#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
📖Title : Fearless
✍️Author : Lauren Roberts
⭐️Rating : 4.22/5 (Goodreads)
📆Published : Apr 08, 2025
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Summary:Fearless by Lauren Roberts is the gripping conclusion to The Powerless Trilogy, a young adult romantasy series. The story follows Paedyn Gray, an Ordinary in a world dominated by the powerful Elites, as she returns to the Kingdom of Ilya. Facing a life-altering decision, Paedyn must navigate political intrigue, personal betrayals, and the complexities of love. Her relationship with Kai Azer, an Elite and her former adversary, intensifies amidst the kingdom's turmoil. As Paedyn confronts trials that test her courage and resilience, she challenges societal norms and redefines strength. Roberts weaves a tale of empowerment, loyalty, and the enduring power of love in a fractured world.
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#fiction#fantasy#romantasy#youngadult@Bookslibraryofficial@free_novellas@the_ancient_library
📖Title : Enigma
✍️Author : RuNyx
⭐️Rating : 3.91/5 (Goodreads)
📆Published : Apr 29, 2025
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Summary:Enigma by RuNyx is a steamy dark academia romance that follows Salem Salazar, the black sheep of a wealthy family, as she enters Mortimer University to uncover the truth behind her sister's mysterious death. Obsessed with death and driven by secrets, Salem is soon entangled with Cazimir van der Waal—a chaotic, brooding artist and teaching assistant with a hidden past. Their intense, rivals-to-lovers relationship unfolds amid secret societies, missing girls, and deadly mysteries on campus. As danger closes in, passion ignites between fire and ice. *Enigma* is a twisted, suspenseful tale of obsession, love, and peril set in an academic underworld.
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#fiction#darkromance#fantasy#romantasy#darkacademia@Bookslibraryofficial@free_novellas@the_ancient_library
📖Title : Blackthorn
✍️Author : J.T. Geissinger
⭐️Rating : 4.03/5 (Goodreads)
📆Published : Nov 04, 2025
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Summary:Blackthorn follows Maven Blackthorn as she returns to her haunted hometown after her grandmother’s funeral—only to discover the body has mysteriously vanished. Caught in a generations-old feud between the Blackthorns and the powerful Croft family, Maven is forced to confront Ronan Croft, her first love and the son of her mother’s suspected killer. Their dangerous chemistry resurfaces as whispers of occult rituals, buried secrets, and horrific betrayals emerge. As Maven digs deeper, she uncovers a terrifying truth that threatens everyone she loves. In a town where the dead refuse to rest, love becomes both a weapon and a deadly curse.
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#romance#gothic#romantasy#fantasy#paranormal@Bookslibraryofficial@free_novellas@eternalmantra