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Dockerfile ADDED
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+ FROM node:18 AS base
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+
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+ RUN apt-get update && \
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+ apt-get install -y tini
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+
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+ ENTRYPOINT ["/usr/bin/tini", "--"]
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+
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+ # Install dependencies only when needed
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+ FROM base AS deps
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+
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+ WORKDIR /app
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+
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+ # Install dependencies based on the preferred package manager
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+ COPY --link package.json yarn.lock* package-lock.json* pnpm-lock.yaml* ./
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+ RUN npm ci
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+
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+ FROM base AS builder
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+ WORKDIR /app
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+ COPY --from=deps --link /app/node_modules ./node_modules
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+ COPY --link . .
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+
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+ RUN npm run build
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+ # && npm prune --production
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+
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+ ENV NODE_ENV=production
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+
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+ EXPOSE 3000
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+ # Allow the running process to write model files to the cache folder.
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+ # NOTE: In practice, you would probably want to pre-download the model files to avoid having to download them on-the-fly.
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+ RUN mkdir -p /app/node_modules/@xenova/.cache/
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+ RUN chmod 777 -R /app/node_modules/@xenova/
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+
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+ CMD ["npm", "run", "preview"]
README.md CHANGED
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- ---
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- title: Transformers Js Sveltekit Server Example App
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- emoji: 📈
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- colorFrom: blue
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- colorTo: pink
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- sdk: docker
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- pinned: false
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- ---
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-
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # create-svelte
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+
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+ Everything you need to build a Svelte project, powered by [`create-svelte`](https://github.com/sveltejs/kit/tree/master/packages/create-svelte).
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+
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+ ## Creating a project
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+
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+ If you're seeing this, you've probably already done this step. Congrats!
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+
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+ ```bash
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+ # create a new project in the current directory
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+ npm create svelte@latest
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+
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+ # create a new project in my-app
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+ npm create svelte@latest my-app
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+ ```
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+
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+ ## Developing
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+
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+ Once you've created a project and installed dependencies with `npm install` (or `pnpm install` or `yarn`), start a development server:
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+
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+ ```bash
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+ npm run dev
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+
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+ # or start the server and open the app in a new browser tab
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+ npm run dev -- --open
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+ ```
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+
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+ ## Building
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+
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+ To create a production version of your app:
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+
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+ ```bash
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+ npm run build
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+ ```
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+
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+ You can preview the production build with `npm run preview`.
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+
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+ > To deploy your app, you may need to install an [adapter](https://kit.svelte.dev/docs/adapters) for your target environment.
package-lock.json ADDED
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package.json ADDED
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+ {
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+ "name": "sveltekit-server",
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+ "version": "0.0.1",
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+ "private": true,
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+ "scripts": {
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+ "dev": "vite dev",
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+ "build": "vite build",
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+ "preview": "vite preview --host 0.0.0.0 --port 3000",
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+ "lint": "prettier --plugin-search-dir . --check . && eslint .",
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+ "format": "prettier --plugin-search-dir . --write ."
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+ },
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+ "devDependencies": {
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+ "@sveltejs/adapter-node": "^1.3.1",
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+ "@sveltejs/kit": "^1.20.4",
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+ "@xenova/transformers": "^2.5.2",
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+ "autoprefixer": "^10.4.15",
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+ "dotenv": "^16.3.1",
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+ "eslint": "^8.28.0",
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+ "eslint-config-prettier": "^9.0.0",
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+ "eslint-plugin-svelte": "^2.30.0",
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+ "postcss": "^8.4.28",
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+ "prettier": "^3.0.2",
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+ "prettier-plugin-svelte": "^3.0.3",
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+ "rollup-plugin-ignore": "^1.0.10",
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+ "svelte": "^4.0.5",
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+ "tailwindcss": "^3.3.3",
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+ "vite": "^4.4.2"
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+ },
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+ "type": "module"
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+ }
postcss.config.js ADDED
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+ export default {
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+ plugins: {
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+ tailwindcss: {},
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+ autoprefixer: {},
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+ },
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+ }
src/app.css ADDED
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+ @import url('https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;600;700;800;900&family=Xanh+Mono&display=swap');
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+
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+ @tailwind base;
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+ @tailwind components;
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+ @tailwind utilities;
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+ :root {
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+ --foreground-rgb: 0, 0, 0;
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+ --background-start-rgb: 214, 219, 220;
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+ --background-end-rgb: 255, 255, 255;
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+ }
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+
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+ @media (prefers-color-scheme: dark) {
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+ :root {
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+ --foreground-rgb: 255, 255, 255;
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+ --background-start-rgb: 0, 0, 0;
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+ --background-end-rgb: 0, 0, 0;
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+ }
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+ }
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+
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+ body {
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+ font-family: 'Inter', sans-serif;
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+ color: rgb(var(--foreground-rgb));
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+ background: linear-gradient(to bottom, transparent, rgb(var(--background-end-rgb)))
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+ rgb(var(--background-start-rgb));
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+ }
src/app.html ADDED
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="utf-8" />
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+ <link rel="icon" href="%sveltekit.assets%/favicon.png" />
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+ <meta name="viewport" content="width=device-width" />
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+ %sveltekit.head%
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+ </head>
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+ <body data-sveltekit-preload-data="hover">
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+ <div style="display: contents">%sveltekit.body%</div>
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+ </body>
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+ </html>
src/lib/index.js ADDED
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+ // place files you want to import through the `$lib` alias in this folder.
src/lib/server/pipeline.js ADDED
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+ import { pipeline } from '@xenova/transformers';
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+
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+ // Use the Singleton pattern to enable lazy construction of the pipeline.
