ffsvm 0.7.1

#![feature(test)]

// This is a little weird, see
// https://github.com/rust-lang/rust/pull/54116#issuecomment-422294107
// for details
extern crate test;

mod util;

mod svm_sparse {
    use crate::test::Bencher;
    use ffsvm::{Predict, Problem, SparseSVM};
    use std::convert::TryFrom;

    /// Produces a test case run for benchmarking
    #[allow(dead_code)]
    fn produce_testcase(svm_type: &str, kernel_type: &str, total_sv: u32, num_attributes: u32) -> impl FnMut() {
        let raw_model = super::util::random_dense(svm_type, kernel_type, total_sv, num_attributes);
        let svm = SparseSVM::try_from(&raw_model).unwrap();
        let mut problem = Problem::from(&svm);
        let problem_mut = problem.features();

        for i in 0 .. num_attributes {
            problem_mut[i as usize] = i as f32;
        }

        move || (&svm).predict_value(&mut problem).expect("This should work")
    }

    // RBF

    #[bench]
    fn predict_rbf_sv128_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "rbf", 128, 16)); }

    #[bench]
    fn predict_rbf_sv1024_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "rbf", 1024, 16)); }

    #[bench]
    fn predict_rbf_sv1024_attr1024(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "rbf", 1024, 1024)); }

    // Linear

    #[bench]
    fn predict_linear_sv128_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "linear", 128, 16)); }

    #[bench]
    fn predict_linear_sv1024_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "linear", 1024, 16)); }

    #[bench]
    fn predict_linear_sv1024_attr1024(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "linear", 1024, 1024)); }

    // Poly

    #[bench]
    fn predict_poly_sv128_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "polynomial", 128, 16)); }

    #[bench]
    fn predict_poly_sv1024_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "polynomial", 1024, 16)); }

    #[bench]
    fn predict_poly_sv1024_attr1024(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "polynomial", 1024, 1024)); }

    // Sigmoid

    #[bench]
    fn predict_sigmoid_sv128_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "sigmoid", 128, 16)); }

    #[bench]
    fn predict_sigmoid_sv1024_attr16(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "sigmoid", 1024, 16)); }

    #[bench]
    fn predict_sigmoid_sv1024_attr1024(b: &mut Bencher) { b.iter(produce_testcase("c_svc", "sigmoid", 1024, 1024)); }

}