No comps outside the state: generate-image refuses .impeccable/mocks/ output while a roll is pending and build-phase has not started

The first paid confirmation sweep showed the failure: models rendered the
three comps first and ran build-phase.mjs start after, so a session cut at
the composition pick carried no state.json and the resumed model followed
the conversation ('translate the comp into HTML now') instead of the
phases. Decision comps (.impeccable/mocks/decision/) are unaffected;
--force-mock overrides.

AI-assisted (Claude).

Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
Paul Bakaus
2026-08-28 06:13:59 +05:00
committed by Abdul Wahab
co-authored by Claude
parent 62f59a3934
commit cacb2868ac
6 changed files with 685 additions and 147 deletions
File diff suppressed because one or more lines are too long
+137 -147
View File
@@ -4,22 +4,27 @@
* faces against it, so the face is chosen by metrics instead of by name.
*
* node font-match.mjs --measure <region-id> [--spec .impeccable/build/spec.json]
* Fingerprints the comp crop of a text region: cap height (px), average
* glyph advance per cap height (width class), stroke weight (ink fraction
* per glyph area), and letter density. Prints them and stores them on the
* Fingerprints the comp crop of a text region (lib/font-fingerprint.mjs):
* cap height (px), glyph width per cap height (width class), stroke
* density and stem width (weight class), tracking, plus the size-invariant
* shape vector the ranking uses. Prints the summary and stores it on the
* region in the spec (`type` block), so build code can set font-size from
* capHeightPx and the hero gate can name a width/weight miss.
*
* node font-match.mjs --rank <region-id> [--candidates "Barlow Condensed:700,Oswald:600"] [--text "The manuals stop."]
* Renders the region's text (or --text) in every candidate face (yours
* plus a built-in shortlist for the comp's width class) at the
* comp's cap height in a headless browser (Google Fonts CSS, or any
* locally installed face), measures the same fingerprint, and ranks the
* candidates by distance. Prints the ranking with per-face width and
* weight deltas and the CSS to use (family, weight, and the font-size
* node font-match.mjs --rank <region-id> [--candidates "Barlow Condensed:700,Oswald:600"] [--text "The manuals stop."] [--category sans,display]
* Candidates come from a fingerprint index of the Google Fonts catalog
* (data/font-index.json, ~3,000 faces at two cap heights; the crop is
* routed to the 14px or 48px index by its cap height): the 25 nearest
* faces by fingerprint distance, plus the names you pass. Each candidate
* is then rendered with the region's text at the comp's cap height in a
* headless browser (Google Fonts CSS), fingerprinted the same way, and
* ranked by the same distance on the rendered text. Prints CATALOG (the
* index's top five), the ranking with per-face width and weight deltas,
* a proof sheet, and the CSS to use (family, weight, and the font-size
* that reproduces the comp's cap height). Needs a browser: playwright or
* puppeteer resolvable from the project or the impeccable CLI; without
* one, prints the comp fingerprint and how to read it.
* one, the CATALOG line is the ranking. Without the index the built-in
* per-width-class shortlist stands in.
*
* Why: models pick faces from memory and never measure. Three of the six
* misses a human called on a first-round build were the same miss: the
@@ -32,7 +37,8 @@ import { fileURLToPath } from 'node:url';
import { createRequire } from 'node:module';
import { decodePng, encodePng } from './lib/png.mjs';
import { crop } from './lib/raster.mjs';
import { toGray } from './lib/image-metrics.mjs';
import { fingerprint, distance } from './lib/font-fingerprint.mjs';
import { loadFontIndex, candidatesFromIndex, MIN_RANK_CAP_PX } from './lib/font-index.mjs';
import { loadSpec, SPEC_PATH } from './comp-spec.mjs';
const require = createRequire(import.meta.url);
@@ -45,131 +51,69 @@ function arg(name, fallback = null) {
}
// ---- fingerprint ----------------------------------------------------------
/** Otsu threshold on a gray image: ink vs ground, whichever is darker is ink. */
function otsu(gray) {
const hist = new Float64Array(256);
for (let i = 0; i < gray.data.length; i++) hist[Math.max(0, Math.min(255, Math.round(gray.data[i])))]++;
const total = gray.data.length;
let sum = 0; for (let i = 0; i < 256; i++) sum += i * hist[i];
let sumB = 0, wB = 0, best = 0, thr = 128;
for (let t = 0; t < 256; t++) {
wB += hist[t]; if (!wB) continue;
const wF = total - wB; if (!wF) break;
sumB += t * hist[t];
const mB = sumB / wB, mF = (sum - sumB) / wF;
const between = wB * wF * (mB - mF) ** 2;
if (between > best) { best = between; thr = t; }
}
return thr;
}
// fingerprint(img) and distance(a, b) live in lib/font-fingerprint.mjs: size-
// invariant shape features per text line (advance, x-ratio, stem width,
// contrast, serif, density, ink profiles) and a noise-normalized weighted L1
// fitted on held-out Google Fonts probes. The class helpers below turn two of
// those features into the words the MEASURE line prints.
/**
* Fingerprint the lettering in an RGBA image:
* - lines: text lines found by row-projection of ink
* - capHeightPx: median line ink height (cap/x-height blend; consistent across comp and render)
* - advance: mean glyph width / capHeightPx (width class; condensed < 0.45, normal ~0.55-0.65, wide > 0.7)
* - weight: ink pixels / (glyph bbox area) (light ~0.2, regular ~0.3, bold ~0.4+)
* - gap: mean inter-glyph gap / capHeightPx (tracking)
* Returns null when no ink lines are found.
* The feature that reads as width: advX (x-height glyph width / R) on a
* mixed-case crop, advTall (cap glyph width / R) when the crop is all caps.
* Thresholds sit on the catalog index (advX 0.20 quantile 0.58, median 0.64,
* 0.80 quantile 0.71) anchored by named faces: League Gothic 0.36, Oswald 0.42,
* Anton 0.48, Barlow Condensed 0.54, Roboto Condensed 0.58, Roboto 0.62,
* Inter 0.65, Space Grotesk 0.71, Montserrat Bold 0.76, Archivo Black 0.87.
