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Yogi Berra
You’ve got to be careful
if you do not know
where you are going,
because you might not get there.
demo-
driven
research
www.tudorgirba.com
demo-
driven
research
www.tudorgirba.com
challenge
design
demo
listen
enable
research?
research improves
the status quo
the status quo?
the status quo
the existing state of affairs
Picture by _FXR
Picture by _FXR
Picture by _FXR
F = m a.
E = m c. 2
Picture by _FXR
post-it
the status quo
the existing state of affairs
the status quo
the sum of our assumptions
Tom de Marco
It’s not what you don’t know that kills you,
it’s what you know that isn’t so
the status quo
the sum of our assumptions
research
revealing what no one revealed before
demo-
driven
research
www.tudorgirba.com
challenge
demo-
driven
research
www.tudorgirba.com
challenge
design
demo-
driven
research
www.tudorgirba.com
challenge
design
demo-
driven
research
www.tudorgirba.com
challenge
design
present
to Understand Software Evolution
Modeling History
vorgelegt von
Tudor Gîrba
von Rumänien
Inauguraldissertation der
Philosophisch-naturwissenschaftlichen
Fakultät der Universität Bern
Leiter der Arbeit:
Prof. Dr. Stéphane Ducasse
Prof. Dr. Oscar Nierstrasz
Institut für Informatik und
angewandte Mathematik
To provide a generic
meta-model for
expressing software
evolution analyses,
we need to recognize
evolution as an explicit
phenomenon and model
it as a first class entity.
to Understand Software Evolution
Modeling History
vorgelegt von
Tudor Gîrba
von Rumänien
Inauguraldissertation der
Philosophisch-naturwissenschaftlichen
Fakultät der Universität Bern
Leiter der Arbeit:
Prof. Dr. Stéphane Ducasse
Prof. Dr. Oscar Nierstrasz
Institut für Informatik und
angewandte Mathematik
tudorgirba.com/blog
blog.duarte.com
thebackofthenapkin.com
www.ted.com
content
content form
content form
content form
yesterday’s
weather
30%
30% 90%
yesterdayWeatherProbabilityWithTopPreviousWENM: topPreviousWENM
andTopCurrentENM: topCurrentENM
| currentVersions previousClassHistoriesSortedByWENM
yesterdayWeatherHits last2VersionsTopHistories last2Versions
last2HistoriesSortedByENM x valuesCount previousVersionsTopHistories
previousVersionsTopHistoriesNames over |
currentVersions := OrderedCollection new.
currentVersions addLast: (self allVersionNames at: 1).
yesterdayWeatherHits := 0.
(2 to: self allVersionNames size) do: [: i |
self smelly: 'this algorithm is too big and complex'.
previousClassHistoriesSortedByWENM := (self classHistories
selectFromReferenceVersionCollection: currentVersions)
sortBy: [:a :b | a value getWENM >= b value getWENM].
currentVersions addLast: (self allVersionNames at: i).
previousVersionsTopHistories := OrderedCollection new.
x := previousClassHistoriesSortedByWENM first value getWENM.
valuesCount := 0.
previousClassHistoriesSortedByWENM do: [ :each |
(each value getWENM ~= x) ifTrue: [
valuesCount := valuesCount + 1. x:= each value getWENM].
(valuesCount < topPreviousWENM) ifTrue: [
previousVersionsTopHistories addLast: each]
].
last2VersionsTopHistories := OrderedCollection new.
last2Versions := OrderedCollection new.
last2Versions addLast: (self allVersionNames at: (i-1)).
last2Versions addLast: (self allVersionNames at: i).
valuesCount := valuesCount + 1. x:= each value getWENM].
(valuesCount < topPreviousWENM) ifTrue: [
previousVersionsTopHistories addLast: each]
].
last2VersionsTopHistories := OrderedCollection new.
last2Versions := OrderedCollection new.
last2Versions addLast: (self allVersionNames at: (i-1)).
last2Versions addLast: (self allVersionNames at: i).
last2HistoriesSortedByENM := (self classHistories
selectFromReferenceVersionCollection: last2Versions)
sortBy: [:a :b | a value getWENM >= b value getWENM].
x := last2HistoriesSortedByENM first value getENM.
valuesCount := 0.
last2HistoriesSortedByENM do: [ :each |
(each value getENM ~= x) ifTrue: [
valuesCount := valuesCount + 1. x:= each value getENM].
(valuesCount < topCurrentENM) ifTrue: [
last2VersionsTopHistories addLast: each]
].
previousVersionsTopHistoriesNames := previousVersionsTopHistories
collect: [ :each | each value name].
over := false.
last2VersionsTopHistories do: [:each |
((previousVersionsTopHistoriesNames includes: (each value name))
and: [over not]) ifTrue: [
yesterdayWeatherHits := yesterdayWeatherHits + 1. over := true].
].
].
