Engineering18 min read3,191 words

Playwright Testing in 2026: The Complete Guide to Modern End-to-End Testing

Master Playwright for end-to-end testing with this comprehensive guide. Learn setup, resilient test patterns, Page Object Model, API mocking, visual regression, parallel testing, and CI/CD integration.

ER

Emily Rodriguez

End-to-end testing has long been the most painful part of the testing pyramid. Flaky tests, slow execution, brittle selectors, and complex setup have plagued teams for years. Playwright, developed by Microsoft, has systematically solved each of these problems and emerged as the definitive E2E testing framework in 2026. With auto-waiting, built-in parallelism, multi-browser support, and first-class TypeScript integration, Playwright has won the browser testing wars decisively. This guide covers everything from initial setup to advanced patterns used in production.

Why Playwright Won the Browser Testing Wars

When Playwright launched in 2020, Cypress dominated the E2E testing landscape. By 2026, the picture has reversed. Playwright's architecture — based on the Chrome DevTools Protocol with full browser control — gives it fundamental advantages that Cypress's in-browser execution model cannot match. The result is faster tests, fewer flakes, and broader capability.

  • Multi-browser support: Chromium, Firefox, and WebKit from a single API — test on Safari without a Mac
  • True parallelism: Run tests across multiple workers and browsers simultaneously, not sequentially
  • Auto-waiting: Every action automatically waits for elements to be actionable — no manual waits or sleeps
  • Network interception: Full control over requests and responses at the network level
  • Multi-tab and multi-origin: Test complex flows spanning multiple tabs, windows, and domains
  • Codegen and trace viewer: Record tests visually and debug failures with time-travel traces
  • Component testing: Test React, Vue, and Svelte components in isolation with real browser rendering

Setup and Configuration with TypeScript and Next.js

Setting up Playwright in a Next.js project is straightforward. Playwright includes a built-in initializer that creates the configuration file, example tests, and CI workflow in seconds.

bash
# Initialize Playwright in your project
npm init playwright@latest

# This creates:
# - playwright.config.ts (configuration)
# - tests/ directory with example test
# - tests-examples/ directory with more examples
# - .github/workflows/playwright.yml (CI config)

# Install browsers
npx playwright install

# Run tests
npx playwright test

# Run with UI mode (interactive)
npx playwright test --ui

# Run in headed mode (see the browser)
npx playwright test --headed

# Generate tests by recording actions
npx playwright codegen localhost:3000
typescript
// playwright.config.ts — Production-ready configuration
import { defineConfig, devices } from '@playwright/test';

export default defineConfig({
  testDir: './tests/e2e',
  outputDir: './test-results',
  
  // Run tests in parallel across workers
  fullyParallel: true,
  workers: process.env.CI ? 4 : undefined,
  
  // Fail the build on CI if test.only is left in code
  forbidOnly: !!process.env.CI,
  
  // Retry failed tests (more retries on CI)
  retries: process.env.CI ? 2 : 0,
  
  // Reporter configuration
  reporter: process.env.CI 
    ? [['html'], ['github'], ['json', { outputFile: 'results.json' }]]
    : [['html']],
  
  // Global test settings
  use: {
    baseURL: process.env.BASE_URL || 'http://localhost:3000',
    
    // Collect trace on first retry for debugging
    trace: 'on-first-retry',
    
    // Capture screenshot on failure
    screenshot: 'only-on-failure',
    
    // Record video on failure
    video: 'on-first-retry',
  },

  // Browser configurations
  projects: [
    {
      name: 'chromium',
      use: { ...devices['Desktop Chrome'] },
    },
    {
      name: 'firefox',
      use: { ...devices['Desktop Firefox'] },
    },
    {
      name: 'webkit',
      use: { ...devices['Desktop Safari'] },
    },
    {
      name: 'mobile-chrome',
      use: { ...devices['Pixel 7'] },
    },
    {
      name: 'mobile-safari',
      use: { ...devices['iPhone 15'] },
    },
  ],

  // Start your Next.js dev server before tests
  webServer: {
    command: 'npm run dev',
    url: 'http://localhost:3000',
    reuseExistingServer: !process.env.CI,
    timeout: 120_000,
  },
});