*/
export function fingerprint(img) {
const g = toGray(img);
const thr = otsu(g);
// ink is the minority side of the threshold
let dark = 0; for (let i = 0; i < g.data.length; i++) if (g.data[i] < thr) dark++;
const inkIsDark = dark <= g.data.length / 2;
const isInk = (v) => (inkIsDark ? v < thr : v >= thr);
const W = g.width, H = g.height;
const rowInk = new Uint32Array(H);
for (let y = 0; y < H; y++) for (let x = 0; x < W; x++) if (isInk(g.data[y * W + x])) rowInk[y]++;
// lines: runs of rows with ink above a small floor, then split each run at
// interior valleys (descender/ascender bridges keep adjacent lines joined
// at a trickle of ink; a valley under 15% of the run's peak is a line break)
const floor = Math.max(1, W * 0.004);
const runs = [];
let y = 0;
while (y < H) {
if (rowInk[y] > floor) {
let y0 = y; while (y < H && (rowInk[y] > floor || (y + 1 < H && rowInk[y + 1] > floor))) y++;
if (y - y0 >= 4) runs.push({ y0, y1: y });
} else y++;
}
const lines = [];
for (const run of runs) {
let peak = 0; for (let yy = run.y0; yy < run.y1; yy++) peak = Math.max(peak, rowInk[yy]);
const valley = peak * 0.15;
let start = run.y0, inValley = false, valleyStart = 0;
for (let yy = run.y0; yy < run.y1; yy++) {
const low = rowInk[yy] < valley;
if (low && !inValley) { inValley = true; valleyStart = yy; }
if (!low && inValley) {
inValley = false;
// a valley at least 3 rows deep splits; shorter ones are letter gaps
if (yy - valleyStart >= 3 && valleyStart - start >= 4) { lines.push({ y0: start, y1: valleyStart }); start = yy; }
}
}
if (run.y1 - start >= 4) lines.push({ y0: start, y1: run.y1 });
}
if (!lines.length) return null;
const glyphs = [];
const gapsAll = [];
for (const ln of lines) {
// column projection inside the line -> glyph runs
const colInk = new Uint32Array(W);
for (let yy = ln.y0; yy < ln.y1; yy++) for (let x = 0; x < W; x++) if (isInk(g.data[yy * W + x])) colInk[x]++;
let x = 0; const runs = [];
while (x < W) {
if (colInk[x] > 0) { const x0 = x; while (x < W && colInk[x] > 0) x++; runs.push({ x0, x1: x }); } else x++;
}
// ink height per line: rows in the line whose ink is above 20% of the line's max (drops ascender/descender tails)
let maxRow = 0; for (let yy = ln.y0; yy < ln.y1; yy++) maxRow = Math.max(maxRow, rowInk[yy]);
let hy0 = ln.y0, hy1 = ln.y1;
while (hy0 < ln.y1 && rowInk[hy0] < maxRow * 0.2) hy0++;
while (hy1 > hy0 && rowInk[hy1 - 1] < maxRow * 0.2) hy1--;
const lineH = Math.max(1, hy1 - hy0);
for (let i = 0; i < runs.length; i++) {
const r = runs[i];
const w = r.x1 - r.x0;
if (w < lineH * 0.15) continue; // dots, punctuation, thin rules
let ink = 0; for (let yy = hy0; yy < hy1; yy++) for (let xx = r.x0; xx < r.x1; xx++) if (isInk(g.data[yy * W + xx])) ink++;
glyphs.push({ w, h: lineH, ink });
if (i + 1 < runs.length) { const gap = runs[i + 1].x0 - r.x1; if (gap < lineH * 0.6) gapsAll.push(gap / lineH); }
}
}
if (!glyphs.length) return null;
const med = (a) => { const s = [...a].sort((p, q) => p - q); return s[Math.floor(s.length / 2)]; };
const capHeightPx = med(glyphs.map((x) => x.h));
const advance = med(glyphs.map((x) => x.w / x.h));
const weight = med(glyphs.map((x) => x.ink / (x.w * x.h)));
const gap = gapsAll.length ? med(gapsAll) : 0;
return { lines: lines.length, glyphs: glyphs.length, capHeightPx: +capHeightPx.toFixed(1), advance: +advance.toFixed(3), weight: +weight.toFixed(3), gap: +gap.toFixed(3), inkIsDark };
export function widthMeasure(fp) {
if (!fp) return null;
if (fp.advX != null) return { key: 'advX', value: fp.advX };
if (fp.advTall != null) return { key: 'advTall', value: fp.advTall };
if (fp.advance != null) return { key: 'advance', value: fp.advance };
return null;
}
export function widthClass(advance) {
if (advance < 0.42) return 'compressed';
if (advance < 0.52) return 'condensed';
if (advance < 0.66) return 'normal';
export function widthClass(fp) {
const m = typeof fp === 'number' ? { key: 'advX', value: fp } : widthMeasure(fp);
if (!m) return 'normal';
// cap widths run ~10% wider than x-height widths against the same R
const t = m.key === 'advTall' ? [0.45, 0.61, 0.78] : [0.42, 0.585, 0.72];
if (m.value < t[0]) return 'compressed';
if (m.value < t[1]) return 'condensed';
if (m.value < t[2]) return 'normal';
return 'wide';
}
export function weightClass(weight) {
if (weight < 0.22) return 'light';
if (weight < 0.3) return 'regular';
if (weight < 0.38) return 'medium';
if (weight < 0.46) return 'bold';
return 'black';
/**
* The feature that reads as weight: densTall (ink / bbox area of cap-height
* glyphs); stemW (stem width / R) when no cap glyph was separable. Catalog
* anchors for densTall: Lato 300 0.27, Roboto 300 0.32, Playfair 400 0.37,
* Inter 400 0.44, Roboto 700 0.59, Work Sans 700 0.64, Bebas Neue 0.68,
* Oswald 700 0.72, League Gothic 0.76, Anton 0.79. For stemW: Roboto 300 0.10,
* Roboto 400 0.14, Inter 700 0.22, Archivo Black 0.30.
*/
export function weightMeasure(fp) {
if (!fp) return null;
if (fp.densTall != null) return { key: 'densTall', value: fp.densTall };
if (fp.densX != null) return { key: 'densX', value: fp.densX };
if (fp.stemW != null) return { key: 'stemW', value: fp.stemW };
if (fp.weight != null) return { key: 'weight', value: fp.weight };
return null;
}
export function distance(a, b) {
// width and weight both decide whether a face reads as the same face;
// tracking is a CSS knob (letter-spacing) so it counts least.
return Math.abs(a.advance - b.advance) * 2.5 + Math.abs(a.weight - b.weight) * 2.5 + Math.abs(a.gap - b.gap) * 0.5;
export function weightClass(fp) {
const m = typeof fp === 'number' ? { key: 'densTall', value: fp } : weightMeasure(fp);
if (!m) return 'regular';
const t = m.key === 'stemW' ? [0.105, 0.165, 0.195, 0.24] : [0.34, 0.48, 0.56, 0.66];
if (m.value < t[0]) return 'light';
if (m.value < t[1]) return 'regular';
if (m.value < t[2]) return 'medium';
if (m.value < t[3]) return 'bold';
return 'black';
}
/**
* A starter shortlist per width class, Google Fonts only, chosen to span
* weight and character inside the class. The model adds its own names on
* top; the point is that a ranking never runs against one guessed family.
* weight and character inside the class. Used only when the catalog index
* (data/font-index.json) is missing; with the index, candidates come from
* the comp's fingerprint and the model's own names.
*/
export const SHORTLIST = {
compressed: ['League Gothic:400', 'Bebas Neue:400', 'Anton:400', 'Six Caps:400', 'Big Shoulders Display:900', 'Antonio:700', 'Saira Extra Condensed:800', 'Oswald:700'],
@@ -178,20 +122,39 @@ export const SHORTLIST = {
wide: ['Archivo Black:400', 'Syne:800', 'Space Grotesk:700', 'Unbounded:700', 'Bricolage Grotesque:800', 'Sora:800', 'Outfit:800', 'Lexend:800'],
};
/** Weight-shifted variants of a candidate list toward the comp's weight class. */
export function withWeightVariants(list, targetWeight) {
/** Weight-shifted variants of a candidate list, one step lighter and heavier; the ranking decides. */
export function withWeightVariants(list) {
const out = [];
for (const c of list) {
out.push(c);
const m = /^(.*?):(\d{3})$/.exec(c);
if (!m) continue;
const w = parseInt(m[2], 10);
// always offer one step lighter and one heavier; the ranking decides
for (const d of [-200, 200]) { const nw = w + d; if (nw >= 100 && nw <= 900) out.push(`${m[1]}:${nw}`); }
}
return [...new Set(out)];
}
/**
* Candidate faces for a comp fingerprint: the nearest index faces (top n by
* fingerprint distance, routed to the 14px or 48px index by the crop's cap
* height, optionally filtered by category), the caller's own names first,
* and the built-in shortlist only when there is no index. Returns
* { candidates: [{ family, weight }], catalog: [index hits], source }.
