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Copyright © 2017 eureka, Inc. All rights reserved.
What we’ve done to get High Performance in our Legacy Application
ϨΨγʔͳΞϓϦέʔγϣϯͷ
60fpsԽΛࢦ͢ҝʹ͍ͬͯΔ͜ͱ
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2
Introduce
FVSFLB
*OD
1BJSTJ04"QQMJDBUJPO&OHJOFFS
ྑΧϝϥϚϯͬͯ·͢ඃࣸମʹծ͑ͯΔͷͰࣸਅࡱΒΕͯԼ͍͞
@satoshin21
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3
Agenda
1BJSTͷհͱJ04νʔϜͷ՝
ॲཧϑϩʔΛ͍͍͢ΞʔΩςΫνϟͷಋೖ
Ϩεϙϯεͷ࠷దԽಡΈࠐΈߴԽ
ࢦͤGQT$PMMFDUJPO7JFXνϡʔχϯά
Ռͨͯ͠GQTͰվળͨ͠ͷ͔ʁ
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Pairsͷհ & iOSνʔϜͷ՝
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No content
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6
ྺ࢙Λ࣋ͭPairs
αʔϏε։݄࢝
݄ʹ1BJSTGPSJ04W͕ఏڙ։࢝
݄ʹϑϧεΫϥον
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7
2018ݱࡏͷ՝
0CKFDUJWF$͕ࠜװΛ୲͍ͬͯΔ෦͕͋Δҝɺ4XJGUͷϙςϯγϟϧΛ࠷
େݶੜ͔ͤͳ͍
ػೳՃɾվળεϐʔυ্͕͕͍ͬͯΔ͕ɺϓϩμΫτ͕ͦͷεϐʔυʹ
͍͚͍ͭͯͳ͍
ٕज़ෛ࠴͕ஷ·ΓɺϓϩμΫτͷύϑΥʔϚϯεʹӨڹ͕ग़࢝Ί͍ͯΔ
͔Β࡞Γ͍͕ͨ͠ɺίετ͕ߴ͍
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Ͳ͏ʹ͔վળ͍ͨ͠
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͍͖ͳΓશͯΛ࡞Γม͑ΔͷͰͳ͘
શମ࠷దԽʹ͚ͯҰาͮͭਐΉ
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10
શମ࠷దͱ෦࠷ద
શମ࠷దͷಓҰͭͰͳ͍
෦తͳ࠷దԽΛߦ͍ɺͦΕΛϓϩμΫτશମʹల։͍ͯ͘͠
શମ࠷దΛݟਾ͑ͨ෦࠷దΛߦ͏
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෦࠷దΛ͢ΔͷͰ͋Εɾɾ
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Ϣʔβ͕ޮՌΛ࣮ײ͍͢͠
& ཏతͳػೳ͕ଘࡏ͢Δ
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ϢʔβΛ͕͢͞ը໘
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14
͕͢͞ը໘ʹܾΊͨཧ༝
ϩάΠϯޙɺҰ൪࠷ॳʹදࣔ͞ΕΔը໘
Ϣʔβʹ࠷ར༻͞ΕΔը໘ͷҰͭ
ϓϩμΫτͰԣల։Մೳͳ༷ʑͳػೳ
$PMMFDUJPO7JFX
ϦϩʔυɺՃಡΈࠐΈɺ༷ʑͳσʔλΛҰཡදࣔ
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15
͕͢͞ը໘ͷ՝
൚༻ԽͷҝͷଟܧঝͰॲཧ͕͍ʹ͍͘
Ϣʔβͷσʔλྔ͕ଟ͍ҝɺϩʔυʹ͕͔͔࣌ؒ
Δ
εΫϩʔϧ࣌ʹΨλͭ͘
ฏۉdGQT J1IPOFJ04Ͱܭଌ
※ Ϣʔβը૾σϞ༻ʹ༻ҙͨ͠ͷʹͳΓ·͢
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16
ΤϨΧ ͷ iOS/Android/Web Engineer
6*69ʹ߆Γ͕ڧ͍ 6*ψϧψϧܯ͕ৗற
*OTUBHSBN5JOEFSͳͲΠέͯΔ6*69Λࢦ͢
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17
෦࠷దͷඪ
ॲཧϑϩʔΛ͍͍͢ΞʔΩςΫνϟͷಋೖ
ϢʔβͷϨεϙϯεΛ࠷దԽಡΈࠐΈͷߴԽ
ࢦͤGQT
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Copyright © 2017 eureka, Inc. All rights reserved.
