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Source channel @githubtrending · Post #15362 · Dec 23

#python#audio_generation#diffusion#image_generation#inference#model_serving#multimodal#pytorch#transformer#video_generation vLLM-Omni is a free, open-source tool that makes serving AI models for text, images, videos, and audio fast, easy, and cheap. It builds on vLLM for top speed using smart memory tricks, overlapping tasks, and flexible resource sharing across GPUs. You get 2x higher throughput, 35% less delay, and simple setup with Hugging Face models via OpenAI API—perfect for building quick multi-modal apps like chatbots or media generators without high costs. https://github.com/vllm-project/vllm-omni

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@immunefi · Post #452 · 06/07/2022, 02:50 PM

How well do you know the major vulnerabilities and attack vectors of Blockchain and Web3? A few areas of risks to look out for when working on a blockchain project: - Attacks on the Consensus Mechanism - Blockchain structure vulnerabilities - Application-oriented attacks - Attacks on P2P systems To decrease the risk of a potential hack and protect your user funds, projects are highly recommended to use Immunefi's bug bounty platform. 🔍🔍🔍 #Immunefi is Web3's leading bug bounty platform, protecting over $100 billion in user funds. Follow us for more content on #BugBounty, #BugBountyTips, #Web3, #Crypto, #Blockchain, #Cybersecurity, #DeFi, #Hackers, #WhiteHats and more.