done part 3 and part 4

This commit is contained in:
Claudio Maggioni 2023-03-22 14:28:17 +01:00
parent 38704ac213
commit 703b77a39d
24 changed files with 1667 additions and 3 deletions

View file

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View file

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View file

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View file

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View file

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View file

@ -0,0 +1,92 @@
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getElementDeclIsExternal,1
getAttributeDeclIsExternal,1
getAttributeDeclIndex,15
startDTD,1
startParameterEntity,12
startExternalSubset,1
endParameterEntity,1
endExternalSubset,1
elementDecl,9
attributeDecl,13
internalEntityDecl,1
externalEntityDecl,1
unparsedEntityDecl,1
notationDecl,1
endDTD,1
setDTDSource,1
getDTDSource,1
textDecl,1
comment,1
processingInstruction,1
startAttlist,1
endAttlist,1
startConditional,1
ignoredCharacters,1
endConditional,1
setDTDContentModelSource,1
getDTDContentModelSource,1
startContentModel,1
startGroup,1
pcdata,1
element,3
separator,8
occurrence,8
endGroup,1
any,1
empty,1
endContentModel,1
isNamespaceAware,1
getSymbolTable,1
getFirstElementDeclIndex,1
getNextElementDeclIndex,1
getElementDeclIndex,1
getContentSpecType,1
getElementDecl,0
getElementDeclName,1
getFirstAttributeDeclIndex,1
getNextAttributeDeclIndex,1
getAttributeDecl,1
isCDATAAttribute,7
getEntityDeclIndex,1
getEntityDecl,1
getNotationDeclIndex,1
getNotationDecl,1
getContentSpec,1
getContentSpecIndex,1
getContentSpecAsString,3
printElements,1
printAttributes,1
addContentSpecToElement,14
getElementContentModelValidator,0
createElementDecl,1
setElementDecl,1
putElementNameMapping,1
setFirstAttributeDeclIndex,1
setContentSpecIndex,1
createAttributeDecl,7
setAttributeDecl,1
createContentSpec,1
setContentSpec,1
createEntityDecl,1
setEntityDecl,1
createNotationDecl,1
setNotationDecl,1
addContentSpecNode,1
addUniqueLeafNode,3
initializeContentModelStack,11
isImmutable,1
appendContentSpec,3
printAttribute,1
createChildModel,3
buildSyntaxTree,3
contentSpecTree,3
ensureElementDeclCapacity,6
ensureAttributeDeclCapacity,2
ensureEntityDeclCapacity,4
ensureNotationDeclCapacity,5
ensureContentSpecCapacity,10
resize,1
isEntityDeclared,1
isEntityUnparsed,1
1 cluster
2 getGrammarDescription 1
3 getElementDeclIsExternal 1
4 getAttributeDeclIsExternal 1
5 getAttributeDeclIndex 15
6 startDTD 1
7 startParameterEntity 12
8 startExternalSubset 1
9 endParameterEntity 1
10 endExternalSubset 1
11 elementDecl 9
12 attributeDecl 13
13 internalEntityDecl 1
14 externalEntityDecl 1
15 unparsedEntityDecl 1
16 notationDecl 1
17 endDTD 1
18 setDTDSource 1
19 getDTDSource 1
20 textDecl 1
21 comment 1
22 processingInstruction 1
23 startAttlist 1
24 endAttlist 1
25 startConditional 1
26 ignoredCharacters 1
27 endConditional 1
28 setDTDContentModelSource 1
29 getDTDContentModelSource 1
30 startContentModel 1
31 startGroup 1
32 pcdata 1
33 element 3
34 separator 8
35 occurrence 8
36 endGroup 1
37 any 1
38 empty 1
39 endContentModel 1
40 isNamespaceAware 1
41 getSymbolTable 1
42 getFirstElementDeclIndex 1
43 getNextElementDeclIndex 1
44 getElementDeclIndex 1
45 getContentSpecType 1
46 getElementDecl 0
47 getElementDeclName 1
48 getFirstAttributeDeclIndex 1
49 getNextAttributeDeclIndex 1
50 getAttributeDecl 1
51 isCDATAAttribute 7
52 getEntityDeclIndex 1
53 getEntityDecl 1
54 getNotationDeclIndex 1
55 getNotationDecl 1
56 getContentSpec 1
57 getContentSpecIndex 1
58 getContentSpecAsString 3
59 printElements 1
60 printAttributes 1
61 addContentSpecToElement 14
62 getElementContentModelValidator 0
63 createElementDecl 1
64 setElementDecl 1
65 putElementNameMapping 1
66 setFirstAttributeDeclIndex 1
67 setContentSpecIndex 1
68 createAttributeDecl 7
69 setAttributeDecl 1
70 createContentSpec 1
71 setContentSpec 1
72 createEntityDecl 1
73 setEntityDecl 1
74 createNotationDecl 1
75 setNotationDecl 1
76 addContentSpecNode 1
77 addUniqueLeafNode 3
78 initializeContentModelStack 11
79 isImmutable 1
80 appendContentSpec 3
81 printAttribute 1
82 createChildModel 3
83 buildSyntaxTree 3
84 contentSpecTree 3
85 ensureElementDeclCapacity 6
86 ensureAttributeDeclCapacity 2
87 ensureEntityDeclCapacity 4
88 ensureNotationDeclCapacity 5
89 ensureContentSpecCapacity 10
90 resize 1
91 isEntityDeclared 1
92 isEntityUnparsed 1

