vectorization

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#vectorization

Automated optimization of a molecular simulation program

Hacker News Top ↗ · 2026-09-22 Cached

This article describes the automated optimization of the MBX molecular simulation program using compiler vectorization and parallel computation to enhance performance through SIMD instructions.

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#vectorization

Vectorized and performance-portable Quicksort (2022)

Hacker News Top ↗ · 2026-09-16 Cached

Google shares open-source vectorized Quicksort code that achieves 10x speedup over C++ std::sort by leveraging SIMD instructions, offering performance-portable sorting across modern CPU architectures.

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#vectorization

2D Gaussian Splatting for Bézier Spline Line Art Vectorization

Hacker News Top ↗ · 2026-08-15 Cached

This paper introduces a state-of-the-art method for line art vectorization using 2D Gaussian splatting and Bézier splines, achieving high-quality vector outputs with compatibility for user input and video applications.

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#vectorization

Performance impact of Alignment

Lobsters Hottest ↗ · 2026-08-11 Cached

This technical blog post explains the performance impact of memory alignment in SIMD vectorization, covering architectures with strict alignment requirements, cacheline crossing, and the behavior of modern CPUs.

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#vectorization

VectorizationLLM: Smart Vectorization Based AI Assistant

arXiv cs.AI ↗ · 2026-07-10 Cached

This paper presents VectorizationLLM, a specialized LLM built on Google open-weight models and a RAG knowledge base, designed to help students learn smart vectorization, Fourier analysis, and differential equations in MATLAB without providing direct answers.

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#vectorization

How we made WINDOW JOIN parallel and vectorized

Hacker News Top ↗ · 2026-06-25 Cached

QuestDB introduces a dedicated WINDOW JOIN operator that is parallelized and vectorized, achieving up to 25x speedup over alternative databases for time-series aggregations around event timestamps.

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#vectorization

A Tiny Compiler for Data-Parallel Kernels

Hacker News Top ↗ · 2026-06-25 Cached

A blog post describing a tiny compiler that demonstrates how to lower data-parallel kernels by converting for loops into vectorized loops with lanes and masks, implemented in ~180 lines of Python.

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#vectorization

PivCo-Huffman “merge” operations

Lobsters Hottest ↗ · 2026-06-22 Cached

This blog post analyzes the PivCo-Huffman paper, which introduces 'merge' operations for parallel Huffman decoding, enabling efficient vectorized and GPU-friendly decoding without interleaving overhead.

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#vectorization

Accelerating NeurASP with vectorization and caching

arXiv cs.AI ↗ · 2026-06-10 Cached

This paper accelerates the NeurASP neurosymbolic AI framework by implementing vectorization, batch processing, and caching, achieving multiple orders of magnitude speedup on larger tasks.

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#vectorization

Accelerating std::copy_if using SIMD

Lobsters Hottest ↗ · 2026-05-26 Cached

Blog post analyzing and implementing a SIMD-accelerated version of std::copy_if using AVX-512 instructions on AMD Zen 4, with performance analysis and comparisons to compiler auto-vectorization.

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#vectorization

The fastest way to match characters on ARM processors?

Lobsters Hottest ↗ · 2026-04-19 Cached

This article explores the fastest methods for matching characters on ARM processors using SIMD instructions, comparing traditional NEON approaches with newer SVE2 capabilities available on modern ARM chips like AWS Graviton4, Google Axion, and others.

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