#![feature(test)] extern crate test; macro_rules! test_model { ($name:ident, $file:expr, $prob:expr, $libsvm:expr, $libsvm_prob:expr) => { #[test] fn $name() -> Result<(), Error> { let model = include_str!(concat!("data_dense/", $file)); let svm = DenseSVM::try_from(model)?; let mut problem_0 = Problem::from(&svm); let features_0 = problem_0.features().as_slice_mut(); features_0.clone_from_slice(&[0.000_1, 0.000_1, 0.000_1, 0.000_1, 0.000_1, 0.000_1, 0.000_1, 0.000_1]); let mut problem_7 = Problem::from(&svm); let features_7 = problem_7.features().as_slice_mut(); features_7.clone_from_slice(&[1.287_784_9, 0.986_031_7, 1.486_247_2, 1.128_083, 0.891_030_55, 1.164_363_4, 0.928_599_1, 1.140_762_9]); svm.predict_value(&mut problem_0)?; svm.predict_value(&mut problem_7)?; assert_eq!(problem_0.solution(), Solution::Label($libsvm[0]), "predict_value(problem_0)"); assert_eq!(problem_7.solution(), Solution::Label($libsvm[1]), "predict_value(problem_7)"); if $prob { svm.predict_probability(&mut problem_0)?; svm.predict_probability(&mut problem_7)?; assert_eq!(problem_0.solution(), Solution::Label($libsvm_prob[0]), "predict_probability(problem_0)"); assert_eq!(problem_7.solution(), Solution::Label($libsvm_prob[1]), "predict_probability(problem_7)"); } Ok(()) } }; } #[cfg(test)] mod svm_dense_class { use ffsvm::{DenseSVM, Error, Predict, Problem, Solution}; use std::convert::TryFrom; // CSVM test_model!(m_csvm_linear_prob, "m_csvm_linear_prob.libsvm", true, [0, 7], [0, 7]); test_model!(m_csvm_poly_prob, "m_csvm_poly_prob.libsvm", true, [0, 7], [5, 7]); // apparently `libSVM` gets this wrong test_model!(m_csvm_rbf_prob, "m_csvm_rbf_prob.libsvm", true, [0, 7], [2, 7]); // apparently `libSVM` gets this wrong test_model!(m_csvm_sigmoid_prob, "m_csvm_sigmoid_prob.libsvm", true, [0, 5], [0, 7]); // apparently `libSVM` gets this wrong // Temporarily disabled as they trigger ICE in Rust Nightly // test_model!(m_csvm_linear, "m_csvm_linear.libsvm", false, [0, 7], []); // test_model!(m_csvm_poly, "m_csvm_poly.libsvm", false, [0, 7], []); // test_model!(m_csvm_rbf, "m_csvm_rbf.libsvm", false, [0, 7], []); // test_model!(m_csvm_sigmoid, "m_csvm_sigmoid.libsvm", false, [0, 5], []); // NUSVM test_model!(m_nusvm_linear_prob, "m_nusvm_linear_prob.libsvm", true, [0, 7], [0, 7]); test_model!(m_nusvm_poly_prob, "m_nusvm_poly_prob.libsvm", true, [0, 7], [0, 7]); test_model!(m_nusvm_rbf_prob, "m_nusvm_rbf_prob.libsvm", true, [0, 7], [0, 7]); test_model!(m_nusvm_sigmoid_prob, "m_nusvm_sigmoid_prob.libsvm", true, [0, 7], [0, 7]); // Temporarily disabled as they trigger ICE in Rust Nightly // test_model!(m_nusvm_linear, "m_nusvm_linear.libsvm", false, [0, 7], []); // test_model!(m_nusvm_poly, "m_nusvm_poly.libsvm", false, [0, 7], []); // test_model!(m_nusvm_rbf, "m_nusvm_rbf.libsvm", false, [0, 7], []); // test_model!(m_nusvm_sigmoid, "m_nusvm_sigmoid.libsvm", false, [0, 7], []); }