aiohttp
免费Use when building Python async HTTP services or clients with aiohttp - web server routing, middleware, WebSocket, SSE, streaming, client sessions, pytest-aiohttp testing, or troubleshooting SSL and timeout issues
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Use when setting up visual regression testing with Playwright - toHaveScreenshot baselines, masking dynamic content, handling animations, full-page and element screenshots, cross-browser runs, CI integration, VUDA MCP tooling, or debugging flaky visual diffs
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安装前可以查看交给 AI 代理的指令内容。
Complete guide to visual regression testing using Playwright's built-in toHaveScreenshot() API, VUDA MCP integration, and AI-powered visual analysis with vision models.
Playwright provides native visual regression testing through the toHaveScreenshot() assertion. It captures screenshots, compares them against baselines using pixelmatch, and fails tests when visual differences exceed configured thresholds.
Key Features:
# Install Playwright for Python
pip install playwright
# Install browser drivers
playwright install chromium firefox webkit
# Or install all browsers
playwright install
# Install Playwright
npm install -D @playwright/test
# Install browsers
npx playwright install chromium firefox webkit
from playwright.sync_api import sync_playwright, expect
def test_homepage_screenshot():
"""Visual regression test for homepage"""
with sync_playwright() as p:
browser = p.chromium.launch()
page = browser.new_page()
page.goto("https://your-app.com")
# Take screenshot for comparison
expect(page).to_have_screenshot("homepage.png")
browser.close()
def test_element_screenshot():
"""Test specific element instead of full page"""
with sync_playwright() as p:
browser = p.chromium.launch()
page = browser.new_page()
page.goto("/pricing")
# Screenshot of specific element
pricing_card = page.locator('[data-testid="pro-plan"]')
expect(pricing_card).to_have_screenshot("pro-plan-card.png")
browser.close()
def test_with_masking():
"""Mask dynamic content before screenshot"""
with sync_playwright() as p:
browser = p.chromium.launch()
page = browser.new_page()
page.goto("/dashboard")
# Mask dynamic elements
expect(page).to_have_screenshot("dashboard.png", mask=[
page.locator(".timestamp"),
page.locator(".user-avatar"),
])
browser.close()
# conftest.py
import pytest
from playwright.sync_api import sync_playwright, Browser, Page
@pytest.fixture(scope="session")
def browser():
with sync_playwright() as p:
yield p.chromium.launch()
@pytest.fixture
def page(browser: Browser):
page = browser.new_page()
yield page
page.close()
# test_visual.py
def test_login_page(page: Page):
page.goto("/login")
expect(page).to_have_screenshot("login-page.png")
def test_login_with_errors(page: Page):
page.goto("/login")
page.fill("#email", "invalid")
page.click('[data-testid="submit"]')
expect(page).to_have_screenshot("login-error.png")
import pytest
@pytest.mark.visual
def test_visual_regression(page):
"""Run only visual tests with: pytest -m visual"""
page.goto("/")
expect(page).to_have_screenshot("homepage.png")
@pytest.mark.visual
@pytest.mark.parametrize("viewport", [
{"width": 1280, "height": 720}, # Desktop
{"width": 375, "height": 667}, # Mobile
])
def test_responsive_visual(page, viewport):
"""Test different viewports"""
page.set_viewport_size(viewport)
page.goto("/")
name = f"homepage-{viewport['width']}x{viewport['height']}.png"
expect(page).to_have_screenshot(name)
import { test, expect } from '@playwright/test';
test('homepage matches baseline', async ({ page }) => {
await page.goto('https://your-app.com');
await expect(page).toHaveScreenshot();
});
The first run creates baseline images. Run with --update-snapshots to generate baselines:
npx playwright test --update-snapshots
Baselines are stored in __snapshots__ directories next to test files.