View file

@ -0,0 +1,16 @@
,k_means,hierarchical
2,0.7973480585031026,0.5874087027846128
3,0.7929515822141272,0.6083207410570212
4,0.7875327826881011,0.692671697230321
5,0.7432807419504763,0.7141629304171452
6,0.7211961130227403,0.7297457578156361
7,0.7108188520737106,0.7538651674386223
8,0.7521496486020739,0.7823024861034127
9,0.7975294826166544,0.8082189521577593
10,0.8045822208703368,0.8104671295723321
11,0.8091345582763917,0.826856236491233
12,0.8140357581974259,0.834060274351163
13,0.8468647347587057,0.8414782883217177
14,0.8416685816849977,0.8402352442946155
15,0.8494389858738608,0.8512242552836264
16,0.8571428571428571,0.8571428571428571
1 k_means hierarchical
2 2 0.7973480585031026 0.5874087027846128
3 3 0.7929515822141272 0.6083207410570212
4 4 0.7875327826881011 0.692671697230321
5 5 0.7432807419504763 0.7141629304171452
6 6 0.7211961130227403 0.7297457578156361
7 7 0.7108188520737106 0.7538651674386223
8 8 0.7521496486020739 0.7823024861034127
9 9 0.7975294826166544 0.8082189521577593
10 10 0.8045822208703368 0.8104671295723321
11 11 0.8091345582763917 0.826856236491233
12 12 0.8140357581974259 0.834060274351163
13 13 0.8468647347587057 0.8414782883217177
14 14 0.8416685816849977 0.8402352442946155
15 15 0.8494389858738608 0.8512242552836264
16 16 0.8571428571428571 0.8571428571428571

View file

@ -0,0 +1,107 @@
,cluster
null2EmptyString,0
emptyString2Null,0
doc2SystemId,0
parseSchema,0
validateAnnotations,0
createAnnotationValidator,1
getGrammar,0
findGrammar,0
constructTrees,0
isExistingGrammar,0
updateImportListFor,0
updateImportListWith,0
buildGlobalNameRegistries,13
traverseSchemas,0
needReportTNSError,9
addGlobalAttributeDecl,13
addGlobalAttributeGroupDecl,13
addGlobalElementDecl,13
addGlobalGroupDecl,13
addGlobalNotationDecl,13
addGlobalTypeDecl,13
addIDConstraintDecl,0
getGlobalAttributeDecl,13
getGlobalAttributeGroupDecl,13
getGlobalElementDecl,13
getGlobalGroupDecl,13
getGlobalNotationDecl,13
getGlobalTypeDecl,13
getIDConstraintDecl,0
getGlobalDecl,13
getGlobalDeclFromGrammar,13
traverseGlobalDecl,13
schemaDocument2SystemId,0
getGrpOrAttrGrpRedefinedByRestriction,0
resolveKeyRefs,0
getIDRegistry,0
getIDRegistry_sub,0
storeKeyRef,0
resolveSchema,0
resolveSchemaSource,0
getSchemaDocument,0
getSchemaDocument0,0
getSchemaDocument1,0
expandGrammars,0
existingGrammars,0
canAddComponents,14
canAddComponent,14
addGrammars,0
addGrammarComponents,14
createGrammarFrom,1
addNewGrammarLocations,0
addNewImportedGrammars,0
updateImportList,0
addNewGrammarComponents,14
addGlobalElementDecls,13
addGlobalAttributeDecls,13
addGlobalAttributeGroupDecls,13
addGlobalNotationDecls,13
addGlobalGroupDecls,13
addGlobalTypeDecls,13
expandComponents,14
expandRelatedComponents,14
expandRelatedAttributeComponents,14
expandRelatedElementComponents,14
expandRelatedTypeComponents,14
expandRelatedModelGroupDefinitionComponents,14
expandRelatedAttributeGroupComponents,14
expandRelatedComplexTypeComponents,14
expandRelatedSimpleTypeComponents,14
expandRelatedAttributeUsesComponents,14
expandRelatedAttributeUseComponents,14
expandRelatedParticleComponents,14
expandRelatedModelGroupComponents,14
addRelatedType,0
addRelatedElement,0
addRelatedAttribute,0
addGlobalComponents,13
addGlobalComponent,13
updateImportDependencies,0
expandImportList,0
addImportList,0
containedImportedGrammar,0
