diff --git a/.github/workflows/update-icons-embeddings.yml b/.github/workflows/update-icons-embeddings.yml new file mode 100644 index 000000000000..06b180b6ca18 --- /dev/null +++ b/.github/workflows/update-icons-embeddings.yml @@ -0,0 +1,48 @@ +name: Update icons embeddings + +on: + push: + branches: [main] + paths: + - 'package-lock.json' + workflow_dispatch: + +permissions: write-all + +jobs: + update-icons-embeddings: + permissions: + pull-requests: write + contents: write + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + - uses: actions/setup-node@v3 + with: + node-version: 24 + - name: Install Dependencies + run: npm ci + - name: Update icons embeddings + env: + GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} + run: | + npx tsx scripts/icon-search/run.ts + + MODIFIED_FILES=$(git diff --name-only || echo "") + + if [ -z "$MODIFIED_FILES" ]; then + echo "No files changed — skipping commit and PR creation." + exit 0 + fi + + git config user.email "" + git config user.name "Update icons embeddings action" + git checkout -b update-icons-embeddings + git add . + + export COMMIT_MESSAGE="feat: update icons embeddings" + git commit -m "$COMMIT_MESSAGE" || true + git push --set-upstream origin update-icons-embeddings --force + gh pr create --title "$COMMIT_MESSAGE" --body "" -a "dgaponov" -a "imsitnikov" -a "vvtimofeev" 2>/dev/null || true diff --git a/.gitignore b/.gitignore index c15cc672e3d0..020a9680a5f9 100644 --- a/.gitignore +++ b/.gitignore @@ -33,6 +33,7 @@ yarn-error.log* *.tsbuildinfo /src/data/*.json +!/src/data/icons-embeddings.json .env .codeassistant/mcp.json diff --git a/package-lock.json b/package-lock.json index f9ea3eeac80e..c1444d78fc43 100644 --- a/package-lock.json +++ b/package-lock.json @@ -24,6 +24,7 @@ "@gravity-ui/timeline": "^1.26.1", "@gravity-ui/uikit": "^7.31.1", "@gravity-ui/uikit-themer": "^1.7.0", + "@huggingface/transformers": "^3.8.1", "@mdx-js/mdx": "^2.3.0", "@mdx-js/react": "^2.3.0", 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"https://registry.npmjs.org/teex/-/teex-1.0.1.tgz", diff --git a/package.json b/package.json index a4278bc87d8b..1f0a12b6702c 100644 --- a/package.json +++ b/package.json @@ -24,6 +24,7 @@ "@gravity-ui/timeline": "^1.26.1", "@gravity-ui/uikit": "^7.31.1", "@gravity-ui/uikit-themer": "^1.7.0", + "@huggingface/transformers": "^3.8.1", "@mdx-js/mdx": "^2.3.0", "@mdx-js/react": "^2.3.0", "@monaco-editor/react": "^4.6.0", diff --git a/public/locales/en/icons.json b/public/locales/en/icons.json index a4433c096554..e91abd213d1d 100644 --- a/public/locales/en/icons.json +++ b/public/locales/en/icons.json @@ -13,5 +13,7 @@ "empty_title": "No results found for your request", "empty_subTitle": "Please check the spelling or try another keywords.", "usage_reactComponent": "React component", - "usage_svg": "SVG" + "usage_svg": "SVG", + "imageSearch_tooltip": "Search by image (or paste from clipboard)", + "imageSearch_drop": "Drop image to search" } \ No newline at end of file diff --git a/public/locales/ru/icons.json b/public/locales/ru/icons.json index fa8d29fb729b..462dfe9b98fb 100644 --- a/public/locales/ru/icons.json +++ b/public/locales/ru/icons.json @@ -13,5 +13,7 @@ "empty_title": "По вашему запросу нет результатов", "empty_subTitle": "Проверьте правильность написания или используйте другие ключевые слова.", "usage_reactComponent": "React-компонент", - "usage_svg": "SVG" + "usage_svg": "SVG", + "imageSearch_tooltip": "Поиск по изображению (или вставьте из буфера обмена)", + "imageSearch_drop": "Перетащите изображение для поиска" } \ No newline at end of file diff --git a/public/static/icons-embeddings.json b/public/static/icons-embeddings.json new file mode 100644 index 000000000000..dc3874d162be --- /dev/null +++ b/public/static/icons-embeddings.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/scripts/icon-search/.gitignore b/scripts/icon-search/.gitignore new file mode 100644 index 000000000000..908b413104ed --- /dev/null +++ b/scripts/icon-search/.gitignore @@ -0,0 +1 @@ +data/rendered_icons/ diff --git a/scripts/icon-search/README.md b/scripts/icon-search/README.md new file mode 100644 index 000000000000..b4ecbfa0c3f9 --- /dev/null +++ b/scripts/icon-search/README.md @@ -0,0 +1,60 @@ +# Icon Search + +Visual search for icons from `@gravity-ui/icons` using [CLIP](https://openai.com/research/clip) (model `Xenova/clip-vit-base-patch16`). + +A user uploads an image, and the system finds the most visually similar icons. + +## How it works + +### Precomputation (build time) + +The script `run.ts` prepares the data needed for search: + +1. **Render SVGs to PNGs** (`render-svgs.ts`) — each SVG icon from `@gravity-ui/icons` is rendered to a 224×224 PNG (160px icon centered on a white background) using `sharp`. + +2. **Compute embeddings** (`compute-embeddings.ts`) — each PNG is passed through the CLIP vision encoder (`@huggingface/transformers`). The resulting 512-dimensional vectors are normalized and saved to `public/static/icons-embeddings.json`. + +The script checks the installed version of `@gravity-ui/icons` against `data/icons_version.txt` and skips the work if the version hasn't changed. + +``` +npx tsx scripts/icon-search/run.ts +``` + +### Inference (runtime) + +The API route `src/pages/api/icons-search.ts` accepts a base64-encoded image via POST and returns the most similar icons. + +The model module (`src/api/icon-search-model.ts`) lazily loads the CLIP model and the precomputed embeddings on first request. It encodes the uploaded image, normalizes the resulting vector, and computes cosine similarity against all icon embeddings to find the top matches. + +``` +POST /api/icons-search +{ "image": "", "topK": 12 } +→ { "results": [{ "name": "...", "componentName": "...", "style": "...", "score": 0.95 }] } +``` + +## File structure + +``` +scripts/icon-search/ + run.ts — entry point, checks version and orchestrates the pipeline + render-svgs.ts — SVG → 224×224 PNG + compute-embeddings.ts — PNG → CLIP embeddings → JSON + constants.ts — shared paths + data/ + rendered_icons/ — intermediate PNGs (gitignored) + icons_version.txt — last processed @gravity-ui/icons version + +public/static/ + icons-embeddings.json — precomputed embeddings + icon index + +src/api/ + icon-search-model.ts — CLIP model singleton, search() + +src/pages/api/ + icons-search.ts — Next.js API route +``` + +## Dependencies + +- `@huggingface/transformers` — CLIP model inference (ONNX runtime) +- `sharp` — SVG rendering (bundled with `@huggingface/transformers`) diff --git a/scripts/icon-search/compute-embeddings.ts b/scripts/icon-search/compute-embeddings.ts new file mode 100644 index 000000000000..0548329038a2 --- /dev/null +++ b/scripts/icon-search/compute-embeddings.ts @@ -0,0 +1,235 @@ +/* eslint-disable no-console */ +/** + * Compute CLIP embeddings for all rendered icon PNGs. + * + * Uses multi-augmentation: for each icon, computes embeddings from several + * augmented renders (original, smaller, larger, inverted) and averages them + * to produce