^yesterdayWeatherHits/(self size - 1) asFloat.
yesterdayWeatherProbabilityWithTopPreviousWENM: topPreviousWENM
andTopCurrentENM: topCurrentENM
| currentVersions previousClassHistoriesSortedByWENM
yesterdayWeatherHits last2VersionsTopHistories last2Versions
last2HistoriesSortedByENM x valuesCount previousVersionsTopHistories
previousVersionsTopHistoriesNames over |
currentVersions := OrderedCollection new.
currentVersions addLast: (self allVersionNames at: 1).
yesterdayWeatherHits := 0.
(2 to: self allVersionNames size) do: [: i |
self smelly: 'this algorithm is too big and complex'.
previousClassHistoriesSortedByWENM := (self classHistories
selectFromReferenceVersionCollection: currentVersions)
sortBy: [:a :b | a value getWENM >= b value getWENM].
currentVersions addLast: (self allVersionNames at: i).
previousVersionsTopHistories := OrderedCollection new.
x := previousClassHistoriesSortedByWENM first value getWENM.
valuesCount := 0.
previousClassHistoriesSortedByWENM do: [ :each |
(each value getWENM ~= x) ifTrue: [
valuesCount := valuesCount + 1. x:= each value getWENM].
(valuesCount < topPreviousWENM) ifTrue: [
previousVersionsTopHistories addLast: each]
].
last2VersionsTopHistories := OrderedCollection new.
last2Versions := OrderedCollection new.
last2Versions addLast: (self allVersionNames at: (i-1)).
last2Versions addLast: (self allVersionNames at: i).
yesterdayWeatherProbabilityWithTopPreviousWENM: topPreviousWENM
andTopCurrentENM: topCurrentENM
| currentVersions previousClassHistoriesSortedByWENM
yesterdayWeatherHits last2VersionsTopHistories last2Versions
last2HistoriesSortedByENM x valuesCount previousVersionsTopHistories
previousVersionsTopHistoriesNames over |
currentVersions := OrderedCollection new.
currentVersions addLast: (self allVersionNames at: 1).
yesterdayWeatherHits := 0.
(2 to: self allVersionNames size) do: [: i |
self smelly: 'this algorithm is too big and complex'.
previousClassHistoriesSortedByWENM := (self classHistories
selectFromReferenceVersionCollection: currentVersions)
sortBy: [:a :b | a value getWENM >= b value getWENM].
currentVersions addLast: (self allVersionNames at: i).
previousVersionsTopHistories := OrderedCollection new.
x := previousClassHistoriesSortedByWENM first value getWENM.
valuesCount := 0.
previousClassHistoriesSortedByWENM do: [ :each |
(each value getWENM ~= x) ifTrue: [
valuesCount := valuesCount + 1. x:= each value getWENM].
(valuesCount < topPreviousWENM) ifTrue: [
previousVersionsTopHistories addLast: each]
].
last2VersionsTopHistories := OrderedCollection new.
last2Versions := OrderedCollection new.
last2Versions addLast: (self allVersionNames at: (i-1)).
last2Versions addLast: (self allVersionNames at: i).
present
present
past
present
past future
present
past future
present
past future
present
past future
prediction hit
present
past future
YesterdayWeatherHit(present):
past:=all.topChanged(beginning, present)
future:=all.topChanged(present, end)
past.intersect(future).notEmpty()
prediction hit
hit hit hit
YW = 3 / 8 = 37%
hit hit hit hit hit hit hit
YW = 7 / 8 = 87%
yWFor: yesterdayCheck for: tomorrowCheck
| hits |
hits := (self detailedYWFor: yesterdayCheck for: tomorrowCheck)
sum: [ :each | each isEmpty ifTrue: [0] ifFalse: [1]].
^ hits / (self versions size - 2)
yWFor: yesterdayCheck for: tomorrowCheck
^ ( 3 to: self versions size ) collect: [ :i |
| yesterday tomorrow |
yesterday := self
selectByExpression: yesterdayCheck
appliedFromVersionIndex: 1
toVersionIndexAndPresentInIt: i - 1.
tomorrow := self
selectByExpression: tomorrowCheck
appliedFromVersionIndexAndPresentInIt: i - 1
toVersionIndex: self versions size.
yesterday intersectWith: tomorrow ]
content form
content form
demo-
driven
research
www.tudorgirba.com
challenge
design
present
demo-
driven
research
www.tudorgirba.com
challenge
design
demo
demo-
driven
research
www.tudorgirba.com
challenge
design
demo
demo-
driven
research
www.tudorgirba.com
challenge
design
demo
listen
Reviewers are never stupid
demo-
driven
research
www.tudorgirba.com
challenge
design
demo
listen
demo-
driven
research
www.tudorgirba.com
challenge
design
demo
listen
enable
it’s not Lupus
established
established
disruptive
established
What
Where
When
Who
How
What
Where
When
Who
How Why
demo-
driven
research
www.tudorgirba.com
challenge
design
demo
listen
enable
Tudor Gîrba
www.tudorgirba.com
creativecommons.org/licenses/by/3.0/

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