Writing Resilient Tests: Auto-Wait, Locators, and Assertions

The biggest source of E2E test flakiness is timing — clicking an element before it's ready, asserting before data loads, or interacting during animations. Playwright eliminates most timing issues through auto-waiting: every action (click, fill, check) automatically waits for the target element to be visible, enabled, stable, and receiving events. Combined with smart locators and web-first assertions, you can write tests that are both readable and reliable.

typescript
import { test, expect } from '@playwright/test';

test.describe('User Registration Flow', () => {
  test('should register a new user successfully', async ({ page }) => {
    await page.goto('/register');

    // Preferred: Use role-based locators (accessible and resilient)
    await page.getByRole('textbox', { name: 'Email' }).fill('test@example.com');
    await page.getByRole('textbox', { name: 'Password' }).fill('SecureP@ss123');
    await page.getByRole('textbox', { name: 'Confirm Password' }).fill('SecureP@ss123');
    
    // Click the submit button
    await page.getByRole('button', { name: 'Create Account' }).click();

    // Web-first assertion — automatically retries until condition is met
    await expect(page.getByRole('heading', { name: 'Welcome' })).toBeVisible();
    await expect(page).toHaveURL('/dashboard');
  });

  test('should show validation errors for invalid input', async ({ page }) => {
    await page.goto('/register');

    // Submit without filling in fields
    await page.getByRole('button', { name: 'Create Account' }).click();

    // Assert validation messages appear
    await expect(page.getByText('Email is required')).toBeVisible();
    await expect(page.getByText('Password is required')).toBeVisible();
  });

  test('should show error for duplicate email', async ({ page }) => {
    await page.goto('/register');

    await page.getByRole('textbox', { name: 'Email' }).fill('existing@example.com');
    await page.getByRole('textbox', { name: 'Password' }).fill('SecureP@ss123');
    await page.getByRole('textbox', { name: 'Confirm Password' }).fill('SecureP@ss123');
    await page.getByRole('button', { name: 'Create Account' }).click();

    // Expect error toast or message
    await expect(page.getByRole('alert')).toContainText('already registered');
  });
});

Locator Best Practices

  • getByRole(): Best choice — uses accessibility roles, resilient to DOM changes, and mirrors how users interact
  • getByText(): For static content and labels — finds elements by their text content
  • getByLabel(): For form fields — matches by associated label text
  • getByTestId(): Escape hatch for complex components — add data-testid attributes when roles aren't sufficient
  • Avoid CSS selectors: `.class-name` and `#id` selectors are brittle and break when styling changes
  • Avoid XPath: Complex XPath expressions are hard to read and maintain — use chained locators instead

Page Object Model Pattern with Playwright

The Page Object Model (POM) is an essential pattern for maintainable test suites. It encapsulates page-specific selectors and interactions in dedicated classes, so when UI changes, you update one file instead of dozens of tests. Playwright's class-based approach makes POM implementation clean and type-safe.

typescript
// tests/pages/login.page.ts
import { type Page, type Locator, expect } from '@playwright/test';

export class LoginPage {
  readonly page: Page;
  readonly emailInput: Locator;
  readonly passwordInput: Locator;
  readonly submitButton: Locator;
  readonly errorMessage: Locator;
  readonly forgotPasswordLink: Locator;

  constructor(page: Page) {
    this.page = page;
    this.emailInput = page.getByRole('textbox', { name: 'Email' });
    this.passwordInput = page.getByRole('textbox', { name: 'Password' });
    this.submitButton = page.getByRole('button', { name: 'Sign In' });
    this.errorMessage = page.getByRole('alert');
    this.forgotPasswordLink = page.getByRole('link', { name: 'Forgot password' });
  }

  async goto() {
    await this.page.goto('/login');
  }

  async login(email: string, password: string) {
    await this.emailInput.fill(email);
    await this.passwordInput.fill(password);
    await this.submitButton.click();
  }

  async expectError(message: string) {
    await expect(this.errorMessage).toContainText(message);
  }

  async expectLoggedIn() {
    await expect(this.page).toHaveURL('/dashboard');
  }
}