a more robust stored embedding. + * + * Run render-svgs.ts first, then: + * npx tsx scripts/icon-search/compute-embeddings.ts + */ + +import fs from 'fs'; + +import {AutoProcessor, CLIPVisionModelWithProjection, RawImage} from '@huggingface/transformers'; +import sharp from 'sharp'; + +import {EMBEDDINGS_JSON_PATH, ICONS_LIBRARY_METADATA_PATH, RENDERED_ICONS_DIR} from './constants'; + +const MODEL_ID = 'Xenova/clip-vit-base-patch16'; +const TARGET_SIZE = 224; + +type IconMeta = { + name: string; + svgName: string; + componentName: string; + style: string; +}; + +type IconEntry = { + name: string; + componentName: string; + style: string; +}; + +// Each augmented image has an associated weight for weighted averaging. +type AugmentedImage = {buffer: Buffer; weight: number}; + +async function createAugmentedImages(pngPath: string): Promise { + const original = fs.readFileSync(pngPath); + // Original gets double weight to keep the stored embedding close to the canonical render + const images: AugmentedImage[] = [{buffer: original, weight: 2}]; + + // Extract the icon from the center of the original 224x224 image + // Original is rendered at 200px icon on 224px canvas (offset=12) + const iconBuffer = await sharp(original) + .extract({left: 12, top: 12, width: 200, height: 200}) + .toBuffer(); + + // Smaller icon (140px on 224×224 canvas) + const smallIcon = await sharp(iconBuffer).resize(140, 140).png().toBuffer(); + const smallOffset = Math.floor((TARGET_SIZE - 140) / 2); + const smallImg = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: smallIcon, left: smallOffset, top: smallOffset}]) + .png() + .toBuffer(); + images.push({buffer: smallImg, weight: 1}); + + // Even smaller icon (80px on 224×224 canvas) — helps match tiny user uploads + const tinyIcon = await sharp(iconBuffer).resize(80, 80).png().toBuffer(); + const tinyOffset = Math.floor((TARGET_SIZE - 80) / 2); + const tinyImg = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: tinyIcon, left: tinyOffset, top: tinyOffset}]) + .png() + .toBuffer(); + images.push({buffer: tinyImg, weight: 1}); + + // Inverted colors (white icon on black background) + const invertedIcon = await sharp(iconBuffer) + .resize(200, 200) + .negate({alpha: false}) + .png() + .toBuffer(); + const invertedOffset = Math.floor((TARGET_SIZE - 200) / 2); + const invertedImg = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 0, g: 0, b: 0}, + }, + }) + .composite([{input: invertedIcon, left: invertedOffset, top: invertedOffset}]) + .png() + .toBuffer(); + images.push({buffer: invertedImg, weight: 1}); + + // Gray background + const grayIcon = await sharp(iconBuffer).resize(200, 200).png().toBuffer(); + const grayOffset = Math.floor((TARGET_SIZE - 200) / 2); + const grayImg = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 200, g: 200, b: 200}, + }, + }) + .composite([{input: grayIcon, left: grayOffset, top: grayOffset}]) + .png() + .toBuffer(); + images.push({buffer: grayImg, weight: 1}); + + // Off-center icon — helps match imprecisely cropped uploads + const offsetIcon = await sharp(iconBuffer).resize(160, 160).png().toBuffer(); + const offsetImg = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: offsetIcon, left: 10, top: 50}]) + .png() + .toBuffer(); + images.push({buffer: offsetImg, weight: 1}); + + return images; +} + +export async function computeEmbeddings() { + if (!fs.existsSync(RENDERED_ICONS_DIR) || fs.readdirSync(RENDERED_ICONS_DIR).length === 0) { + console.error(`No rendered icons found in ${RENDERED_ICONS_DIR}`); + console.error('Run render-svgs.ts first.'); + process.exit(1); + } + + const metadata = JSON.parse(fs.readFileSync(ICONS_LIBRARY_METADATA_PATH, 'utf-8')); + const icons: IconMeta[] = metadata.icons; + const total = icons.length; + + console.log(`Loading CLIP model ${MODEL_ID}...`); + const [processor, visionModel] = await Promise.all([ + AutoProcessor.from_pretrained(MODEL_ID), + CLIPVisionModelWithProjection.from_pretrained(MODEL_ID), + ]); + console.log('Model loaded.'); + console.log('Using multi-augmentation embeddings (7 weighted variants per icon).'); + + const iconIndex: IconEntry[] = []; + const allEmbeddings: number[][] = []; + let skipped = 0; + + for (let i = 0; i < total; i++) { + const icon = icons[i]; + const pngPath = `${RENDERED_ICONS_DIR}/${icon.svgName}.png`; + + if (!fs.existsSync(pngPath)) { + skipped++; + continue; + } + + const augImages = await createAugmentedImages(pngPath); + const embeddings: {data: Float32Array; weight: number}[] = []; + + for (const aug of augImages) { + const imgBytes = new Uint8Array(aug.buffer); + const image = await RawImage.fromBlob(new Blob([imgBytes])); + const imageInputs = await processor(image); + + // eslint-disable-next-line camelcase + const {image_embeds: imageEmbeds} = await visionModel(imageInputs); + embeddings.push({data: imageEmbeds.data as Float32Array, weight: aug.weight}); + } + + // Weighted average of the embeddings + const dim = embeddings[0].data.length; + const averaged = new Float32Array(dim); + let totalWeight = 0; + for (const emb of embeddings) { + for (let j = 0; j < dim; j++) { + averaged[j] += emb.data[j] * emb.weight; + } + totalWeight += emb.weight; + } + for (let j = 0; j < dim; j++) { + averaged[j] /= totalWeight; + } + + // Normalize + let norm = 0; + for (let j = 0; j < dim; j++) { + norm += averaged[j] * averaged[j]; + } + norm = Math.sqrt(norm); + + const normalized: number[] = new Array(dim); + for (let j = 0; j < dim; j++) { + normalized[j] = averaged[j] / norm; + } + + allEmbeddings.push(normalized); + iconIndex.push({ + name: icon.name, + componentName: icon.componentName, + style: icon.style, + }); + + if ((i + 1) % 100 === 0 || i + 1 === total) { + console.log(` [${i + 1}/${total}] processed`); + } + } + + const embDim = allEmbeddings[0].length; + const flat: number[] = []; + for (const emb of allEmbeddings) { + for (const v of emb) { + flat.push(Math.round(v * 1e6) / 1e6); + } + } + + const output = {dim: embDim, icons: iconIndex, embeddings: flat}; + fs.writeFileSync(EMBEDDINGS_JSON_PATH, JSON.stringify(output)); + + const sizeMb = (Buffer.byteLength(JSON.stringify(output)) / (1024 * 1024)).toFixed(1); + console.log(`\nDone: ${iconIndex.length} embeddings computed, ${skipped} skipped.