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Awesome GitHub RepositoriesParameter Freezing Optimizations

Memory reduction techniques that freeze backbone parameters and only update specific output heads.

Distinct from Runtime Memory Overhead Tracking: Focuses on reducing memory by freezing parameters during training rather than tracking general runtime overhead

Explore 1 awesome GitHub repository matching operating systems & systems programming · Parameter Freezing Optimizations. Refine with filters or upvote what's useful.

Awesome Parameter Freezing Optimizations GitHub Repositories

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  • rlinf/rlinfالصورة الرمزية لـ RLinf

    RLinf/RLinf

    2,502عرض على GitHub↗

    RLinf is a distributed reinforcement learning orchestrator and embodied AI training framework. It provides the infrastructure to train vision-language-action models and robotic policies using a combination of reinforcement learning and supervised fine-tuning. The system is designed for scaling workloads across GPU clusters, managing the placement of actors, rollout workers, and environment components. It features a specialized robotics data collection pipeline for gathering teleoperated demonstrations and simulation trajectories into standardized replay buffers, alongside a hardware interface

    Reduces memory overhead and prevents catastrophic forgetting by freezing backbone parameters and updating only the output head.

    Pythonagentic-aiembodied-aireinforcement-learning
    عرض على GitHub↗2,502
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  2. Operating Systems & Systems Programming
  3. GPU Memory Optimizations
  4. Memory Consumption Tracking
  5. Runtime Memory Overhead Tracking
  6. Parameter Freezing Optimizations