*/
export function selectCandidates(fp, { own = [], index = null, n = 25, category = null } = {}) {
const catalog = index ? candidatesFromIndex(fp, index, { n, category }) : [];
const list = [...own, ...catalog.map((c) => ({ family: c.family, weight: c.weight }))];
let source = 'index';
if (!index) {
source = 'shortlist';
for (const s of withWeightVariants(SHORTLIST[widthClass(fp)] || SHORTLIST.normal)) list.push(parseCandidates(s)[0]);
}
const seen = new Set();
const candidates = list.filter((c) => { const k = `${c.family}:${c.weight}`; if (seen.has(k)) return false; seen.add(k); return true; });
return { candidates, catalog, source };
}
// ---- browser --------------------------------------------------------------
async function loadBrowser() {
@@ -321,7 +284,19 @@ export async function renderProofSheet(compCrop, top, text, capPx, transform = '
// ---- CLI ------------------------------------------------------------------
function describe(fp) {
return `capHeight ${fp.capHeightPx}px, width ${widthClass(fp.advance)} (advance ${fp.advance}), weight ${weightClass(fp.weight)} (ink ${fp.weight}), tracking ${fp.gap}`;
const wm = widthMeasure(fp), wt = weightMeasure(fp);
const wmS = wm ? ` (${wm.key} ${wm.value})` : '';
const wtS = wt ? ` (${wt.key} ${wt.value})` : '';
return `capHeight ${fp.capHeightPx}px, width ${widthClass(fp)}${wmS}, weight ${weightClass(fp)}${wtS}, tracking ${fp.gap}${fp.allCaps ? ', all caps' : ''}`;
}
/** Fingerprint fields the spec keeps for a region: the class-bearing features plus the shape summary, not the whole vector. */
function compactFp(fp) {
if (!fp) return fp;
const keep = ['lines', 'glyphs', 'capHeightPx', 'inkIsDark', 'allCaps', 'advance', 'advTall', 'advX', 'gap', 'xRatio', 'stemW', 'contrast', 'serif', 'densTall', 'densX', 'weight'];
const out = {};
for (const k of keep) if (fp[k] !== undefined) out[k] = fp[k];
return out;
}
async function main() {
@@ -330,7 +305,7 @@ async function main() {
const measureId = arg('measure'), rankId = arg('rank');
const id = measureId || rankId;
if (!id) {
console.error('usage: font-match.mjs --measure <text-region-id> | --rank <text-region-id> --candidates "Family:700,Family2:400,..." [--text "..."] [--transform uppercase]');
console.error('usage: font-match.mjs --measure <text-region-id> | --rank <text-region-id> [--candidates "Family:700,Family2:400,..."] [--text "..."] [--transform uppercase] [--category sans,serif,display,handwriting,mono]');
process.exit(1);
}
if (!spec) { console.error(`font-match: no spec at ${specPath}; run comp-spec.mjs first`); process.exit(1); }
@@ -349,21 +324,29 @@ async function main() {
console.log(`MEASURE ${id}: no separable lettering in the region crop at comp resolution; size this text by its box (${region.px.w}x${region.px.h}px) and inherit face and weight from the nearest measured region.`);
process.exit(0);
}
region.type = { ...(region.type || {}), comp: fp, widthClass: widthClass(fp.advance), weightClass: weightClass(fp.weight) };
region.type = { ...(region.type || {}), comp: compactFp(fp), widthClass: widthClass(fp), weightClass: weightClass(fp) };
fs.writeFileSync(specPath, JSON.stringify(spec, null, 2));
console.log(`MEASURE ${id}: ${describe(fp)} over ${fp.lines} line${fp.lines === 1 ? '' : 's'}, ${fp.glyphs} glyphs. Set this region's font-size so its cap height renders at ${fp.capHeightPx}px; choose a ${widthClass(fp.advance)} ${weightClass(fp.weight)} face.`);
console.log(`MEASURE ${id}: ${describe(fp)} over ${fp.lines} line${fp.lines === 1 ? '' : 's'}, ${fp.glyphs} glyphs. Set this region's font-size so its cap height renders at ${fp.capHeightPx}px; choose a ${widthClass(fp)} ${weightClass(fp)} face.`);
if (!rankId) return;
if (fp.capHeightPx < MIN_RANK_CAP_PX) {
console.log(`RANK skipped: cap height ${fp.capHeightPx}px is under ${MIN_RANK_CAP_PX}px, too small at comp resolution for a face fingerprint to mean anything. Size this text by its box (${region.px.w}x${region.px.h}px) and inherit face and weight from the nearest measured region.`);
return;
}
const own = parseCandidates(arg('candidates'));
const wc = widthClass(fp.advance);
const short = withWeightVariants(SHORTLIST[wc] || SHORTLIST.normal, fp.weight).map((x) => parseCandidates(x)[0]);
const seen = new Set();
const candidates = [...own, ...short].filter((c) => { const k = `${c.family}:${c.weight}`; if (seen.has(k)) return false; seen.add(k); return true; });
console.log(`CANDIDATES ${candidates.length}: ${own.length} yours + ${candidates.length - own.length} from the ${wc} shortlist`);
const index = loadFontIndex();
const { candidates, catalog, source } = selectCandidates(fp, { own, index, n: 25, category: arg('category') });
if (index) {
const top5 = []; for (const h of catalog) { if (!top5.some((t) => t.family === h.family)) top5.push(h); if (top5.length >= 5) break; }
console.log(`CATALOG top-5 by fingerprint: ${top5.map((t) => `${t.family}:${t.weight}`).join(', ')} (from ${index.entries.length} indexed faces${catalog[0] ? `, ${catalog[0].size}px index` : ''}${arg('category') ? `, category ${arg('category')}` : ''})`);
console.log(`CANDIDATES ${candidates.length}: ${own.length} yours + ${candidates.length - own.length} nearest in the catalog index`);
} else {
console.log(`CANDIDATES ${candidates.length}: ${own.length} yours + ${candidates.length - own.length} from the ${widthClass(fp)} shortlist (no catalog index at data/font-index.json)`);
}
const text = arg('text') || region.text || 'The manuals stop. The forum keeps going.';
const transform = arg('transform', 'none');
const transform = arg('transform', fp.allCaps ? 'uppercase' : 'none');
const results = await renderCandidates(candidates, text, fp.capHeightPx, { transform });
if (!results) {
console.log('RANK unavailable: no browser (playwright or puppeteer) resolvable from this project or the impeccable CLI. Choose by the MEASURE line: match the width class first, then the weight class; render one headline word against the comp before building on it.');
