diff options
Diffstat (limited to 'decoder')
-rw-r--r-- | decoder/Makefile.am | 7 | ||||
-rwxr-xr-x | decoder/cfg.h | 47 | ||||
-rwxr-xr-x | decoder/cfg_options.h | 36 | ||||
-rwxr-xr-x | decoder/cfg_test.cc | 39 | ||||
-rwxr-xr-x | decoder/hg_cfg.h | 6 | ||||
-rw-r--r-- | decoder/hg_test.cc | 61 | ||||
-rwxr-xr-x | decoder/hg_test.h | 91 |
7 files changed, 214 insertions, 73 deletions
diff --git a/decoder/Makefile.am b/decoder/Makefile.am index 86912b49..0c434665 100644 --- a/decoder/Makefile.am +++ b/decoder/Makefile.am @@ -6,13 +6,16 @@ noinst_PROGRAMS = \ hg_test \ ff_test \ parser_test \ - grammar_test -TESTS = trule_test ff_test parser_test grammar_test hg_test + grammar_test \ + cfg_test +TESTS = trule_test ff_test parser_test grammar_test hg_test cfg_test endif cdec_SOURCES = cdec.cc forest_writer.cc maxtrans_blunsom.cc cdec_ff.cc cdec_LDADD = libcdec.a ../mteval/libmteval.a ../utils/libutils.a -lz +cfg_test_SOURCES = cfg_test.cc +cfg_test_LDADD = $(GTEST_LDFLAGS) $(GTEST_LIBS) libcdec.a ../mteval/libmteval.a ../utils/libutils.a -lz parser_test_SOURCES = parser_test.cc parser_test_LDADD = $(GTEST_LDFLAGS) $(GTEST_LIBS) libcdec.a ../mteval/libmteval.a ../utils/libutils.a -lz ff_test_SOURCES = ff_test.cc diff --git a/decoder/cfg.h b/decoder/cfg.h index b214d8dc..21e03e2c 100755 --- a/decoder/cfg.h +++ b/decoder/cfg.h @@ -34,11 +34,15 @@ #include "nt_span.h" #include <algorithm> #include "indices_after.h" +#include <boost/functional/hash.hpp> class Hypergraph; class CFGFormat; // #include "cfg_format.h" class CFGBinarize; // #include "cfg_binarize.h" +#undef CFG_MUST_EQ +#define CFG_MUST_EQ(f) if (!(o.f==f)) return false; + struct CFG { typedef int RuleHandle; typedef int NTHandle; @@ -52,6 +56,23 @@ struct CFG { typedef std::pair<int,int> BinRhs; struct Rule { + std::size_t hash_impl() const { + using namespace boost; + std::size_t h=lhs; + hash_combine(h,rhs); + hash_combine(h,p); + hash_combine(h,f); + return h; + } + bool operator ==(Rule const &o) const { + CFG_MUST_EQ(lhs) + CFG_MUST_EQ(rhs) + CFG_MUST_EQ(p) + CFG_MUST_EQ(f) + return true; + } + inline bool operator!=(Rule const& o) const { return !(o==*this); } + // for binarizing - no costs/probs Rule() : lhs(-1) { } bool is_null() const { return lhs<0; } @@ -123,6 +144,11 @@ struct CFG { }; struct NT { + std::size_t hash_impl() const { using namespace boost; return hash_value(ruleids); } + bool operator ==(NT const &o) const { + return ruleids==o.ruleids; // don't care about from + } + inline bool operator!=(NT const& o) const { return !(o==*this); } Ruleids ruleids; // index into CFG rules with lhs = this NT. aka in_edges_ NTSpan from; // optional name - still needs id to disambiguate void Swap(NT &o) { @@ -166,6 +192,18 @@ struct CFG { swap(goal_nt,o.goal_nt); } + //NOTE: this checks exact equality of data structures only. it's well known that CFG equivalence (and intersection==empty) test is undecidable. + bool operator ==(CFG const &o) const { + // doesn't matter: hg, goal_inside + CFG_MUST_EQ(uninit) + CFG_MUST_EQ(pushed_inside) + CFG_MUST_EQ(goal_nt) + CFG_MUST_EQ(nts) + CFG_MUST_EQ(rules) + return true; + } + inline bool operator!