#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
Lesson 21 of our Uzbek self-study course: digraphs sh, ch and the letter l.
Learn their pronunciation, see examples with countries and nationalities, and practice with audio exercises.
https://yep.uz/en/2025/09/lesson-21-uzbek-digraphs-sh-ch-l/
#uzbek#uzbeklanguage#uzbeklesson#uzbekalphabet#learnuzbek#languagelearning#sh#ch#LeMonde