#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
🌎 The deepest point on land is the Bentley Subglacial Trench in Antarctica, buried beneath almost 3 kilometers of ice. This hidden valley lies 2,555 meters below sea level, far deeper than Death Valley, and remains inaccessible except through advanced radar technology. ✨
#Antarctica⚡#geology⚡#extremes
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🌍 The Gobi Desert experiences freezing winters with temperatures dropping below –40°C, making it one of the few deserts known for both scorching heat and extreme cold. ✨
#deserts⚡#climate⚡#extremes⚡#geography⚡#nature⚡#earth
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🌎 High-altitude deserts like the Atacama in Chile are among Earth’s driest extreme climate zones, receiving less than 2 millimeters of rain a year. These parched regions are so arid that some weather stations have never recorded rainfall. ✨
#climate⚡#desert⚡#extremes
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🌍 Antarctica’s interior is the only place on Earth with a true polar climate—temperatures rarely rise above freezing, and less precipitation falls each year than in most deserts. ✨
#climatezones⚡#antarctica⚡#extremes⚡#geography⚡#nature⚡#earth
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🌍 Earth holds the record for the highest known surface temperatures for a rocky planet in our Solar System, with some desert spots topping 56°C—hotter than the ground on Venus or Mars. ✨
#planet⚡#deserts⚡#extremes⚡#geography⚡#nature⚡#earth
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🌎 Rising in the Peruvian Andes at 5,100 meters, La Rinconada is the world’s highest permanent settlement. Over 40,000 people live here, mostly mining gold in challenging conditions with no running water or sewage system. ✨
#settlements⚡#geography⚡#extremes
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🌎 Life thrives in Earth’s extreme climate zones, like the frigid polar regions and the hyper-arid Atacama Desert. The Atacama receives less than 2 mm of rain annually, making it one of the driest places on Earth, while Antarctica sees winter temperatures plunge below –60°C. ✨
#climate⚡#extremes⚡#geography⚡#adaptation
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🌍 The Lut Desert in Iran holds the record for Earth’s hottest land temperature ever measured from space—an astonishing 80.8°C, far exceeding typical desert heat. ✨
#deserts⚡#temperature⚡#extremes⚡#geography⚡#nature⚡#earth
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🪐 In 2016, astronomers using the Hubble Space Telescope observed the exoplanet WASP-121b, where temperatures in its stratosphere soar above 2,500°C and molecules such as water vapor exist as glowing, superheated gas. The planet’s intense gravity causes it to stretch into a teardrop shape, while metals like iron and magnesium escape its atmosphere, streaming into space in a shimmering trail. ✨
#exoplanets⚡#atmosphere⚡#extremes
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🌎 The coldest permanently inhabited place is Oymyakon, Russia, where winter temperatures drop below −50°C. The hottest surface temperature recorded was 80.8°C in Iran’s Lut Desert in 2005. ✨
#climate⚡#extremes⚡#Earth⚡#geography
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🌎 Nestled in the Siberian taiga, the Russian town of Verkhoyansk is one of the coldest inhabited places on Earth. Winter temperatures can drop below –50°C, and the town recorded a range of over 105°C between its lowest and highest temperatures—a world record for temperature variation in a single settlement. ✨
#cities⚡#Siberia⚡#extremes
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🪐 Exoplanet 2MASS J2126–8140 holds the record for the widest known orbit around its star—about 1 trillion kilometers away, or nearly 7,000 times the distance from Earth to the Sun. This gas giant drifts so far from its host that a single "year" there lasts nearly 900,000 Earth years, exposing it to the coldest, loneliest planetary conditions ever measured. ✨
#exoplanets⚡#extremes⚡#space⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos
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