=(CFG const& o) const { return !(o==*this); } + typedef std::vector<NTHandle> NTOrder; // a list of nts, in definition-before-use order. //perhaps: give up on templated Order and move the below to .cc (NTOrder should be fine) @@ -251,6 +289,15 @@ protected: // rules/nts will have same index as hg edges/nodes }; +inline std::size_t hash_value(CFG::Rule const& r) { + return r.hash_impl(); +} + +inline std::size_t hash_value(CFG::NT const& r) { + return r.hash_impl(); +} + + inline void swap(CFG &a,CFG &b) { a.Swap(b); } diff --git a/decoder/cfg_options.h b/decoder/cfg_options.h index 10321a7f..5dca168e 100755 --- a/decoder/cfg_options.h +++ b/decoder/cfg_options.h @@ -9,19 +9,19 @@ struct CFGOptions { CFGFormat format; CFGBinarize binarize; - std::string cfg_output,source_cfg_output,cfg_unbin_output; + std::string out,source_out,unbin_out; void set_defaults() { format.set_defaults(); binarize.set_defaults(); - cfg_output=""; + out=""; } CFGOptions() { set_defaults(); } template <class Opts> // template to support both printable_opts and boost nonprintable void AddOptions(Opts *opts) { opts->add_options() - ("cfg_output", defaulted_value(&cfg_output),"write final target CFG (before FSA rescoring) to this file") - ("source_cfg_output", defaulted_value(&source_cfg_output),"write source CFG (after prelm-scoring, prelm-prune) to this file") - ("cfg_unbin_output", defaulted_value(&cfg_unbin_output),"write pre-binarization CFG to this file") //TODO: + ("cfg_output", defaulted_value(&out),"write final target CFG (before FSA rescoring) to this file") + ("source_cfg_output", defaulted_value(&source_out),"write source CFG (after prelm-scoring, prelm-prune) to this file") + ("cfg_unbin_output", defaulted_value(&unbin_out),"write pre-binarization CFG to this file") //TODO: ; binarize.AddOptions(opts); format.AddOptions(opts); @@ -29,28 +29,36 @@ struct CFGOptions { void Validate() { format.Validate(); binarize.Validate(); -// if (cfg_output.empty()) binarize.bin_name_nts=false; +// if (out.empty()) binarize.bin_name_nts=false; } char const* description() const { return "CFG output options"; } void maybe_output_source(Hypergraph const& hg) { - if (source_cfg_output.empty()) return; - std::cerr<<"Printing source CFG to "<<source_cfg_output<<": "<<format<<'\n'; - WriteFile o(source_cfg_output); + if (source_out.empty()) return; + std::cerr<<"Printing source CFG to "<<source_out<<": "<<format<<'\n'; + WriteFile o(source_out); CFG cfg(hg,false,format.features,format.goal_nt()); cfg.Print(o.get(),format); } + void maybe_print(CFG &cfg,std::string cfg_output,char const* desc=" unbinarized") { + WriteFile o(cfg_output); + std::cerr<<"Printing target"<<desc<<" CFG to "<<cfg_output<<": "<<format<<'\n'; + cfg.Print(o.get(),format); + } + void maybe_output(HgCFG &hgcfg) { - if (cfg_output.empty()) return; - std::cerr<<"Printing target CFG to "<<cfg_output<<": "<<format<<'\n'; - WriteFile o(cfg_output); + if (out.empty() && unbin_out.empty()) return; + CFG &cfg=hgcfg.GetCFG(); + maybe_print(cfg,unbin_out); maybe_binarize(hgcfg); - hgcfg.GetCFG().Print(o.get(),format); + maybe_print(cfg,out,""); } + void