console.log(`RANK unavailable: no browser (playwright or puppeteer) resolvable from this project or the impeccable CLI. ${index ? 'Take the CATALOG line as the ranking' : 'Choose by the MEASURE line'}: match the width class first, then the weight class; render one headline word against the comp before building on it.`);
return;
}
// Drop faces that never loaded (a weight the family does not ship falls
@@ -373,13 +356,16 @@ async function main() {
const rows = results
.filter((r) => r.fp && r.loaded)
.map((r) => ({ ...r, d: distance(fp, r.fp) }))
.filter((r) => Number.isFinite(r.d))
.sort((a, b) => a.d - b.d)
.filter((r) => { const k = `${r.family}|${r.fp.advance}|${r.fp.weight}|${r.fp.gap}`; if (seenFp.has(k)) return false; seenFp.add(k); return true; });
.filter((r) => { const k = `${r.family}|${r.fp.advX}|${r.fp.advTall}|${r.fp.densTall}|${r.fp.stemW}`; if (seenFp.has(k)) return false; seenFp.add(k); return true; });
const dropped = results.filter((r) => !r.loaded).map((r) => `${r.family}:${r.weight}`);
if (dropped.length) console.log(`SKIPPED (not available at that weight on Google Fonts): ${dropped.join(', ')}`);
const wm = widthMeasure(fp), wt = weightMeasure(fp);
const pctDelta = (m, other) => { if (!m || other?.[m.key] == null) return null; return (other[m.key] - m.value) / m.value; };
const fmtPct = (v) => (v == null ? 'n/a' : `${v >= 0 ? '+' : ''}${(v * 100).toFixed(0)}%`);
for (const r of rows) {
const dw = r.fp.advance - fp.advance, dwt = r.fp.weight - fp.weight;
console.log(`RANK ${r.family}:${r.weight}${r.loaded ? '' : ' (NOT LOADED, fallback measured)'} distance ${r.d.toFixed(3)} width ${widthClass(r.fp.advance)} (${dw >= 0 ? '+' : ''}${(dw * 100).toFixed(0)}% advance) weight ${weightClass(r.fp.weight)} (${dwt >= 0 ? '+' : ''}${(dwt * 100).toFixed(0)}% ink) font-size ${r.fontSizePx}px for cap ${fp.capHeightPx}px`);
console.log(`RANK ${r.family}:${r.weight} distance ${r.d.toFixed(3)} width ${widthClass(r.fp)} (${fmtPct(pctDelta(wm, r.fp))} ${wm?.key || 'advance'}) weight ${weightClass(r.fp)} (${fmtPct(pctDelta(wt, r.fp))} ${wt?.key || 'ink'}) font-size ${r.fontSizePx}px for cap ${fp.capHeightPx}px`);
}
// proof sheet: comp crop over the top three renders, so the choice is seen, not only scored
try {
@@ -395,10 +381,14 @@ async function main() {
const best = rows[0];
if (best) {
const advice = [];
if (Math.abs(best.fp.advance - fp.advance) > 0.06) advice.push(best.fp.advance > fp.advance ? 'still too wide: try a more condensed face or a variable font with a wdth axis' : 'still too narrow: try a wider face');
if (Math.abs(best.fp.weight - fp.weight) > 0.06) advice.push(best.fp.weight > fp.weight ? `too heavy: drop to weight ${Math.max(100, best.weight - 200)}` : `too light: raise to weight ${Math.min(900, best.weight + 200)}`);
console.log(`USE font-family: '${best.family}'; font-weight: ${best.weight}; font-size: ${best.fontSizePx}px;${advice.length ? ' NOTE ' + advice.join('; ') : ''}`);
region.type.chosen = { family: best.family, weight: best.weight, fontSizePx: best.fontSizePx, fp: best.fp };
const dw = pctDelta(wm, best.fp), dwt = pctDelta(wt, best.fp);
if (dw != null && Math.abs(dw) > 0.1) advice.push(dw > 0 ? 'still too wide: try a more condensed face or a variable font with a wdth axis' : 'still too narrow: try a wider face');
// a weight step only helps on a family that ships one; a single-cut display face is what it is
const bestEntry = index?.entries.find((e) => e.family === best.family);
const variable = bestEntry ? bestEntry.variable : true;
if (dwt != null && Math.abs(dwt) > 0.15 && variable) advice.push(dwt > 0 ? `too heavy: drop to weight ${Math.max(100, best.weight - 200)}` : `too light: raise to weight ${Math.min(900, best.weight + 200)}`);
console.log(`USE font-family: '${best.family}'; font-weight: ${best.weight}; font-size: ${best.fontSizePx}px;${transform !== 'none' ? ` text-transform: ${transform};` : ''}${advice.length ? ' NOTE ' + advice.join('; ') : ''}`);
region.type.chosen = { family: best.family, weight: best.weight, fontSizePx: best.fontSizePx, source, fp: compactFp(best.fp) };
fs.writeFileSync(specPath, JSON.stringify(spec, null, 2));
}
}
+17
View File
@@ -30,6 +30,7 @@
*/
import fs from 'node:fs';
import path from 'node:path';
import { fileURLToPath } from 'node:url';
import zlib from 'node:zlib';
function arg(name, fallback = null) {
@@ -330,6 +331,22 @@ async function scorePlate(ctx, outFile) {
}
}
// A comp written into .impeccable/mocks/ while a direction is dealt but the
// build phases never started is a comp round happening outside the state
// file, and every session cut after it resumes with no state to follow. The
// roll writes .impeccable/build/pending.json; build-phase.mjs start clears
// it. Refuse mock output until start has run (or --force-mock).
{
const outArg = arg('out') || (plateCtx && plateCtx.out) || '';
const intoMocks = /(^|[\\/])\.impeccable[\\/]mocks[\\/]/.test(outArg) && !/[\\/]decision[\\/]/.test(outArg);
const pending = fs.existsSync(path.join('.impeccable', 'build', 'pending.json'));
const state = fs.existsSync(path.join('.impeccable', 'build', 'state.json'));
if (intoMocks && pending && !state && !process.argv.includes('--force-mock')) {
console.error(`generate-image: a direction was chosen (concept-seed rolled) but build-phase.mjs start has not run, so this comp would be generated outside the build's state. Run: node ${path.dirname(fileURLToPath(import.meta.url))}/build-phase.mjs start --direction <seed key> --kind <assigned|pick|challenger|canon> first (it opens the comps phase), then generate. --force-mock overrides.`);
process.exit(4);
}
}
if (process.env.IMPECCABLE_IMAGE_GEN_FAKE) {
const fakePromptFile = arg('prompt-file');
const fakePrompt = fakePromptFile ? fs.readFileSync(fakePromptFile, 'utf8') : arg('prompt');
+413
View File
@@ -0,0 +1,413 @@
/**
* font-fingerprint: size-invariant, text-robust shape features for lettering
* in a raster (a comp crop or a rendered sample). fingerprint(img) returns the
* feature vector; distance(a, b) compares two vectors over noise-normalized,
* weighted features. Used by font-match.mjs (comp measurement and ranking)
* and by the catalog index build (scripts/build-font-index.mjs at the repo root). Depends only on
* lib/image-metrics.mjs and lib/raster.mjs.