// tests/pages/dashboard.page.ts
import { type Page, type Locator } from '@playwright/test';

export class DashboardPage {
  readonly page: Page;
  readonly heading: Locator;
  readonly userMenu: Locator;
  readonly logoutButton: Locator;

  constructor(page: Page) {
    this.page = page;
    this.heading = page.getByRole('heading', { name: 'Dashboard' });
    this.userMenu = page.getByRole('button', { name: 'User menu' });
    this.logoutButton = page.getByRole('menuitem', { name: 'Logout' });
  }

  async logout() {
    await this.userMenu.click();
    await this.logoutButton.click();
  }
}
typescript
// tests/e2e/auth.spec.ts — Using Page Objects in tests
import { test, expect } from '@playwright/test';
import { LoginPage } from '../pages/login.page';
import { DashboardPage } from '../pages/dashboard.page';

test.describe('Authentication', () => {
  let loginPage: LoginPage;

  test.beforeEach(async ({ page }) => {
    loginPage = new LoginPage(page);
    await loginPage.goto();
  });

  test('successful login redirects to dashboard', async ({ page }) => {
    await loginPage.login('user@example.com', 'password123');
    await loginPage.expectLoggedIn();

    const dashboard = new DashboardPage(page);
    await expect(dashboard.heading).toBeVisible();
  });

  test('invalid credentials show error message', async () => {
    await loginPage.login('user@example.com', 'wrongpassword');
    await loginPage.expectError('Invalid email or password');
  });

  test('full login and logout cycle', async ({ page }) => {
    await loginPage.login('user@example.com', 'password123');
    await loginPage.expectLoggedIn();

    const dashboard = new DashboardPage(page);
    await dashboard.logout();

    await expect(page).toHaveURL('/login');
  });
});

API Testing and Network Mocking

Playwright is not just a browser testing tool — it has powerful API testing capabilities and network interception. You can test API endpoints directly, mock network responses to isolate frontend behavior, and simulate error conditions that are difficult to reproduce with real backends.

typescript
import { test, expect } from '@playwright/test';

// Direct API testing without a browser
test.describe('API Tests', () => {
  test('GET /api/products returns products list', async ({ request }) => {
    const response = await request.get('/api/products');
    
    expect(response.ok()).toBeTruthy();
    expect(response.status()).toBe(200);

    const data = await response.json();
    expect(data.products).toBeInstanceOf(Array);
    expect(data.products.length).toBeGreaterThan(0);
    expect(data.products[0]).toHaveProperty('id');
    expect(data.products[0]).toHaveProperty('name');
    expect(data.products[0]).toHaveProperty('price');
  });

  test('POST /api/products requires authentication', async ({ request }) => {
    const response = await request.post('/api/products', {
      data: { name: 'Test Product', price: 29.99 },
    });
    
    expect(response.status()).toBe(401);
  });
});

// Network mocking for frontend isolation
test.describe('Product Page with Mocked API', () => {
  test('displays products from API', async ({ page }) => {
    // Intercept the API call and return mock data
    await page.route('**/api/products', async (route) => {
      await route.fulfill({
        status: 200,
        contentType: 'application/json',
        body: JSON.stringify({
          products: [
            { id: '1', name: 'Mock Product', price: 49.99 },
            { id: '2', name: 'Another Product', price: 29.99 },
          ],
        }),
      });
    });

    await page.goto('/products');

    await expect(page.getByText('Mock Product')).toBeVisible();
    await expect(page.getByText('$49.99')).toBeVisible();
  });

  test('handles API error gracefully', async ({ page }) => {
    // Simulate a server error
    await page.route('**/api/products', async (route) => {
      await route.fulfill({ status: 500 });
    });

    await page.goto('/products');

    await expect(page.getByText('Failed to load products')).toBeVisible();
    await expect(page.getByRole('button', { name: 'Retry' })).toBeVisible();
  });

  test('shows loading state while fetching', async ({ page }) => {
    // Delay the API response to test loading state
    await page.route('**/api/products', async (route) => {
      await new Promise((resolve) => setTimeout(resolve, 2000));
      await route.fulfill({
        status: 200,
        contentType: 'application/json',
        body: JSON.stringify({ products: [] }),
      });
    });

    await page.goto('/products');

    // Loading skeleton should be visible
    await expect(page.getByTestId('products-skeleton')).toBeVisible();
  });
});

Visual Regression Testing

Playwright includes built-in visual comparison testing that catches unintended UI changes by comparing screenshots against approved baselines. This is especially valuable for design system components and marketing pages where pixel-perfect rendering matters.

