awesome-simd
A curated list of awesome SIMD frameworks, libraries and software
https://github.com/awesome-simd/awesome-simd
Last synced: about 24 hours ago
JSON representation
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Database / Structures
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Parsing
- dictionary - C++: High-performance dictionary coding
- simdjson-go - Go: Parsing gigabytes of JSON per second
- SIMDCompressionAndIntersection - C++: A library to compress and intersect sorted lists of integers using SIMD instructions
- simdutf - C++: Unicode routines (UTF8, UTF16, UTF32)
- Ada - C++: WHATWG-compliant and fast URL parser
- StringZilla - C: Substring search, edit-distances, sorting, fuzzy matching, etc.
- Hyperscan - C++: High-performance regular expression matching library
- Various string algo's - C: Repository for string algorithms, snippets, toy programs, etc.
- sse-popcount - SIMD (SSE) population count
- vectorscan - C++: High-performance regular expression matching library
- simdjson - C++: Parsing gigabytes of JSON per second
- SIMDCompressionAndIntersection - C++: A library to compress and intersect sorted lists of integers using SIMD instructions
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Erasure Coding and Hashing
- xxHash - C: Extremely fast Hash algorithm, processing at RAM speed limits.
- Reed-Solomon - Go: Erasure Coding in Go
- highwayhash - Go: Optimized HighwayHash implementation for Intel (over 10 GB/sec), ARM and Power9
- sha256-simd - Go: Optimized SHA256 computations for Intel, ARM and Power9
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Neural Network
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Image processing
- Simd - C++: image processing library making use of SIMD
- Pillow-SIMD - Python: SIMD version of PIL (Python Imaging Library)
- ComputeLibrary - C++: Library for Computer Vision and Machine Learning (ARM only)
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Cool
- SIMD-Visualiser - Javascript: Graphically visualize SIMD code
- faster - Rust: SIMD for humans
- Visual ARM emulator - VisUAL: a highly visual ARM emulator
- Vectorized Emulation - Accelerated taint tracking at 2 trillion instructions per second
- CPUlator - CPUlator Computer System Simulator (ARMv7, MIPS, RISC-V)
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Blogs
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Links
- Agner Fog - Software optimization resources
- uops.info - Latency, throughput, and port usage information
- Felix Cloutier - x86 and amd64 instruction reference
- Compiler Explorer - Run compilers interactively from the browser and interact with the assembly
- awesome-asm - A curated list of awesome Assembler
- Intel Manual vol 1 (HTML)
- Intel Manual vol 2 (HTML)
- Intel Manual vol 3 (HTML)
- Go assembly reference - Go assembly language complementary reference
- Intel® Intrinsics Guide - A list of all Intel® intrinsic functions for x86.
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Tools
- LLVM MCA - LLVM Machine Code Analyzer
- Intel SDE debugging - Debugging with AVX-512
- Intel® Implicit SPMD Program Compiler - An LLVM compiler for a C like language, with C linkage, that generates very good SIMD instructions for a wide range of platforms and ISAs. (Windows, iOS, Linux, ARM, PS5, Xbox, SSE, AVX, AVX2, AVX-512, ARM NEON.)
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Online tools
- Online (dis-)assembler - Online assembler and disassembler
- ODA - Online disassembler (disassembler.io)
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AVX-512
- x86/x64 SIMD Instructions (AVX512) - AVX-512 overview
- Golang's AVX512 - Go 1.11 introduction of AVX-512 support
- Golang AVX512 test data - Golang AVX-512 test instructions
- alexcrichton - AVX-512 overview
- Colfax: Capabilities of Intel AVX-512 - Capabilities of AVX-512
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ARM64 NEON
- Golang's ARM64 NEON support - Intro to arm64 assembler for Golang
- Golang ARM64 test data - Golang ARM64 (incl. NEON) test instructions
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Classes
- HPC-Class - High Performance Computing (HPC) class taught at FSU Jena by the Scalable Data- and Compute-intensive Analyses lab
Programming Languages
Categories
Sub Categories
Keywords
simd
14
avx512
6
neon
6
avx2
5
neural-network
4
simd-instructions
4
arm-neon
3
sse
3
assembly
3
arm
3
integer-compression
3
intersection
2
compression
2
algorithms
2
avx
2
intrinsics
2
plan9
2
ndjson
2
information-retrieval
2
inference
2
cpp
2
parser
2
hash-functions
2
sse2
2
json
2
high-performance
2
android
2
machine-learning
2
aarch64
2
html
1
laion
1
dataset
1
csv
1
common-crawl
1
beautifulsoup
1
pattern-recognition
1
sorting-algorithms
1
string
1
string-manipulation
1
string-matching
1
indexless
1
string-parsing
1
string-search
1
substring
1
regex
1
string-algorithms
1
go
1
serverless
1
sql
1
vectorized
1