getSchemaGrammar,0
findDependentNamespaces,0
addNamespaceDependency,0
reportSharingError,9
createTraversers,1
prepareForParse,0
prepareForTraverse,0
setDeclPool,0
setDVFactory,0
reset,0
traverseLocalElements,0
removeParticle,0
fillInLocalElemInfo,0
checkForDuplicateNames,0
renameRedefiningComponents,14
findQName,0
changeRedefineGroup,0
findXSDocumentForDecl,0
nonAnnotationContent,10
setSchemasVisible,0
element2Locator,0
reportSchemaError,9
reportSchemaWarning,0
setGenerateSyntheticAnnotations,0
1 cluster
2 null2EmptyString 0
3 emptyString2Null 0
4 doc2SystemId 0
5 parseSchema 0
6 validateAnnotations 0
7 createAnnotationValidator 1
8 getGrammar 0
9 findGrammar 0
10 constructTrees 0
11 isExistingGrammar 0
12 updateImportListFor 0
13 updateImportListWith 0
14 buildGlobalNameRegistries 13
15 traverseSchemas 0
16 needReportTNSError 9
17 addGlobalAttributeDecl 13
18 addGlobalAttributeGroupDecl 13
19 addGlobalElementDecl 13
20 addGlobalGroupDecl 13
21 addGlobalNotationDecl 13
22 addGlobalTypeDecl 13
23 addIDConstraintDecl 0
24 getGlobalAttributeDecl 13
25 getGlobalAttributeGroupDecl 13
26 getGlobalElementDecl 13
27 getGlobalGroupDecl 13
28 getGlobalNotationDecl 13
29 getGlobalTypeDecl 13
30 getIDConstraintDecl 0
31 getGlobalDecl 13
32 getGlobalDeclFromGrammar 13
33 traverseGlobalDecl 13
34 schemaDocument2SystemId 0
35 getGrpOrAttrGrpRedefinedByRestriction 0
36 resolveKeyRefs 0
37 getIDRegistry 0
38 getIDRegistry_sub 0
39 storeKeyRef 0
40 resolveSchema 0
41 resolveSchemaSource 0
42 getSchemaDocument 0
43 getSchemaDocument0 0
44 getSchemaDocument1 0
45 expandGrammars 0
46 existingGrammars 0
47 canAddComponents 14
48 canAddComponent 14
49 addGrammars 0
50 addGrammarComponents 14
51 createGrammarFrom 1
52 addNewGrammarLocations 0
53 addNewImportedGrammars 0
54 updateImportList 0
55 addNewGrammarComponents 14
56 addGlobalElementDecls 13
57 addGlobalAttributeDecls 13
58 addGlobalAttributeGroupDecls 13
59 addGlobalNotationDecls 13
60 addGlobalGroupDecls 13
61 addGlobalTypeDecls 13
62 expandComponents 14
63 expandRelatedComponents 14
64 expandRelatedAttributeComponents 14
65 expandRelatedElementComponents 14
66 expandRelatedTypeComponents 14
67 expandRelatedModelGroupDefinitionComponents 14
68 expandRelatedAttributeGroupComponents 14
69 expandRelatedComplexTypeComponents 14
70 expandRelatedSimpleTypeComponents 14
71 expandRelatedAttributeUsesComponents 14
72 expandRelatedAttributeUseComponents 14
73 expandRelatedParticleComponents 14
74 expandRelatedModelGroupComponents 14
75 addRelatedType 0
76 addRelatedElement 0
77 addRelatedAttribute 0
78 addGlobalComponents 13
79 addGlobalComponent 13
80 updateImportDependencies 0
81 expandImportList 0
82 addImportList 0
83 containedImportedGrammar 0
84 getSchemaGrammar 0
85 findDependentNamespaces 0
86 addNamespaceDependency 0
87 reportSharingError 9
88 createTraversers 1
89 prepareForParse 0
90 prepareForTraverse 0
91 setDeclPool 0
92 setDVFactory 0
93 reset 0
94 traverseLocalElements 0
95 removeParticle 0
96 fillInLocalElemInfo 0
97 checkForDuplicateNames 0
98 renameRedefiningComponents 14
99 findQName 0
100 changeRedefineGroup 0
101 findXSDocumentForDecl 0
102 nonAnnotationContent 10
103 setSchemasVisible 0
104 element2Locator 0
105 reportSchemaError 9
106 reportSchemaWarning 0
107 setGenerateSyntheticAnnotations 0