`); + console.log(`Dimensions: ${embDim}`); + console.log(`File size: ${sizeMb} MB`); + console.log(`Saved to: ${EMBEDDINGS_JSON_PATH}`); +} diff --git a/scripts/icon-search/constants.ts b/scripts/icon-search/constants.ts new file mode 100644 index 000000000000..2012ef4a76d0 --- /dev/null +++ b/scripts/icon-search/constants.ts @@ -0,0 +1,15 @@ +import path from 'path'; + +export const REPO_ROOT = path.resolve(__dirname, '..', '..'); +export const ICONS_LIBRARY_DIR = path.join(REPO_ROOT, 'node_modules', '@gravity-ui', 'icons'); +export const ICONS_LIBRARY_METADATA_PATH = path.join(ICONS_LIBRARY_DIR, 'metadata.json'); + +export const DATA_DIR = path.join(__dirname, 'data'); +export const RENDERED_ICONS_DIR = path.join(DATA_DIR, 'rendered_icons'); +export const ICONS_VERSION_PATH = path.join(DATA_DIR, 'icons_version.txt'); +export const EMBEDDINGS_JSON_PATH = path.join( + REPO_ROOT, + 'public', + 'static', + 'icons-embeddings.json', +); diff --git a/scripts/icon-search/data/.gitkeep b/scripts/icon-search/data/.gitkeep new file mode 100644 index 000000000000..e69de29bb2d1 diff --git a/scripts/icon-search/data/icons_version.txt b/scripts/icon-search/data/icons_version.txt new file mode 100644 index 000000000000..6618ab5451bf --- /dev/null +++ b/scripts/icon-search/data/icons_version.txt @@ -0,0 +1 @@ +2.17.0 \ No newline at end of file diff --git a/scripts/icon-search/evaluate.ts b/scripts/icon-search/evaluate.ts new file mode 100644 index 000000000000..169b7681f3b0 --- /dev/null +++ b/scripts/icon-search/evaluate.ts @@ -0,0 +1,680 @@ +/* eslint-disable no-console */ +/** + * Evaluate icon search quality using self-retrieval, augmented retrieval, + * and semantic group retrieval tests. + * + * Usage: + * npx tsx scripts/icon-search/evaluate.ts + */ + +import fs from 'fs'; +import path from 'path'; + +import {AutoProcessor, CLIPVisionModelWithProjection, RawImage} from '@huggingface/transformers'; +import sharp from 'sharp'; + +import {EMBEDDINGS_JSON_PATH, ICONS_LIBRARY_DIR, ICONS_LIBRARY_METADATA_PATH} from './constants'; + +const MODEL_ID = 'Xenova/clip-vit-base-patch16'; + +// ── Test configuration ─────────────────────────────────────────────────────── + +const TEST_ICONS = [ + // UI basics + 'heart', + 'star', + 'gear', + 'bell', + 'lock', + 'eye', + 'cloud', + 'trash-bin', + 'magnifier', + 'folder', + 'envelope', + 'globe', + 'calendar', + 'camera', + 'shield', + 'flag', + 'key', + 'moon', + 'play', + 'person', + // Navigation + 'house', + 'compass', + 'map-pin', + 'bookmark', + 'link', + // Actions + 'pencil', + 'copy', + 'scissors', + 'plus', + 'xmark', + 'check', + // Media + 'microphone', + 'volume', + 'headphones', + 'music-note', + // Data / Tech + 'database', + 'server', + 'code', + 'terminal', + 'bug', + 'chart-column', + // Communication + 'comment', + 'at', + // Files + 'file', + 'file-text', + 'paperclip', + 'archive', + // User-reported issues + 'binoculars', + // Misc + 'tag', + 'clock', + 'ban', + 'circle-info', + 'triangle-exclamation', + 'gift', + 'thumbs-up', + 'palette', + 'rocket', + 'wrench', +]; + +const SEMANTIC_GROUPS: {query: string; expected: string[]}[] = [ + {query: 'heart', expected: ['heart-fill', 'heart-crack']}, + {query: 'arrow-left', expected: ['arrow-right', 'arrow-up', 'arrow-down']}, + {query: 'lock', expected: ['lock-open', 'lock-fill']}, + {query: 'bell', expected: ['bell-fill', 'bell-slash']}, + {query: 'circle-check', expected: ['circle-check-fill']}, + {query: 'star', expected: ['star-fill']}, + {query: 'eye', expected: ['eye-slash']}, + {query: 'cloud', expected: ['cloud-check', 'cloud-gear', 'cloud-slash']}, + {query: 'folder', expected: ['folder-fill', 'folder-open']}, + {query: 'file', expected: ['file-text']}, + {query: 'person', expected: ['person-plus']}, + {query: 'gear', expected: ['gear-dot', 'gear-play']}, + {query: 'pencil', expected: ['pencil-to-line', 'pencil-to-square']}, + {query: 'comment', expected: ['comment-fill', 'comment-dot', 'comment-plus']}, +]; + +type Augmentation = { + name: string; + render: (svgBuffer: Buffer) => Promise; +}; + +const TARGET_SIZE = 224; + +const AUGMENTATIONS: Augmentation[] = [ + { + name: 'small-80px', + render: async (svgBuffer: Buffer) => { + const iconPng = await sharp(svgBuffer).resize(80, 80).png().toBuffer(); + const offset = Math.floor((TARGET_SIZE - 80) / 2); + return sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toBuffer(); + }, + }, + { + name: 'large-200px', + render: async (svgBuffer: Buffer) => { + const iconPng = await sharp(svgBuffer).resize(200, 200).png().toBuffer(); + const offset = Math.floor((TARGET_SIZE - 200) / 2); + return sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toBuffer(); + }, + }, + { + name: 'inverted', + render: async (svgBuffer: Buffer) => { + const iconPng = await sharp(svgBuffer) + .resize(160, 160) + .negate({alpha: false}) + .png() + .toBuffer(); + const offset = Math.floor((TARGET_SIZE - 160) / 2); + return sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 0, g: 0, b: 0}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toBuffer(); + }, + }, + { + name: 'offset', + render: async (svgBuffer: Buffer) => { + const iconPng = await sharp(svgBuffer).resize(160, 160).png().toBuffer(); + return sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: iconPng, left: 10, top: 50}]) + .png() + .toBuffer(); + }, + }, + { + name: 'inverted+norm', + render: async (svgBuffer: Buffer) => { + const iconPng = await sharp(svgBuffer) + .resize(160, 160) + .negate({alpha: false}) + .png() + .toBuffer(); + const offset = Math.floor((TARGET_SIZE - 160) / 2); + const inverted = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 0, g: 0, b: 0}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toBuffer(); + return normalizeQueryImage(inverted); + }, + }, + { + name: 'gray-bg', + render: async (svgBuffer: Buffer) => { + const iconPng = await sharp(svgBuffer).resize(160, 160).png().toBuffer(); + const offset = Math.floor((TARGET_SIZE - 160) / 2); + return sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 200, g: 200, b: 200}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toBuffer(); + }, + }, +]; + +// ── Query normalization (same as in icon-search-model.ts) ──────────────────── + +const QUERY_TARGET_SIZE = 224; +const QUERY_ICON_SIZE = 200; + +async function normalizeQueryImage(imageBuffer: Buffer): Promise { + const grayscale = sharp(imageBuffer) + .flatten({background: {r: 255, g: 255, b: 255}}) + .grayscale(); + const {data, info} = await grayscale.raw().toBuffer({resolveWithObject: true}); + + let sum = 0; + for (let i = 0; i < data.length; i++) { + sum += data[i]; + } + const meanBrightness = sum / data.length; + + let pipeline = sharp(data, {raw: {width: info.width, height: info.height, channels: 1}}); + if (meanBrightness < 128) { + pipeline = pipeline.negate({alpha: false}); + } + + pipeline = pipeline.threshold(192); + + const trimmed = await pipeline.trim().png().toBuffer(); + const trimmedMeta = await sharp(trimmed).metadata(); + const trimmedW = trimmedMeta.width || QUERY_ICON_SIZE; + const trimmedH = trimmedMeta.height || QUERY_ICON_SIZE; + + const scale = Math.min(QUERY_ICON_SIZE / trimmedW, QUERY_ICON_SIZE / trimmedH); + const newW = Math.round(trimmedW * scale); + const newH = Math.round(trimmedH * scale); + + const resized = await sharp(trimmed).resize(newW, newH).png().toBuffer(); + const left = Math.floor((QUERY_TARGET_SIZE - newW) / 2); + const top = Math.floor((QUERY_TARGET_SIZE - newH) / 2); + + return sharp({ + create: { + width: QUERY_TARGET_SIZE, + height: QUERY_TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: resized, left, top}]) + .png() + .toBuffer(); +} + +// ── Helpers ────────────────────────────────────────────────────────────────── + +type EmbeddingsData = { + dim: number; + icons: {name: string; componentName: string; style: string}[]; + embeddings: number[]; +}; + +function loadEmbeddings() { + const data: EmbeddingsData = JSON.parse(fs.readFileSync(EMBEDDINGS_JSON_PATH, 'utf-8')); + const emb = new Float32Array(data.embeddings); + return {dim: data.dim, icons: data.icons, embeddings: emb}; +} + +function cosineSimilarityRank( + queryEmb: Float32Array, + storedEmb: Float32Array, + dim: number, + numIcons: number, +): {index: number; score: number}[] { + let queryNorm = 0; + for (let j = 0; j < dim; j++) { + queryNorm += queryEmb[j] * queryEmb[j]; + } + queryNorm = Math.sqrt(queryNorm); + + const scores: {index: number; score: number}[] = new Array(numIcons); + for (let i = 0; i < numIcons; i++) { + let dot = 0; + const offset = i * dim; + for (let j = 0; j < dim; j++) { + dot += queryEmb[j] * storedEmb[offset + j]; + } + scores[i] = {index: i, score: dot / queryNorm}; + } + + scores.sort((a, b) => b.score - a.score); + return scores; +} + +async function embedImage( + imgBuffer: Buffer, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + processor: any, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + visionModel: any, +): Promise { + const imgBytes = new Uint8Array(imgBuffer); + const image = await RawImage.fromBlob(new Blob([imgBytes])); + const imageInputs = await processor(image); + // eslint-disable-next-line camelcase + const {image_embeds: imageEmbeds} = await visionModel(imageInputs); + return imageEmbeds.data as Float32Array; +} + +type IconMeta = { + name: string; + svgName: string; + componentName: string; + style: string; +}; + +function findSvgName(svgName: string, metadata: {icons: IconMeta[]}): string | null { + const icon = metadata.icons.find((i) => i.svgName === svgName); + return icon ? icon.svgName : null; +} + +function findIconIndexBySvgName( + svgName: string, + metadata: {icons: IconMeta[]}, + iconIndex: {name: string; componentName: string; style: string}[], +): number { + const meta = metadata.icons.find((i) => i.svgName === svgName); + if (!meta) return -1; + return iconIndex.findIndex( + (i) => + i.name === meta.name && + i.componentName === meta.componentName && + i.style === meta.style, + ); +} + +// ── Test runners ───────────────────────────────────────────────────────────── + +async function runSelfRetrievalTest( + iconIndex: {name: string; componentName: string; style: string}[], + embeddings: Float32Array, + dim: number, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + processor: any, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + visionModel: any, + metadata: {icons: IconMeta[]}, +) { + console.log('═══ Self-Retrieval Test ═══'); + console.log("Query with icon's own rendered PNG → expect rank #1\n"); + + let top1 = 0; + let top3 = 0; + let top5 = 0; + let mrrSum = 0; + let count = 0; + + for (const svgName of TEST_ICONS) { + const resolved = findSvgName(svgName, metadata); + if (!resolved) { + console.log(` SKIP: ${svgName} not found in metadata`); + continue; + } + + const svgPath = path.join(ICONS_LIBRARY_DIR, 'svgs', `${resolved}.svg`); + if (!fs.existsSync(svgPath)) { + console.log(` SKIP: ${resolved}.svg not found`); + continue; + } + + const targetIdx = findIconIndexBySvgName(svgName, metadata, iconIndex); + if (targetIdx === -1) { + console.log(` SKIP: ${svgName} not in embeddings index`); + continue; + } + + const svgBuffer = fs.readFileSync(svgPath); + const iconPng = await sharp(svgBuffer).resize(160, 160).png().toBuffer(); + const offset = Math.floor((TARGET_SIZE - 160) / 2); + const queryPng = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toBuffer(); + + const queryEmb = await embedImage(queryPng, processor, visionModel); + const ranked = cosineSimilarityRank(queryEmb, embeddings, dim, iconIndex.length); + const rank = ranked.findIndex((r) => r.index === targetIdx) + 1; + + const status = rank === 1 ? '✓' : `✗ rank=${rank}`; + console.log(` ${svgName}: ${status} (score=${ranked[rank - 1].score.toFixed(4)})`); + + mrrSum += 1 / rank; + if (rank <= 1) top1++; + if (rank <= 3) top3++; + if (rank <= 5) top5++; + count++; + } + + console.log(`\n Results (n=${count}):`); + console.log(` MRR: ${(mrrSum / count).toFixed(4)}`); + console.log(` Top-1: ${top1}/${count} (${((top1 / count) * 100).toFixed(1)}%)`); + console.log(` Top-3: ${top3}/${count} (${((top3 / count) * 100).toFixed(1)}%)`); + console.log(` Top-5: ${top5}/${count} (${((top5 / count) * 100).toFixed(1)}%)`); + + return {top1, top3, top5, mrrSum, count}; +} + +async function runAugmentedRetrievalTest( + iconIndex: {name: string; componentName: string; style: string}[], + embeddings: Float32Array, + dim: number, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + processor: any, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + visionModel: any, + metadata: {icons: IconMeta[]}, +) { + console.log('\n═══ Augmented Retrieval Test ═══'); + console.log('Query with transformed icon → expect correct icon in top-5\n'); + + const augResults: { + name: string; + top1: number; + top3: number; + top5: number; + mrrSum: number; + count: number; + }[] = []; + + for (const aug of AUGMENTATIONS) { + let augTop1 = 0; + let augTop3 = 0; + let augTop5 = 0; + let augMrrSum = 0; + let augCount = 0; + + console.log(` --- ${aug.name} ---`); + + for (const svgName of TEST_ICONS) { + const resolved = findSvgName(svgName, metadata); + if (!resolved) continue; + + const svgPath = path.join(ICONS_LIBRARY_DIR, 'svgs', `${resolved}.svg`); + if (!fs.existsSync(svgPath)) continue; + + const targetIdx = findIconIndexBySvgName(svgName, metadata, iconIndex); + if (targetIdx === -1) continue; + + const svgBuffer = fs.readFileSync(svgPath); + const queryPng = await aug.render(svgBuffer); + const queryEmb = await embedImage(queryPng, processor, visionModel); + const ranked = cosineSimilarityRank(queryEmb, embeddings, dim, iconIndex.length); + const rank = ranked.findIndex((r) => r.index === targetIdx) + 1; + + const status = rank <= 5 ? '✓' : `✗ rank=${rank}`; + console.log(` ${svgName}: rank=${rank} ${status}`); + + augMrrSum += 1 / rank; + if (rank <= 1) augTop1++; + if (rank <= 3) augTop3++; + if (rank <= 5) augTop5++; + augCount++; + } + + augResults.push({ + name: aug.name, + top1: augTop1, + top3: augTop3, + top5: augTop5, + mrrSum: augMrrSum, + count: augCount, + }); + } + + console.log('\n Augmented Retrieval Summary:'); + console.log(' ' + '─'.repeat(62)); + console.log( + ` ${'Augmentation'.padEnd(16)} ${'MRR'.padStart(8)}` + + ` ${'Top-1'.padStart(8)} ${'Top-3'.padStart(8)} ${'Top-5'.padStart(8)}`, + ); + console.log(' ' + '─'.repeat(62)); + for (const r of augResults) { + const mrr = (r.mrrSum / r.count).toFixed(4); + const t1 = `${r.top1}/${r.count}`; + const t3 = `${r.top3}/${r.count}`; + const t5 = `${r.top5}/${r.count}`; + console.log( + ` ${r.name.padEnd(16)} ${mrr.padStart(8)}` + + ` ${t1.padStart(8)} ${t3.padStart(8)} ${t5.padStart(8)}`, + ); + } + + const totalCount = augResults.reduce((s, r) => s + r.count, 0); + const totalMrr = augResults.reduce((s, r) => s + r.mrrSum, 0) / totalCount; + const totalTop1 = augResults.reduce((s, r) => s + r.top1, 0); + const totalTop5 = augResults.reduce((s, r) => s + r.top5, 0); + console.log(' ' + '─'.repeat(62)); + console.log( + ` ${'OVERALL'.padEnd(16)} ${totalMrr.toFixed(4).padStart(8)}` + + ` ${`${totalTop1}/${totalCount}`.padStart(8)}` + + ` ${''.padStart(8)} ${`${totalTop5}/${totalCount}`.padStart(8)}`, + ); + + return {totalMrr, totalTop1, totalTop5, totalCount}; +} + +async function runGroupRetrievalTest( + iconIndex: {name: string; componentName: string; style: string}[], + embeddings: Float32Array, + dim: number, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + processor: any, + // eslint-disable-next-line @typescript-eslint/no-explicit-any + visionModel: any, + metadata: {icons: IconMeta[]}, +) { + console.log('\n═══ Semantic Group Retrieval Test ═══'); + console.log('Query with one icon → expect related icons in top-10\n'); + + let groupHits = 0; + let groupTotal = 0; + + for (const group of SEMANTIC_GROUPS) { + const resolved = findSvgName(group.query, metadata); + if (!resolved) { + console.log(` SKIP: ${group.query} not found`); + continue; + } + + const svgPath = path.join(ICONS_LIBRARY_DIR, 'svgs', `${resolved}.svg`); + if (!fs.existsSync(svgPath)) continue; + + const svgBuffer = fs.readFileSync(svgPath); + const iconPng = await sharp(svgBuffer).resize(160, 160).png().toBuffer(); + const offset = Math.floor((TARGET_SIZE - 160) / 2); + const queryPng = await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toBuffer(); + + const queryEmb = await embedImage(queryPng, processor, visionModel); + const ranked = cosineSimilarityRank(queryEmb, embeddings, dim, iconIndex.length); + const top10Indices = ranked.slice(0, 10).map((r) => r.index); + + console.log(` ${group.query} →`); + for (const expectedSvgName of group.expected) { + const idx = findIconIndexBySvgName(expectedSvgName, metadata, iconIndex); + if (idx === -1) { + console.log(` SKIP: ${expectedSvgName} not in index`); + continue; + } + const rank = ranked.findIndex((r) => r.index === idx) + 1; + const hit = top10Indices.includes(idx); + console.log(` ${expectedSvgName}: rank=${rank} ${hit ? '✓' : '✗'}`); + if (hit) groupHits++; + groupTotal++; + } + } + + console.log( + `\n Group Retrieval: ${groupHits}/${groupTotal} in top-10` + + ` (${((groupHits / groupTotal) * 100).toFixed(1)}%)`, + ); + + return {groupHits, groupTotal}; +} + +// ── Main ───────────────────────────────────────────────────────────────────── + +async function main() { + console.log('Loading embeddings...'); + const {dim, icons: iconIndex, embeddings} = loadEmbeddings(); + console.log(` ${iconIndex.length} icons, ${dim}D embeddings`); + + console.log(`Loading CLIP model ${MODEL_ID}...`); + const [processor, visionModel] = await Promise.all([ + AutoProcessor.from_pretrained(MODEL_ID), + CLIPVisionModelWithProjection.from_pretrained(MODEL_ID), + ]); + console.log('Model loaded.\n'); + + const metadata: {icons: IconMeta[]} = JSON.parse( + fs.readFileSync(ICONS_LIBRARY_METADATA_PATH, 'utf-8'), + ); + + const selfResult = await runSelfRetrievalTest( + iconIndex, + embeddings, + dim, + processor, + visionModel, + metadata, + ); + const augResult = await runAugmentedRetrievalTest( + iconIndex, + embeddings, + dim, + processor, + visionModel, + metadata, + ); + const groupResult = await runGroupRetrievalTest( + iconIndex, + embeddings, + dim, + processor, + visionModel, + metadata, + ); + + console.log('\n═══════════════════════════════════════════'); + console.log('SUMMARY'); + console.log('═══════════════════════════════════════════'); + console.log(` Self-retrieval MRR: ${(selfResult.mrrSum / selfResult.count).toFixed(4)}`); + console.log( + ` Self-retrieval Top-1: ${((selfResult.top1 / selfResult.count) * 100).toFixed(1)}%`, + ); + console.log(` Augmented MRR: ${augResult.totalMrr.toFixed(4)}`); + console.log( + ` Augmented Top-5: ${((augResult.totalTop5 / augResult.totalCount) * 100).toFixed( + 1, + )}%`, + ); + console.log( + ` Group top-10 recall: ${( + (groupResult.groupHits / groupResult.groupTotal) * + 100 + ).toFixed(1)}%`, + ); + console.log('═══════════════════════════════════════════\n'); +} + +main().catch((err) => { + console.error(err); + process.exit(1); +}); diff --git a/scripts/icon-search/examples/XmarkShapeFill.png b/scripts/icon-search/examples/XmarkShapeFill.png new file mode 100644 index 000000000000..d1d779ead07e Binary files /dev/null and b/scripts/icon-search/examples/XmarkShapeFill.png differ diff --git a/scripts/icon-search/examples/xmark.png b/scripts/icon-search/examples/xmark.png new file mode 100644 index 000000000000..a1894cf9bc9e Binary files /dev/null and b/scripts/icon-search/examples/xmark.png differ diff --git a/scripts/icon-search/render-svgs.ts b/scripts/icon-search/render-svgs.ts new file mode 100644 index 000000000000..44363256ddf5 --- /dev/null +++ b/scripts/icon-search/render-svgs.ts @@ -0,0 +1,77 @@ +/* eslint-disable no-console */ +/** + * Render all SVG icons from @gravity-ui/icons to 224×224 PNG files. + */ + +import fs from 'fs'; +import path from 'path'; + +import sharp from 'sharp'; + +import {ICONS_LIBRARY_DIR, ICONS_LIBRARY_METADATA_PATH, RENDERED_ICONS_DIR} from './constants'; + +const TARGET_SIZE = 224; +const ICON_SIZE = 200; + +type IconMeta = { + name: string; + svgName: string; + componentName: string; + style: string; +}; + +async function renderSvg(svgPath: string, outputPath: string): Promise { + const svgBuffer = fs.readFileSync(svgPath); + const iconPng = await sharp(svgBuffer).resize(ICON_SIZE, ICON_SIZE).png().toBuffer(); + const offset = Math.floor((TARGET_SIZE - ICON_SIZE) / 2); + + await sharp({ + create: { + width: TARGET_SIZE, + height: TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: iconPng, left: offset, top: offset}]) + .png() + .toFile(outputPath); +} + +export async function renderSvgs() { + if (!fs.existsSync(ICONS_LIBRARY_DIR)) { + console.error(`Icons library directory not found: ${ICONS_LIBRARY_DIR}`); + console.error('Make sure node_modules are installed (npm install).'); + process.exit(1); + } + + fs.mkdirSync(RENDERED_ICONS_DIR, {recursive: true}); + + const metadata = JSON.parse(fs.readFileSync(ICONS_LIBRARY_METADATA_PATH, 'utf-8')); + const icons: IconMeta[] = metadata.icons; + const total = icons.length; + let rendered = 0; + let skipped = 0; + + for (let i = 0; i < total; i++) { + const icon = icons[i]; + const svgPath = path.join(ICONS_LIBRARY_DIR, 'svgs', `${icon.svgName}.svg`); + + if (!fs.existsSync(svgPath)) { + console.log(` SKIP: ${icon.svgName}.svg not found`); + skipped++; + continue; + } + + const outputPath = path.join(RENDERED_ICONS_DIR, `${icon.svgName}.png`); + await renderSvg(svgPath, outputPath); + rendered++; + + if ((i + 1) % 100 === 0 || i + 1 === total) { + console.log(` [${i + 1}/${total}] rendered`); + } + } + + console.log(`\nDone: ${rendered} rendered, ${skipped} skipped.