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Top 10 Rust Scientific Computing Projects
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rust-ndarray
ndarray: an N-dimensional array with array views, multidimensional slicing, and efficient operations
Thanks for sharing. I read this issue on why ndarray does not have a dynamically typed array: https://github.com/rust-ndarray/ndarray/issues/651
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Project mention: Why is Rust not more popular in ML and secure edge computing? | /r/rust | 2022-11-13
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SonarLint
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Here is the project: https://github.com/burn-rs/burn
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shadow
Shadow is a discrete-event network simulator that directly executes real application code, enabling you to simulate distributed systems with thousands of network-connected processes in realistic and scalable private network experiments using your laptop, desktop, or server running Linux. (by shadow)
It is no longer active. If you are asking about Shadow, check out https://shadow.github.io
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Please note that OpenCL consists of two parts: host API and a separate language which is used to write kernels (code which is going to be offloaded to devices). OpenCL specification describes host APIs as C-style APIs and that is what implementors has to provide. However, there are number of various libraries which provides bindings for other languages: - C++ - Python - Go - Rust
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smartcore
A comprehensive library for machine learning and numerical computing. The library provides a set of tools for linear algebra, numerical computing, optimization, and enables a generic, powerful yet still efficient approach to machine learning.
Today we have released version 0.3 of smartcore: a comprehensive library for machine learning and numerical computing. The library provides a set of tools for linear algebra, numerical computing, optimization, and enables a generic, powerful yet still efficient approach to machine learning.
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Rust’s standard library is relatively small by design and doesn’t contain any tools for numeric integration. However, you can probably find a crate on crates.io that does what you need. A quick search suggests Peroxide.
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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Project mention: serde-ndim: Serde support for n-dimensional arrays from self-describing formats | /r/rust | 2023-04-02
Rust Scientific Computing related posts
- Helper crate for working with image data of varying type?
- What is the most efficient way to study Rust for scientific computing applications?
- Status and Future of ndarray?
- An example for OpenCL 3.0?
- How does explicit unrolling differ from iterating through elements one-by-one? (ndarray example)
- Burn: Deep Learning Framework in Rust
- Burn: Deep Learning Framework in Rust
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A note from our sponsor - SonarLint
www.sonarlint.org | 4 Jun 2023
Index
What are some of the best open-source Scientific Computing projects in Rust? This list will help you:
Project | Stars | |
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1 | rust-ndarray | 2,809 |
2 | linfa | 2,670 |
3 | burn | 2,265 |
4 | shadow | 1,203 |
5 | ocl | 619 |
6 | smartcore | 532 |
7 | Peroxide | 379 |
8 | rulinalg | 271 |
9 | rebop | 36 |
10 | serde-ndim | 5 |