View file

@ -0,0 +1,107 @@
,cluster
null2EmptyString,6
emptyString2Null,6
doc2SystemId,3
parseSchema,7
validateAnnotations,3
createAnnotationValidator,3
getGrammar,3
findGrammar,3
constructTrees,2
isExistingGrammar,3
updateImportListFor,3
updateImportListWith,3
buildGlobalNameRegistries,0
traverseSchemas,0
needReportTNSError,3
addGlobalAttributeDecl,3
addGlobalAttributeGroupDecl,3
addGlobalElementDecl,3
addGlobalGroupDecl,3
addGlobalNotationDecl,3
addGlobalTypeDecl,3
addIDConstraintDecl,3
getGlobalAttributeDecl,3
getGlobalAttributeGroupDecl,3
getGlobalElementDecl,3
getGlobalGroupDecl,3
getGlobalNotationDecl,3
getGlobalTypeDecl,3
getIDConstraintDecl,3
getGlobalDecl,3
getGlobalDeclFromGrammar,3
traverseGlobalDecl,0
schemaDocument2SystemId,3
getGrpOrAttrGrpRedefinedByRestriction,6
resolveKeyRefs,3
getIDRegistry,3
getIDRegistry_sub,3
storeKeyRef,0
resolveSchema,3
resolveSchemaSource,3
getSchemaDocument,12
getSchemaDocument0,3
getSchemaDocument1,3
expandGrammars,3
existingGrammars,3
canAddComponents,3
canAddComponent,5
addGrammars,3
addGrammarComponents,3
createGrammarFrom,3
addNewGrammarLocations,3
addNewImportedGrammars,3
updateImportList,3
addNewGrammarComponents,3
addGlobalElementDecls,5
addGlobalAttributeDecls,5
addGlobalAttributeGroupDecls,5
addGlobalNotationDecls,5
addGlobalGroupDecls,5
addGlobalTypeDecls,5
expandComponents,3
expandRelatedComponents,5
expandRelatedAttributeComponents,3
expandRelatedElementComponents,3
expandRelatedTypeComponents,3
expandRelatedModelGroupDefinitionComponents,3
expandRelatedAttributeGroupComponents,3
expandRelatedComplexTypeComponents,3
expandRelatedSimpleTypeComponents,3
expandRelatedAttributeUsesComponents,3
expandRelatedAttributeUseComponents,3
expandRelatedParticleComponents,5
expandRelatedModelGroupComponents,3
addRelatedType,3
addRelatedElement,5
addRelatedAttribute,5
addGlobalComponents,3
addGlobalComponent,9
updateImportDependencies,3
expandImportList,3
addImportList,3
containedImportedGrammar,3
getSchemaGrammar,3
findDependentNamespaces,3
addNamespaceDependency,3
reportSharingError,3
createTraversers,3
prepareForParse,3
prepareForTraverse,3
setDeclPool,3
setDVFactory,3
reset,3
traverseLocalElements,10
removeParticle,4
fillInLocalElemInfo,8
checkForDuplicateNames,3
renameRedefiningComponents,2
findQName,6
changeRedefineGroup,11
findXSDocumentForDecl,3
nonAnnotationContent,3
setSchemasVisible,3
element2Locator,3
reportSchemaError,1
reportSchemaWarning,1
setGenerateSyntheticAnnotations,3
1 cluster
2 null2EmptyString 6
3 emptyString2Null 6
4 doc2SystemId 3
5 parseSchema 7
6 validateAnnotations 3
7 createAnnotationValidator 3
8 getGrammar 3
9 findGrammar 3
10 constructTrees 2
11 isExistingGrammar 3
12 updateImportListFor 3
13 updateImportListWith 3
14 buildGlobalNameRegistries 0
15 traverseSchemas 0
16 needReportTNSError 3
17 addGlobalAttributeDecl 3
18 addGlobalAttributeGroupDecl 3
19 addGlobalElementDecl 3
20 addGlobalGroupDecl 3
21 addGlobalNotationDecl 3
22 addGlobalTypeDecl 3
23 addIDConstraintDecl 3
24 getGlobalAttributeDecl 3
25 getGlobalAttributeGroupDecl 3
26 getGlobalElementDecl 3
27 getGlobalGroupDecl 3
28 getGlobalNotationDecl 3
29 getGlobalTypeDecl 3
30 getIDConstraintDecl 3
31 getGlobalDecl 3
32 getGlobalDeclFromGrammar 3
33 traverseGlobalDecl 0
34 schemaDocument2SystemId 3
35 getGrpOrAttrGrpRedefinedByRestriction 6
36 resolveKeyRefs 3
37 getIDRegistry 3
38 getIDRegistry_sub 3
39 storeKeyRef 0
40 resolveSchema 3
41 resolveSchemaSource 3
42 getSchemaDocument 12
43 getSchemaDocument0 3
44 getSchemaDocument1 3
45 expandGrammars 3
46 existingGrammars 3
47 canAddComponents 3
48 canAddComponent 5
49 addGrammars 3
50 addGrammarComponents 3
51 createGrammarFrom 3
52 addNewGrammarLocations 3
53 addNewImportedGrammars 3
54 updateImportList 3
55 addNewGrammarComponents 3
56 addGlobalElementDecls 5
57 addGlobalAttributeDecls 5
58 addGlobalAttributeGroupDecls 5
59 addGlobalNotationDecls 5
60 addGlobalGroupDecls 5
61 addGlobalTypeDecls 5
62 expandComponents 3
63 expandRelatedComponents 5
64 expandRelatedAttributeComponents 3
65 expandRelatedElementComponents 3
66 expandRelatedTypeComponents 3
67 expandRelatedModelGroupDefinitionComponents 3
68 expandRelatedAttributeGroupComponents 3
69 expandRelatedComplexTypeComponents 3
70 expandRelatedSimpleTypeComponents 3
71 expandRelatedAttributeUsesComponents 3
72 expandRelatedAttributeUseComponents 3
73 expandRelatedParticleComponents 5
74 expandRelatedModelGroupComponents 3
75 addRelatedType 3
76 addRelatedElement 5
77 addRelatedAttribute 5
78 addGlobalComponents 3
79 addGlobalComponent 9
80 updateImportDependencies 3
81 expandImportList 3
82 addImportList 3
83 containedImportedGrammar 3
84 getSchemaGrammar 3
85 findDependentNamespaces 3
86 addNamespaceDependency 3
87 reportSharingError 3
88 createTraversers 3
89 prepareForParse 3
90 prepareForTraverse 3
91 setDeclPool 3
92 setDVFactory 3
93 reset 3
94 traverseLocalElements 10
95 removeParticle 4
96 fillInLocalElemInfo 8
97 checkForDuplicateNames 3
98 renameRedefiningComponents 2
99 findQName 6
100 changeRedefineGroup 11
101 findXSDocumentForDecl 3
102 nonAnnotationContent 3
103 setSchemasVisible 3
104 element2Locator 3
105 reportSchemaError 1
106 reportSchemaWarning 1
107 setGenerateSyntheticAnnotations 3