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+ // NOTE: We wrap the class in a function to prevent code duplication (see below).
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+ const P = () =>
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+ class PipelineSingleton {
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+ static task = 'text-classification';
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+ static model = 'Xenova/distilbert-base-uncased-finetuned-sst-2-english';
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+ static instance = null;
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+
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+ static async getInstance(progress_callback = null) {
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+ if (this.instance === null) {
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+ this.instance = pipeline(this.task, this.model, { progress_callback });
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+ }
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+ return this.instance;
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+ }
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+ };
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+
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+ let PipelineSingleton;
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+ if (process.env.NODE_ENV !== 'production') {
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+ // When running in development mode, attach the pipeline to the
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+ // global object so that it's preserved between hot reloads.
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+ // For more information, see https://vercel.com/guides/nextjs-prisma-postgres
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+ if (!global.PipelineSingleton) {
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+ global.PipelineSingleton = P();
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+ }
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+ PipelineSingleton = global.PipelineSingleton;
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+ } else {
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+ PipelineSingleton = P();
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+ }
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+ export default PipelineSingleton;
src/routes/+layout.svelte ADDED
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+ <script>
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+ import '../app.css';
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+ </script>
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+
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+ <slot />
src/routes/+page.svelte ADDED
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+ <script>
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+ let pipelineWorker;
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+ let result = null;
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+ let ready = null;
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+
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+ async function classify(text) {
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+ if (!text) return;
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+ if (ready === null) {
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+ ready = false;
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+ }
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+ // Make a request to the /classify route on the server.
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+ const response = await fetch(`/classify?text=${encodeURIComponent(text)}`);
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+
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+ // If this is the first time we've made a request, set the ready flag.
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+ if (!ready) {
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+ ready = true;
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+ }
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+ result = await response.json();
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+ }
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+ </script>
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+
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+ <main class="flex min-h-screen flex-col items-center justify-center p-12">
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+ <h1 class="text-5xl font-bold mb-2 text-center">Transformers.js</h1>
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+ <h2 class="text-2xl mb-4 text-center">SvelteKit (server-side)</h2>
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+ <input
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+ type="text"
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+ class="w-full max-w-xs p-2 border border-gray-300 rounded mb-4 dark:text-black"
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+ placeholder="Enter text here"
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+ on:input={(e) => {
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+ classify(e.target.value);
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+ }}
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+ />
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+
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+ {#if ready !== null}
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+ <pre class="bg-gray-100 dark:bg-gray-800 p-2 rounded">{!ready || !result
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+ ? 'Loading...'
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+ : JSON.stringify(result, null, 2)}</pre>
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+ {/if}
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+ </main>
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+
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+ <style lang="postcss">
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+ /* :global(html) {
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+ background-color: theme(colors.gray.100);
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+ } */
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+ </style>
src/routes/classify/+server.js ADDED
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+ import { json } from '@sveltejs/kit';
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+ import PipelineSingleton from '$lib/server/pipeline.js';
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+
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+ export async function GET({ url }) {
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+ const text = url.searchParams.get('text');
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+ if (!text) {
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+ return json(
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+ {
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+ error: 'Missing text parameter'
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+ },
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+ { status: 400 }
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+ );
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+ }
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+ // Get the classification pipeline. When called for the first time,
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+ // this will load the pipeline and cache it for future use.
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+ const classifier = await PipelineSingleton.getInstance();
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+
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+ // Actually perform the classification
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+ const result = await classifier(text);
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+
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+ return json(result);
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+ }
static/favicon.png ADDED
svelte.config.js ADDED
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+ import adapter from '@sveltejs/adapter-node';
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+ import { vitePreprocess } from '@sveltejs/kit/vite';
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+ /** @type {import('@sveltejs/kit').Config} */
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+ const config = {
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+ kit: {
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+ adapter: adapter({
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+ // default options are shown
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+ out: 'build',
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+ precompress: false,
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+ envPrefix: '',
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+ polyfill: true
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+ })
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+ },
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+ preprocess: vitePreprocess()
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+ };
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+ export default config;
tailwind.config.js ADDED
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+ /** @type {import('tailwindcss').Config} */
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+ export default {
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+ content: ['./src/**/*.{html,js,svelte,ts}'],
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+ theme: {
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+ extend: {}
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+ },
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+ plugins: []
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+ };
vite.config.js ADDED
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+ import { sveltekit } from '@sveltejs/kit/vite';
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+ import { defineConfig } from 'vite';
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+
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+ export default defineConfig({
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+ plugins: [sveltekit()]
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+ // optimizeDeps: {
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+ // exclude: ['sharp', 'onnxruntime-node']
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+ // },
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+ // build: {
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+ // rollupOptions: {
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+ // external: ['sharp', 'onnxruntime-node']
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+ // }
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+ // }
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+ });