maybe_binarize(HgCFG &hgcfg) { if (hgcfg.binarized) return; - hgcfg.GetCFG().Binarize(binarize); + CFG &cfg=hgcfg.GetCFG(); + cfg.Binarize(binarize); hgcfg.binarized=true; } }; diff --git a/decoder/cfg_test.cc b/decoder/cfg_test.cc new file mode 100755 index 00000000..c4c37a2c --- /dev/null +++ b/decoder/cfg_test.cc @@ -0,0 +1,39 @@ +#include <gtest/gtest.h> +#include "cfg.h" +#include "hg_test.h" +#include "cfg_options.h" + +struct CFGTest : public HGSetup { + CFGTest() { } + ~CFGTest() { } + static void JsonFN(Hypergraph hg,CFG &cfg,std::string file + ,std::string const& wts="Model_0 1 EgivenF 1 f1 1") + { + FeatureVector v; + istringstream ws(wts); +// ASSERT_TRUE(ws>>v); + HGSetup::JsonTestFile(&hg,file); +// hg.Reweight(v); + cfg.Init(hg,true,false,false); + } + + static void SetUpTestCase() { + } + static void TearDownTestCase() { + } +}; + +TEST_F(CFGTest,Binarize) { + Hypergraph hg; + CFG cfg; + JsonFN(hg,cfg,perro_json,perro_wts); + CFGFormat form; + form.features=true; + cerr<<"\nCFG Test.\n\n"; + cfg.Print(cerr,form); +} + +int main(int argc, char **argv) { + testing::InitGoogleTest(&argc, argv); + return RUN_ALL_TESTS(); +} diff --git a/decoder/hg_cfg.h b/decoder/hg_cfg.h index 0a3eb53c..64a0e767 100755 --- a/decoder/hg_cfg.h +++ b/decoder/hg_cfg.h @@ -7,12 +7,14 @@ class Hypergraph; // in case you might want the CFG whether or not you apply FSA models: struct HgCFG { - HgCFG(Hypergraph const& ih) : ih(ih) { have_cfg=binarized=false; } + HgCFG(Hypergraph const& ih) : ih(ih) { have_cfg=binarized=false;have_features=false; } Hypergraph const& ih; CFG cfg; bool have_cfg; + bool have_features; + bool want_features; void InitCFG(CFG &to) { - to.Init(ih,true,false,true); + to.Init(ih,true,want_features,true); } bool binarized; CFG &GetCFG() diff --git a/decoder/hg_test.cc b/decoder/hg_test.cc index 51934ad1..d934036f 100644 --- a/decoder/hg_test.cc +++ b/decoder/hg_test.cc @@ -1,68 +1,20 @@ -#include <cassert> #include <iostream> #include <fstream> #include <vector> -#include <gtest/gtest.h> #include "tdict.h" #include "json_parse.h" -#include "filelib.h" -#include "hg.h" -#include "hg_io.h" #include "hg_intersect.h" #include "viterbi.h" #include "kbest.h" #include "inside_outside.h" -using namespace std; - -class HGTest : public testing::Test { - protected: - virtual void SetUp() { } - virtual void TearDown() { } - void CreateHG(Hypergraph* hg) const; - void CreateHG_int(Hypergraph* hg) const; - void CreateHG_tiny(Hypergraph* hg) const; - void CreateHGBalanced(Hypergraph* hg) const; - void CreateLatticeHG(Hypergraph* hg) const; - void CreateTinyLatticeHG(Hypergraph* hg) const; -}; - -void HGTest::CreateTinyLatticeHG(Hypergraph* hg) const { - const string json = "{\"rules\":[1,\"[X] ||| [1] a\",2,\"[X] ||| [1] A\",3,\"[X] ||| [1] b\",4,\"[X] ||| [1] B'\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[],\"node\":{\"in_edges\":[]},\"edges\":[{\"tail\":[0],\"feats\":[0,-0.2],\"rule\":1},{\"tail\":[0],\"feats\":[0,-0.6],\"rule\":2}],\"node\":{\"in_edges\":[0,1]},\"edges\":[{\"tail\":[1],\"feats\":[0,-0.1],\"rule\":3},{\"tail\":[1],\"feats\":[0,-0.9],\"rule\":4}],\"node\":{\"in_edges\":[2,3]}}"; - istringstream