google-search-results-php VS Playwright

automatic-images-classifier-generator is a machine learning tool written in Python using SerpApi, Pytorch, FastAPI, and Couchbase to provide automated large dataset creation, automated training and testing of deep learning models with the ability to tweak algorithms, storing the structure and results of neural networks all in one place.

In previous weeks, we have created an object in the database, and stored machine learning training, testing, and dataset information within it. This week we will do the final step necessary to release the source code to the public, unit testing machine learning tool. The metrics in these tests will give an idea about which ml models can be created, and which ones cannot be. These unit tests should not be confused with testing machine learning models themselves. These tests are checking the scalability aspect of machine learning and not the individual ML Models. I will talk about the source code release next week in the conclusion part. In the meantime, you may Register to Claim Free Credits to get to know SerpApi ecosystem.

{ "results for image 1": { "knowledge_graph": { "title": "Stairs", "description": "Stairs are a structure designed to bridge a large vertical distance by dividing it into smaller vertical distances, called steps. Stairs may be straight, round, or may consist of two or more straight pieces connected at angles. Types of stairs include staircases, ladders, and escalators." }, "organic_results": [ { "position": 1, "title": "Stairs - Wikipedia", "link": "https://en.wikipedia.org/wiki/Stairs", "snippet": "Stairs are a structure designed to bridge a large vertical distance by dividing it into smaller vertical distances, called steps. Stairs may be straight, ..." }, ... other organic results { "position": 4, "title": "Foto HD de Claudio Schwarz - Unsplash", "link": "https://unsplash.com/es/fotos/ipcsI15th5I", "snippet": "Nuevo: Unsplash ahora está disponible en varios idiomas. Puedes volver a cambiar al inglés cuando quieras. Próximamente habrá más idiomas." } ], "inline_images": [ { "source": "https://www.flickr.com/photos/thepiratesgospel/6107309586/", "thumbnail": "https://serpapi.com/searches/62e907cb5b54ef5af08d6ff2/images/6886d2b2c5499da05d656e39563b001cc2a1b485150c7a5761ed1190edbccb0f.jpeg" }, ... other thumbnails { "source": "https://en-gb.facebook.com/qualitycarpetsdirect/posts/", "thumbnail": "https://serpapi.com/searches/62e907cb5b54ef5af08d6ff2/images/6886d2b2c5499da08e88e75176317a1c08b36d2c2800f2329de12d162eab24e9.jpeg" } ] }, ... other results "results for image 5": { "knowledge_graph": { "title": "Art", "description": "Art is a diverse range of human activity, and resulting product, that involves creative or imaginative talent expressive of technical proficiency, beauty, emotional power, or conceptual ideas." }, "organic_results": [ { "position": 1, "title": "Art.com | Wall Art: Framed Prints, Canvas Paintings, Posters ...", "link": "https://www.art.com/", "snippet": "Shop Art.com for the best selection of wall art and photo prints online! Low price guarantee, fast shipping & free returns, and custom framing options ..." }, { "position": 2, "title": "Art - Wikipedia", "link": "https://en.wikipedia.org/wiki/Art", "snippet": "Art is a diverse range of human activity, and resulting product, that involves creative or imaginative talent expressive of technical proficiency, beauty, ..." } ], "inline_images": [ { "source": "https://www.leireunzueta.com/journal/tag/summer", "thumbnail": "https://serpapi.com/searches/62e907d0e13508b8c60f4c3b/images/6c0c95a05f3c4aa45e83ffe98a6112df67130eb20d484feef2c133f72ab49a3f.jpeg" }, ... other thumbnails { "source": "https://unsplash.com/photos/onMwdrVfMuE", "thumbnail": "https://serpapi.com/searches/62e907d0e13508b8c60f4c3b/images/6c0c95a05f3c4aa4deae63325b5a810305c9d32f794fc72c1849753080f116fa.jpeg" } ] } }

We've built https://serpapi.com

We've invented the industry what you referring as "data type specific APIs"; APIs that abstract away all proxies issues, captcha solvings, various layouts support, even scrapping-related legal issues, and much more to a clean JSON response every single call. It was a lot of work but our success rate and response times are now rivaling non-scraping commercial APIs: https://serpapi.com/status

I think the next battle will be still legal despite all the wins in favor of scrapping public pages and common sense understanding this is the way to go. The EFF has been doing an amazing work in this world and we are proud to be a significant yearly contributor to the EFF.