`); + console.log(`Output: ${RENDERED_ICONS_DIR}`); +} diff --git a/scripts/icon-search/run.ts b/scripts/icon-search/run.ts new file mode 100644 index 000000000000..2653419c6d63 --- /dev/null +++ b/scripts/icon-search/run.ts @@ -0,0 +1,50 @@ +/* eslint-disable no-console */ +import fs from 'fs'; +import path from 'path'; + +import {computeEmbeddings} from './compute-embeddings'; +import {ICONS_LIBRARY_DIR, ICONS_VERSION_PATH} from './constants'; +import {renderSvgs} from './render-svgs'; + +function getInstalledVersion(): string { + const pkg = JSON.parse(fs.readFileSync(path.join(ICONS_LIBRARY_DIR, 'package.json'), 'utf-8')); + return pkg.version; +} + +function getSavedVersion(): string | null { + try { + return fs.readFileSync(ICONS_VERSION_PATH, 'utf-8').trim(); + } catch { + return null; + } +} + +async function main() { + const installedVersion = getInstalledVersion(); + const savedVersion = getSavedVersion(); + + if (installedVersion === savedVersion) { + console.log(`Icons version ${installedVersion} unchanged, skipping.`); + return; + } + + console.log( + savedVersion + ? `Icons version changed: ${savedVersion} -> ${installedVersion}` + : `First run, icons version: ${installedVersion}`, + ); + + console.log('\n[1/2] Rendering SVGs...\n'); + await renderSvgs(); + + console.log('\n[2/2] Computing embeddings...\n'); + await computeEmbeddings(); + + fs.writeFileSync(ICONS_VERSION_PATH, installedVersion); + console.log('\nDone!'); +} + +main().catch((err) => { + console.error(err); + process.exit(1); +}); diff --git a/scripts/icon-search/test-examples.ts b/scripts/icon-search/test-examples.ts new file mode 100644 index 000000000000..b2f6917fa5d4 --- /dev/null +++ b/scripts/icon-search/test-examples.ts @@ -0,0 +1,134 @@ +/* eslint-disable no-console */ +/** + * Test example user-uploaded images through the search pipeline. + * Usage: npx tsx scripts/icon-search/test-examples.ts + */ +import fs from 'fs'; +import path from 'path'; + +import {AutoProcessor, CLIPVisionModelWithProjection, RawImage} from '@huggingface/transformers'; +import sharp from 'sharp'; + +import {EMBEDDINGS_JSON_PATH} from './constants'; + +const MODEL_ID = 'Xenova/clip-vit-base-patch16'; +const EXAMPLES_DIR = path.join(__dirname, 'examples'); + +const QUERY_TARGET_SIZE = 224; +const QUERY_ICON_SIZE = 200; + +async function normalizeQueryImage(imageBuffer: Buffer): Promise { + const grayscale = sharp(imageBuffer) + .flatten({background: {r: 255, g: 255, b: 255}}) + .grayscale(); + const {data, info} = await grayscale.raw().toBuffer({resolveWithObject: true}); + + let sum = 0; + for (let i = 0; i < data.length; i++) { + sum += data[i]; + } + const meanBrightness = sum / data.length; + console.log( + ` mean brightness: ${meanBrightness.toFixed(1)}, will ${meanBrightness < 128 ? 'INVERT' : 'keep'}`, + ); + + let pipeline = sharp(data, {raw: {width: info.width, height: info.height, channels: 1}}); + if (meanBrightness < 128) { + pipeline = pipeline.negate({alpha: false}); + } + + pipeline = pipeline.threshold(192); + + const trimmed = await pipeline.trim().png().toBuffer(); + const trimmedMeta = await sharp(trimmed).metadata(); + const trimmedW = trimmedMeta.width || QUERY_ICON_SIZE; + const trimmedH = trimmedMeta.height || QUERY_ICON_SIZE; + console.log(` after trim: ${trimmedW}x${trimmedH}`); + + const scale = Math.min(QUERY_ICON_SIZE / trimmedW, QUERY_ICON_SIZE / trimmedH); + const newW = Math.round(trimmedW * scale); + const newH = Math.round(trimmedH * scale); + + const resized = await sharp(trimmed).resize(newW, newH).png().toBuffer(); + const left = Math.floor((QUERY_TARGET_SIZE - newW) / 2); + const top = Math.floor((QUERY_TARGET_SIZE - newH) / 2); + + return sharp({ + create: { + width: QUERY_TARGET_SIZE, + height: QUERY_TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: resized, left, top}]) + .png() + .toBuffer(); +} + +async function main() { + const data = JSON.parse(fs.readFileSync(EMBEDDINGS_JSON_PATH, 'utf-8')); + const embeddings = new Float32Array(data.embeddings); + const dim = data.dim; + const icons = data.icons; + + console.log('Loading model...'); + const [processor, visionModel] = await Promise.all([ + AutoProcessor.from_pretrained(MODEL_ID), + CLIPVisionModelWithProjection.from_pretrained(MODEL_ID), + ]); + + const files = fs.readdirSync(EXAMPLES_DIR).filter((f) => f.endsWith('.png')); + + for (const file of files) { + console.log(`\n=== ${file} ===`); + const imgBuffer = fs.readFileSync(path.join(EXAMPLES_DIR, file)); + + const meta = await sharp(imgBuffer).metadata(); + console.log(` size: ${meta.width}x${meta.height}, channels: ${meta.channels}`); + + for (const mode of ['raw', 'normalized'] as const) { + let queryBuffer: Buffer; + if (mode === 'normalized') { + queryBuffer = await normalizeQueryImage(imgBuffer); + } else { + queryBuffer = imgBuffer; + } + + const imgBytes = new Uint8Array(queryBuffer); + const image = await RawImage.fromBlob(new Blob([imgBytes])); + const imageInputs = await processor(image); + // eslint-disable-next-line camelcase + const {image_embeds: imageEmbeds} = await visionModel(imageInputs); + const queryData = imageEmbeds.data as Float32Array; + + let queryNorm = 0; + for (let j = 0; j < dim; j++) { + queryNorm += queryData[j] * queryData[j]; + } + queryNorm = Math.sqrt(queryNorm); + + const scores: {index: number; score: number}[] = []; + for (let i = 0; i < icons.length; i++) { + let dot = 0; + const offset = i * dim; + for (let j = 0; j < dim; j++) { + dot += queryData[j] * embeddings[offset + j]; + } + scores.push({index: i, score: dot / queryNorm}); + } + scores.sort((a, b) => b.score - a.score); + + console.log(` [${mode}] top-10:`); + for (let i = 0; i < 10; i++) { + const s = scores[i]; + const icon = icons[s.index]; + console.log( + ` ${i + 1}. ${icon.name} (${icon.componentName}, ${icon.style}) score=${s.score.toFixed(4)}`, + ); + } + } + } +} + +main().catch(console.error); diff --git a/src/api/icon-search-model.ts b/src/api/icon-search-model.ts new file mode 100644 index 000000000000..ffdbf7818de8 --- /dev/null +++ b/src/api/icon-search-model.ts @@ -0,0 +1,162 @@ +import fs from 'fs'; +import path from 'path'; + +import {AutoProcessor, CLIPVisionModelWithProjection, RawImage} from '@huggingface/transformers'; +import sharp from 'sharp'; + +type IconEntry = { + name: string; + componentName: string; + style: string; +}; + +type SearchResult = IconEntry & { + score: number; +}; + +type EmbeddingsData = { + dim: number; + icons: IconEntry[]; + embeddings: number[]; +}; + +// eslint-disable-next-line @typescript-eslint/no-explicit-any +let processor: any = null; +// eslint-disable-next-line @typescript-eslint/no-explicit-any +let visionModel: any = null; +let embeddings: Float32Array | null = null; +let embeddingsDim = 0; +let iconIndex: IconEntry[] | null = null; +let initPromise: Promise | null = null; + +const EMBEDDINGS_PATH = path.join(process.cwd(), 'public', 'static', 'icons-embeddings.json'); +const MODEL_ID = 'Xenova/clip-vit-base-patch16'; + +async function init() { + [processor, visionModel] = await Promise.all([ + AutoProcessor.from_pretrained(MODEL_ID), + CLIPVisionModelWithProjection.from_pretrained(MODEL_ID), + ]); + + const data: EmbeddingsData = JSON.parse(fs.readFileSync(EMBEDDINGS_PATH, 'utf-8')); + embeddings = new Float32Array(data.embeddings); + embeddingsDim = data.dim; + iconIndex = data.icons; +} + +function ensureLoaded(): Promise { + if (!initPromise) { + initPromise = init(); + } + return initPromise; +} + +const QUERY_TARGET_SIZE = 224; +const QUERY_ICON_SIZE = 200; + +/** + * Normalize a query image for consistent CLIP matching: + * 1. Flatten alpha onto white background, convert to grayscale + * 2. Auto-invert if dark background (white-on-dark → black-on-white) + * 3. Apply binary threshold to get crisp black icon on white + * 4. Trim whitespace, resize icon to fill ~200px, center on 224×224 white canvas + */ +async function normalizeQueryImage(imageBuffer: Buffer): Promise { + const grayscale = sharp(imageBuffer) + .flatten({background: {r: 255, g: 255, b: 255}}) + .grayscale(); + const {data, info} = await grayscale.raw().toBuffer({resolveWithObject: true}); + + // Check mean brightness to decide if we need to invert + let sum = 0; + for (let i = 0; i < data.length; i++) { + sum += data[i]; + } + const meanBrightness = sum / data.length; + + let pipeline = sharp(data, {raw: {width: info.width, height: info.height, channels: 1}}); + if (meanBrightness < 128) { + pipeline = pipeline.negate({alpha: false}); + } + + // Binary threshold: pixels < 192 become black (0), rest become white (255). + // This removes anti-aliasing artifacts and gray noise, producing a crisp icon. + pipeline = pipeline.threshold(192); + + // Trim empty space around the icon + const trimmed = await pipeline.trim().png().toBuffer(); + + const trimmedMeta = await sharp(trimmed).metadata(); + const trimmedW = trimmedMeta.width || QUERY_ICON_SIZE; + const trimmedH = trimmedMeta.height || QUERY_ICON_SIZE; + + // Resize to fit within QUERY_ICON_SIZE, preserving aspect ratio + const scale = Math.min(QUERY_ICON_SIZE / trimmedW, QUERY_ICON_SIZE / trimmedH); + const newW = Math.round(trimmedW * scale); + const newH = Math.round(trimmedH * scale); + + const resized = await sharp(trimmed).resize(newW, newH).png().toBuffer(); + + const left = Math.floor((QUERY_TARGET_SIZE - newW) / 2); + const top = Math.floor((QUERY_TARGET_SIZE - newH) / 2); + + return sharp({ + create: { + width: QUERY_TARGET_SIZE, + height: QUERY_TARGET_SIZE, + channels: 3, + background: {r: 255, g: 255, b: 255}, + }, + }) + .composite([{input: resized, left, top}]) + .png() + .toBuffer(); +} + +export async function search(imageBase64: string, topK = 12): Promise { + await ensureLoaded(); + + if (!processor || !visionModel || !embeddings || !iconIndex) { + throw new Error('Model not loaded'); + } + + const rawBuffer = Buffer.from(imageBase64, 'base64'); + const normalizedBuffer = await normalizeQueryImage(rawBuffer); + + const imageBytes = new Uint8Array(normalizedBuffer); + const image = await RawImage.fromBlob(new Blob([imageBytes])); + + const imageInputs = await processor(image); + // eslint-disable-next-line camelcase + const {image_embeds: imageEmbeds} = await visionModel(imageInputs); + + const queryData = imageEmbeds.data as Float32Array; + + // Normalize query embedding + let queryNorm = 0; + for (let j = 0; j < embeddingsDim; j++) { + queryNorm += queryData[j] * queryData[j]; + } + queryNorm = Math.sqrt(queryNorm); + + // Compute cosine similarity (stored embeddings are already normalized) + const numIcons = iconIndex.length; + const scores: {index: number; score: number}[] = new Array(numIcons); + + for (let i = 0; i < numIcons; i++) { + let dot = 0; + const offset = i * embeddingsDim; + for (let j = 0; j < embeddingsDim; j++) { + dot += queryData[j] * embeddings[offset + j]; + } + scores[i] = {index: i, score: dot / queryNorm}; + } + + scores.sort((a, b) => b.score - a.score); + + const icons = iconIndex; + return scores.slice(0, topK).map(({index, score}) => ({ + ...icons[index], + score: Math.round(score * 10000) / 10000, + })); +} diff --git a/src/components/Icons/Icons.scss b/src/components/Icons/Icons.scss index 0fd5575c0367..33c4846e73fc 100644 --- a/src/components/Icons/Icons.scss +++ b/src/components/Icons/Icons.scss @@ -58,6 +58,16 @@ $block: '.#{variables.$ns}icons'; } } + &__search-row { + display: flex; + align-items: center; + gap: 8px; + } + + &__search-input { + flex: 1; + } + &__search-icon { padding: 0 12px; color: rgba(255, 255, 255, 0.5); diff --git a/src/components/Icons/Icons.tsx b/src/components/Icons/Icons.tsx index 7d40f642cec9..2bc16575d937 100644 --- a/src/components/Icons/Icons.tsx +++ b/src/components/Icons/Icons.tsx @@ -11,6 +11,7 @@ import {IconCollection} from './IconCollection'; import {IconDialog} from './IconDialog/IconDialog'; import './Icons.scss'; import {IconsNotFound} from './IconsNotFound'; +import {ImageSearch} from './ImageSearch'; import {allIcons} from './constants'; import type {IconItem} from './types'; @@ -27,6 +28,7 @@ export const Icons: React.FC = ({currentIcon, onChangeCurrentIcon}) const isMobile = useIsMobile(); const [filterString, setFilterString] = React.useState(''); + const [imageSearchResults, setImageSearchResults] = React.useState(null); const [isOpenIconDialog, setIsOpenIconDialog] = React.useState(false); const [iconForDialog, setIconForDialog] = React.useState(); @@ -82,7 +84,26 @@ export const Icons: React.FC = ({currentIcon, onChangeCurrentIcon}) }, 100); }, []); + const handleImageSearchResults = React.useCallback((componentNames: string[]) => { + setImageSearchResults(componentNames); + setFilterString(''); + }, []); + + const handleImageSearchClear = React.useCallback(() => { + setImageSearchResults(null); + }, []); + const icons = React.useMemo(() => { + if (imageSearchResults) { + const resultSet = new Set(imageSearchResults); + const matched = allIcons.filter(({name}) => resultSet.has(name)); + // preserve the ranking order from the search results + matched.sort( + (a, b) => imageSearchResults.indexOf(a.name) - imageSearchResults.indexOf(b.name), + ); + return matched; + } + if (!filterString) { return allIcons; } @@ -97,7 +118,7 @@ export const Icons: React.FC = ({currentIcon, onChangeCurrentIcon}) keyword.toLowerCase().includes(searchLower), ), ); - }, [filterString]); + }, [filterString, imageSearchResults]); return ( @@ -121,12 +142,17 @@ export const Icons: React.FC = ({currentIcon, onChangeCurrentIcon}) - + { + setFilterString(value); + if (value) { + setImageSearchResults(null); + } + }} size="xl" placeholder={t('icons:filterPlaceholder')} startContent={ @@ -137,6 +163,11 @@ export const Icons: React.FC = ({currentIcon, onChangeCurrentIcon}) autoFocus={!isMobile} hasClear /> + diff --git a/src/components/Icons/ImageSearch/ImageSearch.scss b/src/components/Icons/ImageSearch/ImageSearch.scss new file mode 100644 index 000000000000..e78c582decd5 --- /dev/null +++ b/src/components/Icons/ImageSearch/ImageSearch.scss @@ -0,0 +1,65 @@ +@use '../../../variables.scss'; + +$block: '.#{variables.