test('login form states', async ({ page }) => {
await page.goto('/login');
// Empty state
await expect(page).toHaveScreenshot('login-empty.png');
// Validation error
await page.fill('#email', 'invalid');
await page.click('[data-testid="submit"]');
await expect(page).toHaveScreenshot('login-validation-error.png');
});
// playwright.config.ts
import { defineConfig, devices } from '@playwright/test';
export default defineConfig({
testDir: './tests',
fullyParallel: true,
retries: 2,
// Cross-browser projects
projects: [
{
name: 'chromium',
use: { ...devices['Desktop Chrome'] },
},
{
name: 'firefox',
use: { ...devices['Desktop Firefox'] },
},
{
name: 'webkit',
use: { ...devices['Desktop Safari'] },
},
// Mobile viewports
{
name: 'mobile-chrome',
use: { ...devices['Pixel 7'] },
},
],
// Visual regression settings
expect: {
toHaveScreenshot: {
timeout: 5000,
animations: 'disabled',
},
},
});
// Allow minor pixel differences
await expect(page).toHaveScreenshot('page.png', {
maxDiffPixels: 100, // Maximum pixels that can differ
maxDiffPixelRatio: 0.01, // Maximum 1% pixel difference
threshold: 0.3, // Per-pixel color sensitivity (0-1)
});
For detailed guidance on specific topics, load these reference files on demand:
references/screenshot-techniques.md) - Masking dynamic content, handling animations, full-page screenshots, element-level testing, cross-browser considerationsreferences/vuda-ai.md) - VUDA MCP integration, vision model look_at usagereferences/ci-debugging.md) - CI/CD integration, debugging visual failures, advanced patterns, troubleshooting flaky tests// Tag visual tests for selective execution
test('homepage visual @visual', async ({ page }) => {
await page.goto('/');
await expect(page).toHaveScreenshot('homepage.png');
});
// Run only visual tests
npx playwright test --grep @visual
// ✅ Good: Targeted, fast, precise
await expect(page.locator('.product-card')).toHaveScreenshot('product-card.png');
// ⚠️ Full page: Slower, more noise, harder to diagnose failures
await expect(page).toHaveScreenshot('page.png');
# Always use Docker for consistent rendering
docker run --rm -v $(pwd):/app mcr.microsoft.com/playwright:v1.50.0-noble
| Type | Recommended Threshold |
|---|---|
| Simple components | maxDiffPixelRatio: 0.001 (0.1%) |
| Text-heavy pages | maxDiffPixelRatio: 0.01 (1%) |
| Full-page with fonts | maxDiffPixelRatio: 0.02 (2%) |
// Always mask:
test('feed with masking', async ({ page }) => {
await page.goto('/feed');
await expect(page).toHaveScreenshot('feed.png', {
mask: [
page.locator('.timestamp'),
page.locator('.user-avatar'),
page.locator('.ad-slot'),
page.locator('[data-testid="like-count"]'),
],
});
});
/\
/ \ E2E Visual Tests (5-10%)
/----\ - Critical user flows
/ \ - Full-page regression
/--------\ Component Tests (20-30%)
/ \ - Individual components
/------------\- UI component variants
/ \ Element Tests (60-70%)
/________________\ - Smallest UI units
- Buttons, inputs, cards
When to Use What:
| Need | Solution |
|---|---|
| Basic VRT | toHaveScreenshot() - built into Playwright |
| AI-powered analysis | VUDA MCP tools |
| Vision model analysis | look_at tool with screenshots |
| Cross-browser at scale | Run against multiple browsers in CI |
| Component testing | Element-level screenshots |
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Use when building Python async HTTP services or clients with aiohttp - web server routing, middleware, WebSocket, SSE, streaming, client sessions, pytest-aiohttp testing, or troubleshooting SSL and timeout issues
中文简介正在准备中。当前显示原文说明。
Use when doing structural code search and rewriting - ast-grep linting, refactoring, multi-language patterns
中文简介正在准备中。当前显示原文说明。
Use when building GBA games with the BPCore Lua engine - entity, sprite and tilemap functions, SRAM save and load, link cable multiplayer protocol, camera and scrolling, or optimization patterns
中文简介正在准备中。当前显示原文说明。
Use when running background tasks with Celery - worker and broker configuration (Redis, RabbitMQ), task routing by name vs queue, chains/groups/chords, retry patterns (autoretry_for, retry_backoff), acks_late semantics, failure detection, and monitoring with Flower
中文简介正在准备中。当前显示原文说明。
Use when building Django applications - security hardening, authentication and permissions, ORM optimization, PostgreSQL features, Django 6.0, migrations, testing, and ecosystem libraries
中文简介正在准备中。当前显示原文说明。
Use when customizing Django Admin - save_formset, get_search_results, formsets, queryset optimization, db_index, custom URLs
中文简介正在准备中。当前显示原文说明。