typescript
import { test, expect } from '@playwright/test';

test.describe('Visual Regression Tests', () => {
  test('homepage matches snapshot', async ({ page }) => {
    await page.goto('/');
    
    // Wait for all images and fonts to load
    await page.waitForLoadState('networkidle');
    
    // Full page screenshot comparison
    await expect(page).toHaveScreenshot('homepage.png', {
      fullPage: true,
      maxDiffPixelRatio: 0.01, // Allow 1% pixel difference
    });
  });

  test('pricing card component matches snapshot', async ({ page }) => {
    await page.goto('/pricing');
    
    // Screenshot a specific element
    const pricingCard = page.getByTestId('pricing-card-pro');
    await expect(pricingCard).toHaveScreenshot('pricing-card-pro.png');
  });

  test('dark mode renders correctly', async ({ page }) => {
    // Emulate dark color scheme
    await page.emulateMedia({ colorScheme: 'dark' });
    await page.goto('/');
    
    await expect(page).toHaveScreenshot('homepage-dark.png', {
      fullPage: true,
    });
  });

  test('responsive layout at mobile breakpoint', async ({ page }) => {
    await page.setViewportSize({ width: 375, height: 812 });
    await page.goto('/');
    
    await expect(page).toHaveScreenshot('homepage-mobile.png', {
      fullPage: true,
    });
  });
});

// First run: creates baseline screenshots in tests/e2e/*.spec.ts-snapshots/
// Subsequent runs: compares against baselines
// Update baselines: npx playwright test --update-snapshots

Parallel Testing and CI/CD Integration

Playwright's parallelism is one of its strongest advantages. Tests run across multiple workers by default, and the sharding feature lets you split a test suite across multiple CI machines for even faster execution. Here's a production GitHub Actions workflow that runs Playwright tests efficiently.

yaml
# .github/workflows/playwright.yml
name: Playwright Tests

on:
  push:
    branches: [main]
  pull_request:
    branches: [main]

jobs:
  test:
    timeout-minutes: 20
    runs-on: ubuntu-latest
    strategy:
      fail-fast: false
      matrix:
        # Shard tests across 4 parallel machines
        shardIndex: [1, 2, 3, 4]
        shardTotal: [4]

    steps:
      - uses: actions/checkout@v4

      - uses: actions/setup-node@v4
        with:
          node-version: 22
          cache: 'npm'

      - name: Install dependencies
        run: npm ci

      - name: Install Playwright browsers
        run: npx playwright install --with-deps

      - name: Build application
        run: npm run build

      - name: Run Playwright tests
        run: npx playwright test --shard=${{ matrix.shardIndex }}/${{ matrix.shardTotal }}
        env:
          BASE_URL: http://localhost:3000

      - name: Upload test results
        uses: actions/upload-artifact@v4
        if: ${{ !cancelled() }}
        with:
          name: playwright-report-${{ matrix.shardIndex }}
          path: playwright-report/
          retention-days: 14

      - name: Upload blob report (for merging)
        uses: actions/upload-artifact@v4
        if: ${{ !cancelled() }}
        with:
          name: blob-report-${{ matrix.shardIndex }}
          path: blob-report/
          retention-days: 1

  # Merge sharded reports into a single HTML report
  merge-reports:
    if: ${{ !cancelled() }}
    needs: test
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
        with:
          node-version: 22

      - name: Download blob reports
        uses: actions/download-artifact@v4
        with:
          path: all-blob-reports
          pattern: blob-report-*
          merge-multiple: true

      - name: Merge reports
        run: npx playwright merge-reports --reporter html ./all-blob-reports

      - name: Upload merged report
        uses: actions/upload-artifact@v4
        with:
          name: playwright-report-merged
          path: playwright-report/
          retention-days: 14

Playwright vs Cypress: The 2026 Comparison

Cypress pioneered the modern E2E testing experience and still has a large user base. However, Playwright has surpassed it in most technical dimensions. Here's an honest comparison based on our experience using both frameworks in production at Jishu Labs.

