convert linear svms to use dense instead of sparse features.

adjust reference output data accordingly (trained svms didn't change!)

cpu time should be < 0.5 so True is the correct output

testsuite/tests/classifier_svmlin_modular0.txt

@@ -21,7 +21,7 @@ g2
 Ntp8
 Rp9
 (I01
-S'<<_SHOGUN_SERIALIZABLE_ASCII_FILE_V_00_>>\nversion_parameter int32 1\nmax_train_time float64 0\nsolver_type int32 0\nlabels SGSerializable* BinaryLabels [\nversion_parameter int32 1\nsubset_stack SGSerializable* SubsetStack [\nversion_parameter int32 1\nactive_subset SGSerializable* null []\nactive_subsets_stack SGSerializable* DynamicObjectArray [\nversion_parameter int32 1\narray Vector<SGSerializable*> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\n]\nlabels SGVector<float64> 92 ({1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1})\n]\nstore_model_features bool f\ndata_locked bool f\nw SGVector<float64> 2 ({-0.0836279517534162}{-0.0811939730419934})\nbias float64 0.08607485706130583\nfeatures SGSerializable* SparseFeatures float64 [\nversion_parameter int32 1\nproperties uint64 1\ncache_size int32 0\npreproc SGSerializable* DynamicObjectArray [\nversion_parameter int32 1\narray Vector<SGSerializable*> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\npreprocessed SGSerializable* DynamicArray bool [\nversion_parameter int32 1\narray Vector<bool> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\nsubset_stack SGSerializable* SubsetStack [\nversion_parameter int32 1\nactive_subset SGSerializable* null []\nactive_subsets_stack SGSerializable* DynamicObjectArray [\nversion_parameter int32 1\narray Vector<SGSerializable*> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\n]\ncombined_weight float64 1\nsparse_feature_matrix Vector<Sparse<float64>> 120 ({2 ( 0 {-1.162273319266262} 1 {-2.736135020402096})}{2 ( 0 {-2.225011115660302} 1 {-2.217077929924163})}{2 ( 0 {-1.795354671215349} 1 {-0.5243042248700311})}{2 ( 0 {-1.968380395494842} 1 {-2.759857073777984})}{2 ( 0 {-0.631631320403945} 1 {-1.549282021592439})}{2 ( 0 {-1.337174832541163} 1 {-1.862601607302286})}{2 ( 0 {-1.154893327420766} 1 {-0.7654138899639953})}{2 ( 0 {-1.514686597359673} 1 {-2.840573921708206})}{2 ( 0 {-3.800118584231998} 1 {-2.815973128017998})}{2 ( 0 {-4.334358240976068} 1 {-2.422719506203468})}{2 ( 0 {-3.058384031055297} 1 {-2.514533577377949})}{2 ( 0 {-1.768513933144829} 1 {-0.9356731957907414})}{2 ( 0 {-1.906769970181702} 1 {-3.480109848814767})}{2 ( 0 {-0.188343771395366} 1 {-1.461737394595835})}{2 ( 0 {-0.9281559735165215} 1 {-2.736453308588313})}{2 ( 0 {-3.594967112457025} 1 {-1.527929226044384})}{2 ( 0 {-2.397495222859226} 1 {-2.037845810487135})}{2 ( 0 {-2.226777157253632} 1 {-3.06935958428157})}{2 ( 0 {-3.868842776795889} 1 {-1.974839347942902})}{2 ( 0 {-2.04940591270917} 1 {-5.124729698158459})}{2 ( 0 {-1.644322468294669} 1 {-1.183846449090669})}{2 ( 0 {-3.081631848847445} 1 {-2.316419141484652})}{2 ( 0 {-1.857714579237158} 1 {-3.985587933258199})}{2 ( 0 {-3.966100267323945} 1 {-1.522906119286314})}{2 ( 0 {-0.7605267319180096} 1 {-0.5520479411500931})}{2 ( 0 {-1.000231526494924} 1 {-2.521604145354162})}{2 ( 0 {-3.043648393435689} 1 {-0.9479023147824512})}{2 ( 0 {-0.2450361546924229} 1 {-2.978808802828795})}{2 ( 0 {-2.428547841871981} 1 {-1.947939809733191})}{2 ( 0 {-2.368501154507425} 1 {-2.763754880791284})}{2 ( 0 {3.270346713702211} 1 {2.635030018919171})}{2 ( 0 {2.892916452292812} 1 {3.595558095094268})}{2 ( 0 {2.775216929271296} 1 {1.080761431311377})}{2 ( 0 {1.218163926397364} 1 {1.344563712059399})}{2 ( 0 {1.77245969482419} 1 {0.06174425129659511})}{2 ( 0 {1.529321758116366} 1 {2.068842855361534})}{2 ( 0 {1.624528265801153} 1 {2.016934510525421})}{2 ( 0 {0.1385133538858927} 1 {2.571991613023937})}{2 ( 0 {2.13357764198624} 1 {1.661969840810945})}{2 ( 0 {1.54384476476914} 1 {2.692685049053073})}{2 ( 0 {1.122655470484061} 1 {1.654312415522972})}{2 ( 0 {0.3966231311467983} 1 {3.523462868619792})}{2 ( 0 {2.627352856877914} 1 {1.762409782997033})}{2 ( 0 {1.473145677843995} 1 {2.21658998872249})}{2 ( 0 {3.454554627476132} 1 {2.028787465385562})}{2 ( 0 {3.771564061539683} 1 {1.540632469125621})}{2 ( 0 {3.470952959892766} 1 {2.628856095991832})}{2 ( 0 {1.406052773763612} 1 {2.991080066652124})}{2 ( 0 {2.400890034448376} 1 {1.571222099679919})}{2 ( 0 {3.161562918206027} 1 {0.6460513326244135})}{2 ( 0 {1.683663769476419} 1 {1.127440873896514})}{2 ( 0 {1.748834366856509} 1 {1.483617012741206})}{2 ( 0 {3.234492106809665} 1 {2.201606746531785})}{2 ( 0 {3.60659702726429} 1 {3.521412091146483})}{2 ( 0 {1.882085524623792} 1 {0.4518202910236688})}{2 ( 0 {2.427606804394046} 1 {2.851187771945598})}{2 ( 0 {3.182625475457992} 1 {0.7431137844314908})}{2 ( 0 {3.435153495706692} 1 {1.91578670912607})}{2 ( 0 {0.2463750054899136} 1 {1.729402309177142})}{2 ( 0 {1.254478506875025} 1 {2.199912766119815})}{2 ( 0 {0.493100843892968} 1 {0.5120886440156529})}{2 ( 0 {3.912651897291154} 1 {0.7722207087661038})}{2 ( 0 {2.156134962824072} 1 {0.2899502342393693})}{2 ( 0 {5.024318148517301} 1 {0.2377432545713964})}{2 ( 0 {2.678464500418626} 1 {0.3178656874334511})}{2 ( 0 {0.9229332661873511} 1 {3.086210237351624})}{2 ( 0 {3.152849121656339} 1 {1.622561243382932})}{2 ( 0 {1.459209591537816} 1 {1.032096151694264})}{2 ( 0 {4.193320416546337} 1 {-2.397996197178812})}{2 ( 0 {2.426770116227607} 1 {-0.2082312277149179})}{2 ( 0 {1.64347370369898} 1 {1.26806454342041})}{2 ( 0 {2.002588329505942} 1 {-1.565775001081931})}{2 ( 0 {1.572659654563606} 1 {0.8666459944386501})}{2 ( 0 {1.762600177516351} 1 {-0.02408410343484471})}{2 ( 0 {1.467402580871842} 1 {-1.972892653446683})}{2 ( 0 {2.193121689163387} 1 {2.783512315973205})}{2 ( 0 {3.328640898465834} 1 {1.226386579371189})}{2 ( 0 {2.901749188307652} 1 {1.073816858795743})}{2 ( 0 {1.42067333233368} 1 {0.5412959938399927})}{2 ( 0 {3.392594360515341} 1 {-0.1523150256949844})}{2 ( 0 {2.025244985140795} 1 {-1.27164622214666})}{2 ( 0 {1.716181504918142} 1 {-0.3323574684477137})}{2 ( 0 {2.407357264928086} 1 {-0.7744546963302313})}{2 ( 0 {2.40494268914516} 1 {0.1404624382817154})}{2 ( 0 {0.08404815098045493} 1 {0.872518501279567})}{2 ( 0 {1.734081496056538} 1 {-0.1542121123461977})}{2 ( 0 {1.826147588057097} 1 {-0.8592287871409139})}{2 ( 0 {4.351782761348557} 1 {-0.2495593333187602})}{2 ( 0 {1.33331292347001} 1 {1.975377937313616})}{2 ( 0 {1.250117559929307} 1 {-0.4296290509395593})}{2 ( 0 {1.348844850108228} 1 {2.694540400148789})}{2 ( 0 {1.858691668280327} 1 {2.583530360298465})}{2 ( 0 {0.2211261465014716} 1 {1.414958902817809})}{2 ( 0 {-2.313633902176043} 1 {3.79714190723192})}{2 ( 0 {-0.4393476169240257} 1 {1.469874441876963})}{2 ( 0 {0.9299314654093864} 1 {3.837428742504462})}{2 ( 0 {0.3042812263264197} 1 {2.226794530998717})}{2 ( 0 {-1.757131781443074} 1 {2.643731069101391})}{2 ( 0 {-0.1366082557729697} 1 {3.710327301150917})}{2 ( 0 {-0.178064475123102} 1 {3.232012076195472})}{2 ( 0 {0.2806712628998599} 1 {3.246496668469436})}{2 ( 0 {0.8572428196538835} 1 {3.928632578294732})}{2 ( 0 {-1.36169400527559} 1 {2.146509547864285})}{2 ( 0 {-0.5751117442027438} 1 {1.047536167370979})}{2 ( 0 {1.147033451325094} 1 {3.86255503132116})}{2 ( 0 {-0.1620772373272576} 1 {1.191584775535363})}{2 ( 0 {1.341460853657847} 1 {0.02965416410486377})}{2 ( 0 {0.1602603648416699} 1 {0.8170439260116182})}{2 ( 0 {-0.4337240059582861} 1 {2.454136970978525})}{2 ( 0 {-1.155605987328249} 1 {2.086877904805521})}{2 ( 0 {0.9394774953626472} 1 {1.391504575827808})}{2 ( 0 {-0.2397792299854748} 1 {0.7441020144588693})}{2 ( 0 {-0.5795058593588126} 1 {2.777862107376695})}{2 ( 0 {0.7061903276929008} 1 {1.874027951691315})}{2 ( 0 {0.05584350865903571} 1 {1.921305896167091})}{2 ( 0 {-1.401738605020372} 1 {1.558155179385741})}{2 ( 0 {1.659834712799875} 1 {1.957255390903647})}{2 ( 0 {1.040722943126618} 1 {2.613141326753483})}{2 ( 0 {0.5777939462859061} 1 {1.12875345469705})}{2 ( 0 {0.02240780921584391} 1 {0.9724440139544677})})\nsparse_feature_matrix.num_features int32 2\n]\n'
+S'<<_SHOGUN_SERIALIZABLE_ASCII_FILE_V_00_>>\nversion_parameter int32 1\nmax_train_time float64 0\nsolver_type int32 0\nlabels SGSerializable* BinaryLabels [\nversion_parameter int32 1\nsubset_stack SGSerializable* SubsetStack [\nversion_parameter int32 1\nactive_subset SGSerializable* null []\nactive_subsets_stack SGSerializable* DynamicObjectArray [\nversion_parameter int32 1\narray Vector<SGSerializable*> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\n]\nlabels SGVector<float64> 92 ({1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1}{-1})\n]\nstore_model_features bool f\ndata_locked bool f\nw SGVector<float64> 2 ({-0.0836279517534162}{-0.0811939730419934})\nbias float64 0.08607485706130583\nfeatures SGSerializable* DenseFeatures float64 [\nversion_parameter int32 1\nproperties uint64 1\ncache_size int32 0\npreproc SGSerializable* DynamicObjectArray [\nversion_parameter int32 1\narray Vector<SGSerializable*> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\npreprocessed SGSerializable* DynamicArray bool [\nversion_parameter int32 1\narray Vector<bool> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\nsubset_stack SGSerializable* SubsetStack [\nversion_parameter int32 1\nactive_subset SGSerializable* null []\nactive_subsets_stack SGSerializable* DynamicObjectArray [\nversion_parameter int32 1\narray Vector<SGSerializable*> 0 ()\nnum_elements int32 0\nresize_granularity int32 128\nuse_sg_malloc bool t\nfree_array bool t\n]\n]\ncombined_weight float64 1\nnum_vectors int32 120\nnum_features int32 2\nfeature_matrix SGMatrix<float64> 2 120 ({-1.162273319266262}{-2.736135020402096}{-2.225011115660302}{-2.217077929924163}{-1.795354671215349}{-0.5243042248700311}{-1.968380395494842}{-2.759857073777984}{-0.631631320403945}{-1.549282021592439}{-1.337174832541163}{-1.862601607302286}{-1.154893327420766}{-0.7654138899639953}{-1.514686597359673}{-2.840573921708206}{-3.800118584231998}{-2.815973128017998}{-4.334358240976068}{-2.422719506203468}{-3.058384031055297}{-2.514533577377949}{-1.768513933144829}{-0.9356731957907414}{-1.906769970181702}{-3.480109848814767}{-0.188343771395366}{-1.461737394595835}{-0.9281559735165215}{-2.736453308588313}{-3.594967112457025}{-1.527929226044384}{-2.397495222859226}{-2.037845810487135}{-2.226777157253632}{-3.06935958428157}{-3.868842776795889}{-1.974839347942902}{-2.04940591270917}{-5.124729698158459}{-1.644322468294669}{-1.183846449090669}{-3.081631848847445}{-2.316419141484652}{-1.857714579237158}{-3.985587933258199}{-3.966100267323945}{-1.522906119286314}{-0.7605267319180096}{-0.5520479411500931}{-1.000231526494924}{-2.521604145354162}{-3.043648393435689}{-0.9479023147824512}{-0.2450361546924229}{-2.978808802828795}{-2.428547841871981}{-1.947939809733191