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Top 9 C Neon Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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CRoaring
Roaring bitmaps in C (and C++), with SIMD (AVX2, AVX-512 and NEON) optimizations: used by Apache Doris, ClickHouse, and StarRocks
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SimSIMD
Up to 200x Faster Inner Products and Vector Similarity — for Python, JavaScript, Rust, and C, supporting f64, f32, f16 real & complex, i8, and binary vectors using SIMD for both x86 AVX2 & AVX-512 and Arm NEON & SVE 📐
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I was curious about these libraries a few weeks ago and did some searching. Is there one that's got a clearly dominating set of users or contributors?
I don't know what a good way to compare these might be, other than perhaps activity/contributor count.
[1] https://github.com/simd-everywhere/simde
[2] https://github.com/ermig1979/Simd
[3] https://github.com/google/highway
[4] https://gitlab.com/libeigen/eigen
[5] https://github.com/shibatch/sleef
I'm the main author of Highway, so I have some opinions :D Number of operations/platforms supported are important criteria.
A hopefully unbiased commentary:
Simde allows you to take existing nonportable intrinsics and get them to run on another platform. This is useful when you have a bunch of existing code and tight deadlines. The downside is less than optimal performance - a portable abstraction can be more efficient than forcing one platform to exactly match the semantics of another. Although a ton of effort has gone into Simde, sometimes it also resorts to autovectorization which may or may not work.
Eigen and SLEEF are mostly math-focused projects that also have a portability layer. SLEEF is designed for C and thus has type suffixes which are rather verbose, see https://github.com/shibatch/sleef/blob/master/src/libm/sleef... But it offers a complete (more so than Highway's) libm.
Project mention: XZ: A Microcosm of the interactions in Open Source projects | news.ycombinator.com | 2024-03-30Be direct and put the onus on the reporter/contributor to do more work before you will engage.
e.g., here is Daniel Lemire responding to a very open-ended bug report: https://github.com/lemire/streamvbyte/issues/72
There is something similar in customer service for my SaaS. Customers give horribly vague bug reports. I used to try to divine what they wanted. That way leads burnout. Instead, make them do more of the work.
Project mention: Show HN: The fastest Turbo-Base64 now for Python | news.ycombinator.com | 2023-08-24** Cython bindings for Turbo Base64 [1] **
- 20-30x faster than the standard library
- Benchmarks faster than any other C base64 library
- Fastest implementation of AVX, AVX2, and AVX512 base64 encoding
- No other dependencies
[1] - https://github.com/powturbo/Turbo-Base64
C Neon related posts
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Python, C, Assembly – Faster Cosine Similarity
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Advice on porting glibc trig functions to SIMD
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Portable SIMD library
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SIMD Everywhere – SIMD intrinsics on hardware which doesn't support them
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SIMD Library for Evaluating Elementary Functions, Vectorized Libm and DFT
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Deserializing JSON Fast
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How to speed up array writes?
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A note from our sponsor - SaaSHub
www.saashub.com | 10 May 2024
Index
What are some of the best open-source Neon projects in C? This list will help you:
Project | Stars | |
---|---|---|
1 | simde | 2,175 |
2 | cglm | 2,055 |
3 | CRoaring | 1,456 |
4 | SimSIMD | 720 |
5 | sleef | 590 |
6 | streamvbyte | 357 |
7 | nsimd | 315 |
8 | Turbo-Base64 | 254 |
9 | simd_utils | 81 |
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