#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
Android Tool
Program to manage control Android devices with Fastboot and ADB
Main Features:
Batch and single app installation (.apk files)
Disable, enable or uninstall system apps
Open, force stop or clear data of your apps
Receive and save logs from your device
Install or boot custom recovery or wipe partitions
Save apps list
Always relevant links to firmware and everything you need
And more
https://github.com/fast-geek/Android-Tool
Download - https://github.com/fast-geek/Android-Tool/releases
Telegram channel - @android_tooI
Telegram chat - @android_tooI_chat
4PDA thread - https://4pda.to/forum/index.php?showtopic=1000362
📡@NoGoolag📡@Libreware
#adb#fastboot
How to run #ADB and #fastboot in #Termux without root to unlock #bootloader, run ADB commands, remove #bloatware, flash ROM, or even root another #Android
https://www.mobile-hacker.com/2025/06/16/how-to-run-adb-and-fastboot-on-a-non-rooted-android-smartphone-using-termux/:
1. It supports debloating of various manufacturers and mobile carriers such as LG, Samsung, Xiaomi, Huawei, Oppo, Realme, Vivo, ZTE, OnePlus, Nokia, Sony, Asus, Google, Fairphone, Motorola, Tecno, Unihertz.
2. Full access to the app’s private storage — including databases, tokens, cached credentials, config files, or even offline user data.
3. Another common issue in AndroidManifest.xml is this flag: When enabled (which it is by default unless explicitly disabled), Android allows the app’s private data to be backed up via ADB — again, even on non-rooted devices.
Android, use termux-adb command instead of adb
https://github.com/nohajc/termux-adb
Android debloater for pc and debloat lists
https://github.com/Universal-Debloater-Alliance/universal-android-debloater-next-generation
https://github.com/Universal-Debloater-Alliance/universal-android-debloater-next-generation/blob/main/resources/assets/uad_lists.json
#debloat