diff --git a/semantic-galaxy/.gitignore b/semantic-galaxy/.gitignore new file mode 100644 index 00000000..a547bf36 --- /dev/null +++ b/semantic-galaxy/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/semantic-galaxy/README.md b/semantic-galaxy/README.md new file mode 100644 index 00000000..af5ebfa4 --- /dev/null +++ b/semantic-galaxy/README.md @@ -0,0 +1,18 @@ +--- +title: Semantic Galaxy +emoji: 🌌 +colorFrom: purple +colorTo: indigo +sdk: static +pinned: false +license: apache-2.0 +short_description: Visualize embeddings in 3D space, powered by EmbeddingGemma +app_build_command: npm run build +app_file: dist/index.html +thumbnail: https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/snKo89LitlUADra49Z2zp.png +header: mini +models: + - onnx-community/embeddinggemma-300m-ONNX +--- + +Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference diff --git a/semantic-galaxy/eslint.config.js b/semantic-galaxy/eslint.config.js new file mode 100644 index 00000000..f4616740 --- /dev/null +++ b/semantic-galaxy/eslint.config.js @@ -0,0 +1,23 @@ +import js from "@eslint/js"; +import globals from "globals"; +import reactHooks from "eslint-plugin-react-hooks"; +import reactRefresh from "eslint-plugin-react-refresh"; +import tseslint from "typescript-eslint"; +import { globalIgnores } from "eslint/config"; + +export default tseslint.config([ + globalIgnores(["dist"]), + { + files: ["**/*.{ts,tsx}"], + extends: [ + js.configs.recommended, + tseslint.configs.recommended, + reactHooks.configs["recommended-latest"], + reactRefresh.configs.vite, + ], + languageOptions: { + ecmaVersion: 2020, + globals: globals.browser, + }, + }, +]); diff --git a/semantic-galaxy/index.html b/semantic-galaxy/index.html new file mode 100644 index 00000000..0bffe731 --- /dev/null +++ b/semantic-galaxy/index.html @@ -0,0 +1,13 @@ + + + + + + + The Semantic Galaxy + + +
+ + + diff --git a/semantic-galaxy/package-lock.json b/semantic-galaxy/package-lock.json new file mode 100644 index 00000000..08db0587 --- /dev/null +++ b/semantic-galaxy/package-lock.json @@ -0,0 +1,5713 @@ +{ + "name": "semantic-galaxy", + "version": "0.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "semantic-galaxy", + "version": "0.0.0", + "dependencies": { + "@huggingface/transformers": "^3.7.1", + "@react-three/drei": "^10.6.1", + "@react-three/fiber": "^9.3.0", + "@react-three/postprocessing": "^3.0.4", + "@tailwindcss/vite": "^4.1.11", + "react": "^19.1.0", + "react-dom": "^19.1.0", + "tailwindcss": "^4.1.11", + "three": "^0.179.1", + "umap-js": "^1.4.0" + }, + "devDependencies": { + "@eslint/js": "^9.30.1", + "@types/react": "^19.1.8", + "@types/react-dom": "^19.1.6", + "@vitejs/plugin-react": "^4.6.0", + "@webgpu/types": "^0.1.64", + "eslint": "^9.30.1", + "eslint-plugin-react-hooks": "^5.2.0", + "eslint-plugin-react-refresh": "^0.4.20", + 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{ + "@types/react": { + "optional": true + }, + "immer": { + "optional": true + }, + "react": { + "optional": true + }, + "use-sync-external-store": { + "optional": true + } + } + } + } +} diff --git a/semantic-galaxy/package.json b/semantic-galaxy/package.json new file mode 100644 index 00000000..a9dfe40b --- /dev/null +++ b/semantic-galaxy/package.json @@ -0,0 +1,38 @@ +{ + "name": "semantic-galaxy", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "dev": "vite", + "build": "tsc -b && vite build", + "lint": "eslint .", + "preview": "vite