├── .cargo └── config.toml ├── .github └── workflows │ └── rust.yml ├── .gitignore ├── Cargo.toml ├── LICENSE ├── README.md ├── benches ├── svm_dense.rs ├── svm_sparse.rs └── util.rs ├── docs ├── FAQ.md ├── performance.md ├── performance_absolute.v3.png ├── performance_history.v4.png ├── performance_logs.v1.png └── performance_relative.v3.png ├── examples └── basic.rs ├── rustfmt.toml ├── scripts └── update_readmes.sh ├── src ├── errors.rs ├── lib.rs ├── parser.rs ├── sample.model ├── sparse.rs ├── svm │ ├── class.rs │ ├── core │ │ ├── dense.rs │ │ ├── mod.rs │ │ └── sparse.rs │ ├── features.rs │ ├── kernel │ │ ├── linear.rs │ │ ├── mod.rs │ │ ├── poly.rs │ │ ├── rbf.rs │ │ └── sigmoid.rs │ ├── mod.rs │ └── predict.rs ├── test.rs ├── util.rs └── vectors.rs └── tests ├── data_dense ├── m_csvm_linear.libsvm ├── m_csvm_linear.libsvm-predicted ├── m_csvm_linear_prob.libsvm ├── m_csvm_linear_prob.libsvm-predicted ├── m_csvm_poly.libsvm ├── m_csvm_poly.libsvm-predicted ├── m_csvm_poly_prob.libsvm ├── m_csvm_poly_prob.libsvm-predicted ├── m_csvm_rbf.libsvm ├── m_csvm_rbf.libsvm-predicted ├── m_csvm_rbf_prob.libsvm ├── m_csvm_rbf_prob.libsvm-predicted ├── m_csvm_sigmoid.libsvm ├── m_csvm_sigmoid.libsvm-predicted ├── m_csvm_sigmoid_prob.libsvm ├── m_csvm_sigmoid_prob.libsvm-predicted ├── m_e_svr_linear.libsvm ├── m_e_svr_linear.libsvm-predicted ├── m_e_svr_linear_prob.libsvm ├── m_e_svr_linear_prob.libsvm-predicted ├── m_e_svr_poly.libsvm ├── m_e_svr_poly.libsvm-predicted ├── m_e_svr_poly_prob.libsvm ├── m_e_svr_poly_prob.libsvm-predicted ├── m_e_svr_rbf.libsvm ├── m_e_svr_rbf.libsvm-predicted ├── m_e_svr_rbf_prob.libsvm ├── m_e_svr_rbf_prob.libsvm-predicted ├── m_e_svr_sigmoid.libsvm ├── m_e_svr_sigmoid.libsvm-predicted ├── m_e_svr_sigmoid_prob.libsvm ├── m_e_svr_sigmoid_prob.libsvm-predicted ├── m_nu_svr_linear.libsvm ├── m_nu_svr_linear.libsvm-predicted ├── m_nu_svr_linear_prob.libsvm ├── m_nu_svr_linear_prob.libsvm-predicted ├── m_nu_svr_poly.libsvm ├── m_nu_svr_poly.libsvm-predicted ├── m_nu_svr_poly_prob.libsvm ├── m_nu_svr_poly_prob.libsvm-predicted ├── m_nu_svr_rbf.libsvm ├── m_nu_svr_rbf.libsvm-predicted ├── m_nu_svr_rbf_prob.libsvm ├── m_nu_svr_rbf_prob.libsvm-predicted ├── m_nu_svr_sigmoid.libsvm ├── m_nu_svr_sigmoid.libsvm-predicted ├── m_nu_svr_sigmoid_prob.libsvm ├── m_nu_svr_sigmoid_prob.libsvm-predicted ├── m_nusvm_linear.libsvm ├── m_nusvm_linear.libsvm-predicted ├── m_nusvm_linear_prob.libsvm ├── m_nusvm_linear_prob.libsvm-predicted ├── m_nusvm_poly.libsvm ├── m_nusvm_poly.libsvm-predicted ├── m_nusvm_poly_prob.libsvm ├── m_nusvm_poly_prob.libsvm-predicted ├── m_nusvm_rbf.libsvm ├── m_nusvm_rbf.libsvm-predicted ├── m_nusvm_rbf_prob.libsvm ├── m_nusvm_rbf_prob.libsvm-predicted ├── m_nusvm_sigmoid.libsvm ├── m_nusvm_sigmoid.libsvm-predicted ├── m_nusvm_sigmoid_prob.libsvm ├── m_nusvm_sigmoid_prob.libsvm-predicted ├── problem.csv └── problem.in ├── data_misc ├── model_label_negative.libsvm └── model_large.libsvm ├── data_sparse ├── m_csvm_linear.libsvm ├── m_csvm_linear.libsvm-predicted ├── m_csvm_linear_prob.libsvm ├── m_csvm_linear_prob.libsvm-predicted ├── m_csvm_poly.libsvm ├── m_csvm_poly.libsvm-predicted ├── m_csvm_poly_prob.libsvm ├── m_csvm_poly_prob.libsvm-predicted ├── m_csvm_rbf.libsvm ├── m_csvm_rbf.libsvm-predicted ├── m_csvm_rbf_prob.libsvm ├── m_csvm_rbf_prob.libsvm-predicted ├── m_csvm_rbf_prob_out ├── m_csvm_rbf_prob_prob_out ├── m_csvm_sigmoid.libsvm ├── m_csvm_sigmoid.libsvm-predicted ├── m_csvm_sigmoid_prob.libsvm ├── m_csvm_sigmoid_prob.libsvm-predicted ├── m_e_svr_linear.libsvm ├── m_e_svr_linear.libsvm-predicted ├── m_e_svr_linear_prob.libsvm ├── m_e_svr_linear_prob.libsvm-predicted ├── m_e_svr_poly.libsvm ├── m_e_svr_poly.libsvm-predicted ├── m_e_svr_poly_prob.libsvm ├── m_e_svr_poly_prob.libsvm-predicted ├── m_e_svr_rbf.libsvm ├── m_e_svr_rbf.libsvm-predicted ├── m_e_svr_rbf_prob.libsvm ├── m_e_svr_rbf_prob.libsvm-predicted ├── m_e_svr_sigmoid.libsvm ├── m_e_svr_sigmoid.libsvm-predicted ├── m_e_svr_sigmoid_prob.libsvm ├── m_e_svr_sigmoid_prob.libsvm-predicted ├── m_nu_svr_linear.libsvm ├── m_nu_svr_linear.libsvm-predicted ├── m_nu_svr_linear_prob.libsvm ├── m_nu_svr_linear_prob.libsvm-predicted ├── m_nu_svr_poly.libsvm ├── m_nu_svr_poly.libsvm-predicted ├── m_nu_svr_poly_prob.libsvm ├── m_nu_svr_poly_prob.libsvm-predicted ├── m_nu_svr_rbf.libsvm ├── m_nu_svr_rbf.libsvm-predicted ├── m_nu_svr_rbf_prob.libsvm ├── m_nu_svr_rbf_prob.libsvm-predicted ├── m_nu_svr_sigmoid.libsvm ├── m_nu_svr_sigmoid.libsvm-predicted ├── m_nu_svr_sigmoid_prob.libsvm ├── m_nu_svr_sigmoid_prob.libsvm-predicted ├── m_nusvm_linear.libsvm ├── m_nusvm_linear.libsvm-predicted ├── m_nusvm_linear_prob.libsvm ├── m_nusvm_linear_prob.libsvm-predicted ├── m_nusvm_poly.libsvm ├── m_nusvm_poly.libsvm-predicted ├── m_nusvm_poly_prob.libsvm ├── m_nusvm_poly_prob.libsvm-predicted ├── m_nusvm_rbf.libsvm ├── m_nusvm_rbf.libsvm-predicted ├── m_nusvm_rbf_prob.libsvm ├── 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