View file

@ -0,0 +1,107 @@
,cluster
null2EmptyString,8
emptyString2Null,8
doc2SystemId,0
parseSchema,5
validateAnnotations,0
createAnnotationValidator,0
getGrammar,0
findGrammar,0
constructTrees,3
isExistingGrammar,0
updateImportListFor,0
updateImportListWith,0
buildGlobalNameRegistries,2
traverseSchemas,2
needReportTNSError,0
addGlobalAttributeDecl,0
addGlobalAttributeGroupDecl,0
addGlobalElementDecl,0
addGlobalGroupDecl,0
addGlobalNotationDecl,0
addGlobalTypeDecl,0
addIDConstraintDecl,0
getGlobalAttributeDecl,0
getGlobalAttributeGroupDecl,0
getGlobalElementDecl,0
getGlobalGroupDecl,0
getGlobalNotationDecl,0
getGlobalTypeDecl,0
getIDConstraintDecl,0
getGlobalDecl,0
getGlobalDeclFromGrammar,0
traverseGlobalDecl,2
schemaDocument2SystemId,0
getGrpOrAttrGrpRedefinedByRestriction,8
resolveKeyRefs,0
getIDRegistry,0
getIDRegistry_sub,0
storeKeyRef,9
resolveSchema,0
resolveSchemaSource,0
getSchemaDocument,0
getSchemaDocument0,0
getSchemaDocument1,0
expandGrammars,0
existingGrammars,0
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canAddComponent,1
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addGrammarComponents,0
createGrammarFrom,0
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addNewImportedGrammars,0
updateImportList,0
addNewGrammarComponents,0
addGlobalElementDecls,1
addGlobalAttributeDecls,1
addGlobalAttributeGroupDecls,1
addGlobalNotationDecls,1
addGlobalGroupDecls,1
addGlobalTypeDecls,1
expandComponents,0
expandRelatedComponents,1
expandRelatedAttributeComponents,0
expandRelatedElementComponents,0
expandRelatedTypeComponents,0
expandRelatedModelGroupDefinitionComponents,0
expandRelatedAttributeGroupComponents,0
expandRelatedComplexTypeComponents,0
expandRelatedSimpleTypeComponents,0
expandRelatedAttributeUsesComponents,0
expandRelatedAttributeUseComponents,0
expandRelatedParticleComponents,1
expandRelatedModelGroupComponents,0
addRelatedType,0
addRelatedElement,1
addRelatedAttribute,1
addGlobalComponents,0
addGlobalComponent,6
updateImportDependencies,0
expandImportList,0
addImportList,0
containedImportedGrammar,0
getSchemaGrammar,0
findDependentNamespaces,0
addNamespaceDependency,0
reportSharingError,0
createTraversers,0
prepareForParse,0
prepareForTraverse,0
setDeclPool,0
setDVFactory,0
reset,0
traverseLocalElements,7
removeParticle,10
fillInLocalElemInfo,12
checkForDuplicateNames,0
renameRedefiningComponents,13
findQName,8
changeRedefineGroup,11
findXSDocumentForDecl,0
nonAnnotationContent,0
setSchemasVisible,0
element2Locator,0
reportSchemaError,4
reportSchemaWarning,4
setGenerateSyntheticAnnotations,0
1 cluster
2 null2EmptyString 8
3 emptyString2Null 8
4 doc2SystemId 0
5 parseSchema 5
6 validateAnnotations 0
7 createAnnotationValidator 0
8 getGrammar 0
9 findGrammar 0
10 constructTrees 3
11 isExistingGrammar 0
12 updateImportListFor 0
13 updateImportListWith 0
14 buildGlobalNameRegistries 2
15 traverseSchemas 2
16 needReportTNSError 0
17 addGlobalAttributeDecl 0
18 addGlobalAttributeGroupDecl 0
19 addGlobalElementDecl 0
20 addGlobalGroupDecl 0
21 addGlobalNotationDecl 0
22 addGlobalTypeDecl 0
23 addIDConstraintDecl 0
24 getGlobalAttributeDecl 0
25 getGlobalAttributeGroupDecl 0
26 getGlobalElementDecl 0
27 getGlobalGroupDecl 0
28 getGlobalNotationDecl 0
29 getGlobalTypeDecl 0
30 getIDConstraintDecl 0
31 getGlobalDecl 0
32 getGlobalDeclFromGrammar 0
33 traverseGlobalDecl 2
34 schemaDocument2SystemId 0
35 getGrpOrAttrGrpRedefinedByRestriction 8
36 resolveKeyRefs 0
37 getIDRegistry 0
38 getIDRegistry_sub 0
39 storeKeyRef 9
40 resolveSchema 0
41 resolveSchemaSource 0
42 getSchemaDocument 0
43 getSchemaDocument0 0
44 getSchemaDocument1 0
45 expandGrammars 0
46 existingGrammars 0
47 canAddComponents 0
48 canAddComponent 1
49 addGrammars 0
50 addGrammarComponents 0
51 createGrammarFrom 0
52 addNewGrammarLocations 0
53 addNewImportedGrammars 0
54 updateImportList 0
55 addNewGrammarComponents 0
56 addGlobalElementDecls 1
57 addGlobalAttributeDecls 1
58 addGlobalAttributeGroupDecls 1
59 addGlobalNotationDecls 1
60 addGlobalGroupDecls 1
61 addGlobalTypeDecls 1
62 expandComponents 0
63 expandRelatedComponents 1
64 expandRelatedAttributeComponents 0
65 expandRelatedElementComponents 0
66 expandRelatedTypeComponents 0
67 expandRelatedModelGroupDefinitionComponents 0
68 expandRelatedAttributeGroupComponents 0
69 expandRelatedComplexTypeComponents 0
70 expandRelatedSimpleTypeComponents 0
71 expandRelatedAttributeUsesComponents 0
72 expandRelatedAttributeUseComponents 0
73 expandRelatedParticleComponents 1
74 expandRelatedModelGroupComponents 0
75 addRelatedType 0
76 addRelatedElement 1
77 addRelatedAttribute 1
78 addGlobalComponents 0
79 addGlobalComponent 6
80 updateImportDependencies 0
81 expandImportList 0
82 addImportList 0
83 containedImportedGrammar 0
84 getSchemaGrammar 0
85 findDependentNamespaces 0
86 addNamespaceDependency 0
87 reportSharingError 0
88 createTraversers 0
89 prepareForParse 0
90 prepareForTraverse 0
91 setDeclPool 0
92 setDVFactory 0
93 reset 0
94 traverseLocalElements 7
95 removeParticle 10
96 fillInLocalElemInfo 12
97 checkForDuplicateNames 0
98 renameRedefiningComponents 13
99 findQName 8
100 changeRedefineGroup 11
101 findXSDocumentForDecl 0
102 nonAnnotationContent 0
103 setSchemasVisible 0
104 element2Locator 0
105 reportSchemaError 4
106 reportSchemaWarning 4
107 setGenerateSyntheticAnnotations 0