instr(json); - EXPECT_TRUE(HypergraphIO::ReadFromJSON(&instr, hg)); -} +#include "hg_test.h" -void HGTest::CreateLatticeHG(Hypergraph* hg) const { - const string json = "{\"rules\":[1,\"[X] ||| [1] a\",2,\"[X] ||| [1] A\",3,\"[X] ||| [1] A A\",4,\"[X] ||| [1] b\",5,\"[X] ||| [1] c\",6,\"[X] ||| [1] B C\",7,\"[X] ||| [1] A B C\",8,\"[X] ||| [1] CC\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[],\"node\":{\"in_edges\":[]},\"edges\":[{\"tail\":[0],\"feats\":[2,-0.3],\"rule\":1},{\"tail\":[0],\"feats\":[2,-0.6],\"rule\":2},{\"tail\":[0],\"feats\":[2,-1.7],\"rule\":3}],\"node\":{\"in_edges\":[0,1,2]},\"edges\":[{\"tail\":[1],\"feats\":[2,-0.5],\"rule\":4}],\"node\":{\"in_edges\":[3]},\"edges\":[{\"tail\":[2],\"feats\":[2,-0.6],\"rule\":5},{\"tail\":[1],\"feats\":[2,-0.8],\"rule\":6},{\"tail\":[0],\"feats\":[2,-0.01],\"rule\":7},{\"tail\":[2],\"feats\":[2,-0.8],\"rule\":8}],\"node\":{\"in_edges\":[4,5,6,7]}}"; - istringstream instr(json); - EXPECT_TRUE(HypergraphIO::ReadFromJSON(&instr, hg)); -} - -void HGTest::CreateHG_tiny(Hypergraph* hg) const { - const string json = "{\"rules\":[1,\"[X] ||| <s>\",2,\"[X] ||| X [1]\",3,\"[X] ||| Z [1]\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[{\"tail\":[],\"feats\":[0,-2,1,-99],\"rule\":1}],\"node\":{\"in_edges\":[0]},\"edges\":[{\"tail\":[0],\"feats\":[0,-0.5,1,-0.8],\"rule\":2},{\"tail\":[0],\"feats\":[0,-0.7,1,-0.9],\"rule\":3}],\"node\":{\"in_edges\":[1,2]}}"; - istringstream instr(json); - EXPECT_TRUE(HypergraphIO::ReadFromJSON(&instr, hg)); -} -void HGTest::CreateHG_int(Hypergraph* hg) const { - const string json = "{\"rules\":[1,\"[X] ||| a\",2,\"[X] ||| b\",3,\"[X] ||| a [1]\",4,\"[X] ||| [1] b\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[{\"tail\":[],\"feats\":[0,0.1],\"rule\":1},{\"tail\":[],\"feats\":[0,0.1],\"rule\":2}],\"node\":{\"in_edges\":[0,1],\"cat\":\"X\"},\"edges\":[{\"tail\":[0],\"feats\":[0,0.3],\"rule\":3},{\"tail\":[0],\"feats\":[0,0.2],\"rule\":4}],\"node\":{\"in_edges\":[2,3],\"cat\":\"Goal\"}}"; - istringstream instr(json); - EXPECT_TRUE(HypergraphIO::ReadFromJSON(&instr, hg)); -} - -void HGTest::CreateHG(Hypergraph* hg) const { - string json = "{\"rules\":[1,\"[X] ||| a\",2,\"[X] ||| A [1]\",3,\"[X] ||| c\",4,\"[X] ||| C [1]\",5,\"[X] ||| [1] B [2]\",6,\"[X] ||| [1] b [2]\",7,\"[X] ||| X [1]\",8,\"[X] ||| Z [1]\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[{\"tail\":[],\"feats\":[],\"rule\":1}],\"node\":{\"in_edges\":[0]},\"edges\":[{\"tail\":[0],\"feats\":[0,-0.8,1,-0.1],\"rule\":2}],\"node\":{\"in_edges\":[1]},\"edges\":[{\"tail\":[],\"feats\":[1,-1],\"rule\":3}],\"node\":{\"in_edges\":[2]},\"edges\":[{\"tail\":[2],\"feats\":[0,-0.2,1,-0.1],\"rule\":4}],\"node\":{\"in_edges\":[3]},\"edges\":[{\"tail\":[1,3],\"feats\":[0,-1.2,1,-0.2],\"rule\":5},{\"tail\":[1,3],\"feats\":[0,-0.5,1,-1.3],\"rule\":6}],\"node\":{\"in_edges\":[4,5]},\"edges\":[{\"tail\":[4],\"feats\":[0,-0.5,1,-0.8],\"rule\":7},{\"tail\":[4],\"feats\":[0,-0.7,1,-0.9],\"rule\":8}],\"node\":{\"in_edges\":[6,7]}}"; - istringstream