ॲཧϑϩʔΛ͍͍͢
ΞʔΩςΫνϟͷಋೖ
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19
ݱࡏͷ͕͢͞ը໘
'BU7JFX$POUSPMMFS
͕͢͞ը໘Ͱͭͷ7JFX$POUSPMMFSΛܧঝ͢Δଟߏ
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20
ଟܧঝ͞ΕΔViewController
"CTUSBDU
7JFX$POUSPMMFS
͕͢͞ը໘
7JFX$POUSPMMFS
"CTUSBDU
7JFX$POUSPMMFS
"CTUSBDU
7JFX$POUSPMMFS
"CTUSBDU
7JFX$POUSPMMFS
"CTUSBDU
7JFX$POUSPMMFS
6*7JFX$POUSPMMFS
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21
Redux with ReSwift
3F4XJGU3F4XJGUΛ༻͍ͨ3FEVY-JLFͳΞʔΩςΫνϟͰ࣮ݧ
୯Ұํͷॲཧϑϩʔ
ঢ়ଶͷදݱɾཧɾมߋͷ͕͚ΒΕ͍ͯΔ
ঢ়ଶΛҰͭʹू
ίϯϙʔωϯτΛ֦ு͍͢͠࡞Γ
https://github.com/ReSwift/ReSwift
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https://github.com/ReSwift/ReSwift
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6TFS4FBSDI"DUJPO
6TFS4FBSDI
7JFX$POUSPMMFS
"QQ4UPSF
"QQ4UBUF
6TFS4FBSDI4UBUF
"QQ3FEVDFS 6TFS4FBSDI3FEVDFS
.JEEMFXBSF
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6TFS4FBSDI"DUJPO
6TFS4FBSDI
7JFX$POUSPMMFS
"QQ4UPSF
"QQ4UBUF
6TFS4FBSDI4UBUF
"QQ3FEVDFS 6TFS4FBSDI3FEVDFS
.JEEMFXBSF
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6TFS4FBSDI"DUJPO
6TFS4FBSDI
7JFX$POUSPMMFS
"QQ4UPSF
"QQ4UBUF
6TFS4FBSDI4UBUF
"QQ3FEVDFS 6TFS4FBSDI3FEVDFS
.JEEMFXBSF
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6TFS4FBSDI"DUJPO
6TFS4FBSDI
7JFX$POUSPMMFS
"QQ4UPSF
"QQ4UBUF
6TFS4FBSDI4UBUF
"QQ3FEVDFS 6TFS4FBSDI3FEVDFS
.JEEMFXBSF
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6TFS4FBSDI"DUJPO
6TFS4FBSDI
7JFX$POUSPMMFS
"QQ4UPSF
"QQ4UBUF
6TFS4FBSDI4UBUF
"QQ3FEVDFS 6TFS4FBSDI3FEVDFS
.JEEMFXBSF
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28
ReSwift࣮
࣮ࡍͷίʔυʹ͍ͭͯ࣌ؒత߹্ׂѪ͠·͢
ޙ΄Ͳ4QFBLFS%FDLʹσΟϨΫλʔζΧοτ൛ͱͯ͠ࢿྉΛެ։͠·͢ͷ
Ͱɺ͝ࢀߟʹ͍ͯͩ͘͠͞
