#python#deep_learning#inference#llm#nlp#pytorch#transformer
Nano-vLLM is a small, fast, and easy-to-understand tool for running large language models offline. It matches the speed of bigger systems like vLLM but uses only about 1,200 lines of clean Python code, making it simple to read and modify. It includes smart features like prefix caching and tensor parallelism to boost performance. You can install it easily and run models like Qwen3-0.6B on your own GPU. This tool is great if you want fast, efficient AI inference without complex setups, ideal for learning, research, or small deployments on limited hardware.
https://github.com/GeeeekExplorer/nano-vllm
#DerpFest#ROM#B#May#diting#viper#Baklava#signed#QPR2
DerpFest 16 Stable OFFICIAL | Android 16.2
Device: Xiaomi 12T Pro (diting)
Alias: Redmi K50 Ultra
Date: 2026-05-07
⚡️Fast Download
🧑💻Support Group
🎁PayPal
✨May Release✨
Security & Fixes
- May Security Patch
- Recent App Lock fixed (clear all dismiss)
Features
- Upstreamed GameBar
- Upstreamed Dynamic Bar
- New Volume Dialog customization
- Music Visualizer improved/back
- GApps debloated
- ViPER4Android included
Regressions and Tinkering
- Sidebar sometimes gets stuck and needs to be retoggled
- Dynamic Bar crashes FireFox (specifically) on video playback; Use any other browser or turn off Dynamic Bar when watching videos.
- Custom statusbar icon sets as of now are included, but not functional.
Others
- A valid keybox is required to achieve play integrity.
- Achieve strong integrity without modules using below steps:
1. Disable forcing strong (enable top toggle in spoofing settings)
2. Load valid keybox.xml and pif.json in spoofing
3. Get rid of any integrity related modules if you have any
- if you used modules before, it is recommended to remove them, update, and then add them back
-> some users had bootloops with e.g. LSPosed.
Special Thanks:
- kenway214 for GameBar 👌
- Jean for donating telegram premium! 🫶
- Jean for Fast Mirror! ⚡️
- All my testers
- My core team - guys, you are truly the best! 😌
by: P.A.N.Z.
#DerpFest#ROM#B#April#diting#viper#micam#Baklava#signed#QPR2
DerpFest 16 Stable OFFICIAL | Android 16.2
Device: Xiaomi 12T Pro | Redmi K50 Ultra (diting)
Date: 2026-04-07
⚡️Fast Download
🧑💻Support Group
🎁PayPal
✨Initial STABLE Release✨
Security & Fixes
- April Security Patch
Features
- Android 16.2 (qpr2) in all its glory
- Mi Cam included & fully functional
- GApps debloated
- Dynamic Bar (~Dynamic Island)
- ViPER4Android included
Regressions and Tinkering
- Dynamic Bar crashes Firefox (specifically) in video playback; use any other browser or disable Dynamic Bar while watching videos.
- Reconnecting to 5G from wifi might take a few seconds, but then works fine.
- Custom statusbar icon sets as of now are included, but not functional.
Others
- A valid keybox is required to achieve play integrity.
- Achieve strong integrity without modules using below steps:
1. Disable forcing strong (enable top toggle in spoofing settings)
2. Load valid keybox.xml and pif.json in spoofing
3. Get rid of any integrity related modules if you have any
- if you used modules before, it is recommended to remove them, update, and then add them back
-> some users had bootloops with e.g. LSPosed.
Special Thanks:
- kenway214 for GameBar 👌
- Bomboozler for his awesome contributions
- jezzay for finding ksu commits
- Einargednochsson for BT audio in cars fix 🤝
- Jean for donating telegram premium! 🫶
- Jean for Fast Mirror! ⚡️
- All my testers
- My core team - guys, you are truly the best! 😌
by: P.A.N.Z.
#DerpFest#ROM#B#March#diting#viper#micam#Baklava#signed#QPR2
DerpFest 16 Stable Public Beta OFFICIAL | Android 16.2
Device: Xiaomi 12T Pro | Redmi K50 Ultra (diting)
Date: 2026-03-13
⚡️Fast Download
🧑💻Support Group
🎁PayPal
✨Initial Public Beta Release✨
Security & Fixes
- March Security Patch
Features
- Android 16.2 (qpr2) in all its glory
- Mi Cam included & fully functional
- ViPER4Android included
Regressions and Tinkering
- Vibration statusbar icon doesn't show
- Reconnecting to 5G from wifi might take a few seconds, but then works fine.
- Custom statusbar icon sets as of now are included, but not functional.
Others
- A valid keybox is required to achieve play integrity.
- Achieve strong integrity without modules using below steps:
1. Disable forcing strong (enable top toggle in spoofing settings)
2. Load valid keybox.xml and pif.json in spoofing
3. Get rid of any integrity related modules if you have any
- if you used modules before, it is recommended to remove them, update, and then add them back
-> some users had bootloops with e.g. LSPosed.
Special Thanks:
- kenway214 for GameBar 👌
- Bomboozler for his awesome contributions
- jezzay for finding ksu commits
- Einargednochsson for BT audio in cars fix 🤝
- Jean for donating telegram premium! 🫶
- Jean for Fast Mirror! ⚡️
- All my testers
- My core team - guys, you are truly the best! 😌
by: P.A.N.Z.