",
"# As far as something's ever going to be\n",
"maximum_radius = furthest_pair()[1]"
]
},
{
"cell_type": "code",
"execution_count": 835,
"id": "ad446d9c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['tj', 'th', 'jv', 'my', 'ta', 'jh', 'cp', 'qg', 'jd', 'qu', 'lk', 'qy', 'jj', 'fm', 'rv', 'fg', 'pj', 'ls', 'hp', 'ow', 'yg', 'wt', 'gp', 'va', 'qo', 'mg', 'ju', 'yj', 'lj', 'pk', 'jg', 'jp', 'uz', 'gz', 'mh', 'pg', 'fd', 'fy', 'rk', 'xy', 'tw', 'gb', 'gj', 'tp', 'dw', 'lp', 'ln', 'ss', 'xx', 'ey']\n"
]
}
],
"source": [
"# Learning phase\n",
"SAMPLES = 50\n",
"latest_sample = []\n",
"for i in range(SAMPLES):\n",
" hard_pair = furthest_pair()[0]\n",
" latest_sample.append(hard_pair)\n",
" add_observation(*hard_pair)\n",
"print([l+r for l,r in latest_sample])\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "716793ab",
"metadata": {},
"source": [
"Now we can make some predictions. Our set of known pairs plus known spacing values forms a kind of 6 dimensional surface. Our wager is that this surface is smooth enough to interpolate, such that we can determine spacing values at intermediate points in our manifold. We use a radial basis function interpolator to predict the spacing of a pair not in our example set. Try repeatedly executing the node above this one and the node below this to alternate between \"learning\" and \"predicting\", and watch the confidence value grow."
]
},
{
"cell_type": "code",
"execution_count": 836,
"id": "b3abceb6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"xd\n",
"Number of exemplars : 54\n",
"Actual spacing : 104\n",
"Predicted spacing : 98\n",
"Actual kern in font : -44\n",
"Predicted kern : -49\n",
"Confidence: 69.45%\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# prediction phase\n",
"from scipy.interpolate import RBFInterpolator\n",
"\n",
"terp = RBFInterpolator(xobs, yobs, neighbors=30)\n",
"def predict(l,r):\n",
" actual = font.glyph(l).rsb + font.glyph(r).lsb + font.pair_kerning(l,r)\n",
" pred = terp([pair_embedding(l,r)])[0]\n",
" return pred,actual\n",
"\n",
"l,r = furthest_pair()[0] # Choose the pair we are least confident in\n",
"# l,r = random.choice(list(set(all_pairs)-set(masters))) # Choose a random pair we don't know about\n",
"\n",
"pred, actual = predict(l,r)\n",
"distances = np.linalg.norm(xobs - pair_embedding(l,r), axis=1)\n",
"confidence = (1-(np.min(distances) / maximum_radius)) * 100\n",
"print(\"%s\" % l+r)\n",
"print(\"Number of exemplars : %i\" % len(masters))\n",
"print(\"Actual spacing : %i\" % actual)\n",
"print(\"Predicted spacing : %i\" % pred)\n",
"print(\"Actual kern in font : %i\" % font.pair_kerning(l,r))\n",
"print(\"Predicted kern : %i\" % (pred-(font.glyph(l).rsb+font.glyph(r).lsb)))\n",
"#print(\"Distances\", distances)\n",
"#print(\"Min distances\", np.min(distances))\n",
"print(\"Confidence: %.2f%%\" % confidence)\n",
"\n",
"_ = plt.imshow(font.set_string(f\"n{l}{r}no{l}{r}o\", { (l,r): pred }))\n"
]
}
],
"metadata": {
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
@schriftgestalt
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If I understand that correctly, it should be called "Hands, Face, Kern!", shouldn't it?

@simoncozens
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simoncozens commented Oct 18, 2021

It actually determines the spacing values for a pair, then computes kerns from that. The name refers to the UK’s COVID-19 public messaging.

@schriftgestalt
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I didn't know about the reference.

But it is not producing or outputting the spacing, or is it?

@simoncozens
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It is. See "Predicted spacing : 98".

@schriftgestalt
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With spacing I meant sidebearing values for individual glyphs.

@simoncozens
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Ah. No, it's not intended for use as an autospacer, but assuming you have already got the sidebearings, it uses the pair spacing prediction to create the kern value. The idea is that you give it a few examples of correctly kerned pairs, and it will use that information to generate more kern pairs and tell you the level of confidence for the generated kern pair; provide more examples and it will give you more confident output.

Sort of like... other software you might have seen.

@schriftgestalt
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Then I did understand it correctly. So "Kern" would be a better fit. It still would be a reference to the Boris (that most people in the world will not understand).

And why can’t it produce spacing. Just "kern" it to a bar and instead of outputting kerning, adjust the side-bearings.

@n8willis
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I gotta be honest, IMO "Hands Face Kern" would be a way more interesting name; plus, any people who would get the reference to the original would also get the reference to the latter ... with the added bonus of it being a second-order play on the terminology....

Comedy is tough engineering, at times, that's for sure.

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