Загрузка файлов асинхронно
Если у нас есть список URL картинок для загрузки, использование простого цикла for позволит нам загрузить их последовательно, по одной за раз.
Однако, для задач, включающих загрузку большогоколичества маленьких файлов, параллелизация может заметно ускорить процесс.
Для параллелизации мы можем использовать ThreadPoolExecutor из модуля concurrent.futures. Этот инструмент позволяет выполнить функцию загрузки в нескольких параллельных потоках, где в конструкторе необходимо указать максимальное количество потоков для одновременного выполнения.
С помощью метода .map(download, urls) можно развернуть функцию загрузки на каждый URL из списка, обеспечивая их параллельнуюобработку.
Важно понимать, что так как загрузка файлов является IO-операцией, данный метод неускоряет выполнение кода в прямом смысле, а скорее позволяет начать загрузку следующего файла, не ожидая завершения предыдущего.
#python#threading
#python#agents#knowledge_graph#llm#llm_agent#rag#search#search_agent#vector_database
Airweave is a tool that helps make information from apps and databases easily accessible to AI agents. It connects over 100 data sources with minimal coding, allowing for fast data synchronization and semantic search. This means you can quickly turn app data into useful knowledge for AI agents, making them smarter and more efficient. It's especially helpful for tasks like customer support or generating reports, as it ensures AI agents have the most accurate and up-to-date information.
https://github.com/airweave-ai/airweave
SharedTrace
#Python tool for getting additional info by shared link (usernames, avatars, IDs etc).
Support TikTok, Instagram, Discord, ChatGPT, Perplexity and other platforms.
https://github.com/hondling/sharetrace
@cybdetective
#socmint#tracking#trackers#stalking#surveillance#why
#python#agentic_ai#agents#ai#autonomous_agents#deepseek_r1#llm#llm_agents#voice_assistant
AgenticSeek is a free, fully local AI assistant that runs entirely on your own computer, ensuring your data stays private with no cloud or API use. It can autonomously browse the web, write and debug code in many languages, plan and execute complex tasks, and even respond to voice commands. It smartly chooses the best AI agent for each task, making it like having a personal team of experts. This local setup avoids monthly fees and protects your privacy while giving you powerful AI help for coding, research, and task management all on your device[1][2].
https://github.com/Fosowl/agenticSeek
#python#flask#django#html#css#bootstrap
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#python#crawler#crawling#framework#hacktoberfest#python#scraping#web_scraping#web_scraping_python
Scrapy is a powerful tool for extracting data from websites. It works on many platforms and requires Python 3.9 or higher. Scrapy is free, stable, and can handle complex tasks efficiently. It allows you to manage multiple requests at once, making it fast and efficient for large-scale data extraction. Scrapy also supports various formats for storing data and has features like auto-throttling to prevent overwhelming websites. This makes it a great choice for users who need to collect data from many websites quickly and reliably.
https://github.com/scrapy/scrapy
#python#adb#airtest#cv#fate_grand_order#fgo#qt6
This program automates playing Fate/Grand Order on Android in multiple languages (Chinese, Japanese, English, Taiwanese). It can run on Windows, Linux, Mac, Android, and Docker, requiring minimal setup. It smartly controls battles by choosing skills, cards, and support servants without needing manual input or special equipment. It also automates weekly missions, friend support selection, and item management, saving you time and effort. You can run it on your phone or PC, even using tools like AidLux or AzurLaneAutoScript. It helps you farm efficiently without worrying about complicated setups or "best" cards, making the game easier and less time-consuming[5].
https://github.com/hgjazhgj/FGO-py
#python#agent#alibaba#artificial_intelligence#information_seeking#llm#multi_agent#rag#web_agent
You can use advanced AI models like WebSailor and WebDancer from Alibaba's Tongyi Lab to perform complex web tasks such as searching, browsing, and answering questions automatically. These models are trained to think deeply and handle difficult information-seeking tasks that were hard before. WebSailor excels in reasoning and can solve very challenging problems, while WebDancer learns to search and reason on its own through a special training process. Using these tools helps you get accurate, multi-step answers from the web quickly and efficiently, saving you time and effort in research or information gathering. They are open-source and come with demos to try out easily[3].
https://github.com/Alibaba-NLP/WebAgent
#python#agent_framework#agentic_ai#agents#ai#dotnet#multi_agent#orchestration#python#sdk#workflows
Microsoft Agent Framework is an open-source toolkit that helps you build and manage AI agents and multi-agent workflows using Python or .NET. It combines the best features of previous Microsoft AI projects to let you create simple chatbots or complex workflows where multiple agents work together. It supports many AI models, connects easily to external tools and APIs, and runs anywhere—on cloud or on-premises. The framework also includes features like human review, workflow checkpointing, and monitoring to make your AI applications reliable and adaptable. This means you can build powerful, flexible AI solutions faster and with less code.
https://github.com/microsoft/agent-framework
#python#agent#ai#aippt#editable_pptx#langgraph#paper2slides#ppt_generator
Paper2Any turns paper PDFs, images, or text into editable diagrams, technical roadmaps, experiment plots, PPT slides, and more with one click. Key tools include Paper2Figure for scientific visuals, Paper2PPT for custom decks with table extraction, PDF2PPT for layout-perfect conversions, and AI beautification. Install via GitHub on Python 3.11+, Linux preferred; try online demo or scripts. You save hours recreating figures or slides for research, talks, or reports, getting pro-quality, customizable outputs fast.
https://github.com/OpenDCAI/Paper2Any
#python#ai#deep_learning#filetype#keras_classification_models#keras_models#mime_types#onnx
Magika is a fast AI tool from Google that detects file types with ~99% accuracy across 200+ formats, using a tiny model that works in milliseconds on one CPU. Install easily via pip, brew, or scripts for CLI/Python/JS/Go use; scan files, directories, or streams with options like JSON output or recursion. It boosts your safety by routing files to scanners, like in Gmail/Drive, helping spot threats quickly without size limits.
https://github.com/google/magika
#python#diffusion_models#dit#image_to_video#image_to_video_generation#text_to_video#text_to_video_generation
LTX-Video is a powerful AI model that creates high-quality, realistic videos in real time, running faster than you can watch them. It can generate videos from text descriptions, images, or existing videos, and supports advanced features like keyframe animation and video extension. You can use it online or run it locally with easy setup. It offers great control over video details, smooth motion, and works well even on consumer hardware. This helps you quickly create custom videos for storytelling, social media, or prototyping, saving time and boosting creativity with detailed, lifelike results[2][4][5].
https://github.com/Lightricks/LTX-Video