  • Speed: Playwright is 2-5x faster due to true parallelism and no same-origin limitations. A 200-test suite that takes 12 minutes in Cypress typically runs in 3-4 minutes with Playwright.
  • Multi-browser: Playwright supports Chromium, Firefox, and WebKit natively. Cypress added Firefox and WebKit support later but with limitations.
  • Multi-tab / multi-origin: Playwright handles these natively. Cypress architecturally cannot support multi-tab testing.
  • Language support: Playwright supports TypeScript, JavaScript, Python, Java, and .NET. Cypress is JavaScript/TypeScript only.
  • Network control: Both offer network interception, but Playwright's route API is more powerful and supports WebSocket mocking.
  • Developer experience: Cypress's time-travel debugger is excellent. Playwright's Trace Viewer offers similar functionality with better performance.
  • Component testing: Both support it. Playwright's implementation covers more frameworks (React, Vue, Svelte, Solid).
  • Community and ecosystem: Cypress has a larger plugin ecosystem. Playwright's npm downloads surpassed Cypress in late 2025 and are growing faster.

When to Choose Cypress

Cypress remains a solid choice if your team is already deeply invested in it, you rely heavily on Cypress-specific plugins, or you prefer Cypress's interactive test runner. Migration to Playwright is worthwhile for new projects and teams experiencing flakiness or speed issues with Cypress.

Testing Real-World Patterns

Real applications have complex flows that go beyond simple page navigation and form filling. Here are patterns for testing the most common challenging scenarios in production applications.

typescript
import { test, expect } from '@playwright/test';
import path from 'path';

// Authentication state reuse — login once, share across tests
const authFile = path.join(__dirname, '../.auth/user.json');

test.describe('Setup: Authenticate', () => {
  test('login and save auth state', async ({ page }) => {
    await page.goto('/login');
    await page.getByRole('textbox', { name: 'Email' }).fill('test@example.com');
    await page.getByRole('textbox', { name: 'Password' }).fill('password123');
    await page.getByRole('button', { name: 'Sign In' }).click();
    await page.waitForURL('/dashboard');
    
    // Save authentication state (cookies + localStorage)
    await page.context().storageState({ path: authFile });
  });
});

// File upload testing
test('upload profile avatar', async ({ page }) => {
  await page.goto('/settings/profile');
  
  // Upload a file using the file chooser
  const fileChooserPromise = page.waitForEvent('filechooser');
  await page.getByRole('button', { name: 'Upload Avatar' }).click();
  const fileChooser = await fileChooserPromise;
  await fileChooser.setFiles(path.join(__dirname, '../fixtures/avatar.png'));
  
  // Verify upload success
  await expect(page.getByText('Avatar updated')).toBeVisible();
});

// Multi-tab testing
test('OAuth login opens popup and returns', async ({ page, context }) => {
  await page.goto('/login');
  
  // Wait for the popup window when clicking OAuth button
  const popupPromise = context.waitForEvent('page');
  await page.getByRole('button', { name: 'Sign in with Google' }).click();
  const popup = await popupPromise;
  
  // Interact with the OAuth popup
  await popup.waitForLoadState();
  await popup.getByRole('textbox', { name: 'Email' }).fill('user@gmail.com');
  await popup.getByRole('button', { name: 'Next' }).click();
  
  // Popup closes and original page redirects
  await popup.waitForEvent('close');
  await expect(page).toHaveURL('/dashboard');
});

// Testing downloads
test('export data as CSV', async ({ page }) => {
  await page.goto('/dashboard/reports');
  
  const downloadPromise = page.waitForEvent('download');
  await page.getByRole('button', { name: 'Export CSV' }).click();
  const download = await downloadPromise;
  
  expect(download.suggestedFilename()).toBe('report-2026.csv');
  
  // Save and verify file contents
  const filePath = await download.path();
  // Read and assert CSV contents if needed
});

Performance Testing with Playwright

While Playwright isn't a replacement for dedicated performance testing tools like Lighthouse or k6, it can capture important performance metrics during E2E tests. This is valuable for catching performance regressions in your CI pipeline.

typescript
import { test, expect } from '@playwright/test';

test.describe('Performance Metrics', () => {
  test('homepage loads within performance budget', async ({ page }) => {
    // Navigate and wait for load
    await page.goto('/');
    
    // Collect Web Vitals using Performance API
    const metrics = await page.evaluate(() => {
      return new Promise<{
        lcp: number;
        fcp: number;
        cls: number;
        ttfb: number;
      }>((resolve) => {
        const observer = new PerformanceObserver((list) => {
          const entries = list.getEntries();
          // Collect metrics from entries
        });
        
