diff options
-rw-r--r-- | creg/Makefile.am | 11 | ||||
-rw-r--r-- | creg/README | 7 | ||||
-rw-r--r-- | creg/creg.cc (renamed from training/creg.cc) | 6 | ||||
-rw-r--r-- | creg/json_feature_map_lexer.h (renamed from utils/json_feature_map_lexer.h) | 0 | ||||
-rw-r--r-- | creg/json_feature_map_lexer.ll (renamed from utils/json_feature_map_lexer.ll) | 0 | ||||
-rw-r--r-- | creg/test_data/iris.testfeat | 50 | ||||
-rw-r--r-- | creg/test_data/iris.testresp | 50 | ||||
-rw-r--r-- | creg/test_data/iris.trainfeat | 100 | ||||
-rw-r--r-- | creg/test_data/iris.trainresp | 100 | ||||
-rw-r--r-- | training/Makefile.am | 4 | ||||
-rw-r--r-- | training/liblbfgs/lbfgs++.h | 1 | ||||
-rw-r--r-- | utils/Makefile.am | 4 |
12 files changed, 322 insertions, 11 deletions
diff --git a/creg/Makefile.am b/creg/Makefile.am new file mode 100644 index 00000000..9e25b838 --- /dev/null +++ b/creg/Makefile.am @@ -0,0 +1,11 @@ +bin_PROGRAMS = \ + creg + +creg_SOURCES = creg.cc json_feature_map_lexer.cc +creg_LDADD = $(top_srcdir)/training/liblbfgs/liblbfgs.a $(top_srcdir)/utils/libutils.a -lz + +json_feature_map_lexer.cc: json_feature_map_lexer.ll + $(LEX) -s -8 -CF -o$@ $< + +AM_CPPFLAGS = -W -Wall -DNDEBUG -I$(top_srcdir)/utils -I$(top_srcdir)/training + diff --git a/creg/README b/creg/README new file mode 100644 index 00000000..2c04c83b --- /dev/null +++ b/creg/README @@ -0,0 +1,7 @@ +creg is a fast tool for training linear and logistic regression models with +l_1 and l_2 regularization. Its data (feature and response) format is compatible +with ARKRegression. + +Example invokation: +$ ./creg -x test_data/iris.trainfeat -y test_data/iris.trainresp --l2 100 + diff --git a/training/creg.cc b/creg/creg.cc index 58adea00..43f01bc4 100644 --- a/training/creg.cc +++ b/creg/creg.cc @@ -26,7 +26,7 @@ void InitCommandLine(int argc, char** argv, po::variables_map* conf) { ("l1",po::value<double>()->default_value(0.0), "l_1 regularization strength") ("l2",po::value<double>()->default_value(0.0), "l_2 regularization strength") ("weights,w", po::value<string>(), "Initial weights") - ("epsilon,e", po::value<double>()->default_value(1e-4), "Epsilon for convergence test. Terminates when ||g|| < epsilon * max(1, ||x||)") + ("epsilon,e", po::value<double>()->default_value(1e-4), "Epsilon for convergence test. Terminates when ||g|| < epsilon * max(1, ||w||)") ("memory_buffers,m",po::value<unsigned>()->default_value(40), "Number of memory buffers for LBFGS") ("help,h", "Help"); po::options_description dcmdline_options; @@ -191,7 +191,7 @@ struct UnivariateSquaredLoss : public BaseLoss { fill(g, g + x.size(), 0.0); double cll = 0; vector<double> dotprods(1); // univariate prediction - for (int i = 0; i < training.size(); ++i) { + for (unsigned i = 0; i < training.size(); ++i) { const SparseVector<float>& fmapx = training[i].x; const double refy = training[i].y.value; ComputeDotProducts(fmapx, x, &dotprods); @@ -219,7 +219,7 @@ struct MulticlassLogLoss : public BaseLoss { vector<double> dotprods(K - 1); // K-1 degrees of freedom vector<prob_t> probs(K); double cll = 0; - for (int i = 0; i < training.size(); ++i) { + for (unsigned i = 0; i < training.size(); ++i) { const