#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
halogenOS - Official | Android 16 | Nothing Phone (2)
✍️ Details:
- Version: 16.2
- Codename: #Pong
- Updated: 26/05/02
- Type: #Vanilla
🔽 Download: Here
🆘 Support : Here
⚙️ Installation: Here
🔖 Tags : #ROM#AOSP#Official#XOS
✍️ Changelog:
- Dimmed mode
- New launcher app drawer design
- Slidable tiles
- Battery charge limit
- Add font customization
- Add centered lockscreen clock style
- Add VRR mode
- April 2026 Security Patch
- Increase Bluetooth sound quality when using AAC or SBC
✍️ Note:
- Firmware is not included, based on NOS B4.0-251226-1110
- ROM is signed by official halogenOS keys. GApps support and PI not guaranteed (only vanilla with Sandboxed Play is officially supported).
🏆 Credits:
- Chandu
- Pong dev team & testers
- halogenOS Community
👤 Maintainer : @N0m4n904
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2
HalogenOS - Official | Android 16 | Nothing Phone (2)
✍️ Details:
- Version: 16.0
- Codename: #Pong
- Initial Release: 25/09/25
- Type: #Vanilla
🔽 Download: Here
🆘 Support : Here
⚙️ Installation: Here
🔖 Tags : #ROM#AOSP#Official#XOS
✍️ Note:
- Kernel is prepatched KSU
- Firmware is not included, latest is recommended
- ROM is signed by official halogenOS keys. GApps support and PI not guaranteed (only vanilla is officially supported).
- Refer to this post for future updates related to the ROM.
🏆 Credits:
- Chandu for Kernel (and DT which served as as a reference)
- Pong dev team & Testers
👤 Maintainer : @N0m4n904
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2
HalogenOS - Official | Android 16 | Nothing Phone (2)
✍️ Details:
- Version: 16.0
- Codename: #Pong
- Initial Release: 18/08/25
- Type: #Vanilla
🔽 Download: Here
🆘 Support : Here
⚙️ Installation: Here
🔖 Tags : #ROM#AOSP#Official#XOS
✍️ Note:
- Kernel is prepatched KSU
- Firmware is not included, latest is recommended
- ROM is signed by official halogenOS keys. GApps support and PI not guaranteed (only vanilla is officially supported).
- Refer to this post for future updates related to the ROM.
🏆 Credits:
- Chandu for Kernel (and DT which served as as a reference)
- @chrome6boy for testing
- Pong dev team
👤 Maintainer : @N0m4n904
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2
AviumUI - Unofficial | Android 16 | Nothing Phone (2)
📝 Details:
- Version: 16
- Build type: #Vanilla
- Device: #Pong
- Released: 27/11/2025
⬇️ Downloads: Here
📖 Changelogs: Here
🖼️ Screenshota: Here
🏷 Tags: #Avium#ROM#Avium#Vanilla#Unofficial
✍️Notes:
- Vanilla build ONLY
- Initial Nothing camera support available
- SukiSU Ultra and SusFS baked in
- OTA updates are planned in the future, however not supported as of now
- Signed with my keys
- Based on Lineage DT, Vendor and Kernel
- Use latest NOS 3 firmware
- If face any bugs report with logs
🏆Credits:
- Deadlylxrd for so much help with building my first ever ROM
- Chandu for DT
- Fabian & HELLBOY for Glyph
👤 Maintainer: @sevo9128
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Лучше выбери свой аромат в парфюмированных гелях NOTALONE, которые привлекают любовь!
Vanilla Lovers - влюбленность
Black pepper Neroli- страсть
Bergamot Amber Wood - глубина
#notalone#парфюмированныйгельдлядуша#blackpepper#vanilla#bergamot
LineageOS - Community | A14 | Nothing Phone (2)
✍️ Details:
- Version: 21.0
- Codename: #Pong
- Released: 17/07/2024
🔽 Download : Recovery | Fastboot
⚙️ Installation: Here
📸 Screenshots: Here
🆘 Support: Telegram
🔖 Tags : #ROM#Vanilla#Community#LOS#QPR3#U#NothingPhone2
✍️ Changelog
- Update from NOS 2.6.0
- USB OTG Fixed
- Fixed Status Bar Padding
- Read Notes 👇
✍️ Notes
- Flash These GAPPS to get Gapps with Pixel Launcher
- Stable Signed Build
- Meteoric kernel is baked in with prepatched KSU.
- Dolby Atmos Included
🏆 Credits
- Chandu for base device tree
- HellboyforMeteoric kernel
- Miki, Unluck & Ghost for all help
- Fabian for PA Glyph Implementation
😎 Maintainer: @Kartikey
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2