$ns}image-search'; + +#{$block} { + display: flex; + align-items: center; + + &__file-input { + display: none; + } + + &__upload-button { + color: rgba(255, 255, 255, 0.5); + + &:hover { + color: rgba(255, 255, 255, 0.8); + } + } + + &__preview { + display: flex; + align-items: center; + gap: 8px; + padding: 0 8px; + } + + &__preview-image { + width: 32px; + height: 32px; + object-fit: contain; + border-radius: 4px; + } + + &__loader { + display: flex; + } + + &__clear-button { + color: rgba(255, 255, 255, 0.5); + } + + &__drop-overlay { + position: fixed; + inset: 0; + z-index: 100; + display: flex; + align-items: center; + justify-content: center; + background: rgba(0, 0, 0, 0.7); + pointer-events: none; + } + + &__drop-content { + display: flex; + flex-direction: column; + align-items: center; + gap: 16px; + padding: 48px 64px; + border: 2px dashed rgba(255, 255, 255, 0.4); + border-radius: 16px; + color: rgba(255, 255, 255, 0.8); + font-size: 18px; + } +} diff --git a/src/components/Icons/ImageSearch/ImageSearch.tsx b/src/components/Icons/ImageSearch/ImageSearch.tsx new file mode 100644 index 000000000000..c07c56a6552b --- /dev/null +++ b/src/components/Icons/ImageSearch/ImageSearch.tsx @@ -0,0 +1,216 @@ +import {Picture, Xmark} from '@gravity-ui/icons'; +import {Button, Icon, Loader} from '@gravity-ui/uikit'; +import {useTranslation} from 'next-i18next'; +import React from 'react'; + +import {block} from '../../../utils'; + +import './ImageSearch.scss'; + +const b = block('image-search'); + +interface ImageSearchProps { + onResults: (componentNames: string[]) => void; + onClear: () => void; + isActive: boolean; +} + +async function searchByImage(base64: string): Promise<{name: string; componentName: string}[]> { + const res = await fetch('/api/icons-search', { + method: 'POST', + headers: {'Content-Type': 'application/json'}, + body: JSON.stringify({image: base64, topK: 12}), + }); + + if (!res.ok) { + throw new Error(`Search failed: ${res.status}`); + } + + const data = await res.json(); + return data.results; +} + +function fileToBase64(file: Blob): Promise { + return new Promise((resolve, reject) => { + const reader = new FileReader(); + reader.onload = () => { + const result = reader.result as string; + // strip data:image/...;base64, prefix + const base64 = result.split(',')[1]; + resolve(base64); + }; + reader.onerror = reject; + reader.readAsDataURL(file); + }); +} + +export const ImageSearch: React.FC = ({onResults, onClear, isActive}) => { + const {t} = useTranslation(); + + const [preview, setPreview] = React.useState(null); + const [loading, setLoading] = React.useState(false); + const [dragging, setDragging] = React.useState(false); + const fileInputRef = React.useRef(null); + const dragCounterRef = React.useRef(0); + + const handleImage = React.useCallback( + async (file: Blob) => { + const base64 = await fileToBase64(file); + const dataUrl = `data:image/png;base64,${base64}`; + setPreview(dataUrl); + setLoading(true); + + try { + const results = await searchByImage(base64); + onResults(results.map((r) => r.componentName)); + } catch { + onResults([]); + } finally { + setLoading(false); + } + }, + [onResults], + ); + + const handleFileChange = React.useCallback( + (e: React.ChangeEvent) => { + const file = e.target.files?.[0]; + if (file) { + handleImage(file); + } + }, + [handleImage], + ); + + const handlePaste = React.useCallback( + (e: ClipboardEvent) => { + const items = e.clipboardData?.items; + if (!items) return; + + for (const item of items) { + if (item.type.startsWith('image/')) { + e.preventDefault(); + const file = item.getAsFile(); + if (file) { + handleImage(file); + } + return; + } + } + }, + [handleImage], + ); + + React.useEffect(() => { + document.addEventListener('paste', handlePaste); + return () => document.removeEventListener('paste', handlePaste); + }, [handlePaste]); + + const handleDragEnter = React.useCallback((e: DragEvent) => { + e.preventDefault(); + dragCounterRef.current++; + if (e.dataTransfer?.types.includes('Files')) { + setDragging(true); + } + }, []); + + const handleDragLeave = React.useCallback((e: DragEvent) => { + e.preventDefault(); + dragCounterRef.current--; + if (dragCounterRef.current === 0) { + setDragging(false); + } + }, []); + + const handleDragOver = React.useCallback((e: DragEvent) => { + e.preventDefault(); + }, []); + + const handleDrop = React.useCallback( + (e: DragEvent) => { + e.preventDefault(); + dragCounterRef.current = 0; + setDragging(false); + + const file = e.dataTransfer?.files[0]; + if (file && file.type.startsWith('image/')) { + handleImage(file); + } + }, + [handleImage], + ); + + React.useEffect(() => { + document.addEventListener('dragenter', handleDragEnter); + document.addEventListener('dragleave', handleDragLeave); + document.addEventListener('dragover', handleDragOver); + document.addEventListener('drop', handleDrop); + return () => { + document.removeEventListener('dragenter', handleDragEnter); + document.removeEventListener('dragleave', handleDragLeave); + document.removeEventListener('dragover', handleDragOver); + document.removeEventListener('drop', handleDrop); + }; + }, [handleDragEnter, handleDragLeave, handleDragOver, handleDrop]); + + const handleClear = React.useCallback(() => { + setPreview(null); + setLoading(false); + if (fileInputRef.current) { + fileInputRef.current.value = ''; + } + onClear(); + }, [onClear]); + + const handleButtonClick = React.useCallback(() => { + fileInputRef.current?.click(); + }, []); + + return ( + +
+ + + {isActive && preview ? ( +
+ + {loading && } + +
+ ) : ( + + )} +
+ + {dragging && ( +
+
+ + {t('icons:imageSearch_drop')} +
+
+ )} + + ); +}; diff --git a/src/components/Icons/ImageSearch/index.ts b/src/components/Icons/ImageSearch/index.ts new file mode 100644 index 000000000000..ab75479123d0 --- /dev/null +++ b/src/components/Icons/ImageSearch/index.ts @@ -0,0 +1 @@ +export {ImageSearch} from './ImageSearch'; diff --git a/src/pages/api/icons-search.ts b/src/pages/api/icons-search.ts new file mode 100644 index 000000000000..9bdfdf65d9a9 --- /dev/null +++ b/src/pages/api/icons-search.ts @@ -0,0 +1,35 @@ +import type {NextApiRequest, NextApiResponse} from 'next'; + +import {search} from '../../api/icon-search-model'; + +export const config = { + api: { + bodyParser: { + sizeLimit: '4mb', + }, + }, +}; + +export default async function handler(req: NextApiRequest, res: NextApiResponse) { + if (req.method !== 'POST') { + res.setHeader('Allow', ['POST']); + return res.status(405).end(`Method ${req.method} Not Allowed`); + } + + const {image, topK} = req.body; + + if (!image || typeof image !== 'string') { + return res.status(400).json({error: 'image (base64) is required'}); + } + + try { + const results = await search(image, topK ?? 12); + return res.status(200).json({results}); + } catch (error) { + // eslint-disable-next-line no-console + console.error('Icon search error:', error); + return res.status(500).json({ + error: error instanceof Error ? error.message : 'Unknown error', + }); + } +}