#jupyter_notebook#chinese_llm#chinese_nlp#finetune#generative_ai#instruct_gpt#instruction_set#llama#llm#lora#open_models#open_source#open_source_models#qlora
AirLLM is a tool that lets you run very large AI models on computers with limited memory by using a smart layer-by-layer loading technique instead of traditional compression methods. You can run a 70-billion-parameter model on just 4GB of GPU memory, or even a 405-billion-parameter model on 8GB, without losing model quality. The benefit is that you can use powerful AI models on affordable hardware without expensive upgrades, and the tool also offers optional compression features that can speed up performance by up to 3 times while maintaining accuracy.
https://github.com/lyogavin/airllm
[LUCKY BOX SESSION 2 - OFFICIALLY LIVE] 🎉
🚀 Lucky Box Session 2 is now open for sale! Don't miss your chance to grab exclusive rewards and NFTs for SingSing Tycoon!
💰 Price:
✅ 150 Boxes for Everyone: 800 RUBY each
✅ 50 Boxes for Pioneer NFT Holders: 400 RUBY each
🖇Purchase Link: https://t.me/SingSing_TG_bot/app?startapp=_marketplace
🎁 What's inside? KTV NFT or Karaoke Box NFT for the upcoming SingSing Tycoon game!
🗓 Sale Time: 13:00 UTC, Sep 10
⏳ Hurry before they’re all gone! Good luck! 🍀
#SingSing#LuckyBox#Session2
🚨 Kara Box Session 2 is NOW ON SALE! 🚨
🕐 Sale Time: 13:00 UTC - Sep 18
💰 Price: 300 RUBY
🎁 Quantity: 300
🔗Purchase Link: https://t.me/SingSing_TG_bot/app?startapp=_marketplace
💥 Unbox a random 200-400 $KARA to use in the upcoming SingSing Tycoon Game! 🔥
💸 $KARA powers in-game upgrades, items, and boosts—plus, you can earn it through tasks or buy with TON soon! 🎮
Hurry before they're gone! 🎉
#SingSing#Tycoon#KaraBox#Session2
🚨 Kara Box Session 2 - few hours to go! 🚨
🕐 Sale Time: 13:00 UTC - Sep 18
💰 Price: 300 RUBY
🎁 Quantity: 300
💥 Unbox and get a random 200-400 $KARA when SingSing Tycoon Game launches! 🔥
#SingSing#Tycoon#KaraBox#Session2
🚨 Kara Box Session 2 is almost here! 🚨
🕐 Sale Time: 13:00 UTC - Sep 18
💰 Price: 300 RUBY
🎁 Quantity: 300
💥 Unbox and get a random 200-400 $KARA when SingSing Tycoon Game launches! 🔥
🔔 What’s $KARA?
💸 It's the in-game currency for SingSing Tycoon Game, used to buy items, boosts, and upgrades to grow your earnings!
🎮 Earn $KARA by completing tasks or purchasing with TON in the future.
#SingSing#Tycoon#KaraBox#Session2