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29
ReSwiftΛ༻͍ͨReduxͷӡ༻
ॲཧΛ୯Ұํʹ͢Δ͜ͱʹΑͬͯɺॲཧϑϩʔΛ͍͘͢ͳͬͨ
ར༻ଆɺػೳՃ࣌ʹؾʹ͖͢ࣄ͕ݮͬͨ
Ҏલ͋ΒΏΔঢ়ଶΛ͋ΒΏΔॴͰཧ͍ͯͨ͠
"DUJPO
4UBUF
3FEVDFSͱ͕͚ΒΕ͍ͯΔҝɺ࣮ऀؒͷ༷ͷζ
Ϩ͕ܰݮ͞Εͨ
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ϢʔβͷϨεϙϯεΛ࠷దԽ &
ಡΈࠐΈͷߴԽ
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31
ϢʔβϨεϙϯεͷ࠷దԽ
͕͢͞ը໘ͰϦΫΤετͨ͠Ϣʔβใ͋ΒΏΔใΛؚΜͰ͍ͨ
֤ը໘Ͱ͏ҝͷϢʔβͷεςʔτͳͲ
ϢʔβใΛੜ͢Δҝͷ༨ܭͳෛՙ͕αʔόαΠυʹ
NTd
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32
ϢʔβϨεϙϯεͷ࠷దԽ
͕͢͞ը໘ͳͲɺ(SJE6*্Ͱදࣔ͢ΔϢʔβใʹඞཁ࠷ݶͳϨεϙϯ
εΛఆٛ
ϢʔβϨεϙϯεΛʹ
εϐʔυվળ
NT NT
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33
ϢʔβՃಡΈࠐΈͷ࠷దԽ
ҰʹԿ݅ϢʔβΛऔΓࠐΉ͔ɺϢʔβͷૢ࡞Λͳ
Δ્͘͠ͳ͍MJNJUΛࢦఆ͍ͨ͠ ӈमਖ਼લ
MJNJUΛ͗͢ΔͱಡΈࠐΈ͕ൃੜ͠ɺ͗͢
ΔͱϨΠΞτߋ৽ʹӨڹ͢Δ
ࠓͷॴ݅Λऔಘ͢Δͷ͕ྑͦ͞͏
※ Ϣʔβը૾σϞ༻ʹ༻ҙͨ͠ͷʹͳΓ·͢
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34
ϢʔβՃಡΈࠐΈͷ࠷దԽ
ՃಡΈࠐΈͷऔಘλΠϛϯάมߋ
ࠓ·Ͱϖʔδखલ͔ΒϦΫΤετ ϢʔβΛྲྀ͠ಡΈ͍ͯ͠Δ߹
ʹҾ͔͔ͬΓ͕͋ͬͨ
dϖʔδखલ͙Β͍͔ΒϦΫΤετ͢Δͷ͕Αͦ͞͏ʁ
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35
ը૾ಡΈࠐΈߴԽ
ը૾ͷಡΈࠐΈͷվળ
ը૾ͷಡΈࠐΈλΠϛϯάͷݟ͠
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36
ը૾ಡΈࠐΈߴԽ with Nuke
LFBO/VLFͷಋೖ
Ұ௨Γͷػೳඋ
,JOHpTIFSͱൺͯߴ
$BDIF3FRVFTUपΓͷΧελϚΠζ͕͍͢͠
※ https://qiita.com/H_Crane/items/422811dfc18ae919f8a4
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37
ը૾ಡΈࠐΈߴԽ with Nuke
https://github.com/kean/Image-Frameworks-Benchmark
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38
ը૾ಡΈࠐΈߴԽ with Nuke
https://github.com/kean/Image-Frameworks-Benchmark
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39
ը૾ಡΈࠐΈߴԽ with Nuke
Nuke.loadImage(
with: ImageRequest(url: url),
options: ImageLoadingOptions(
transition: .fadeIn(duration: 0.33)
),
into: imageView)
// That’s it!
