google-search-results-php VS puppeteer

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, ...", ... }

I am not in any way associated with the developers at puppeteer, but if you are looking for a way to contribute, they are open source

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.

1.Puppeteer: Puppeteer is a Node library that provides a high-level API to control headless Chrome or Chromium using the DevTools Protocol. Key Features: More control over Chrome. Enables web scraping. Allows taking screenshots and generating PDFs for UI testing. Measures load times through the Chrome Performance Analysis tool

HTML to PDF conversion is a common requirement in modern web applications. It allows users to save web pages, reports, and other content in a format that is easy to share and print. There are many libraries and services available for converting HTML to PDF, each with its own strengths and weaknesses. In this article, we will compare some of the most popular HTML to PDF renderers in Node.js, including Puppeteer, Playwright, node-html-pdf, and Onedoc.

Playwright seems to be a superior library for working with headless browsers than Puppeteer, but I will go with Puppeteer.

Puppeteer is a Node library that provides a high-level API to control headless Chrome or Chromium. It's primarily used for browser automation, making it a powerful tool for end-to-end testing of web applications, taking screenshots, and generating pre-rendered content from web pages.

Puppeteer

Website: pptr.dev Repositório: GitHub

# Define variables PYTHON := python3 POETRY := poetry PYTEST := pytest PIP := pip3 PROJECT_NAME := web automation with Pyppeteer .PHONY: install install: $(POETRY) install @echo "Dependency installation complete" $(PIP) install -r requirements.txt @echo "Set env vars LT_USERNAME & LT_ACCESS_KEY" # Procure Username and AccessKey from https://accounts.lambdatest.com/security export LT_USERNAME=himansh export LT_ACCESS_KEY=Ia1MiqNfci .PHONY: install poetry-install: poetry install .PHONY: test test: export NODE_ENV = test .PHONY: test pyunit-pyppeteer: - echo $(EXEC_PLATFORM) - $(PYTHON) tests/pyunit-pyppeteer/test_pyunit_pyppeteer.py .PHONY: test pytest-pyppeteer: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s -n 2 tests/pytest-pyppeteer/test_pytest_pyppeteer_1.py \ tests/pytest-pyppeteer/test_pytest_pyppeteer_2.py .PHONY: test pyunit-pyppeteer-browser-session: - echo $(EXEC_PLATFORM) - $(PYTHON) tests/starting-browser-session/pyunit/test_pyppeteer_browser_session.py .PHONY: test pytest-pyppeteer-browser-session: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s \ tests/starting-browser-session/pytest/test_pyppeteer_browser_session.py .PHONY: test asyncio-run-pyppeteer-browser-session: - echo $(EXEC_PLATFORM) - $(PYTHON) tests/starting-browser-session/asyncio_run/test_pyppeteer_browser_session.py .PHONY: test asyncio-run-complete-pyppeteer-browser-session: - echo $(EXEC_PLATFORM) - $(PYTHON) tests/starting-browser-session/\ asyncio_run_until_complete/test_pyppeteer_browser_session.py .PHONY: test pyppeteer-button-click: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/button-click/test_page_class_click.py .PHONY: test pyppeteer-activate-tab: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/active-tab/test_page_class_bringtofront.py ###### Testing Custom Environment - https://miyakogi.github.io/pyppeteer/reference.html#environment-variables # Available versions: 113, 121, and default .PHONY: test pyppeteer-custom-chromium-version: - echo $(EXEC_PLATFORM) - echo 'Browser Version:' $(CHROMIUM_VERSION) - $(PYTEST) --verbose --capture=no -s tests/custom-configuration/test_launcher_exe_path.py ###### Testing Headless - https://miyakogi.github.io/pyppeteer/reference.html#launcher # Available values: headless and non-headless .PHONY: test pyppeteer-custom-browser-mode: - echo $(EXEC_PLATFORM) - echo $(BROWSER_MODE) - $(PYTEST) --verbose --capture=no -s tests/custom-configuration/test_launcher_headless.py .PHONY: test pyppeteer-generate-pdf: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/generate-pdf/test_page_class_pdf.py .PHONY: test pyppeteer-generate-screenshot: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/generate-screenshots/test_page_class_screenshot.py .PHONY: test pyppeteer-cookies: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/handling-cookies/test_page_class_cookies.py .PHONY: test pyppeteer-dialog-box: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/handling-dialog-box/test_handling_dialog_box.py .PHONY: test pyppeteer-iframe: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/handling-iframe/test_page_class_iframe.py # Like Puppeteer, Navigation operations mentioned below only work in Headless mode # goBack: https://miyakogi.github.io/pyppeteer/reference.html#pyppeteer.page.Page.goBack # goForward: https://miyakogi.github.io/pyppeteer/reference.html#pyppeteer.page.Page.goForward # Bug Link # https://github.com/puppeteer/puppeteer/issues/7739 # https://stackoverflow.com/questions/65540674/how-to-error-check-pyppeteer-page-goback .PHONY: test pyppeteer-navigate-ops: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/navigate-operations/test_page_class_navigation_ops.py .PHONY: test pyppeteer-request-response: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/request-response/test_page_class_req_resp.py .PHONY: test pyppeteer-viewport: - echo $(EXEC_PLATFORM) - echo $(BROWSER_MODE) - $(PYTEST) --verbose --capture=no -s tests/setting-useragent-viewports/\ test_page_class_useragent_viewport.py::test_mod_viewport .PHONY: test pyppeteer-non-headless-useragent: - echo $(EXEC_PLATFORM) - echo $(BROWSER_MODE) - $(PYTEST) --verbose --capture=no -s tests/setting-useragent-viewports/\ test_page_class_useragent_viewport.py::test_get_nonheadless_user_agent .PHONY: test pyppeteer-headless-useragent: - echo $(EXEC_PLATFORM) - echo $(BROWSER_MODE) - $(PYTEST) --verbose --capture=no -s tests/setting-useragent-viewports/\ test_page_class_useragent_viewport.py::test_get_headless_user_agent .PHONY: test pyppeteer-dynamic-content: - echo $(EXEC_PLATFORM) - echo $(BROWSER_MODE) - $(PYTEST) --verbose --capture=no -s -n 4 tests/handling-dynamic-content/\ test_page_class_lazy_loaded_content.py .PHONY: test pyppeteer-web-scraping: - echo $(EXEC_PLATFORM) - $(PYTEST) --verbose --capture=no -s tests/web-scraping-content/\ test_scraping_with_pyppeteer.py .PHONY: clean clean: # This helped: https://gist.github.com/hbsdev/a17deea814bc10197285 find . | grep -E "(__pycache__|\.pyc$$)" | xargs rm -rf rm -rf .pytest_cache/ @echo "Clean Succeeded" .PHONY: distclean distclean: clean rm -rf venv .PHONY: help help: @echo "" @echo "install : Install project dependencies" @echo "clean : Clean up temp files" @echo "pyunit-pyppeteer : Running Pyppeteer tests with Pyunit framework" @echo "pytest-pyppeteer : Running Pyppeteer tests with Pytest framework" @echo "pyunit-pyppeteer-browser-session : Browser session using Pyppeteer and Pyunit" @echo "pytest-pyppeteer-browser-session : Browser session using Pyppeteer and Pytest" @echo "asyncio-run-pyppeteer-browser-session : Browser session using Pyppeteer (Approach 1)" @echo "asyncio-run-complete-pyppeteer-browser-session : Browser session using Pyppeteer (Approach 2)" @echo "pyppeteer-button-click : Button click demo using Pyppeteer" @echo "pyppeteer-activate-tab : Switching browser tabs using Pyppeteer" @echo "pyppeteer-custom-chromium-version : Custom Chromium version with Pyppeteer" @echo "pyppeteer-custom-browser-mode : Headless and non-headless test execution with Pyppeteer" @echo "pyppeteer-generate-pdf : Generating pdf using Pyppeteer" @echo "pyppeteer-generate-screenshot : Generating page & element screenshots with Pyppeteer" @echo "pyppeteer-cookies : Customizing cookies with Pyppeteer" @echo "pyppeteer-dialog-box : Handling Dialog boxes with Pyppeteer" @echo "pyppeteer-iframe : Handling iFrames with Pyppeteer" @echo "pyppeteer-navigate-ops : Back & Forward browser operations with Pyppeteer" @echo "pyppeteer-request-response : Request and Response demonstration using Pyppeteer" @echo "pyppeteer-viewport : Customizing viewports using Pyppeteer" @echo "pyppeteer-non-headless-useragent : Customizing user-agent (with browser in headed mode) using Pyppeteer" @echo "pyppeteer-headless-useragent : Customizing user-agent (with browser in headless mode) using Pyppeteer" @echo "pyppeteer-dynamic-content : Handling dynamic web content using Pyppeteer" @echo "pyppeteer-web-scraping : Dynamic web scraping using Pyppeteer"

This library works by creating an instance of WhatsApp web running inside an instance of headless chrome automated by puppeteer. In my testing, I ran into tons of compatibility issues when trying to use these dependencies inside anything other than a bare-bones Node.js + express server. Also, we can’t spin up a new instance of chrome and WhatsApp web each time a user sends a message, this will exhaust our allowed WhatsApp connections (4 max), not to mention that doing this will make the response times painfully slow.