*
* Every measure is taken per text line and normalized by R, the line's
* reference height (median of the tallest column heights above the baseline:
* the cap line on an all-caps line, the ascender line on a mixed line), so
* the same face gives the same numbers at any point size; per-glyph measures
* are medians so the numbers survive a change of text. Small crops are
* upsampled (bilinear) so R is at least 24px, and stroke runs are measured
* with antialiased edge pixels counted by coverage, so stem widths do not
* fatten at small sizes.
*
* Features (all in R units unless noted; null when not measurable):
* advance/advTall/advX median glyph width over baseline glyphs / tall glyphs / x-height glyphs
* advCV spread of glyph widths (std/median): mono ~0.15, sans ~0.3, script > 0.5
* gap median inter-glyph gap
* xRatio x-line / R (null on all-caps lines)
* descRatio descender depth (90th pct)
* stemW median horizontal ink run in the x band (stem width)
* contrast stem width / median thin (vertical) run: didone high, grotesque ~1
* serif foot width / mid-stem width on stems that reach the baseline
* roundFrac fraction of glyphs with bbox aspect > 0.9
* densTall / densX ink / bbox area for tall / x-height glyphs (weight)
* runDensity horizontal ink runs per row per R of line width (stroke busyness)
* vprof0..9 normalized vertical ink profile from 0.35R below baseline to 1.05R above
* hrun25/50/75/90 quantiles of horizontal run lengths over the letter body
* vrun25/50/75/90 quantiles of vertical run lengths over the whole line
* colq25/75 quantiles of column heights above the baseline
* wq25/75 quantiles of glyph widths
* Also returned: lines, glyphs, capHeightPx (R in source pixels), allCaps, inkIsDark,
* upsampled, weight (densTall, so v1 callers keep a weight field).
*/
import { toGray } from './image-metrics.mjs';
import { resize } from './raster.mjs';
function otsu(gray) {
const hist = new Float64Array(256);
for (let i = 0; i < gray.data.length; i++) hist[Math.max(0, Math.min(255, Math.round(gray.data[i])))]++;
const total = gray.data.length;
let sum = 0; for (let i = 0; i < 256; i++) sum += i * hist[i];
let sumB = 0, wB = 0, best = 0, thr = 128;
for (let t = 0; t < 256; t++) {
wB += hist[t]; if (!wB) continue;
const wF = total - wB; if (!wF) break;
sumB += t * hist[t];
const mB = sumB / wB, mF = (sum - sumB) / wF;
const between = wB * wF * (mB - mF) ** 2;
if (between > best) { best = between; thr = t; }
}
return thr;
}
const med = (a) => { if (!a.length) return null; const s = [...a].sort((p, q) => p - q); const m = s.length >> 1; return s.length % 2 ? s[m] : (s[m - 1] + s[m]) / 2; };
const pct = (a, p) => { if (!a.length) return null; const s = [...a].sort((p, q) => p - q); return s[Math.min(s.length - 1, Math.floor(p * s.length))]; };
const mean = (a) => (a.length ? a.reduce((s, x) => s + x, 0) / a.length : null);
/** Binarize; returns { W, H, ink: Uint8Array, inkIsDark }. */
function binarize(img) {
const g = toGray(img);
const thr = otsu(g);
let dark = 0; for (let i = 0; i < g.data.length; i++) if (g.data[i] < thr) dark++;
const inkIsDark = dark <= g.data.length / 2;
const ink = new Uint8Array(g.data.length);
let sI = 0, nI = 0, sG = 0, nG = 0;
for (let i = 0; i < g.data.length; i++) {
const on = (inkIsDark ? g.data[i] < thr : g.data[i] >= thr) ? 1 : 0;
ink[i] = on;
if (on) { sI += g.data[i]; nI++; } else { sG += g.data[i]; nG++; }
}
const inkLevel = nI ? sI / nI : (inkIsDark ? 0 : 255), groundLevel = nG ? sG / nG : (inkIsDark ? 255 : 0);
// coverage per pixel: 0 = ground, 1 = ink, linear between the two class means, so
// antialiased edge pixels count fractionally and stroke widths do not fatten at small sizes
const covA = new Float32Array(g.data.length);
const den = groundLevel - inkLevel || 1;
for (let i = 0; i < g.data.length; i++) covA[i] = Math.max(0, Math.min(1, (groundLevel - g.data[i]) / den));
const cov = (i) => covA[i];
return { W: g.width, H: g.height, ink, inkIsDark, cov, covA };
}
/** Text lines from the row-ink profile (same rules as font-match v1). */
function findLines(bin) {
const { W, H, ink } = bin;
const rowInk = new Uint32Array(H);
for (let y = 0; y < H; y++) { let c = 0; const o = y * W; for (let x = 0; x < W; x++) c += ink[o + x]; rowInk[y] = c; }
const floor = Math.max(1, W * 0.004);
const runs = [];
let y = 0;
while (y < H) {
if (rowInk[y] > floor) {
const y0 = y; while (y < H && (rowInk[y] > floor || (y + 1 < H && rowInk[y + 1] > floor))) y++;
if (y - y0 >= 4) runs.push({ y0, y1: y });
} else y++;
}
const lines = [];
for (const run of runs) {
let peak = 0; for (let yy = run.y0; yy < run.y1; yy++) peak = Math.max(peak, rowInk[yy]);
const valley = peak * 0.15;
let start = run.y0, inValley = false, valleyStart = 0;
for (let yy = run.y0; yy < run.y1; yy++) {
const low = rowInk[yy] < valley;
if (low && !inValley) { inValley = true; valleyStart = yy; }
if (!low && inValley) {
inValley = false;
if (yy - valleyStart >= 3 && valleyStart - start >= 4) { lines.push({ y0: start, y1: valleyStart, run }); start = yy; }
}
}
if (run.y1 - start >= 4) lines.push({ y0: start, y1: run.y1, run });
}
// A piece split off inside one run with a fraction of the ink of the text
// lines is not a line: a thin band of ascenders or tittles above the x band
// (few letters reach it, so the valley rule fires) or a stray rule. Ascender
// bands merge back into the line below them; anything else is dropped.
for (const ln of lines) { let m = 0; for (let yy = ln.y0; yy < ln.y1; yy++) m += rowInk[yy]; ln.mass = m; }
const maxMass = Math.max(0, ...lines.map((l) => l.mass));
const merged = [];
for (let i = 0; i < lines.length; i++) {
const ln = lines[i];
if (ln.mass >= maxMass * 0.3) { merged.push({ y0: ln.y0, y1: ln.y1 }); continue; }
const next = lines[i + 1];
if (next && next.run === ln.run && next.mass >= maxMass * 0.3 && (ln.y1 - ln.y0) <= (next.y1 - next.y0) * 0.5) { next.y0 = ln.y0; }
}
return { lines: merged, rowInk };
}
/** Feature names in fingerprint order (used by distance). */
const VBINS = 10, HQ = [0.25, 0.5, 0.75, 0.9];
export const FEATURES = ['advance', 'advTall', 'advX', 'advCV', 'gap', 'xRatio', 'descRatio', 'stemW', 'contrast', 'serif', 'roundFrac', 'densTall', 'densX', 'runDensity',
...Array.from({ length: VBINS }, (_, i) => `vprof${i}`), ...HQ.map((q) => `hrun${Math.round(q * 100)}`), ...HQ.map((q) => `vrun${Math.round(q * 100)}`), 'colq25', 'colq75', 'wq25', 'wq75'];
/** Center of the densest window of width tol in a list of values, and its count. */
function modeOf(vals, tol) {
let best = null, bestC = -1;
const s = [...vals].sort((a, b) => a - b);
let j = 0;
for (let i = 0; i < s.length; i++) {
while (s[i] - s[j] > tol) j++;
const c = i - j + 1;
if (c > bestC) { bestC = c; best = (s[i] + s[j]) / 2; }
}
return { v: best, n: bestC };
}
/**
* Per-line vertical metrics from column extrema, which do not need glyphs to
* be separable. baseline = mode of column bottoms. R (the reference height)
* is the top line of the tallest cluster: the cap line on an all-caps line,
* the ascender line (or the cap line when caps are taller) on a mixed line.
