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Inferring Types by Mining
Class Usage Frequency
from Inline Caches
Nevena Milojković
SCG
University of Bern
1
Mohammad Ghafari
SCG
University of Bern
Oscar Nierstrasz
SCG
University of Bern
Clément Béra
RMOD - INRIA
Lille Nord Europe
Example
GLMPane>>resetAnnouncer
super resetAnnouncer.
self presentations do:
[ :each | each resetAnnouncer]
resetAnnouncer
update
2
resetAnnouncer
75 63 classes
75 classes
GLMPane>>update
...
self presentations do: [ :each | each update ]
Possible types for each
GTGenericStackDebugger
GLMRoassal2Presentation
…
MooseFinder
PPBrowser
…
GTPPDebugger
PPVerticalParserInspector
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
3
63
classes
GTGenericStackDebugger
GLMRoassal2Presentation
…
MooseFinder
PPBrowser
…
GTPPDebugger
PPVerticalParserInspector
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
DYNAMIC TYPE
Possible hierarchies for each
GLMPane
GLMPresentation
4
Two
hierarchies
GLMPane
GLMPresentation
Inline Caches
5
GLMPane>>resetAnnouncer
super resetAnnouncer.
self presentations do:
[ :each | each resetAnnouncer]
RECEIVER
TYPE
21 <70> self
22 <85 00> superSend: resetAnnouncer
24 <87> pop
25 <70> self
26 <D1> send: presentations
27 <8F 01 00 03> closureNumCopied: 0 numArgs: 1 bytes 31 to 33
31 <10> pushTemp: 0
32 <D0> send: resetAnnouncer
33 <7D> blockReturn
34 <CB> send: do:
35 <87> pop
36 <78> returnSelf
BYTECODE
Inline Caches
6
22
2
0
6
0
0
112
3
13
GTGenericStackDebugger
GLMRoassal2Presentation
…
MooseFinder
PPBrowser
…
GTPPDebugger
PPVerticalParserInspector
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
Inline Caches - Ordered Classes
7
112
22
13
6
3
2
0
0
0
…
…
…
GTGenericStackDebugger
GLMRoassal2Presentation
MooseFinder
PPBrowser
GTPPDebugger
PPVerticalParserInspector
GLMPane
GTSimpleMethodsBrowser
GLMRubricTextPresentation
Inline Caches -
Ordered Hierarchies
8
GLMPane
GLMPresentation
112
564
Inline Caches -
Ordered Hierarchies
9
GLMPresentation
GLMPane
564
112
RESULTS - classes
10
0%
25%
50%
75%
100%
Roassal2 Glamour Morphic Moose
37%40%34%34%
16%9%
6%6%
47%51%
60%60%
guessed variables - average 59%
near-guessed variables - average 7%
incorrectly guessed variables - average 34%
RESULTS - hierarchies
11
0%
25%
50%
75%
100%
Roassal2 Glamour Morphic Moose
26%
11%
4%
15%
9%
12%
7%
13%
65%
77%
89%
72%
guessed variables - average 72%
near-guessed variables - average 13%
incorrectly guessed variables - average 15%
Comparison with EATI
12
0
1000
2000
3000
4000
Inline Caches EATI
748
542
2'080
3'090
# of guessed variables
# of near-guessed variables
Summary
13
GLMPane>>resetAnnouncer
super resetAnnouncer.
self presentations do:
[ :each | each resetAnnouncer]
GLMPane>>update
...
self presentations do: [ :each | each update ]
GTGenericStackDebugger
…
MooseFinder
PPBrowser
…
GTPPDebugger
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
GLMPane
GLMTabulator
GLMCompositePresentation
GLMListPresentation
…
GLMImplicitBrowser
OnMooseMetaPropertiesWithoutComments
PPParserBrowser
GLMSpecPresentation
INLINE
CACHING
FREQUENCY
DATA

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Inferring Types by Mining Class Usage Frequency from Inline Caches