#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
😁Magids Abstract Armlocks by Magid Hage😁
➡️Get ready to see armlocks in a whole new light. In Magid’s Abstract Armlocks, world-class black belt and competition standout Magid Hage takes you deep into the world of unconventional, creative, and downright sneaky armlock attacks.
➡️Whether you're attacking from guard, top position, scrambles, or even from “bad” spots — you’ll learn how to hunt arms from anywhere.
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😁Attacking Outside Finishing Inside by Lucas Kanard😁
➡️Unlock the secret to seamless offense with Attacking Outside, Finishing Inside, the revolutionary BJJ instructional series by Lucas Kanard.
➡️Designed to elevate your game by blending lower body attacks with precise upper body finishes, this system keeps your opponents guessing—and trapped.
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🐈⬛Woj Lock 2.0 - Completing The Leg Lock Game by Chris Wojcik
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🐈⬛Chris Wojcik isn’t just a leg locker—he’s one of the most innovative finishers in modern grappling, known for catching high-level opponents with his signature “Woj Lock” system.
🐈⬛From foundational concepts to advanced 50/50 systems, cross ashi, inside ashi, and beyond—Wojcik shows you how to connect entries, control, and finishing mechanics into one seamless chain.
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😁Z locks and the Diagonal Ashi:
the Complete Guide by Robert Degle😁
➡️More than any other leglocking strategy the Diagonal Ashi and Z lock allow us to remain safe from counter leglocks and solve the problem of defensive hip movement by allowing us to adhere to the principle of double trouble while we execute devastating leglock submissions.
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😁Samurai Submissions: finish Quickly From Turtle by Kenta Iwamoto😁
➡️In Samurai Submissions, BJJ’s fastest-rising star and B-Team standout breaks down his signature system for lightning-fast, high-percentage submissions from turtle — attacks so sneaky your opponents won’t realize they’re in danger until it’s already over.
➡️Kenta’s approach is brutally efficient: minimal movement, tight control, and submissions that hit before your opponent can react.
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😁Upper Lower Chains Links that Solve Problems Faster by Josh Saunders😁
➡️Unlock the secret to faster problem-solving and fluid movement on the mats with Upper Lower Chains Links that Solve Problems Faster, an innovative BJJ instructional by Josh Saunders — a 2x ADCC Trials winner and ADCC semifinalist.
➡️This groundbreaking approach empowers practitioners to adapt, innovate, and respond to challenges in real-time, making your game more dynamic and intuitive.
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😁Rethink Front Headlocks: Control And Submit Larger People by Josh Janis😁
➡️Discover a smarter, more effective way to dominate from the front headlock—especially against larger, stronger opponents.
➡️With this series, you’ll learn how to systematically break posture, create off-balance reactions, and chain submissions—even on opponents who normally overpower you.
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