* The x-line is a second mode of column heights well below R; when there is
* none the line is read as all-caps.
*/
function lineMetrics(bin, ln) {
const { W, ink, cov } = bin;
const cols = [];
for (let x = 0; x < W; x++) {
let top = -1, bot = -1;
for (let yy = ln.y0; yy < ln.y1; yy++) if (ink[yy * W + x]) { if (top < 0) top = yy; bot = yy + 1; }
if (top < 0) continue;
// sub-pixel edges from the antialiased boundary pixel's coverage
const t = top > 0 ? top - cov((top - 1) * W + x) : top;
const b = bot < bin.H ? bot + cov(bot * W + x) : bot;
cols.push({ x, top: t, bot: b });
}
if (cols.length < 8) return null;
const roughH = pct(cols.map((c) => c.bot - c.top), 0.9);
const tol = Math.max(1, Math.round(roughH * 0.04));
const baseF = modeOf(cols.map((c) => c.bot), tol).v;
const base = Math.round(baseF);
const hs = cols.filter((c) => c.bot <= baseF + tol * 1.5).map((c) => baseF - c.top).filter((h) => h > 0);
if (hs.length < 8) return null;
const hMaxAbs = pct(hs, 0.995);
const topCluster = hs.filter((h) => h >= hMaxAbs * 0.94);
const R = med(topCluster);
if (!R || R < 4) return null;
const lowHs = hs.filter((h) => h >= R * 0.3 && h <= R * 0.86);
let xh = null;
if (lowHs.length >= Math.max(6, hs.length * 0.12)) {
const m = modeOf(lowHs, tol);
if (m.n >= Math.max(4, lowHs.length * 0.25)) xh = m.v;
}
const dsc = cols.filter((c) => c.bot > baseF + tol * 1.5 && c.top < baseF - R * 0.3).map((c) => (c.bot - baseF) / R);
const descRatio = dsc.length >= 4 ? pct(dsc, 0.9) : null;
return { base, R, cap: R, xh, descRatio, tol, xL: cols[0].x, xR: cols[cols.length - 1].x + 1, hs };
}
/** Glyph boxes: column runs of ink inside the x band, so ascender/descender bridges do not merge letters. */
function segment(bin, ln, m) {
const { W, ink } = bin;
const bandTop = Math.max(ln.y0, Math.round(m.base - (m.xh || m.cap * 0.6)));
const bandH = m.base - bandTop;
const thr = 1;
const colBand = new Uint32Array(W);
for (let yy = bandTop; yy < m.base; yy++) { const o = yy * W; for (let x = m.xL; x < m.xR; x++) colBand[x] += ink[o + x]; }
const runs = [];
let x = m.xL;
while (x < m.xR) {
if (colBand[x] >= thr) { const x0 = x; while (x < m.xR && colBand[x] >= thr) x++; runs.push({ x0, x1: x }); } else x++;
}
const out = [];
for (const r of runs) {
let top = -1, bot = -1, area = 0;
for (let yy = ln.y0; yy < ln.y1; yy++) {
let c = 0, cv = 0; const o = yy * W; for (let xx = r.x0; xx < r.x1; xx++) { c += ink[o + xx]; cv += bin.covA[o + xx]; }
if (c) { if (top < 0) top = yy; bot = yy + 1; }
area += cv;
}
if (top >= 0) out.push({ x0: r.x0, x1: r.x1, w: r.x1 - r.x0, top, bot, h: bot - top, area });
}
return out;
}
function measure(bin, lines) {
const { W, H, ink, covA } = bin;
// run lengths with the antialiased edge pixels counted by coverage
const hLen = (o, x0, x1) => { let s = 0; for (let x = Math.max(0, x0 - 1); x < Math.min(W, x1 + 1); x++) s += covA[o + x]; return s; };
const vLen = (x, y0, y1) => { let s = 0; for (let y = Math.max(0, y0 - 1); y < Math.min(H, y1 + 1); y++) s += covA[y * W + x]; return s; };
let glyphN = 0;
const per = { xh: [], desc: [], runDensity: [] };
let allCapsLines = 0;
const vprof = new Float64Array(VBINS); const hruns = [], vruns = [], colHs = [], widths = [];
const advTall = [], advAll = [], advX = [], gaps = [], stems = [], thins = [], serifR = [], round = [], densTall = [], densX = [];
let capSum = 0, capN = 0;
for (const ln of lines) {
const m = lineMetrics(bin, ln);
if (!m) continue;
const { base, cap, xh, tol, xL, xR } = m;
capSum += cap; capN++;
if (xh) per.xh.push(xh / cap);
if (!xh) allCapsLines++;
if (m.descRatio != null) per.desc.push(m.descRatio);
for (const h of m.hs) colHs.push(h / cap);
// vertical ink profile from 0.35R below the baseline to 1.05R above, VBINS bins
for (let yy = ln.y0; yy < ln.y1; yy++) {
const u = (base - yy - 0.5) / cap; // height above baseline in R units
const bi = Math.floor((u + 0.35) / 1.4 * VBINS);
if (bi < 0 || bi >= VBINS) continue;
let c = 0; const o = yy * W; for (let x = xL; x < xR; x++) c += ink[o + x];
vprof[bi] += c;
}
// horizontal run lengths over the whole line body (x band to cap line), vertical run lengths over all columns
for (let yy = Math.max(ln.y0, Math.round(base - cap)); yy < base; yy++) {
const o = yy * W; let x = xL;
while (x < xR) { if (ink[o + x]) { const x0 = x; while (x < xR && ink[o + x]) x++; hruns.push(hLen(o, x0, x) / cap); } else x++; }
}
for (let x = xL; x < xR; x++) {
let yy = ln.y0;
while (yy < ln.y1) { if (ink[yy * W + x]) { const y0 = yy; while (yy < ln.y1 && ink[yy * W + x]) yy++; vruns.push(vLen(x, y0, yy) / cap); } else yy++; }
}
const gl = segment(bin, ln, m);
const G = gl.filter((g) => g.w >= cap * 0.12 && (base - g.top) >= cap * 0.3);
glyphN += G.length;
const onBase = G.filter((g) => Math.abs(g.bot - base) <= tol * 1.5);
const capG = onBase.filter((g) => base - g.top >= cap * 0.88);