}{-2.368501154507425}{-2.763754880791284}{3.270346713702211}{2.635030018919171}{2.892916452292812}{3.595558095094268}{2.775216929271296}{1.080761431311377}{1.218163926397364}{1.344563712059399}{1.77245969482419}{0.06174425129659511}{1.529321758116366}{2.068842855361534}{1.624528265801153}{2.016934510525421}{0.1385133538858927}{2.571991613023937}{2.13357764198624}{1.661969840810945}{1.54384476476914}{2.692685049053073}{1.122655470484061}{1.654312415522972}{0.3966231311467983}{3.523462868619792}{2.627352856877914}{1.762409782997033}{1.473145677843995}{2.21658998872249}{3.454554627476132}{2.028787465385562}{3.771564061539683}{1.540632469125621}{3.470952959892766}{2.628856095991832}{1.406052773763612}{2.991080066652124}{2.400890034448376}{1.571222099679919}{3.161562918206027}{0.6460513326244135}{1.683663769476419}{1.127440873896514}{1.748834366856509}{1.483617012741206}{3.234492106809665}{2.201606746531785}{3.60659702726429}{3.521412091146483}{1.882085524623792}{0.4518202910236688}{2.427606804394046}{2.851187771945598}{3.182625475457992}{0.7431137844314908}{3.435153495706692}{1.91578670912607}{0.2463750054899136}{1.729402309177142}{1.254478506875025}{2.199912766119815}{0.493100843892968}{0.5120886440156529}{3.912651897291154}{0.7722207087661038}{2.156134962824072}{0.2899502342393693}{5.024318148517301}{0.2377432545713964}{2.678464500418626}{0.3178656874334511}{0.9229332661873511}{3.086210237351624}{3.152849121656339}{1.622561243382932}{1.459209591537816}{1.032096151694264}{4.193320416546337}{-2.397996197178812}{2.426770116227607}{-0.2082312277149179}{1.64347370369898}{1.26806454342041}{2.002588329505942}{-1.565775001081931}{1.572659654563606}{0.8666459944386501}{1.762600177516351}{-0.02408410343484471}{1.467402580871842}{-1.972892653446683}{2.193121689163387}{2.783512315973205}{3.328640898465834}{1.226386579371189}{2.901749188307652}{1.073816858795743}{1.42067333233368}{0.5412959938399927}{3.392594360515341}{-0.1523150256949844}{2.025244985140795}{-1.27164622214666}{1.716181504918142}{-0.3323574684477137}{2.407357264928086}{-0.7744546963302313}{2.40494268914516}{0.1404624382817154}{0.08404815098045493}{0.872518501279567}{1.734081496056538}{-0.1542121123461977}{1.826147588057097}{-0.8592287871409139}{4.351782761348557}{-0.2495593333187602}{1.33331292347001}{1.975377937313616}{1.250117559929307}{-0.4296290509395593}{1.348844850108228}{2.694540400148789}{1.858691668280327}{2.583530360298465}{0.2211261465014716}{1.414958902817809}{-2.313633902176043}{3.79714190723192}{-0.4393476169240257}{1.469874441876963}{0.9299314654093864}{3.837428742504462}{0.3042812263264197}{2.226794530998717}{-1.757131781443074}{2.643731069101391}{-0.1366082557729697}{3.710327301150917}{-0.178064475123102}{3.232012076195472}{0.2806712628998599}{3.246496668469436}{0.8572428196538835}{3.928632578294732}{-1.36169400527559}{2.146509547864285}{-0.5751117442027438}{1.047536167370979}{1.147033451325094}{3.86255503132116}{-0.1620772373272576}{1.191584775535363}{1.341460853657847}{0.02965416410486377}{0.1602603648416699}{0.8170439260116182}{-0.4337240059582861}{2.454136970978525}{-1.155605987328249}{2.086877904805521}{0.9394774953626472}{1.391504575827808}{-0.2397792299854748}{0.7441020144588693}{-0.5795058593588126}{2.777862107376695}{0.7061903276929008}{1.874027951691315}{0.05584350865903571}{1.921305896167091}{-1.401738605020372}{1.558155179385741}{1.659834712799875}{1.957255390903647}{1.040722943126618}{2.613141326753483}{0.5777939462859061}{1.12875345469705}{0.02240780921584391}{0.9724440139544677})\n]\n'
 p10
 tp11
 bcnumpy.core.multiarray