#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
👨💻 Attacking MongoDB.
• MongoDB — это кроссплатформенная документо-ориентированная система управления базами данных. Относясь к категории NoSQL, MongoDB отказывается от традиционной таблично-ориентированной структуры реляционных баз данных в пользу JSON-документов с динамическими схемами, что делает интеграцию данных в приложениях более быстрой и простой.
• Поговорим о защищенности MongoDB. На самом деле MongoDB безопасна в использовании, если вы знаете, что искать и как это настраивать.
• Enumeration:
➡Nmap MongoDB Brute Force Attack;
➡Metasploit MongoDB Login Scanner;
➡Shodan Search for MongoDB Instances;
➡Manual MongoDB Interaction via PyMongo;
➡Common MongoDB Commands;
➡Automating MongoDB Enumeration with Nmap.
• Brute Force:
➡MongoDB Login Methods;
➡Checking for MongoDB Authentication Using Nmap;
➡Manual Brute Forcing;
➡Lack of Authentication in MongoDB Instance.
• Disable Unused Network Interfaces;
• Enable Access Control (Authentication);
• Enable SSL/TLS Encryption;
• Disable HTTP Interface;
• Enable Audit Logging:
➡Set Appropriate File Permissions;
➡Disable Unused MongoDB Features;
➡Enable Firewalls and Limit Access to MongoDB Ports.
• Exploiting Default Admin Users;
• Exploiting Misconfigured Role-Based Access Control (RBAC);
• Leveraging File System Access via MongoDB;
• Leveraging MongoDB API and Insecure Bindings;
• Misconfigured Backup Systems.
#MongoDB#devsecops
https://github.com/MongoEngine/django-mongoengine
THIS IS UNSTABLE PROJECT, IF YOU WANT TO USE IT - FIX WHAT YOU NEED
Right now we're targeting to get things working on #Django 1.9
#mongodb
#databases#MongoDB
💼
Learning MongoDB
Get started with MongoDB. Learn how to use this popular nonrelational database to power your full-stack development workflow.
⏳2h 44m
🗣Justin Jenkins
🔗Link
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Main channel:@repo_science
Coupons: @freecoupons_reposcience
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Awesome MongoDB, a curated list of resources, libraries, tools and applications.
#resources#list#mongodb#database
@thedevs
https://kutt.it/awesome-mongodb
http://mongoengine.readthedocs.io/en/latest/index.html
#MongoEngine is an Object-Document Mapper, written in #Python for working with #MongoDB. To install it, simply run
#Django