instr(json); - EXPECT_TRUE(HypergraphIO::ReadFromJSON(&instr, hg)); -} +using namespace std; -void HGTest::CreateHGBalanced(Hypergraph* hg) const { - const string json = "{\"rules\":[1,\"[X] ||| i\",2,\"[X] ||| a\",3,\"[X] ||| b\",4,\"[X] ||| [1] [2]\",5,\"[X] ||| [1] [2]\",6,\"[X] ||| c\",7,\"[X] ||| d\",8,\"[X] ||| [1] [2]\",9,\"[X] ||| [1] [2]\",10,\"[X] ||| [1] [2]\",11,\"[X] ||| [1] [2]\",12,\"[X] ||| [1] [2]\",13,\"[X] ||| [1] [2]\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[{\"tail\":[],\"feats\":[],\"rule\":1}],\"node\":{\"in_edges\":[0]},\"edges\":[{\"tail\":[],\"feats\":[],\"rule\":2}],\"node\":{\"in_edges\":[1]},\"edges\":[{\"tail\":[],\"feats\":[],\"rule\":3}],\"node\":{\"in_edges\":[2]},\"edges\":[{\"tail\":[1,2],\"feats\":[],\"rule\":4},{\"tail\":[2,1],\"feats\":[],\"rule\":5}],\"node\":{\"in_edges\":[3,4]},\"edges\":[{\"tail\":[],\"feats\":[],\"rule\":6}],\"node\":{\"in_edges\":[5]},\"edges\":[{\"tail\":[],\"feats\":[],\"rule\":7}],\"node\":{\"in_edges\":[6]},\"edges\":[{\"tail\":[4,5],\"feats\":[],\"rule\":8},{\"tail\":[5,4],\"feats\":[],\"rule\":9}],\"node\":{\"in_edges\":[7,8]},\"edges\":[{\"tail\":[3,6],\"feats\":[],\"rule\":10},{\"tail\":[6,3],\"feats\":[],\"rule\":11}],\"node\":{\"in_edges\":[9,10]},\"edges\":[{\"tail\":[7,0],\"feats\":[],\"rule\":12},{\"tail\":[0,7],\"feats\":[],\"rule\":13}],\"node\":{\"in_edges\":[11,12]}}"; - istringstream instr(json); - EXPECT_TRUE(HypergraphIO::ReadFromJSON(&instr, hg)); -} +typedef HGSetup HGTest; TEST_F(HGTest,Controlled) { Hypergraph hg; @@ -187,7 +139,7 @@ TEST_F(HGTest,PruneInsideOutside) { cerr << TD::GetString(trans) << "\n"; cerr << "cost: " << cost << "\n"; hg.PrintGraphviz(); - //hg.DensityPruneInsideOutside(0.5, false, 2.0); + hg.DensityPruneInsideOutside(0.5, false, 2.0); hg.BeamPruneInsideOutside(0.5, false, 0.5); cost = ViterbiESentence(hg, &trans); cerr << "Ncst: " << cost << endl; @@ -274,7 +226,7 @@ TEST_F(HGTest,PLF) { string outplf = HypergraphIO::AsPLF(hg); cerr << " IN: " << inplf << endl; cerr << "OUT: " << outplf << endl; - assert(inplf == outplf); + EXPECT_EQ(inplf,outplf); } TEST_F(HGTest,PushWeightsToGoal) { @@ -382,9 +334,8 @@ TEST_F(HGTest,TestAddExpectations) { } TEST_F(HGTest, Small) { - ReadFile rf("test_data/small.json.gz"); Hypergraph hg; - assert(HypergraphIO::ReadFromJSON(rf.stream(), &hg)); + CreateSmallHG(&hg); SparseVector<double> wts; wts.set_value(FD::Convert("Model_0"), -2.0); wts.set_value(FD::Convert("Model_1"), -0.5); diff --git a/decoder/hg_test.h b/decoder/hg_test.h new file mode 100755 index 00000000..4f3ae251 --- /dev/null +++ b/decoder/hg_test.h @@ -0,0 +1,91 @@ +#ifndef HG_TEST_H +#define HG_TEST_H + +#include "filelib.h" +#include "hg.h" +#include "hg_io.h" +#include <sstream> +#include <gtest/gtest.h> + +using namespace std; + +#pragma GCC diagnostic ignore "-Wunused" + +namespace { + +char const* small_json="small.json.gz"; + +char const* perro_json="perro.json.gz"; +char const* perro_wts="SameFirstLetter 1 LongerThanPrev 1 ShorterThanPrev 1 GlueTop 0.0 Glue -1.0 EgivenF -0.5 