Keshav Bansal

Keshav Bansal started this conversation 2 months ago.

How can I auto-vectorize (SIMD) a modular multiplication in Rust?

How can I implement modular multiplication in Rust and optimize it using SIMD (Single Instruction, Multiple Data) to leverage automatic vectorization for improved performance?

codecool

Posted 2 months ago

Optimizing modular multiplication in Rust using SIMD (Single Instruction, Multiple Data) to leverage auto-vectorization for improved performance involves a few key steps. Here's a high-level overview of the process:

Understanding SIMD and Modular Multiplication: SIMD allows you to process multiple data points with a single instruction, which can significantly speed up operations like modular multiplication.

Using the packed_simd or std::simd Crate: Rust has crates like packed_simd or the more recent std::simd for SIMD operations. These crates provide the necessary tools to work with SIMD vectors.

Implementing Modular Multiplication: First, implement the modular multiplication function in Rust. Ensure that the function can handle large integers and perform the modulo operation efficiently.

Vectorizing the Implementation: Use SIMD vectors to parallelize the multiplication and modulo operations. Load multiple elements into SIMD vectors and perform the operations in parallel.

Handling Overflows and Carry: Ensure that the implementation handles overflows and carry correctly, especially when working with large integers. This might involve additional instructions to manage the carry bits.

Benchmarking and Testing: Test the SIMD implementation to ensure correctness and benchmark its performance against the non-SIMD version. Make adjustments as needed to optimize performance further.