From 6600d264d6ede1592bcc776e9f339be3572e5992 Mon Sep 17 00:00:00 2001 From: William Gurecky Date: Thu, 14 Mar 2024 02:56:40 -0400 Subject: [PATCH] adds new large sparse system example --- Cargo.toml | 1 + examples/data/fidap001.txt | 4374 +++++++++++++++++++++++++++++++ examples/data/fidap001_rhs1.txt | 216 ++ examples/data/readme.md | 3 + examples/ex_1.rs | 58 + 5 files changed, 4652 insertions(+) create mode 100644 examples/data/fidap001.txt create mode 100644 examples/data/fidap001_rhs1.txt create mode 100644 examples/data/readme.md create mode 100644 examples/ex_1.rs diff --git a/Cargo.toml b/Cargo.toml index e53f030..ee5c9ff 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -13,6 +13,7 @@ name = "faer_gmres" path = 'src/lib.rs' [dependencies] +csv = "1.3.0" thiserror = "1.0" assert_approx_eq = "1.1.0" num-traits = "0.2.18" diff --git a/examples/data/fidap001.txt b/examples/data/fidap001.txt new file mode 100644 index 0000000..f5b4382 --- /dev/null +++ b/examples/data/fidap001.txt @@ 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b/examples/ex_1.rs new file mode 100644 index 0000000..4044ab1 --- /dev/null +++ b/examples/ex_1.rs @@ -0,0 +1,58 @@ +use faer_gmres::{gmres, restarted_gmres, JacobiPreconLinOp}; +use faer::prelude::*; +use faer::sparse::*; +use faer::mat; +use std::error::Error; +use csv::Reader; + + +fn main() { + // read the sparse matrix from file + let mut a_triplets = vec![]; + let file = std::fs::File::open("./examples/data/fidap001.txt").unwrap(); + let mut rdr = csv::ReaderBuilder::new() + .has_headers(false) + .delimiter(b' ') + .flexible(true) + .from_reader(file); + for result in rdr.records() { + let record = result.unwrap(); + let idx_i = record[0].parse::().unwrap() - 1; + let idx_j = record[1].parse::().unwrap() - 1; + let val = record[record.len()-1].parse::().unwrap(); + a_triplets.push((idx_i, idx_j, val)); + } + // read the rhs from file + let mut b_rhs = vec![]; + let file = std::fs::File::open("./examples/data/fidap001_rhs1.txt").unwrap(); + let mut rdr = csv::ReaderBuilder::new() + .has_headers(false) + .delimiter(b' ') + .from_reader(file); + for result in rdr.records() { + let record = result.unwrap(); + let val = record[record.len()-1].parse::().unwrap(); + b_rhs.push(val); + } + + // create sparse mat + let a_test = SparseColMat::::try_new_from_triplets( + 216, 216, + &a_triplets).unwrap(); + + // create rhs + let mut rhs = faer::Mat::zeros(216, 1); + for (i, rhs_val) in b_rhs.into_iter().enumerate() { + rhs.write(i, 0, rhs_val); + } + + // init guess + let x0 = faer::Mat::zeros(216, 1); + + // solve the system + let (res_x, err, iters) = gmres(a_test.as_ref(), rhs.as_ref(), x0.as_ref(), 500, 1e-8, None).unwrap(); + println!("Result x: {:?}", res_x); + println!("Error x: {:?}", err); + println!("Iters : {:?}", iters); + +}