preview" + }, + "dependencies": { + "@huggingface/transformers": "^3.7.1", + "@react-three/drei": "^10.6.1", + "@react-three/fiber": "^9.3.0", + "@react-three/postprocessing": "^3.0.4", + "@tailwindcss/vite": "^4.1.11", + "react": "^19.1.0", + "react-dom": "^19.1.0", + "tailwindcss": "^4.1.11", + "three": "^0.179.1", + "umap-js": "^1.4.0" + }, + "devDependencies": { + "@eslint/js": "^9.30.1", + "@types/react": "^19.1.8", + "@types/react-dom": "^19.1.6", + "@vitejs/plugin-react": "^4.6.0", + "@webgpu/types": "^0.1.64", + "eslint": "^9.30.1", + "eslint-plugin-react-hooks": "^5.2.0", + "eslint-plugin-react-refresh": "^0.4.20", + "globals": "^16.3.0", + "typescript": "~5.9.2", + "typescript-eslint": "^8.35.1", + "vite": "^7.0.4" + } +} diff --git a/semantic-galaxy/public/logo.svg b/semantic-galaxy/public/logo.svg new file mode 100644 index 00000000..9d34e979 --- /dev/null +++ b/semantic-galaxy/public/logo.svg @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/semantic-galaxy/public/music.mp3 b/semantic-galaxy/public/music.mp3 new file mode 100644 index 00000000..587d03d9 Binary files /dev/null and b/semantic-galaxy/public/music.mp3 differ diff --git a/semantic-galaxy/src/App.tsx b/semantic-galaxy/src/App.tsx new file mode 100644 index 00000000..faf4680b --- /dev/null +++ b/semantic-galaxy/src/App.tsx @@ -0,0 +1,771 @@ +import { useState, useEffect, useRef, useMemo, Suspense, type FC } from "react"; +import { Canvas, useFrame, useThree } from "@react-three/fiber"; +import { OrbitControls, Html, Stars } from "@react-three/drei"; +import { EffectComposer, Bloom } from "@react-three/postprocessing"; +import { UMAP } from "umap-js"; +import * as THREE from "three"; +import { cos_sim } from "@huggingface/transformers"; +import type { OrbitControls as OrbitControlsImpl } from "three-stdlib"; + +import { DEFAULT_SENTENCES, GALAXY_RADIUS } from "./constants"; +import Logo from "./components/Logo"; +import BackgroundMusic from "./components/BackgroundMusic"; +import { useModel } from "./components/useModel"; + +const MainMenuGalaxy: FC = () => { + const groupRef = useRef(null!); + + const { positions, colors } = useMemo(() => { + const numPoints = 25000; + const pos = new Float32Array(numPoints * 3); + const col = new Float32Array(numPoints * 3); + const numArms = 5; + const armSeparation = (2 * Math.PI) / numArms; + const spread = 2; + const galaxyRadius = 80; + + const centerColor = new THREE.Color("#ffcc77"); + const armColor = new THREE.Color("#8080ff"); + + for (let i = 0; i < numPoints; i++) { + const dist = Math.pow(Math.random(), 2) * galaxyRadius; + const angle = + Math.floor(i / (numPoints / numArms)) * armSeparation + + dist * 0.1 + + (Math.random() - 0.5) * 0.1; + const x = Math.cos(angle) * dist + (Math.random() - 0.5) * spread; + const y = (Math.random() - 0.5) * spread * 1.5; + const z = Math.sin(angle) * dist + (Math.random() - 0.5) * spread; + + pos[i * 3] = x; + pos[i * 3 + 1] = y; + pos[i * 3 + 2] = z; + + const lerpFactor = dist / galaxyRadius; + const finalColor = new THREE.Color().lerpColors( + centerColor, + armColor, + lerpFactor, + ); + + col[i * 3] = finalColor.r; + col[i * 3 + 1] = finalColor.g; + col[i * 3 + 2] = finalColor.b; + } + return { positions: pos, colors: col }; + }, []); + + useFrame((_, delta) => { + if (groupRef.current) { + groupRef.current.rotation.y += delta * 0.04; + } + }); + + return ( + + + + + + + + + + ); +}; + +const MenuCameraController = () => { + useFrame((state) => { + const time = state.clock.getElapsedTime(); + const speed = 0.01; + state.camera.position.x = Math.cos(time * speed) * GALAXY_RADIUS; + state.camera.position.z = Math.sin(time * speed) * GALAXY_RADIUS; + state.camera.lookAt(0, 0, 0); + }); + return null; +}; + +const MenuScene: FC = () => ( + + + + + + + + + + + + +); + +const MainMenuUI: FC<{ onLoadModel: () => void }> = ({ onLoadModel }) => ( +
+

