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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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Venture Village Wall 🦄

@venturevillagewall · Post #3912 · 01/18/2025, 10:00 AM

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$51M Raised Across Multiple Startups Ten innovative startups secured funding in January 2025, totaling $51 million. Highlights include: - Merit Systems: $10M for an open-source economy. - Botika: $8M, leading in AI-generated fashion models. - Underdogs: $6.13M, focused on training entrepreneurs. - TrustUp: $5.18M in health tech innovation. - Elcogen: $5M in efficient fuel cell manufacturing. - Convergence Medical Robotics: $5M for medical robotics solutions. - Constelli: $3M in signal processing for defense. - Immunocure Discovery Solutions: $3M in AI drug discovery services. - Naco: $2.58M for nano coatings in fuel cells. - TalentMapper: $2.44M for talent management solutions. Read more: Merit Systems | Botika | Underdogs | TrustUp | Elcogen | Convergence Medical Robotics | Constelli | Immunocure Discovery Solutions | Naco | TalentMapper #StartupFunding#OpenSource#AI#FashionTech#Education#HealthTech#FuelCells#Innovation#SignalProcessing#DrugDiscovery#NanoTech#HydrogenEnergy#MedTech#VC

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