View file

@ -0,0 +1,14 @@
,k_means,hierarchical
2,0.653710343152024,0.6897290995261953
3,0.7619679813132313,0.739093871180792
4,0.7984312146893348,0.8064687623601431
5,0.8435547562272465,0.8435547562272465
6,0.8611535046317008,0.842649115950788
7,0.8678669375642456,0.8504397238719222
8,0.8739125874487823,0.8174948896615486
9,0.8788481792716016,0.8747912741464551
10,0.8903718217266576,0.8775840532668583
11,0.8875387867792598,0.8867064376197864
12,0.8959671318660039,0.8952551515692575
13,0.902637950556443,0.9017527022417632
14,0.9084235209322024,0.8989895586680513
1 k_means hierarchical
2 2 0.653710343152024 0.6897290995261953
3 3 0.7619679813132313 0.739093871180792
4 4 0.7984312146893348 0.8064687623601431
5 5 0.8435547562272465 0.8435547562272465
6 6 0.8611535046317008 0.842649115950788
7 7 0.8678669375642456 0.8504397238719222
8 8 0.8739125874487823 0.8174948896615486
9 9 0.8788481792716016 0.8747912741464551
10 10 0.8903718217266576 0.8775840532668583
11 11 0.8875387867792598 0.8867064376197864
12 12 0.8959671318660039 0.8952551515692575
13 13 0.902637950556443 0.9017527022417632
14 14 0.9084235209322024 0.8989895586680513

View file

@ -0,0 +1,109 @@
,cluster
reset,0
getRecognizedFeatures,0
setFeature,0
getRecognizedProperties,0
setProperty,0
getFeatureDefault,0
getPropertyDefault,0
setDocumentHandler,0
getDocumentHandler,0
startDocument,0
xmlDecl,0
doctypeDecl,0
comment,0
processingInstruction,0
startElement,0
emptyElement,0
endElement,0
startGeneralEntity,0
textDecl,0
endGeneralEntity,0
characters,0
ignorableWhitespace,0
startCDATA,0
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View file

@ -0,0 +1,109 @@
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View file

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View file

@ -0,0 +1,15 @@
,k_means,hierarchical
2,0.7400737900068505,0.7450255723178434
3,0.750834341421787,0.7590675173051686
4,0.7679751766235376,0.7537209967731088
5,0.7694034011467328,0.7857193607872571
6,0.7912800923302977,0.7998705023701569
7,0.7945459689471787,0.8089785658259816
8,0.8182179715203751,0.8386247544828634
9,0.8417229111627736,0.8681233694906747
10,0.8647266620127783,0.879025772110854
11,0.8825387834587034,0.8849687834612566
12,0.8852199398177911,0.891045019202272
13,0.8905822525359668,0.8974662016344479
14,0.9036154755382922,0.9037208985767615
15,0.9101193816556802,0.9101193816556802
1 k_means hierarchical
2 2 0.7400737900068505 0.7450255723178434
3 3 0.750834341421787 0.7590675173051686
4 4 0.7679751766235376 0.7537209967731088
5 5 0.7694034011467328 0.7857193607872571
6 6 0.7912800923302977 0.7998705023701569
7 7 0.7945459689471787 0.8089785658259816
8 8 0.8182179715203751 0.8386247544828634
9 9 0.8417229111627736 0.8681233694906747
10 10 0.8647266620127783 0.879025772110854
11 11 0.8825387834587034 0.8849687834612566
12 12 0.8852199398177911 0.891045019202272
13 13 0.8905822525359668 0.8974662016344479
14 14 0.9036154755382922 0.9037208985767615
15 15 0.9101193816556802 0.9101193816556802

