#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
crDroid - Unofficial | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v12.3
- Device: #Pong
- Released: 15/11/25
⬇️ Downloads: ROM and Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🏷 Tags: #LOS#ROM#crDroid#Unofficial
✍️Notes:
- GAPPS and Vanilla builds available
- Dolby and initial Nothing camera support available
- WFD broken
- SukiSU Ultra with SUSFS out of the box
- OTA updates are supported
- Signed with release-keys
- Use latest NOS 3 firmware
- If face any bugs report with logs
🏆Credits:
- Ghost and Chandu for DT
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @deadlylxrd
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
OrionOS Project - OFFICIAL | A14 | Nothing Phone (2)
Based on LineageOS & crDroidAndroid
📔 Details:
- Version: Cosmic
- Codename: #Pong
- Released: 04/08/2024
🔽 Download (Recovery) : Vanilla | Gapps
⚙️ Installation: Here
📸 Screenshots: Here
🆘 Support: Telegram
🔖 Tags : #ROM#LOS#Official#QPR3#U#NothingPhone2
✍️ Note:
- Kernel is prepatched with KSU (Download Manager)
- Clean flashing is mandatory
- Both Vanilla & Gapps Build Available
- Powershare (Wireless Reverse Charging)
- Auto brightness in Glyph
- X-Reality Engine in Colors
- MicroG should pass Integrity (Not tested)
- Game Space
- Battery Backup was pretty decent during testing.. Wait for a charging cycle to complete..
‼️ Known Bugs:
- Lock Screen Carrier Text is a bit right.. Would be fixed with next OTA of August SP
🏆 Credits
- Chandu for base device tree & Kernel
- OC'D, Miki, Unluck & Ghost for all help
- Fabian & Hellboy for PA Glyph
- Testers
😎 Maintainers: @AgBKartikey
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2