SparseVector<float>& fmapx = training[i].x; const unsigned refy = training[i].y.label; //cerr << "FMAP: " << fmapx << endl; diff --git a/utils/json_feature_map_lexer.h b/creg/json_feature_map_lexer.h index 3324aa29..3324aa29 100644 --- a/utils/json_feature_map_lexer.h +++ b/creg/json_feature_map_lexer.h diff --git a/utils/json_feature_map_lexer.ll b/creg/json_feature_map_lexer.ll index 372b52f5..372b52f5 100644 --- a/utils/json_feature_map_lexer.ll +++ b/creg/json_feature_map_lexer.ll diff --git a/creg/test_data/iris.testfeat b/creg/test_data/iris.testfeat new file mode 100644 index 00000000..f7528f81 --- /dev/null +++ b/creg/test_data/iris.testfeat @@ -0,0 +1,50 @@ +100 {"sepal-length": 4.9, "sepal-width": 2.5, "petal-length": 4.5, "petal-width": 1.7} +101 {"sepal-length": 6.5, "sepal-width": 3.0, "petal-length": 5.2, "petal-width": 2.0} +102 {"sepal-length": 4.4, "sepal-width": 3.0, "petal-length": 1.3, "petal-width": 0.2} +103 {"sepal-length": 5.0, "sepal-width": 3.4, "petal-length": 1.5, "petal-width": 0.2} +104 {"sepal-length": 5.0, "sepal-width": 3.0, "petal-length": 1.6, "petal-width": 0.2} +105 {"sepal-length": 5.1, "sepal-width": 3.4, "petal-length": 1.5, "petal-width": 0.2} +106 {"sepal-length": 5.5, "sepal-width": 2.3, "petal-length": 4.0, "petal-width": 1.3} +107 {"sepal-length": 5.5, "sepal-width": 2.6, "petal-length": 4.4, "petal-width": 1.2} +108 {"sepal-length": 5.4, "sepal-width": 3.4, "petal-length": 1.7, "petal-width": 0.2} +109 {"sepal-length": 5.5, "sepal-width": 2.4, "petal-length": 3.7, "petal-width": 1.0} +110 {"sepal-length": 6.7, "sepal-width": 3.0, "petal-length": 5.0, "petal-width": 1.7} +111 {"sepal-length": 6.4, "sepal-width": 2.8, "petal-length": 5.6, "petal-width": 2.2} +112 {"sepal-length": 5.5, "sepal-width": 4.2, "petal-length": 1.4, "petal-width": 0.2} +113 {"sepal-length": 5.9, "sepal-width": 3.0, "petal-length": 4.2, "petal-width": 1.5} +114 {"sepal-length": 4.9, "sepal-width": 3.1, "petal-length": 1.5, "petal-width": 0.1} +115 {"sepal-length": 7.7, "sepal-width": 2.6, "petal-length": 6.9, "petal-width": 2.3} +116 {"sepal-length": 5.0, "sepal-width": 3.6, "petal-length": 1.4, "petal-width": 0.2} +117 {"sepal-length": 6.3, "sepal-width": 2.3, "petal-length": 4.4, "petal-width": 1.3} +118 {"sepal-length": 6.7, "sepal-width": 3.3, "petal-length": 5.7, "petal-width": 2.1} +119 {"sepal-length": 5.8, "sepal-width": 2.7, "petal-length": 5.1, "petal-width": 1.9} +120 {"sepal-length": 5.2, "sepal-width": 2.7, "petal-length": 3.9, "petal-width": 1.4} +121 {"sepal-length": 5.0, "sepal-width": 3.5, "petal-length": 1.6, "petal-width": 0.6} +122 {"sepal-length": 5.0, "sepal-width": 3.2, "petal-length": 1.2, "petal-width": 0.2} +123 {"sepal-length": 6.7, "sepal-width": 3.0, "petal-length": 5.2, "petal-width": 2.3} +124 {"sepal-length": 5.5, "sepal-width": 2.5, "petal-length": 4.0, "petal-width": 1.3} +125 {"sepal-length": 5.6, "sepal-width": 3.0, "petal-length": 4.5, "petal-width": 1.5} +126 {"sepal-length": 6.6, "sepal-width": 3.0, "petal-length": 4.4, "petal-width": 1.4} +127 {"sepal-length": 5.1, "sepal-width": 3.8, "petal-length": 1.6, "petal-width": 0.2} +128 {"sepal-length": 