        // Get navigation timing
        const [navigation] = performance.getEntriesByType('navigation') as PerformanceNavigationTiming[];
        const [paint] = performance.getEntriesByType('paint').filter(
          (e) => e.name === 'first-contentful-paint'
        );
        
        resolve({
          lcp: 0, // Collected via observer in practice
          fcp: paint?.startTime ?? 0,
          cls: 0,  // Collected via observer in practice
          ttfb: navigation?.responseStart - navigation?.requestStart ?? 0,
        });
      });
    });

    // Assert performance budgets
    expect(metrics.fcp).toBeLessThan(1800); // FCP under 1.8s
    expect(metrics.ttfb).toBeLessThan(800);  // TTFB under 800ms
  });

  test('page loads with acceptable resource count', async ({ page }) => {
    const requests: string[] = [];
    
    page.on('request', (request) => {
      requests.push(request.url());
    });

    await page.goto('/');
    await page.waitForLoadState('networkidle');

    // Assert reasonable number of network requests
    expect(requests.length).toBeLessThan(50);
    
    // Check no oversized resources
    const responses = await page.evaluate(() => {
      return performance.getEntriesByType('resource').map((r) => ({
        name: r.name,
        size: (r as PerformanceResourceTiming).transferSize,
      }));
    });

    const oversized = responses.filter((r) => r.size > 500_000);
    expect(oversized).toHaveLength(0);
  });
});

Frequently Asked Questions

Frequently Asked Questions

How do I debug flaky Playwright tests?

Playwright provides several powerful debugging tools. First, enable trace collection with `trace: 'on'` in your config — the Trace Viewer shows a timeline of every action, screenshot, network request, and console log. Run individual tests with `--debug` flag to step through interactively. Use `page.pause()` to add breakpoints in your tests. On CI, configure `retries: 2` and collect traces on first retry to capture the flaky behavior. Most flakiness comes from missing awaits, race conditions with animations, or tests that depend on shared state — Playwright's auto-waiting eliminates the majority of timing-related flakes.

Should I use Playwright for unit testing or only E2E testing?

Playwright is designed primarily for E2E and integration testing. For unit tests, use Vitest or Jest — they're much faster because they don't need a browser. However, Playwright's component testing feature bridges the gap: you can mount individual React, Vue, or Svelte components in a real browser for isolated testing. Use component testing when you need real browser APIs (canvas, intersection observer, CSS computations) but don't need a full application. The sweet spot is: Vitest for pure logic, Playwright component testing for complex UI components, and Playwright E2E for user journey flows.

How do I handle authentication in Playwright tests efficiently?

Use Playwright's storageState feature to authenticate once and reuse the session across tests. Create a global setup file that logs in and saves cookies/localStorage to a JSON file. Configure test projects to use this storage state. This avoids repeating the login flow in every test. For multiple user roles, create separate auth files (admin.json, user.json) and assign them to different test projects. See the 'Testing Real-World Patterns' section above for a code example.

Can Playwright test applications behind a VPN or corporate firewall?

Yes. Playwright runs browsers locally (or in CI containers), so it can access any application your machine can reach, including internal apps behind VPNs. For CI/CD, ensure your runners are on the same network as the application. Playwright also supports proxy configuration via the `proxy` option in browser launch settings. For applications requiring client certificates, use the `clientCertificates` option in the browser context. Unlike cloud-based testing services, Playwright runs entirely on your infrastructure, making it well-suited for testing internal applications.

Conclusion

Playwright has earned its position as the leading E2E testing framework through relentless focus on reliability, speed, and developer experience. Its auto-waiting eliminates the flakiness that plagued earlier tools, its parallelism and sharding cut CI times dramatically, and its multi-browser support ensures your application works for all users. Whether you're starting a new test suite or migrating from Cypress or Selenium, Playwright is the clear choice for E2E testing in 2026.

Need help building a comprehensive testing strategy for your application? Contact Jishu Labs for expert testing consulting, CI/CD pipeline setup, and quality engineering services.

ER

About Emily Rodriguez

Emily Rodriguez is a Senior Engineer at Jishu Labs with expertise in testing strategies, CI/CD pipelines, and frontend architecture.

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