47
ground_truth.py Executable file
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@ -0,0 +1,47 @@
#!/usr/bin/env python3
import os
import pandas as pd
import glob
DIR: str = os.path.dirname(os.path.realpath(__file__))
IN_DIR: str = DIR + '/feature_vectors'
OUT_DIR: str = DIR + '/clustering'
def clean_output():
filelist = glob.glob(OUT_DIR + '/*_groundtruth.csv')
for f in filelist:
os.remove(f)
def ground_truth(method_name: str, keywords: list[str]):
for i, key in enumerate(keywords):
if method_name.find(key) != -1:
return i + 1
return 0
def create_ground_truth(path: str, keywords: list[str]):
clazz_name = os.path.basename(path)
clazz_name = clazz_name[:clazz_name.rfind('.')]
df = pd.read_csv(path, index_col=0).filter([])
df['cluster'] = df.index.map(lambda m: ground_truth(m.lower(), keywords))
df.to_csv(OUT_DIR + '/' + clazz_name + '_groundtruth.csv')
def main():
with open(DIR + '/keyword_list.txt', 'r') as f:
keywords: list[str] = [x.strip().strip('\n').lower() for x in f.readlines()]
clean_output()
filelist = glob.glob(IN_DIR + '/*.csv')
for f in filelist:
create_ground_truth(f, keywords)
if __name__ == '__main__':
main()

49
hierarchical.py Executable file
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@ -0,0 +1,49 @@
#!/usr/bin/env python3
from sklearn.cluster import AgglomerativeClustering
import numpy as np
import glob
import os
import pandas as pd
import argparse
DIR: str = os.path.dirname(os.path.realpath(__file__))
OUT_DIR: str = DIR + '/clustering'
IN_DIR: str = DIR + '/feature_vectors'
def cluster_hierarchical(path: str, n_clusters: int, save_to_disk: bool = True) -> tuple[any, any]:
clazz_name = os.path.basename(path)
clazz_name = clazz_name[:clazz_name.rfind('.')]
df = pd.read_csv(path)
X = df.drop(df.columns[0], axis=1).to_numpy()
kmeans = AgglomerativeClustering(
n_clusters=n_clusters, linkage='complete').fit(X)
Y = kmeans.labels_ # array of cluster # assigned to each method
# combine cluster labels with method name
assigned = pd.DataFrame(Y, columns=['cluster']).set_axis(
df.iloc[:, 0].values)
if save_to_disk:
assigned.to_csv(OUT_DIR + '/' + clazz_name + '_hierarchical.csv')
return (X, Y,)
def main():
parser = argparse.ArgumentParser(
description='Compute agglomerative clustering')
parser.add_argument('class_name', type=str, help='name of the god class')
parser.add_argument('n_clusters', type=int, help='number of clusters')
args = parser.parse_args()
path = IN_DIR + '/' + args.class_name + '.csv'
os.remove(OUT_DIR + '/' + args.class_name + '_hierarchical.csv')
cluster_hierarchical(path, args.n_clusters)
if __name__ == '__main__':
main()

52
k_means.py Executable file
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@ -0,0 +1,52 @@
#!/usr/bin/env python3
from sklearn.cluster import KMeans
import numpy as np
import glob
import os
import pandas as pd
import argparse
DIR: str = os.path.dirname(os.path.realpath(__file__))
OUT_DIR: str = DIR + '/clustering'
IN_DIR: str = DIR + '/feature_vectors'
RAND_SEED: int = 0
def cluster_kmeans(path: str, n_clusters: int, save_to_disk: bool = True) -> tuple[any, any]:
clazz_name = os.path.basename(path)
clazz_name = clazz_name[:clazz_name.rfind('.')]
df = pd.read_csv(path, index_col=0)
X = df.to_numpy()
kmeans = KMeans(n_clusters=n_clusters,
random_state=RAND_SEED, n_init='auto').fit(X)
Y = kmeans.labels_ # array of cluster # assigned to each method
# combine cluster labels with method name
assigned = pd.DataFrame(Y, columns=['cluster']).set_axis(
df.index.values)
if save_to_disk:
assigned.to_csv(OUT_DIR + '/' + clazz_name + '_kmeans.csv')
return (X, Y,)
def main():
parser = argparse.ArgumentParser(
description='Compute k-means clustering')
parser.add_argument('class_name', type=str, help='name of the god class')
parser.add_argument('n_clusters', type=int, help='number of clusters')
args = parser.parse_args()
path = IN_DIR + '/' + args.class_name + '.csv'
os.remove(OUT_DIR + '/' + args.class_name + '_kmeans.csv')
cluster_kmeans(path, args.n_clusters)
if __name__ == '__main__':
main()

14
keyword_list.txt Normal file
View file

@ -0,0 +1,14 @@
create
object
cache
uri
standalone
encoding
identifier
user
error
content
parameter
subset
global
component