5.9, "sepal-width": 3.0, "petal-length": 5.1, "petal-width": 1.8} +129 {"sepal-length": 6.2, "sepal-width": 3.4, "petal-length": 5.4, "petal-width": 2.3} +130 {"sepal-length": 5.6, "sepal-width": 2.8, "petal-length": 4.9, "petal-width": 2.0} +131 {"sepal-length": 5.7, "sepal-width": 2.9, "petal-length": 4.2, "petal-width": 1.3} +132 {"sepal-length": 6.2, "sepal-width": 2.9, "petal-length": 4.3, "petal-width": 1.3} +133 {"sepal-length": 6.0, "sepal-width": 3.4, "petal-length": 4.5, "petal-width": 1.6} +134 {"sepal-length": 5.4, "sepal-width": 3.9, "petal-length": 1.7, "petal-width": 0.4} +135 {"sepal-length": 6.3, "sepal-width": 3.3, "petal-length": 6.0, "petal-width": 2.5} +136 {"sepal-length": 6.5, "sepal-width": 3.2, "petal-length": 5.1, "petal-width": 2.0} +137 {"sepal-length": 5.1, "sepal-width": 2.5, "petal-length": 3.0, "petal-width": 1.1} +138 {"sepal-length": 4.3, "sepal-width": 3.0, "petal-length": 1.1, "petal-width": 0.1} +139 {"sepal-length": 5.7, "sepal-width": 2.5, "petal-length": 5.0, "petal-width": 2.0} +140 {"sepal-length": 6.0, "sepal-width": 2.2, "petal-length": 5.0, "petal-width": 1.5} +141 {"sepal-length": 6.4, "sepal-width": 3.2, "petal-length": 5.3, "petal-width": 2.3} +142 {"sepal-length": 6.5, "sepal-width": 2.8, "petal-length": 4.6, "petal-width": 1.5} +143 {"sepal-length": 5.5, "sepal-width": 3.5, "petal-length": 1.3, "petal-width": 0.2} +144 {"sepal-length": 4.7, "sepal-width": 3.2, "petal-length": 1.3, "petal-width": 0.2} +145 {"sepal-length": 4.6, "sepal-width": 3.4, "petal-length": 1.4, "petal-width": 0.3} +146 {"sepal-length": 5.7, "sepal-width": 2.6, "petal-length": 3.5, "petal-width": 1.0} +147 {"sepal-length": 5.8, "sepal-width": 2.8, "petal-length": 5.1, "petal-width": 2.4} +148 {"sepal-length": 7.7, "sepal-width": 2.8, "petal-length": 6.7, "petal-width": 2.0} +149 {"sepal-length": 6.3, "sepal-width": 2.9, "petal-length": 5.6, "petal-width": 1.8} diff --git a/creg/test_data/iris.testresp b/creg/test_data/iris.testresp new file mode 100644 index 00000000..0952e4da --- /dev/null +++ b/creg/test_data/iris.testresp @@ -0,0 +1,50 @@ +100 Iris-virginica +101 Iris-virginica +102 Iris-setosa +103 Iris-setosa +104 Iris-setosa +105 Iris-setosa +106 Iris-versicolor +107 Iris-versicolor +108 Iris-setosa +109 Iris-versicolor +110 Iris-versicolor +111 Iris-virginica +112 Iris-setosa +113 Iris-versicolor +114 Iris-setosa +115 Iris-virginica +116 Iris-setosa +117 Iris-versicolor +118 Iris-virginica +119 Iris-virginica +120 Iris-versicolor +121 Iris-setosa +122 Iris-setosa +123 Iris-virginica +124 Iris-versicolor +125 Iris-versicolor +126 Iris-versicolor +127 Iris-setosa +128 Iris-virginica +129 Iris-virginica +130 Iris-virginica +131 Iris-versicolor +132 Iris-versicolor +133 Iris-versicolor +134 Iris-setosa +135 Iris-virginica +136 Iris-virginica +137 Iris-versicolor +138 Iris-setosa +139 Iris-virginica +140 Iris-virginica +141 Iris-virginica +142 Iris-versicolor +143 Iris-setosa +144 Iris-setosa +145 Iris-setosa +146 Iris-versicolor +147 Iris-virginica +148 Iris-virginica +149 Iris-virginica diff --git a/creg/test_data/iris.trainfeat b/creg/test_data/iris.trainfeat new file mode 100644 