Discover ashvardanian/memchr_vs_stringzilla Open Source project

Stars
45
Rank 624,037 (Top 13 %)
Language
Rust
Created 9 months ago
Updated 7 months ago

ashvardanian

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

memchr vs stringzilla - up to 7x throughput difference between two SIMD-accelerated substring search libraries in Rust

StringZilla

Up to 10x faster strings for C, C++, Python, Rust, and Swift, leveraging NEON, AVX2, AVX-512, and SWAR to accelerate search, sort, edit distances, alignment scores, etc 🦖

C++

2,094

SimSIMD

Up to 200x Faster Dot Products & Similarity Metrics — for Python, Rust, C, JS, and Swift, supporting f64, f32, f16 real & complex, i8, and bit vectors using SIMD for both AVX2, AVX-512, NEON, SVE, & SVE2 📐

913

SwiftSemanticSearch

Real-time on-device text-to-image and image-to-image Semantic Search with video stream capture using USearch & UForm AI Swift SDKs for Apple devices 🍏

Swift

ParallelReductionsBenchmark

Thrust, CUB, TBB, AVX2, CUDA, OpenCL, OpenMP, SyCL - all it takes to sum a lot of numbers fast!

C++

usearch-molecules

Searching for structural similarities across billions of molecules in milliseconds

Python

usearch-images

Semantic Search demo featuring UForm, USearch, UCall, and StreamLit, to visual and retrieve from image datasets, similar to "CLIP Retrieval"

Python

BenchmarkingTutorial

Google Benchmark tutorial for C/C++ developers diving into High-Performance Computing and Numerical Methods ⏱️

C++

usearch-binary

Binary vector search example using Unum's USearch engine and pre-computed Wikipedia embeddings from Co:here and MixedBread

Jupyter Notebook

tinysemver

Tiny Semantic Versioning (SemVer) library and GitHub CI, that doesn't depend on 300K lines of JavaScript code and fits in a single Python file

Python

cpp-cuda-python-starter-kit

Parallel Computing starter project to build GPU & CPU kernels in CUDA & C++ and call them from Python without a single line of CMake using PyBind11

Cuda

abusing-vector-search

Example of using Vector Search algorithms for non-traditional workloads, like GIS, stock prices, and sets

Python

MongooseMiner

Documentation retrieval system to help LLMs navigate less-popular (yet often more powerful) Python libraries

Python

HashTableBenchmark

A simple cross-platform speed & memory-efficiency benchmark for the most common hash-table implementations in the C++ world

C++

LibSee

Link to this library and it will log all the LibC functions you are calling and how much time you are spending in them!

extrapolaTED

Bringing TED experiences to every topic with Gen AI

Jupyter Notebook

affine-gaps

Less-wrong single-file Numba-accelerated Python implementation of Gotoh affine gap penalty extensions for the Needleman–Wunsch, Smith-Waterman, and Levenshtein algorithms for sequence alignment

Python

AssemblyStats

A research project highlighting the rarity of SIMD instructions in modern software

Jupyter Notebook

TenPack

Fast Tensors Packaging library for text, image, video, and audio data compatible with PyTorch, TensorFlow, & NumPy 🖼️🎵🎥 ➡️ 🧠

C++

scaling-democracy

GPU-accelerated Schulze voting method in Python, Numba, and CUDA, using ideas from Algebraic Graph Theory

Cuda

acid-redis

Tiny Redis-like Persistent ACID Store on RocksDB with JSON-RPC using UCall and UStore

CMake

PolyglotBot

Bot we've build for the Poe.com hackathon at the AGI house to gather results from multiple LLMs and trigger specialized models on-demand

Python

HaversineSimSIMD

Staging area for Haversine distance computations in SimSIMD and USearch

C++

image-search

Semantic Image Search Server with UForm, USearch, UCall

Python

spacev-1b

Billion-scale Semantic Search dataset derived from Microsoft SpaceV for Vector Search benchmarks

AppResources

Collection of resources for app development

CppNeuralSTL

Simple neural network models from scratch using only C++ STL

C++

ashvardanian/memchr_vs_stringzilla

ashvardanian

Reviews

Repository Details

More Repositories