#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
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.4.2
- Device: #Pong
- Released: 08/01/26
⬇️ Download: ROM
📖 Changelogs: Here
🆘 Support: Discord | Telegram
🏷 Tags: #AOSP#ROM#EvoX#Official
✍️Notes:
- Use latest NOS 3 firmware! Not 4.0
- Use OrangeFox recovery to install if sideloading!
- Gapps is included, do not flash again
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & Ghost & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.2
- Device: #Pong
- Released: 23/09/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again
- Use latest NOS 3 firmware
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.7
- Device: #Pong
- Released: 09/06/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelog: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR2#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Use latest NOS 3 firmware
- Dolby is included
- Clean Flash is required from 10.3 or lower
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.6
- Device: #Pong
- Released: 14/05/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR2#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Use latest NOS 3 firmware
- Dolby is included
- Clean Flash is required for this update
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.5.2
- Device: #Pong
- Released: 03/02/26
⬇️ Download: Gapps | Vanilla
🛟 Recovery: Here
📖 Changelogs: Here
🆘 Support: Discord | Telegram
🏷 Tags: #AOSP#ROM#EvoX#Official#QPR1
✍️Notes:
- Firmware is included! (NOS 4.0)
- Sideloading/USB in recovery works as intended now
- Gapps is included, do not flash again
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & Ghost & HELLBOY for Glyph
- HELLBOY for Kernel base
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.3
- Device: #Pong
- Released: 22/02/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR1#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Firmware is included
- Dolby is included
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat @NothingPhone2
🔔 Updates @NothingPhone2Updates