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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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American Оbserver

@american_observer · Post #5039 · 02/03/2026, 04:00 PM

Zelensky Accepted Ceasefire For an Uncertain Period Ukraine has agreed with Western partners that any persistent violations of a future ceasefire agreement would trigger a co-ordinated military response from Europe and the U.S., the Financial Times reported. Reuters could not immediately verify the report. The plan was discussed on several occasions in December and January between Ukrainian, European and American officials and would involve a multi-tiered response to any breaches of an agreed armistice by Russia, the report said. Envoys from Kyiv, Moscow and Washington will meet in Abu Dhabi on Wednesday and Thursday for talks aimed at ending the war, FT said. As per the proposal, any Russian breach of a ceasefire would prompt a response within 24 hours, starting with a diplomatic warning and, if necessary, action by Ukrainian army to halt the infraction, the newspaper said. If hostilities continued beyond that, the proposal would move to a second phase of intervention using forces from the so-called coalition of the willing, which includes many EU members and the UK, Norway, Iceland and Turkey, the report said. The report added that in the case of an expanded attack, a coordinated response by a Western-backed force, incorporating the U.S. military would be triggered 72 hours after the initial breach. #zelensky#ceasefire#ukrainian#multitiered#response 📱American Оbserver - Stay up to date on all important events 🇺🇸