index 00000000..a930a446 --- /dev/null +++ b/creg/test_data/iris.trainfeat @@ -0,0 +1,100 @@ +0 {"sepal-length": 5.4, "sepal-width": 3.0, "petal-length": 4.5, "petal-width": 1.5} +1 {"sepal-length": 5.0, "sepal-width": 3.4, "petal-length": 1.6, "petal-width": 0.4} +2 {"sepal-length": 5.0, "sepal-width": 3.3, "petal-length": 1.4, "petal-width": 0.2} +3 {"sepal-length": 5.7, "sepal-width": 2.8, "petal-length": 4.5, "petal-width": 1.3} +4 {"sepal-length": 6.4, "sepal-width": 3.1, "petal-length": 5.5, "petal-width": 1.8} +5 {"sepal-length": 7.9, "sepal-width": 3.8, "petal-length": 6.4, "petal-width": 2.0} +6 {"sepal-length": 5.9, "sepal-width": 3.2, "petal-length": 4.8, "petal-width": 1.8} +7 {"sepal-length": 6.7, "sepal-width": 2.5, "petal-length": 5.8, "petal-width": 1.8} +8 {"sepal-length": 6.7, "sepal-width": 3.1, "petal-length": 4.4, "petal-width": 1.4} +9 {"sepal-length": 6.3, "sepal-width": 2.5, "petal-length": 4.9, "petal-width": 1.5} +10 {"sepal-length": 6.1, "sepal-width": 2.9, "petal-length": 4.7, "petal-width": 1.4} +11 {"sepal-length": 6.3, "sepal-width": 3.3, "petal-length": 4.7, "petal-width": 1.6} +12 {"sepal-length": 6.7, "sepal-width": 3.1, "petal-length": 4.7, "petal-width": 1.5} +13 {"sepal-length": 6.2, "sepal-width": 2.8, "petal-length": 4.8, "petal-width": 1.8} +14 {"sepal-length": 5.0, "sepal-width": 3.5, "petal-length": 1.3, "petal-width": 0.3} +15 {"sepal-length": 5.4, "sepal-width": 3.9, "petal-length": 1.3, "petal-width": 0.4} +16 {"sepal-length": 7.4, "sepal-width": 2.8, "petal-length": 6.1, "petal-width": 1.9} +17 {"sepal-length": 7.2, "sepal-width": 3.2, "petal-length": 6.0, "petal-width": 1.8} +18 {"sepal-length": 5.7, "sepal-width": 3.8, "petal-length": 1.7, "petal-width": 0.3} +19 {"sepal-length": 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1.6} +88 {"sepal-length": 6.8, "sepal-width": 3.2, "petal-length": 5.9, "petal-width": 2.3} +89 {"sepal-length": 4.6, "sepal-width": 3.1, "petal-length": 1.5, "petal-width": 0.2} +90 {"sepal-length": 4.8, "sepal-width": 3.1, "petal-length": 1.6, "petal-width": 0.2} +91 {"sepal-length": 5.0, "sepal-width": 2.3, "petal-length": 3.3, "petal-width": 1.0} +92 {"sepal-length": 6.9, "sepal-width": 3.1, "petal-length": 5.1, "petal-width": 2.3} +93 {"sepal-length": 5.7, "sepal-width": 3.0, "petal-length": 4.2, "petal-width": 1.2} +94 {"sepal-length": 5.1, "sepal-width": 3.8, "petal-length": 1.9, "petal-width": 0.4} +95 {"sepal-length": 6.0, "sepal-width": 2.9, "petal-length": 4.5, "petal-width": 1.5} +96 {"sepal-length": 4.8, "sepal-width": 3.4, "petal-length": 1.6, "petal-width": 0.2} +97 {"sepal-length": 5.2, "sepal-width": 4.1, "petal-length": 1.5, "petal-width": 0.1} +98 {"sepal-length": 5.6, "sepal-width": 2.9, "petal-length": 3.6, "petal-width": 1.3} +99 {"sepal-length": 5.8, "sepal-width": 2.6, "petal-length": 4.0, "petal-width": 1.2} diff --git a/creg/test_data/iris.trainresp b/creg/test_data/iris.trainresp new file mode 100644 index 00000000..d77bc6a2 --- /dev/null +++ b/creg/test_data/iris.trainresp @@ -0,0 +1,100 @@ +0 Iris-versicolor +1 Iris-setosa +2 Iris-setosa +3 Iris-versicolor +4 Iris-virginica +5 Iris-virginica +6 Iris-versicolor +7 Iris-virginica +8 Iris-versicolor +9 Iris-versicolor +10 Iris-versicolor +11 Iris-versicolor +12 Iris-versicolor +13 Iris-virginica +14 Iris-setosa +15 Iris-setosa +16 Iris-virginica +17 Iris-virginica +18 Iris-setosa +19 Iris-setosa +20 Iris-versicolor +21 Iris-virginica +22 Iris-virginica +23 Iris-setosa +24 Iris-virginica +25 Iris-setosa +26 Iris-setosa +27 Iris-setosa +28 Iris-versicolor +29 Iris-versicolor +30 Iris-setosa +31 Iris-versicolor +32 Iris-setosa +33 Iris-virginica +34 Iris-setosa +35 Iris-setosa +36 Iris-virginica +37 Iris-virginica +38 Iris-versicolor +39 Iris-virginica +40 Iris-setosa +41 Iris-virginica +42 Iris-virginica +43 Iris-virginica +44 Iris-setosa +45 Iris-virginica +46 Iris-versicolor +47 Iris-setosa +48 Iris-setosa +49 Iris-virginica +50 Iris-virginica +51 Iris-virginica +52 Iris-versicolor +53 Iris-versicolor +54 Iris-setosa +55 Iris-versicolor +56 Iris-virginica +57 Iris-setosa +58 Iris-virginica +59 Iris-setosa +60 Iris-versicolor +61 Iris-virginica +62 Iris-versicolor +63 Iris-virginica +64 Iris-setosa +65 Iris-virginica +66 Iris-versicolor +67 Iris-virginica +68 Iris-setosa +69 Iris-setosa +70 Iris-versicolor +71 Iris-setosa +72 Iris-versicolor +73 Iris-versicolor +74 Iris-versicolor +75 Iris-virginica +76 Iris-versicolor +77 Iris-setosa +78 Iris-versicolor +79 Iris-versicolor +80 Iris-setosa +81 Iris-setosa +82 Iris-virginica +83 Iris-virginica +84 Iris-versicolor +85 Iris-setosa +86 Iris-virginica +87 Iris-versicolor +88 Iris-virginica +89 Iris-setosa +90 Iris-setosa +91 Iris-versicolor +92 Iris-virginica +93 Iris-versicolor +94 Iris-setosa +95 Iris-versicolor +96 Iris-setosa +97 Iris-setosa +98 Iris-versicolor +99 Iris-versicolor diff --git a/training/Makefile.am b/training/Makefile.am index 4b69ea94..991ac210 100644 --- a/training/Makefile.am +++ b/training/Makefile.am @@ -1,6 +1,5 @@ bin_PROGRAMS = \ model1 \ - creg \ lbl_model \ test_ngram \ mr_em_map_adapter \ @@ -24,9 +23,6 @@ noinst_PROGRAMS = \ TESTS = lbfgs_test optimize_test -creg_SOURCES = creg.cc -creg_LDADD = ./liblbfgs/liblbfgs.a $(top_srcdir)/utils/libutils.a -lz - mpi_online_optimize_SOURCES = mpi_online_optimize.cc online_optimizer.cc mpi_online_optimize_LDADD = $(top_srcdir)/decoder/libcdec.a $(top_srcdir)/mteval/libmteval.a $(top_srcdir)/utils/libutils.a ../klm/lm/libklm.a ../klm/util/libklm_util.a -lz diff --git a/training/liblbfgs/lbfgs++.h b/training/liblbfgs/lbfgs++.h index 92ead955..2b40c19b 100644 --- a/training/liblbfgs/lbfgs++.h +++ b/training/liblbfgs/lbfgs++.h @@ -90,6 +90,7 @@ class LBFGS { lbfgsfloatval_t *g, const int n, const lbfgsfloatval_t step) { + (void) x; (void) n; (void) step; if (!silence) { ec++; std::cerr << '.'; } diff --git a/utils/Makefile.am b/utils/Makefile.am index b7da0f06..46650c75 100644 --- a/utils/Makefile.am +++ b/utils/Makefile.am @@ -33,16 +33,12 @@ libutils_a_SOURCES = \ sparse_vector.cc \ timing_stats.cc \ verbose.cc \ - json_feature_map_lexer.cc \ weights.cc if HAVE_CMPH libutils_a_SOURCES += perfect_hash.cc endif -json_feature_map_lexer.cc: json_feature_map_lexer.ll - $(LEX) -s -8 -CF -o$@ $< - phmt_SOURCES = phmt.cc ts_SOURCES = ts.cc m_test_SOURCES = m_test.cc |