#cplusplus
FlashMLA is DeepSeek's optimized attention library that makes AI models run faster and use less memory. It works with advanced NVIDIA GPUs to speed up how language models process information, achieving up to 660 trillion floating-point operations per second. The library supports both dense and sparse attention modes, meaning it can focus on important tokens while skipping less relevant ones, reducing computational waste. For you, this means faster AI responses, lower costs for running large language models, and better performance on tasks like chatbots and code generation. The technology is open-source and integrates with popular AI frameworks like PyTorch and Hugging Face, making it accessible for developers building next-generation AI applications.
https://github.com/deepseek-ai/FlashMLA
🌎 Perched atop a limestone cliff, the Italian town of Civita di Bagnoregio is slowly crumbling away as erosion eats at its base. Only about 12 people reside year-round, and the settlement is accessible by a pedestrian bridge spanning a deep valley. ✨
#geography⚡#architecture⚡#erosion
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🌍 Some coastlines in Alaska lose up to 20 meters of land each year from a mix of sea ice loss, stronger storms, and thawing ground, making it one of the fastest-eroding coastlines worldwide. ✨
#erosion⚡#coastline⚡#climate⚡#geography⚡#nature⚡#earth
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🌍 Some sea stacks—towering rock columns near coastlines—form when waves erode cliffs, leaving only isolated pillars. Ireland’s Dun Briste sea stack stands 50 meters above the Atlantic. ✨
#coastline⚡#erosion⚡#geology⚡#geography⚡#nature⚡#earth
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🌍 In some places, rising sea levels have pushed salty ocean water far inland, turning once-fresh coastal farmland into wetlands and forcing communities to change how and where they grow crops. ✨
#erosion⚡#sea-level ⚡#climate⚡#geography⚡#nature⚡#earth
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🌍 In some places, coastal cliffs are vanishing so quickly that entire villages have moved inland within a single generation, as sea level rise and stronger storms speed up the erosion. ✨
#erosion⚡#coastlines⚡#climate⚡#geography⚡#nature⚡#earth
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🌍 In some low-lying Pacific islands, entire villages have relocated inland as coastal erosion worsens from rising sea levels, erasing beaches and farmland within a single generation. ✨
#erosion⚡#sea-level ⚡#islands⚡#geography⚡#nature⚡#earth
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🌍 Rainwater can carve entire underground labyrinths in karst landscapes, creating vast networks of caves, tunnels, and sinkholes—some so deep and complex that new passages are still being found today. ✨
#caves⚡#karst⚡#erosion⚡#geography⚡#nature⚡#earth
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🌍 Coastal erosion is eating away cliffs and beaches so fast in some places that detailed maps need updating every year, with new shorelines appearing and disappearing before our eyes. ✨
#coastlines⚡#erosion⚡#mapping⚡#geography⚡#nature⚡#earth
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🌍 In the last 30 years, parts of Louisiana’s coast have lost over 2,000 square kilometers of land to erosion and rising seas—an area bigger than many cities, disappearing into open water. ✨
#erosion⚡#sea-level ⚡#wetlands⚡#geography⚡#nature⚡#earth
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🌍 In some regions, sea level rise combines with sinking land, making coastal erosion even faster. This double impact is shrinking important wetlands and salt marshes much quicker than before. ✨
#erosion⚡#wetlands⚡#sea-level ⚡#geography⚡#nature⚡#earth
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🌍 Coastal erosion now removes up to 24 square meters of land per meter of shoreline in some parts of West Africa each year, forcing whole fishing villages to move further inland. ✨
#coastlines⚡#erosion⚡#sea-level ⚡#geography⚡#nature⚡#earth
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🌍 Satellite data shows that some coastlines have retreated by over 50 meters in just a decade, as rising sea levels and stronger storms rapidly reshape shores across the globe. ✨
#erosion⚡#sea-level ⚡#coastlines⚡#geography⚡#nature⚡#earth
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