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40
Nuke with Prefetch API
J04͔Β6*$PMMFDUJPO7JFX%BUB4PVSDF1SFGFUDIJOH͕͑Δ
1SFGFUDIJOH /VLF*NBHF1SFIFBUFS
XJMM%JTQMBZGPS*UFN"UͰ͍ͯͨ͠ը૾ߋ৽ΛDFMM'PS*UFN"UͰߦ͏Α͏ʹ
มߋ
J04͔ΒݺΕΔλΠϛϯά͕มΘͬͨ ͱͷ͜ͱ͚ͩͲɾɾʁ
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41
Prefetching + Nuke.ImagePreheater
extension UserSearchViewController: UICollectionViewDataSourcePrefetching {
fileprivate let preheater: Nuke.ImagePreheater
func collectionView(_ collectionView: UICollectionView, prefetchItemsAt indexPaths:
[IndexPath]) {
DispatchQueue(label: "scene.discovery.vc.prefetch").async { [weak self] in
let requests: [Nuke.ImageRequest] = indexPaths.map({..})
self?.preheater.startPreheating(with: requests)
}
}
func collectionView(_ collectionView: UICollectionView,
cancelPrefetchingForItemsAt indexPaths: [IndexPath]) {
preheater.stopPreheating()
}
}
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42
Prefetching + Nuke.ImagePreheater
extension UserSearchViewController: UICollectionViewDataSourcePrefetching {
fileprivate let preheater: Nuke.ImagePreheater
func collectionView(_ collectionView: UICollectionView, prefetchItemsAt indexPaths:
[IndexPath]) {
DispatchQueue(label: "scene.discovery.vc.prefetch").async { [weak self] in
let requests: [Nuke.ImageRequest] = indexPaths.map({..})
self?.preheater.startPreheating(with: requests)
}
}
func collectionView(_ collectionView: UICollectionView,
cancelPrefetchingForItemsAt indexPaths: [IndexPath]) {
preheater.stopPreheating()
}
}
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43
Prefetching + Nuke.ImagePreheater
extension UserSearchViewController: UICollectionViewDataSourcePrefetching {
fileprivate let preheater: Nuke.ImagePreheater
func collectionView(_ collectionView: UICollectionView, prefetchItemsAt indexPaths:
[IndexPath]) {
DispatchQueue(label: "scene.discovery.vc.prefetch").async { [weak self] in
let requests: [Nuke.ImageRequest] = indexPaths.map({..})
self?.preheater.startPreheating(with: requests)
}
}
func collectionView(_ collectionView: UICollectionView,
cancelPrefetchingForItemsAt indexPaths: [IndexPath]) {
preheater.stopPreheating()
}
}
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44
ҙ
1SFGFUDI"1*
දࣔ༧ఆͷͯ͢ͷ*OEFY1BUI͕͞ΕΔ༁Ͱͳ͍
DFMM'PS*UFN"U
1BJSTͷڥͰ΄΅XJMM%JTQMBZGPS*UFN"Uͱಉ͡λΠϛϯάͩͬͨ
Կ͔͠Βͷ͕ඞཁ͔
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45
ϢʔβͷϨεϙϯε࠷దԽ & ը૾ಡΈࠐΈߴԽ
ࠓ·Ͱͷഒऔಘεϐʔυ͕ૣ͍ҝɺϦϑϨογϡɺՃಡΈࠐΈ࣌ͷετ
ϨεΛܰݮ
