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Source channel @githubtrending · Post #15141 · Sep 13

#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

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NIDO Russia (НИДО)

@nido_russia · Post #1661 · 06/23/2024, 12:26 PM

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📢 On July 1, 2024 , a law comes into force that provides for a 20% indexation of state fees. So from 1 July, state fees for a number of state services will increase: 🔸 Temporary residence permit: from 1600 to 1920 Rubles; 🔸 Residence permit: from 5000 to 6000 Rubles; 🔸 Russian citizenship: from 3500 to 4200 Rubles; 🔸 Registration at the place of residence: from 350 to 420 Rubles; 🔸 Visa renewal: from 1000 to 1200 Rubles; 🔸 Issuance of invitations to the Russian Federation: from 800 to 960 Rubles; 🔸 Work permit: from 3500 to 4200 Rubles; 🔸 Permit to hire foreign workers: from 10,000 to 12,000 Rubles; 🔸 Travel passport; from 5000 to 6000 Rubles; 🔸 Travel passport up to 14 years old: from 2500 to 3000 Rubles. ❗️ Make all relevant applications before 1 July, to avoid paying the new rate. #state_fee#госпошлина#TRP#RP#RVP#VNZH#citizenship#nido#nidorussia Subscribe: @nido_russia https://t.me/nido_russia/1661

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Libertà è ragione

@libertaeragione · Post #4456 · 03/12/2026, 11:21 AM

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#Elezioni#Thailandia Risultati definitivi: Affluenza: 71,43% (-4,28 rispetto al 2023) #BJT|Destra populista: 192 seggi (+121 rispetto al 2023) #PPLE|Centro-sinistra: 120 (-31) #PTP|Centro-destra populista: 74 (-67) #KT|Centro-destra localista: 58 (+58) #DP|Centro-destra: 21 (-4) Altri: 8 #TRP|Centro populista progressista: 6 (+4) #PPRP|Destra militarista: 5 (-35) #PCC|Centro: 5 (-4) #ECON|Estrema destra libertaria: 3 (+3) #TST|Conservatori progressisti: 2 (-4) #UTN|Destra militarista: 2 (-34) #NDPT|Centro-sinistra: 1 #NOP|Centro-destra monarchico: 1 (+1) #TLP|Centro anti-militarista: 1 #TPP|Estrema destra monarchica: 1 (+1) #TTPP|Centro-sinistra: 0 (-1) #PTC|Centro-destra localista: 0 (-1) #FA|Centro: 0 (-1) Totale seggi: 500 Maggioranza: 251 In foto, la mappa del voto. @OsservatorioEsteri

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