#python#deepseek#demo#easy#embedding#flask#gpt#huggingface_transformers#llm#mcp#multimodal#openai#qwen#rag#sentence_transformers#ui#vllm#vlm
UltraRAG is a lightweight framework that makes building retrieval-augmented generation (RAG) systems simple and fast. It uses a low-code approach where you write just dozens of lines of YAML configuration instead of complex code to create sophisticated AI workflows with conditional logic and loops. The framework includes a visual development environment where you can drag-and-drop to build pipelines, adjust parameters in real-time, and instantly convert your logic into interactive chat applications. This means you can deploy powerful AI systems that ground answers in your own data—reducing hallucinations and improving accuracy—without needing extensive coding expertise or lengthy development cycles.
https://github.com/OpenBMB/UltraRAG
⭐️ FPS – bu nima va nega muhim?
FPS — bu “Frames Per Second”, ya’ni sekundiga ko‘rsatilayotgan kadrlar soni degani. Ekranda qancha ko‘p kadr ko‘rsatilsa, tasvir shunchalik silliq, jonli va tabiiy ko‘rinadi.
📊 FPS darajalari nimani bildiradi?
24 FPS bu - kino va filmlar uchun standart. Kadrlar soni kamroq, lekin ko‘z ko‘nikib ketadi.
30 FPS bu - telefon va oddiy kompyuter o‘yinlarida keng tarqalgan. O‘rtacha silliqlik.
60 FPS bu - silliq harakatlar, o‘yinlar va video uchun ideal daraja.
120 FPS+ bu - professional gamerlar va yuqori darajadagi monitorlar uchun. Ultra silliqlik!
🖥 FPS nima uchun muhim?
✅ O‘yinlarda yuqori FPS — tez javob, aniq nishonga olish va “lag”siz o‘ynash demak.
✅ Video tahrirlashda — harakatlar real ko‘rinadi, ayniqsa sport yoki aksiyalarni ko‘rsatganda.
✅ Virtual haqiqat (VR) texnologiyalarida esa past FPS bosh aylanishi va ko‘z charchog‘iga sabab bo‘ladi.
✅ Xulosa:
FPS — bu oddiy raqam emas. U sizning o‘yin yoki videodagi qulaylik, aniqlik va silliqlik darajangizni belgilaydi. Ayniqsa gamerlar uchun bu juda muhim ko‘rsatkich!
👉Bizning barcha loyihalar | #fps
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