+ The Semantic Galaxy +

+

+ Visualize embeddings in 3D space, powered by EmbeddingGemma and + Transformers.js +

+ +
+); + +const LoadingUI: FC<{ status: string; progress: number }> = ({ + status, + progress, +}) => ( +
+
+ +

Initializing Galaxy...

+
+
+
+

{status}

+
+
+); + +export interface GalaxyPoint { + text: string; + position: [number, number, number]; + embedding: number[]; +} + +export interface SearchResult extends GalaxyPoint { + similarity: number; +} + +interface InteractiveSphereProps { + point: GalaxyPoint; + color: string; + similarity: number | null; + onClick: (point: GalaxyPoint) => void; +} + +const InteractiveSphere: FC = ({ + point, + color, + similarity, + onClick, +}) => { + const [isHovered, setIsHovered] = useState(false); + const meshRef = useRef(null!); + const materialRef = useRef(null!); + const labelRef = useRef(null!); + const { camera, invalidate } = useThree(); + + useFrame(() => { + if (!meshRef.current || !materialRef.current || !labelRef.current) return; + + if (materialRef.current.opacity < 1) { + materialRef.current.opacity = THREE.MathUtils.lerp( + materialRef.current.opacity, + 1, + 0.05, + ); + } + + const dist = meshRef.current.position.distanceTo(camera.position); + const distanceScale = THREE.MathUtils.mapLinear(dist, 100, 25, 2.0, 1.0); + const clampedDistanceScale = THREE.MathUtils.clamp(distanceScale, 1.0, 2.0); + const hoverScale = isHovered ? 1.25 : 1.0; + + const sphereVisibilityScale = + materialRef.current.opacity * clampedDistanceScale; + const meshScale = sphereVisibilityScale * hoverScale; + meshRef.current.scale.set(meshScale, meshScale, meshScale); + + if (labelRef.current) { + labelRef.current.style.transform = `translateX(-50%) scale(${materialRef.current.opacity})`; + } + + invalidate(); + }); + + const labelText = + similarity !== null + ? `(${similarity.toFixed(2)}) ${point.text}` + : point.text; + const glowIntensity = similarity !== null ? 1.0 : 0.4; + + return ( + + onClick(point)} + onPointerOver={(e) => { + e.stopPropagation(); + setIsHovered(true); + }} + onPointerOut={(e) => { + e.stopPropagation(); + setIsHovered(false); + }} + > + + + + +
+
{labelText}
+
+ + + ); +}; + +interface SceneProps { + galaxyPoints: GalaxyPoint[]; + searchResults: SearchResult[]; + onSphereClick: (point: GalaxyPoint) => void; +} + +const Scene: FC = ({ + galaxyPoints, + searchResults, + onSphereClick, +}) => { + const controlsRef = useRef(null); + const cameraTargetPos = useRef(new THREE.Vector3()); + const controlsTargetLookAt = useRef(new THREE.Vector3()); + const shouldAnimate = useRef(false); + const { camera, invalidate } = useThree(); + + useEffect(() => { + if (galaxyPoints.length > 0 && controlsRef.current) { + const box = new THREE.Box3().setFromPoints( + galaxyPoints.map((p) => new THREE.Vector3(...p.position)), + ); + const center = box.getCenter(new THREE.Vector3()); + const size = box.getSize(new THREE.Vector3()); + const maxDim = Math.max(size.x, size.y, size.z); + const fov = (camera as THREE.PerspectiveCamera).fov * (Math.PI / 180); + let cameraZ = Math.abs(maxDim / 1.5 / Math.tan(fov / 2)); + cameraZ *= 1.5; + camera.position.set(center.x, center.y, center.z + cameraZ); + controlsRef.current.target.copy(center); + controlsRef.current.update(); + invalidate(); + } + }, [galaxyPoints, camera, invalidate]); + + useEffect(() => { + if (searchResults.length > 0 && controlsRef.current) { + const topResult = searchResults[0]; + const topResultPos = new THREE.Vector3(...topResult.position); + const offsetDirection = new THREE.Vector3() + .subVectors(camera.position, controlsRef.current.target) + .normalize(); + const minFocusDist = 6; + const maxFocusDist = 20; + const similarity = THREE.MathUtils.clamp(topResult.similarity, 0, 1); + const desiredDist = THREE.MathUtils.mapLinear( + similarity, + 0, + 1, + maxFocusDist, + minFocusDist, + ); + const newOffset = offsetDirection.multiplyScalar(desiredDist); + cameraTargetPos.current.copy(topResultPos).add(newOffset); + controlsTargetLookAt.current.copy(topResultPos); + shouldAnimate.current = true; + } + }, [searchResults, camera]); + + useFrame(() => { + if (shouldAnimate.current && controlsRef.current) { + controlsRef.current.enabled = false; + const distToTarget = camera.position.distanceTo(cameraTargetPos.current); + if (distToTarget > 0.01) { + camera.position.lerp(cameraTargetPos.current, 0.08); + controlsRef.current.target.lerp(controlsTargetLookAt.current, 0.08); + } else { + camera.position.copy(cameraTargetPos.current); + controlsRef.current.target.copy(controlsTargetLookAt.current); + shouldAnimate.current = false; + controlsRef.current.enabled = true; + } + invalidate(); + } + }); + + const { pointColors, similarityMap } = useMemo(() => { + const red = new THREE.Color(0xff4d4d); + const white = new THREE.Color(0xffffff); + const green = new THREE.Color(0x4dff4d); + if (searchResults.length === 0) { + return { + pointColors: galaxyPoints.map(() => "#FFFFFF"), + similarityMap: new Map(), + }; + } + const simMap = new Map(searchResults.map((r) => [r.text, r.similarity])); + const colors = galaxyPoints.map((point) => { + const similarity = simMap.get(point.text); + if (similarity === undefined) { + return "#FFFFFF"; + } + const color = new THREE.Color(); + if (similarity < 0.5) { + color.lerpColors(red, white, similarity * 2); + } else { + color.lerpColors(white, green, (similarity - 0.5) * 2); + } + return `#${color.getHexString()}`; + }); + return { pointColors: colors, similarityMap: simMap }; + }, [galaxyPoints, searchResults]); + + return ( + <> + + + + + + {galaxyPoints.map((point, i) => ( + + ))} + + ); +}; + +export default function App() { + const { + device, + loadModel, + isLoading, + isReady, + progress, + status, + error, + embed, + } = useModel(); + + const [textInput, setTextInput] = useState(""); + const [galaxyPoints, setGalaxyPoints] = useState([]); + const [searchQuery, setSearchQuery] = useState(""); + const [searchResults, setSearchResults] = useState([]); + const [isGenerating, setIsGenerating] = useState(false); + const [isSidebarOpen, setIsSidebarOpen] = useState(true); + const [isTextareaExpanded, setIsTextareaExpanded] = useState(false); + const lastQueryEmbedding = useRef(null); + const [generationStatus, setGenerationStatus] = useState(""); + + const isSearching = useRef(false); + const pendingQuery = useRef(null); + + const setDefaultSentences = () => { + let sentences = DEFAULT_SENTENCES; + if (device === "wasm") { + // Use fewer examples for demonstration purposes (it's slower) + sentences = sentences.filter((_, i) => i % 2 === 0); + } + setTextInput(sentences.join("\n")); + }; + + useEffect(() => { + setDefaultSentences(); + }, [device]); + + const handleGenerateGalaxy = async () => { + if (!isReady || !textInput.trim()) { + alert("Model not ready or no text provided."); + return; + } + setIsGenerating(true); + setSearchResults([]); + setSearchQuery(""); + lastQueryEmbedding.current = null; + setGenerationStatus("Generating galaxy..."); + const sentences = textInput + .split("\n") + .map((s) => s.trim()) + .filter(Boolean) + .sort((x) => x.length); // Shorter sentences first (more efficient batching) + if (sentences.length < 3) { + alert( + "Please provide at least 3 sentences for UMAP to work effectively.", + ); + setIsGenerating(false); + return; + } + + const batch_size = device === "webgpu" ? 