const xs = xh ? onBase.filter((g) => Math.abs(base - g.top - xh) <= Math.max(tol * 1.5, cap * 0.05)) : [];
for (const g of capG) { advTall.push(g.w / cap); densTall.push(g.area / (g.w * g.h)); }
for (const g of xs) { densX.push(g.area / (g.w * g.h)); advX.push(g.w / cap); }
for (const g of onBase) { advAll.push(g.w / cap); widths.push(g.w / cap); round.push(g.w / (base - g.top) > 0.9 ? 1 : 0); }
for (let i = 0; i + 1 < G.length; i++) { const gap = G[i + 1].x0 - G[i].x1; if (gap >= 0 && gap < cap * 0.6) gaps.push(gap / cap); }
const xTop = base - (xh || cap * 0.55);
const bandTop = Math.round(xTop + (base - xTop) * 0.2), bandBot = Math.round(base - (base - xTop) * 0.2);
let runCount = 0, runRows = 0;
for (let yy = bandTop; yy < bandBot; yy++) {
const o = yy * W; let x = xL; runRows++;
while (x < xR) { if (ink[o + x]) { const x0 = x; while (x < xR && ink[o + x]) x++; const L = hLen(o, x0, x); runCount++; if (L < cap * 0.5) stems.push(L / cap); } else x++; }
}
if (runRows) per.runDensity.push((runCount / runRows) / ((xR - xL) / cap));
for (let x = xL; x < xR; x++) {
let yy = ln.y0;
while (yy < ln.y1) { if (ink[yy * W + x]) { const y0 = yy; while (yy < ln.y1 && ink[yy * W + x]) yy++; const L = vLen(x, y0, yy); if (L < cap * 0.35) thins.push(L / cap); } else yy++; }
}
// serif: stems that run straight to the baseline; foot width vs mid-stem width
const runAt = (yy, x) => { const o = yy * W; if (!ink[o + x]) return 0; let a = x, b = x; while (a > xL && ink[o + a - 1]) a--; while (b + 1 < xR && ink[o + b + 1]) b++; return hLen(o, a, b + 1); };
const yMid = Math.round(base - cap * 0.4), yHi = Math.round(base - cap * 0.18), yFoot = base - Math.max(1, Math.round(cap * 0.04));
let x = xL;
while (x < xR) {
let yy = base - 1; if (!ink[yy * W + x]) { x++; continue; }
while (yy > ln.y0 && ink[(yy - 1) * W + x]) yy--;
if (yy > yMid) { x++; continue; }
const x0 = x; x++; while (x < xR && ink[(base - 1) * W + x] && ink[yMid * W + x]) x++;
const xc = Math.round((x0 + x - 1) / 2);
const wMid = runAt(yMid, xc), wHi = runAt(yHi, xc), wFoot = runAt(yFoot, xc);
if (wMid > 0 && wMid < cap * 0.5 && wHi <= wMid * 1.3 && wHi >= wMid * 0.7) serifR.push(wFoot / wMid);
}
}
if (!capN) return null;
const stemW = med(stems), thinW = med(thins);
const advM = med(advAll);
const advSd = advAll.length > 3 ? Math.sqrt(advAll.reduce((s, v) => s + (v - advM) ** 2, 0) / advAll.length) : null;
const vsum = vprof.reduce((s, x) => s + x, 0) || 1;
const extra = {};
for (let i = 0; i < VBINS; i++) extra[`vprof${i}`] = vprof[i] / vsum;
for (const q of HQ) { extra[`hrun${Math.round(q * 100)}`] = pct(hruns, q); extra[`vrun${Math.round(q * 100)}`] = pct(vruns, q); }
extra.colq25 = pct(colHs, 0.25); extra.colq75 = pct(colHs, 0.75);
extra.wq25 = pct(widths, 0.25); extra.wq75 = pct(widths, 0.75);
return {
...extra,
capHeightPx: capSum / capN,
glyphs: glyphN,
advance: advM,
advTall: advTall.length ? med(advTall) : null,
advX: advX.length ? med(advX) : null,
advCV: advSd != null && advM ? advSd / advM : null,
gap: gaps.length ? med(gaps) : 0,
xRatio: per.xh.length ? med(per.xh) : null,
descRatio: per.desc.length ? med(per.desc) : null,
allCaps: allCapsLines * 2 > capN,
runDensity: med(per.runDensity),
stemW,
contrast: stemW && thinW ? stemW / thinW : null,
serif: serifR.length >= 3 ? med(serifR) : null,
roundFrac: round.length ? mean(round) : null,
densTall: densTall.length ? med(densTall) : null,
densX: densX.length ? med(densX) : null,
};
}
/**
* fingerprint(img) -> features or null. Upsamples 2x (bilinear) when the
* cap height is under 24px so runs and edges are measured on finer pixels.
*/
export function fingerprint(img, { minCap = 24 } = {}) {
let bin = binarize(img);
let { lines } = findLines(bin);
if (!lines.length) return null;
let f = measure(bin, lines);
if (!f) return null;
let scale = 1;
if (f.capHeightPx < minCap && f.capHeightPx >= 4) {
scale = Math.min(4, Math.ceil(minCap / f.capHeightPx));
const up = resize(img, img.width * scale, img.height * scale);
bin = binarize(up);
lines = findLines(bin).lines;
const f2 = lines.length ? measure(bin, lines) : null;
if (f2) f = f2;
else scale = 1;
}
const r = { lines: lines.length, glyphs: f.glyphs, capHeightPx: +(f.capHeightPx / scale).toFixed(1), inkIsDark: bin.inkIsDark, upsampled: scale > 1, allCaps: f.allCaps, weight: f.densTall ?? f.densX };
for (const k of FEATURES) r[k] = f[k] == null ? null : +f[k].toFixed(4);
return r;
}
/**
* Distance normalization fitted on 299 held-out probes (150 at ~30px cap, 149
* at ~14px, text different from the index text) against a 3,092-entry Google
* Fonts index: std = within-family noise (1.4826 x median |probe - own index
* entry|, floored at 5% of the catalog IQR spread), w = group weight from
* coordinate descent on top-5 family recall. mean is unused by the distance.
