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Source channel @githubtrending · Post #15432 · Jan 23

#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

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The Kingfisher - Bitcoin & Crypto liquidations signals and analytics

@thekingfisher_btc · Post #3875 · 02/12/2025, 01:44 PM

Okay, here's an analysis of the ETH liquidation map suitable for Twitter, formatted in Markdown: 🚨#ETH Liquidation Map Analysis 🚨 Here's what the liquidation map tells us about potential price action. 👇 1️⃣Main Liquidation Zones: The BIGGEST liquidation cluster is concentrated AROUND & BELOW the current price (~$2626). Smaller clusters exist further below, around the 2500 to 2600 levels, while Long liquidations reside further above, between 2690 and 2712. 2️⃣Key Price Levels to Watch: * Potential Support (Liquidation Zone): $2500-$2600 acts as strong support and bounce zone. * Danger zone: 2626, current price is the biggest Liquidation cluster * Resistance (Liquidation Zone): $2690 - $2712; push beyond here could trigger more long liquidations. 3️⃣Longs vs. Shorts: The image shows FAR more long liquidations than short liquidations which have already been cleared out. A HUGE cluster of longs is currently sitting under the current price, which can be liquidated. 4️⃣Potential Price Movements: Given the concentration of long liquidations below the current price, a move *DOWN* to trigger those liquidations seems more probable. 📉 Expect volatility around these liquidation zones! 5️⃣Key Takeaways for Traders: * Be cautious of longing: Lots of longs sitting right at the current price could be liquidated. * Anticipate volatility: Large liquidations can fuel price swings. Manage your risk accordingly! * Watch key levels: $2500-$2600 as a potential support/bounce area and $2690-$2712 as potential resistance. Disclaimer: This is just an analysis of liquidation data and not financial advice. Trade responsibly! #Crypto#Trading#Liquidations#ETHanalysis📊