4 : 1; + try { + const embeddings: number[][] = []; + const start = performance.now(); + setGenerationStatus(`Embedding... (0%)`); + for (let i = 0; i < sentences.length; i += batch_size) { + const batch = sentences.slice(i, i + batch_size); + const progress = ((i + batch.length) / sentences.length) * 100; + + const batchEmbeddings = await embed(batch, { + padding: true, + truncation: true, + max_length: 256, + }); + embeddings.push(...batchEmbeddings); + setGenerationStatus(`Embedding... (${progress.toFixed(0)}%)`); + } + const end = performance.now(); + const embeddingTime = end - start; + console.log(`Embedding time: ${embeddingTime}ms`); + + setGenerationStatus("Running UMAP to create 3D projection..."); + const nNeighbors = Math.max(2, Math.min(sentences.length - 1, 15)); + const umap = new UMAP({ nComponents: 3, nNeighbors, minDist: 0.1 }); + const coords3D: number[][] = umap.fit(embeddings); + const rawPoints = coords3D.map((p) => new THREE.Vector3(...p)); + const box = new THREE.Box3().setFromPoints(rawPoints); + const center = box.getCenter(new THREE.Vector3()); + const centeredPoints = rawPoints.map((p) => p.sub(center)); + let maxDist = 0; + for (const p of centeredPoints) { + maxDist = Math.max(maxDist, p.length()); + } + const scaleFactor = 50; + const finalPoints = centeredPoints.map((p) => { + const normalized = maxDist > 0 ? p.divideScalar(maxDist) : p; + return normalized.multiplyScalar(scaleFactor); + }); + const positions = finalPoints.map((p) => p.toArray()) as [ + number, + number, + number, + ][]; + const newPoints: GalaxyPoint[] = sentences.map((text, i) => ({ + text, + position: positions[i], + embedding: embeddings[i], + })); + setGalaxyPoints(newPoints); + setGenerationStatus( + `Galaxy generated with ${newPoints.length} points. Ready to explore!`, + ); + setIsSidebarOpen(false); + } catch (e) { + console.error(e); + setGenerationStatus("An error occurred during generation."); + } finally { + setIsGenerating(false); + } + }; + + useEffect(() => { + pendingQuery.current = searchQuery; + + const processQueue = async () => { + if (isSearching.current || pendingQuery.current === null) { + return; + } + + isSearching.current = true; + const queryToRun = pendingQuery.current; + pendingQuery.current = null; + + if (!queryToRun.trim() || !isReady || galaxyPoints.length === 0) { + setSearchResults([]); + lastQueryEmbedding.current = null; + isSearching.current = false; + if (pendingQuery.current !== null) processQueue(); // Check for another pending query + return; + } + + try { + const [queryEmbedding] = await embed([queryToRun], { + padding: true, + truncation: true, + max_length: 256, + }); + lastQueryEmbedding.current = queryEmbedding; + const results: SearchResult[] = galaxyPoints + .map((point) => ({ + ...point, + similarity: cos_sim(queryEmbedding, point.embedding), + })) + .sort((a, b) => b.similarity - a.similarity); + setSearchResults(results); + } catch (e) { + console.error("Error during search:", e); + } finally { + isSearching.current = false; + if (pendingQuery.current !== null) { + processQueue(); + } + } + }; + + processQueue(); + }, [searchQuery, galaxyPoints, isReady, embed]); + + const handlePointFocus = (point: GalaxyPoint | SearchResult) => { + let similarity = (point as SearchResult).similarity; + if (similarity === undefined) { + if (lastQueryEmbedding.current) { + similarity = cos_sim(lastQueryEmbedding.current, point.embedding); + } else { + return; + } + } + const focusedResult: SearchResult = { ...point, similarity }; + const newResults = [ + focusedResult, + ...searchResults.filter((r) => r.text !== point.text), + ]; + setSearchResults(newResults); + }; + + if (!isReady) { + return ( +
+ + + {!isLoading && } + {isLoading && } + {error && ( +
+

Error: {error}

+
+ )} +
+ ); + } + + return ( +
+ +
+ {galaxyPoints.length > 0 ? ( + + + +
Loading 3D Scene...
+ + } + > + + + + + + + ) : ( +
+

+ Generate a galaxy to begin exploration. +

+
+ )} +
+
+
+
+
+
+ +

+ The Semantic Galaxy +

+
+
+ + +
+