ը૾ΛεΫϩʔϧ࣌ʹ͙֬͢ೝͰ͖ΔͨΊɺϢʔβ͕͙͢ʹΞΫγϣϯͰ
͖ΔΑ͏ʹͳͬͨ
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ࢦͤ60fps
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60fpsͰψϧψϧମݧΛఏڙ͍ͨ͠
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No content
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49
AutoLayout߈Ͱ͞ͳ͚ΕͳΒͳ͍
͔ͳΓޮՌ͕͋ͬͨ ମײ
ͳͥͬͯͳ͔ͬͨ
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50
Fix AutoLayout tips
·ͣͳ͓͖͢$POTUSBJOUΛผ͢Δ
/4-BZPVU$POTUSBJOUJEFOUJpFS
7JFX%FCVHHFS
3FWFBM
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51
Fix AutoLayout tips - NSLayoutConstraint.identifier
/4-BZPVU$POTUSBJOUʹJEFOUJpFS͕ઃఆՄೳ
ίʔυ্ͰઃఆՄ
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52
Fix AutoLayout tips - NSLayoutConstraint.identifier
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53
Fix AutoLayout tips - View Debugger
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54
Fix AutoLayout tips - Reveal
3FWFBMͰಉ༷ʹ/4-BZPVU$POTUSBJOU
7JFXΛΞυϨεͰݕࡧՄೳ
յΕ੍͍ͯͨΛϚʔΫͯ͘͠ΕΔҝݟ
͍͢
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AutoLayout͕յΕͨ߹
߈Ͱ͠·͠ΐ͏
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56
Color Blended Layers
7JFX -BZFS
ΛॏͶͯඳը͍ͯ͠Δ෦
ॏͳΓ߹͏ϨΠϠʔΛൺֱ͠࠷ऴతͳग़ྗΛܭࢉ
͢ΔҝɺඳըύϑΥʔϚϯεʹӨڹ͢Δ
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57
Color Blended Layers ֬ೝํ๏
4JNVMBUPSͷ߹
.FOV $PMPS#MFOEFE-BZFSTʹνΣοΫ
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58
Color Blended Layers ֬ೝ
࣮ػͷ߹ 9DPEF
9DPEF %FCVH 7JFX%FCVHHJOH 3FOEFSJOH $PMPS#MFOEFE
-BZFSTʹνΣοΫ
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59
Color Blended Layers ରࡦ - UIImageView
Ͱ͖ΔݶΓCBDLHSPVOE$PMPSΛࢦఆ͢Δ
ಁաը૾ΛͳΔ͘Θͳ͍
ະಁաͷΑ͏ͳը૾ͰBMQIBؚ͕·Ε͍ͯΔ
߹͕͋ΔͨΊҙ
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60
Color Blended Layers ରࡦ - UILabel
Ͱ͖ΔݶΓCBDLHSPVOE$PMPSΛࢦఆ͢Δ
DMJQT5P#PVOETΛUSVFʹ
ຊޠɾதࠃޠͳͲΛදࣔ͢Δ߹ɺڪΒ͘TVCMBZFS͕Ճ͞Ε͍ͯΔ
ҝ
˞EFTDFOU͕ਖ਼͘͠ઃఆ͞Ε͍ͯΔTZTUFN'POUʹݶΔ
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61
Color Blended Layers ରࡦ - UILabel
System Font + clipsToBounds HirakakuProN-W3 + clipsToBounds
MFBEJOHΛແࢹͯ͠DMJQ͍ͯ͠Δ
https://speakerdeck.com/satoshin21/uifontdescriptor?slide=8
leadingͳͲʹ͍ͭͯɺҎલpotatotipsͰൃදͨ͠ࢿྉΛ͝ࢀߟʹ͍ͯͩ͘͠͞
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62
Offscreen Rendering
ؙ֯ӨΛεΫϦʔϯ্ʹඳը͢ΔࡍɺϨϯμϦϯάલʹલͬͯ Φϑε
ΫϦʔϯͰ
ॲཧΛߦ͏
ϋʔυΣΞΞΫηϥϨʔγϣϯ (16
Λ༻͍ͯ͠ͳ͍ҝύϑΥʔϚ
ϯεԼͷҰҼͱͳΔ
SBTUFSJ[F͖͢λΠϛϯάͱ͖͢Ͱͳ͍λΠϛϯά͕͋Δ
J04Ҏ߱Ͱ6**NBHF7JFXͰ࠷దԽ͞Ε͍ͯΔͱ͍͏͕ᷚͩɾɾ
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63
Offscreen Rendering - ֬ೝํ๏
$PMPS#MFOEFE-BZFSTͱಉ͡ํࣜͰ
