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Memory Layout Optimizations · Awesome GitHub Repositories

1 repo

Awesome GitHub RepositoriesMemory Layout Optimizations

Techniques for rearranging data structures to improve cache locality and memory access patterns.

Distinguishing note: Focuses on weight permutation for memory alignment.

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  • microsoft/BitNet

    microsoft/BitNet

    28,521View on GitHub↗

    BitNet is a quantized inference engine designed to execute highly compressed language models by performing arithmetic on low-precision, bit-level weight data. It functions as a model optimization toolkit and a high-performance kernel library, enabling the execution of large language models on consumer hardware by reducing memory footprints and increasing processing speeds. The project distinguishes itself through hardware-specific kernel optimizations that leverage native processor instructions to accelerate matrix multiplication. By utilizing packed integer arithmetic and memory-aligned weig

    Rearranges model data structures to optimize cache locality and increase throughput.

    Python
    28,521View on GitHub↗