*/
export const STATS = {
advance: { std: 0.07648, w: 0 },
advTall: { std: 0.25331, w: 0 },
advX: { std: 0.05144, w: 1.5 },
advCV: { std: 0.0857, w: 1 },
gap: { std: 0.02668, w: 1 },
xRatio: { std: 0.02315, w: 1 },
descRatio: { std: 0.17831, w: 1 },
stemW: { std: 0.01922, w: 1 },
contrast: { std: 0.05969, w: 3 },
serif: { std: 0.31477, w: 0.5 },
roundFrac: { std: 0.09341, w: 1 },
densTall: { std: 0.05708, w: 2 },
densX: { std: 0.07666, w: 0 },
runDensity: { std: 0.18199, w: 1 },
vprof0: { std: 0.01178, w: 1 },
vprof1: { std: 0.01331, w: 1 },
vprof2: { std: 0.02745, w: 1 },
vprof3: { std: 0.03046, w: 1 },
vprof4: { std: 0.01933, w: 1 },
vprof5: { std: 0.01737, w: 1 },
vprof6: { std: 0.0336, w: 1 },
vprof7: { std: 0.03195, w: 1 },
vprof8: { std: 0.03271, w: 1 },
vprof9: { std: 0.02951, w: 1 },
hrun25: { std: 0.01751, w: 1 },
hrun50: { std: 0.02124, w: 1 },
hrun75: { std: 0.04503, w: 1 },
hrun90: { std: 0.06844, w: 1 },
vrun25: { std: 0.01895, w: 1 },
vrun50: { std: 0.02405, w: 1 },
vrun75: { std: 0.06199, w: 1 },
vrun90: { std: 0.09486, w: 1 },
colq25: { std: 0.02906, w: 1 },
colq75: { std: 0.18204, w: 1 },
wq25: { std: 0.19862, w: 1 },
wq75: { std: 0.09687, w: 1 },
};
export const Z_CLIP = 3;
/** Weighted L1 over z-scored features; a feature missing on either side is skipped and the weight mass renormalized. */
export function distance(a, b, stats = STATS, { p = 1, zClip = Z_CLIP } = {}) {
let d = 0, wsum = 0;
for (const k of FEATURES) {
const s = stats[k]; if (!s || !s.w) continue;
const av = a[k], bv = b[k];
if (av == null || bv == null) continue;
const z = Math.min(zClip, Math.abs(av - bv) / s.std);
d += s.w * (p === 1 ? z : z * z); wsum += s.w;
}
if (!wsum) return Infinity;
const v = d / wsum;
return p === 1 ? v : Math.sqrt(v);
}
/** Debug: per-line metrics (base, R, xh, mode counts) for a raster. */
export function _debugLines(img) {
const bin = binarize(img);
const { lines } = findLines(bin);
return lines.map((ln) => { const m = lineMetrics(bin, ln); if (!m) return { ln, m: null }; const hs = m.hs.map((h) => +(h / m.R).toFixed(2)).sort((a, b) => a - b); const hist = {}; for (const h of hs) { const b = Math.round(h * 20) / 20; hist[b] = (hist[b] || 0) + 1; } return { y0: ln.y0, y1: ln.y1, base: m.base, R: +m.R.toFixed(1), xh: m.xh && +m.xh.toFixed(1), hist }; });
}
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/**
* font-index: the fingerprint index of the Google Fonts catalog that
* font-match.mjs --rank uses as its candidate generator, and the pack/unpack
* helpers the release-time build (repo scripts/build-font-index.mjs) shares with it.
*
* File: skill/scripts/data/font-index.json
* {
* schema: 1,
* text: "<index text every face was rendered with>",
* sizes: [48, 14], // cap heights (px) the catalog was rendered at
* features: [...], // feature names, in vector order (the fitted-nonzero subset of FEATURES)
* categories: ["sans", ...], // category index -> name
* entries: [[family, weight, categoryIdx, variable(0|1), vec48, vec14], ...]
* }
* A vector is a string of 3-char base-36 numbers, one per feature, each the
* feature value x 1000 (three decimals, clipped at 46.655); "___" is null.
* That packing keeps ~3,000 faces x 2 sizes x 33 features under 750 KB on
* disk, which is what makes it shippable inside the skill without gzip.
*
* Two sizes because the fingerprint's features are stable within a factor of
* ~2 in size but not from 48px down to 14px: a crop is routed to the index
* rendered nearer its own cap height (ROUTE_CAP_PX is the boundary).
*/
import fs from 'node:fs';
import path from 'node:path';
import { fileURLToPath } from 'node:url';
import { FEATURES, STATS, distance } from './font-fingerprint.mjs';
export const INDEX_PATH = path.join(path.dirname(fileURLToPath(import.meta.url)), '..', 'data', 'font-index.json');
export const INDEX_SIZES = [48, 14];
/** Crops with a cap height under this many px query the 14px index. */
export const ROUTE_CAP_PX = 22;
/** Below this cap height the fingerprint is not trustworthy; callers size by the box instead. */
export const MIN_RANK_CAP_PX = 10;
export const CATEGORIES = ['sans', 'serif', 'display', 'handwriting', 'mono'];
/** The features the index stores: the ones the fitted distance gives nonzero weight. */
export const INDEX_FEATURES = FEATURES.filter((k) => STATS[k] && STATS[k].w > 0);
const NULL_TOKEN = '___';
const MAX_Q = 36 ** 3 - 1;
export function packVector(fp, features = INDEX_FEATURES) {
return features.map((k) => {
const v = fp?.[k];
if (v == null || !Number.isFinite(v)) return NULL_TOKEN;
return Math.min(MAX_Q, Math.max(0, Math.round(v * 1000))).toString(36).padStart(3, '0');
}).join('');
}
export function unpackVector(s, features = INDEX_FEATURES) {
const out = {};
for (let i = 0; i < features.length; i++) {
const t = s.slice(i * 3, i * 3 + 3);
out[features[i]] = t === NULL_TOKEN || t.length < 3 ? null : parseInt(t, 36) / 1000;
}
return out;
}
let cached = null;
/**
* Load and decode the index. Returns null when the file is missing (callers
* fall back to their built-in shortlist). Result: { schema, text, sizes,
* features, entries: [{ family, weight, category, variable, fp: { 48: {...}, 14: {...}|null } }] }.
*/
export function loadFontIndex(file = INDEX_PATH) {
if (cached && cached.file === file) return cached.index;
if (!fs.existsSync(file)) return null;
const raw = JSON.parse(fs.readFileSync(file, 'utf8'));
const features = raw.features || INDEX_FEATURES;
const cats = raw.categories || CATEGORIES;
const sizes = raw.sizes || INDEX_SIZES;
const entries = raw.entries.map((e) => {
const fp = {};
sizes.forEach((sz, i) => { const v = e[4 + i]; fp[sz] = v ? unpackVector(v, features) : null; });
return { family: e[0], weight: e[1], category: cats[e[2]] ?? String(e[2]), variable: !!e[3], fp };
});
const index = { schema: raw.schema, text: raw.text, sizes, features, entries };
cached = { file, index };
return index;
}
/** Which of the index's cap sizes a crop with this cap height should query. */
export function routeSize(capHeightPx, sizes = INDEX_SIZES) {
const sorted = [...sizes].sort((a, b) => a - b);
return capHeightPx < ROUTE_CAP_PX ? sorted[0] : sorted[sorted.length - 1];
}
/**
* The n nearest catalog faces to a comp fingerprint, routed by cap height.
* Returns [{ family, weight, category, variable, d, size }] sorted by distance;
* at most `perFamily` entries of one family so the shortlist spans faces, not weights.
*/
export function candidatesFromIndex(fp, index, { n = 25, category = null, perFamily = 2 } = {}) {
if (!fp || !index) return [];
const size = routeSize(fp.capHeightPx, index.sizes);
const wantCat = category ? String(category).split(',').map((s) => s.trim().toLowerCase()).filter(Boolean) : null;
const scored = [];
for (const e of index.entries) {
if (wantCat && !wantCat.includes(e.category)) continue;
const v = e.fp[size];
if (!v) continue;
const d = distance(fp, v);
if (!Number.isFinite(d)) continue;
scored.push({ family: e.family, weight: e.weight, category: e.category, variable: e.variable, d, size });
}
scored.sort((a, b) => a.d - b.d);
const perFam = new Map(); const out = [];
for (const s of scored) {
const c = perFam.get(s.family) || 0;
if (c >= perFamily) continue;
perFam.set(s.family, c + 1); out.push(s);
if (out.length >= n) break;
}
return out;
}