FgivenE -0.5 LexEgivenF -0.5 LexFgivenE -0.5 LM 1"; + +} + +// you can inherit from this or just use the static methods +struct HGSetup : public testing::Test { + enum { + HG, + HG_int, + HG_tiny, + HGBalanced, + LatticeHG, + TinyLatticeHG, + }; + static void CreateHG(Hypergraph* hg); + static void CreateHG_int(Hypergraph* hg); + static void CreateHG_tiny(Hypergraph* hg); + static void CreateHGBalanced(Hypergraph* hg); + static void CreateLatticeHG(Hypergraph* hg); + static void CreateTinyLatticeHG(Hypergraph* hg); + + static void Json(Hypergraph *hg,std::string const& json) { + std::istringstream i(json); + ASSERT_TRUE(HypergraphIO::ReadFromJSON(&i, hg)); + } + static void JsonFile(Hypergraph *hg,std::string f) { + ReadFile rf(f); + ASSERT_TRUE(HypergraphIO::ReadFromJSON(rf.stream(), hg)) << "read from HG file "<<f; + } + static void JsonTestFile(Hypergraph *hg,std::string n) { + JsonFile(hg,"test_data/"+n); + } + static void CreateSmallHG(Hypergraph *hg) { JsonTestFile(hg,small_json); } +}; + +namespace { +char const* HGjsons[]= { + "{\"rules\":[1,\"[X] ||| a\",2,\"[X] ||| A [1]\",3,\"[X] ||| c\",4,\"[X] ||| C [1]\",5,\"[X] ||| [1] B [2]\",6,\"[X] ||| [1] b [2]\",7,\"[X] ||| X [1]\",8,\"[X] ||| Z [1]\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[{\"tail\":[],\"feats\":[],\"rule\":1}],\"node\":{\"in_edges\":[0]},\"edges\":[{\"tail\":[0],\"feats\":[0,-0.8,1,-0.1],\"rule\":2}],\"node\":{\"in_edges\":[1]},\"edges\":[{\"tail\":[],\"feats\":[1,-1],\"rule\":3}],\"node\":{\"in_edges\":[2]},\"edges\":[{\"tail\":[2],\"feats\":[0,-0.2,1,-0.1],\"rule\":4}],\"node\":{\"in_edges\":[3]},\"edges\":[{\"tail\":[1,3],\"feats\":[0,-1.2,1,-0.2],\"rule\":5},{\"tail\":[1,3],\"feats\":[0,-0.5,1,-1.3],\"rule\":6}],\"node\":{\"in_edges\":[4,5]},\"edges\":[{\"tail\":[4],\"feats\":[0,-0.5,1,-0.8],\"rule\":7},{\"tail\":[4],\"feats\":[0,-0.7,1,-0.9],\"rule\":8}],\"node\":{\"in_edges\":[6,7]}}", +"{\"rules\":[1,\"[X] ||| a\",2,\"[X] ||| b\",3,\"[X] ||| a [1]\",4,\"[X] ||| [1] b\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[{\"tail\":[],\"feats\":[0,0.1],\"rule\":1},{\"tail\":[],\"feats\":[0,0.1],\"rule\":2}],\"node\":{\"in_edges\":[0,1],\"cat\":\"X\"},\"edges\":[{\"tail\":[0],\"feats\":[0,0.3],\"rule\":3},{\"tail\":[0],\"feats\":[0,0.2],\"rule\":4}],\"node\":{\"in_edges\":[2,3],\"cat\":\"Goal\"}}", + "{\"rules\":[1,\"[X] ||| <s>\",2,\"[X] ||| X [1]\",3,\"[X] ||| Z [1]\"],\"features\":[\"f1\",\"f2\",\"Feature_1\",\"Feature_0\",\"Model_0\",\"Model_1\",\"Model_2\",\"Model_3\",\"Model_4\",\"Model_5\",\"Model_6\",\"Model_7\"],\"edges\":[{\"tail\":[],\"feats\":[0,-2,1,-99],\"rule\":1}],\"node\":{\"in_edges\":[0]},\"edges\":[{\"tail\":[0],\"feats\":[0,-0.5,1,-0.8],\"rule\":2},{\"tail\":[0],\"feats\":[0,-0.7,1,-0.9],\"rule\":3}],\"node\":{\"in_edges\":[1,2]}}", + "{\"rules\":[1,\"[X] ||| i\",2,\"[X] ||| a\",3,\"[X] ||| b\",4,\"[X] ||| [1] [2]\",5,\"[X] ||| [1] [2]\",6,\"[X] ||| c\",7,\"[X] ||| d\",8,\"[X] ||| [1] [2]\",9,\"[X] ||| [1] [2]\",10,\"[X] ||| [1] [2]\",11,\"[X] ||| [1] [2]\",12,\"[X] ||| [1] [2]\",13,\"[X] ||| [1] 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