49
prec_recall.py Executable file
View file

@ -0,0 +1,49 @@
#!/usr/bin/env python3
import numpy as np
import glob
import os
import pandas as pd
DIR: str = os.path.dirname(os.path.realpath(__file__))
IN_DIR: str = DIR + '/clustering'
OUT_DIR: str = DIR + ''
def intrapairs(path: str) -> set[set[str, str]]:
df = pd.read_csv(path)
clusters: list[list[str]] = df.groupby(
'cluster').agg(list).iloc[:, 0].values
intrapairs: set[set[str]] = set() # inner sets always contain 2 elements
for cluster in clusters:
for i, e1 in enumerate(cluster):
for j in range(i + 1, len(cluster)):
e2 = cluster[j]
intrapairs.add(frozenset((e1, e2,)))
return intrapairs
def main():
filelist = glob.glob(IN_DIR + '/*_groundtruth.csv')
for f in filelist:
clazz_name = os.path.basename(f)
clazz_name = clazz_name[:clazz_name.rfind('_groundtruth.csv')]
print(clazz_name)
ground_pairs = intrapairs(f)
for method in ['kmeans', 'hierarchical']:
cluster_pairs = intrapairs(
IN_DIR + '/' + clazz_name + '_' + method + '.csv')
n_common = len(ground_pairs.intersection(cluster_pairs))
precision = n_common / len(cluster_pairs)
recall = n_common / len(ground_pairs)
print(method + " precision: " + str(precision))
print(method + " recall: " + str(recall))
print()
if __name__ == '__main__':
main()

View file

@ -21,7 +21,7 @@ source env/bin/activate
pip3 install -r requirements.txt pip3 install -r requirements.txt
``` ```
## Run *find god classes* ## Running part 1: find god classes
```shell ```shell
./find_god_classes.py ./find_god_classes.py
@ -29,6 +29,32 @@ pip3 install -r requirements.txt
The resulting CSV file containing a list of God classes is generated in the `god_classes/god_classes.csv` path. The resulting CSV file containing a list of God classes is generated in the `god_classes/god_classes.csv` path.
## Running part 3: clustering and silhouette metric
To compute optimal k-means and agglomerative clusterings using silhouette
validation for all classes run:
```shell
./silhouette.py --validate --autorun
```
To compute k-means or agglomerative clustering for a specific number of
clusters `K` and a specific class `KLASS` run respectively:
```shell
./k_means.py KLASS K
```
```shell
./hierarchical.py KLASS K
```
Then, to check their silhouette metric run:
```shell
./silhouette.py
```
## Compile report ## Compile report
- Install [Pandoc](https://pandoc.org/); - Install [Pandoc](https://pandoc.org/);

View file

@ -1,4 +1,4 @@
javalang==0.13.0 javalang==0.13.0
numpy==1.23.5
pandas==1.5.2 pandas==1.5.2
scikit_learn==1.2.1 scikit_learn==1.2.2
shrek==0.0.2

95
silhouette.py Executable file
View file

@ -0,0 +1,95 @@
#!/usr/bin/env python3
from sklearn.cluster import AgglomerativeClustering
from sklearn.metrics import silhouette_score
import numpy as np
import glob
import os
import pandas as pd
import argparse
from k_means import cluster_kmeans
from hierarchical import cluster_hierarchical
DIR: str = os.path.dirname(os.path.realpath(__file__))
OUT_DIR: str = DIR + '/clustering'
IN_DIR: str = DIR + '/feature_vectors'
K_MAX: int = 65
def clean_output():
filelist = glob.glob(OUT_DIR + '/*_silhouette.csv')
for f in filelist:
os.remove(f)
def validate(path: str, clazz_name: str, autorun: bool):
df = pd.DataFrame(columns=['k_means', 'hierarchical'], dtype=float)
# We bound the number of clusters by the number of distinct points in our dataset.
# To count them, we compute the number of "distinct" feature vectors and we
# bound to the minimum of K_MAX and this number.
nodup = pd.read_csv(path, index_col=0).drop_duplicates()
max_distinct = len(nodup)
for n in range(2, min(K_MAX, max_distinct)):
X_h, Y_h = cluster_hierarchical(path, n, save_to_disk=False)
df.loc[n, 'k_means'] = silhouette_score(X_h, Y_h)
X_k, Y_k = cluster_kmeans(path, n, save_to_disk=False)
df.loc[n, 'hierarchical'] = silhouette_score(X_k, Y_k)
k_kmeans = df[['k_means']].idxmax()[0]
k_hierarchical = df[['hierarchical']].idxmax()[0]
print("K_means optimal value: " + str(k_kmeans))
print("Hierarchical optimal value: " + str(k_hierarchical))
df.to_csv(OUT_DIR + '/' + clazz_name + '_silhouette.csv')
if autorun:
cluster_hierarchical(path, k_hierarchical)
cluster_kmeans(path, k_kmeans)
def compute_silhouette(path: str, clazz_name: str, suffix: str):
df_y = pd.read_csv(OUT_DIR + '/' + clazz_name + '_' + suffix + '.csv')
Y = df_y.iloc[:, 1].values
df = pd.read_csv(path)
X = df.drop(df.columns[0], axis=1).to_numpy()
print("Silhouette for " + suffix + ": " + str(silhouette_score(X, Y)))
def main():
parser = argparse.ArgumentParser(description='Compute silhouette metric.')
parser.add_argument('--validate', action='store_true',
help='compute optimal k for each algorithm')
parser.add_argument('--autorun', action='store_true',
help='if validating, computes CSV for optimal clustering automatically')
args = parser.parse_args()
if args.validate:
clean_output()
filelist = glob.glob(IN_DIR + '/*.csv')
for f in filelist:
clazz_name = os.path.basename(f)
clazz_name = clazz_name[:clazz_name.rfind('.')]
print(clazz_name)
if args.validate:
validate(f, clazz_name, args.autorun)
compute_silhouette(f, clazz_name, 'kmeans')
compute_silhouette(f, clazz_name, 'hierarchical')
print()
if __name__ == '__main__':
main()