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Source channel @githubtrending · Post #14988 · Jul 23

#python#deep_learning#diffusion#flax#flux#hacktoberfest#image_generation#image2image#image2video#jax#latent_diffusion_models#pytorch#score_based_generative_modeling#stable_diffusion#stable_diffusion_diffusers#text2image#text2video#video2video The Hugging Face Diffusers library is a powerful and easy-to-use tool for generating images, audio, and 3D molecular structures using advanced diffusion models. It offers ready-to-use pretrained models and flexible components like pipelines, schedulers, and model building blocks, allowing you to quickly create or customize your own diffusion-based projects. Installation is simple via pip or conda, and you can generate high-quality outputs with just a few lines of code. This library benefits you by making cutting-edge AI generation accessible, customizable, and efficient, whether you want to run models or train your own[1][2][5]. https://github.com/huggingface/diffusers

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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📊