This week, we will explore the combined capabilities of SerpApi’s powerful Google Images Results Scraper API on top of FastAPI’s fast to build web framework. We will start by creating a simple image database creator with sync method, and build up from there.

Originally published at https://serpapi.com on May 4, 2022.

If you test the search here https://serpapi.com/ you have a JSON output to the right, does this contains everything you need? If so then you can get this with a fairly easy script. But as this is a business question it looks like something for this site.

SerpApi | https://serpapi.com | Senior Web Engineer | Based in Austin, TX but everyone is remote | Full-time | ONSITE or FULLY REMOTE (We're a remote first company) | $150k 1099 for US or local avg + 20% for outside the US

SerpApi is the leading API to scrape and parse search engine results. We deeply support Google, Google Maps, Google Images, Bing, Baidu, and a lot more.

Our current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for a senior web designer, a senior Front End Engineer, and a Senior Backend Engineer. For the senior web designer position, we're looking for someone to give us a strong visual direction and experience in CSS, JS, or React are definitely plusses but not required.

We have an awesome work environment: We are a remote first company. We do continuous integration, continuous deployments, code reviews, code pairings, profit sharing, and most of communication is async via GitHub. We value super strongly transparency, do open books, have a public roadmap, and contribute to the EFF.

Apply at: https://serpapi.com/team

By the way, if you're looking for a programmatic data extraction solution from Google (PlayStore, Maps, Images, YouTube..), Yahoo!, Naver, Bing and so on, have a try SerpApi 👀

{ "position": 1, "title": "Coffee - Wikipedia", "link": "https://en.wikipedia.org/wiki/Coffee", "displayed_link": "https://en.wikipedia.org › wiki › Coffee", "thumbnail": "https://serpapi.com/searches/62436d12e7d08a5a74994e0f/images/ed8bda76b255c4dc4634911fb134de5319e08af7e374d3ea998b50f738d9f3d2.jpeg", "snippet": "Coffee is a brewed drink prepared from roasted coffee beans, the seeds of berries from certain flowering plants in the Coffea genus. From the coffee fruit, ...", ... }

We start with a project that was bootstrapped with npx create-next-app. For the E2E test we use Playwright and set it up as described in the testing guide provided by Next.js.

Playwright is a powerful tool developed by Microsoft, it allows developers to write reliable end-to-end tests and perform browser automation tasks with ease. What sets Playwright apart is its ability to work seamlessly across multiple browsers (Chrome, Firefox, and WebKit), it provides a consistent and efficient way to interact with web pages, extract data, and automate repetitive tasks. Moreover, it supports various programming languages such as Node.js, Python, Java, and .NET, that’s making it a versatile choice for web scraping projects. Whether you're scraping public data for analysis, building a web crawler, or automating manual workflows, Playwright has you covered.

The consensus I could gather is either use playwright or use a workaround to solve it in the puppeteer layer. The root cause of the bug is a websocket size limitation on the CDP protocol for chromium.

With the advent of tools like Puppeteer and now Playwright, end-to-end testing has become much easier and more reliable. For anyone who's used Selenium in the past, you know what I'm talking about. Puppeteer has opened the way in terms of E2E tooling, but Playwright has taken it to the next level and made it easier to await for certain selectors or conditions to be fulfilled (via locators), thus making tests more reliable and less flaky. Also, it's a game changer that it introduced a test-runner - this made the integration between the headless browser and the actual test code much smoother.

In this tutorial, our main focus will be on Playwright web scraping. So what is Playwright? It’s a handy framework created by Microsoft. It's known for making web interactions more streamlined and works reliably with all the latest browsers like WebKit, Chromium, and Firefox. You can also run tests in headless or headed mode and emulate native mobile environments like Google Chrome for Android and Mobile Safari.

// playwright.config.ts import { defineConfig } from "@playwright/test"; /** * See https://playwright.dev/docs/test-configuration. */ export default defineConfig({ testDir: "./src/pages", reporter: "list", use: { baseURL: "http://localhost:5432/", }, timeout: process.env.CI ? 10000 : 4000, // ... more options });

Issues with Playwright

Fast and reliable end-to-end testing for modern web apps | Playwright

This means you cannot place test files outside of this directory, which was brought up as a question on Github some time ago. Initially, I thought it would be nice to add another folder in the repo called "scripts", but Playwright does not allow multiple testDir values.

4.Playwright: Playwright is a browser automation library by Microsoft. Key Features: Supports Chromium, Firefox, and WebKit. Provides cross-browser testing capabilities. Allows automating web, mobile, and desktop applications