0⒎TDSFFO3FOEFSJOHΛ࣮ߦ͍ͯ͠ΔՕॴΛ৭
͚Ͱ͖Δ
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64
Offscreen Rendering - ରࡦ
ؙ֯༻ͷ.BTL7JFXΛ6**NBHF7JFXͷ্ʹ
ͤΔํࣜͰ0⒎TDSFFO3FOEFSJOHΛආ͚ͯ
͍Δ
վमલ͔Βߦ͍ͬͯΔҝɺৄࡉׂѪ ฐࣾͷ
ϒϩάΛࢀর͍ͯͩ͘͠͞
https://medium.com/eureka-engineering/iosͷϋΠύϑΥʔϚϯεͳcorner-rounding-strategy-88a43641b554
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ࠩߋ৽
ݱࡏՃಡΈࠐΈɺ1VMMUP3FGSFTI͢Δͨͼʹ
DPMMFDUJPO7JFXSFMPBE%BUB
ΛݺΜͰ͍ͨ
SFMPBE%BUB
ΛݺͿ͜ͱͰෆඞཁͳWJTJCMF$FMMTͷߋ৽͕࣮ߦ͞ΕΔ
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ࠩߋ৽ - Libraries
*OTUBHSBN*(-JTU,JU
TFDUJPOϕʔεͷࠩൺֱ
3Y4XJGU$PNNVOJUZ3Y%BUB4PVSDFT
KqJOUFS%XJ⒎U
NVVLJJ%BUB4PVSDFT
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muukii/DataSources
NVVLJJ%BUB4PVSDFT
*(-JTU,JUͳͲͷࠩநग़ΞϧΰϦζϜΛࢀߟʹ࡞ΒΕ͍ͯΔ
λΠϓηʔϑ
ࠩநग़ʹಛԽͨ͠γϯϓϧͳΈ طଘͷΈͱੑ͕ߴ͍
ฐࣾϝϯόʔ NVVLJJ
͕࡞͍ͬͯΔҝɺ࣭͕͋ͬͨΒ͙͢ฉ͚Δ
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muukii/DataSources - ModelΛఆٛ
enum Item {
case user(User)
case banner(Banner)
case feature(Feature) // ϨίϝϯυͷΑ͏ͳͷ
}
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muukii/DataSources - ModelΛఆٛ
import DataSources
extension Item: DataSources.Diffable {
typealias Identifier = String
var diffIdentifier: String {
switch self {
case .user(let user): return user.diffIdentifier
case .banner(let banner): return banner.diffIdentifier
case .feature(let feature): return feature.diffIdentifier
}
}
}
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muukii/DataSources - ModelΛఆٛ
import DataSources
extension Item: DataSources.Diffable {
typealias Identifier = String
var diffIdentifier: String {
switch self {
case .user(let user): return user.diffIdentifier
case .banner(let banner): return banner.diffIdentifier
case .feature(let feature): return feature.diffIdentifier
}
}
}
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71
muukii/DataSources - ModelΛఆٛ
import DataSources
extension Item: DataSources.Diffable {
typealias Identifier = String
var diffIdentifier: String {
switch self {
case .user(let user): return user.diffIdentifier
case .banner(let banner): return banner.diffIdentifier
case .feature(let feature): return feature.diffIdentifier
}
}
}
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72
muukii/DataSources - SectionControllerΛఆٛ
final class UserSearchViewController: UIViewController, StoreSubscriber {
fileprivate lazy var sectionController:
DataSources.SectionDataController = .init(
adapter: .init(collectionView: self.collectionView),
displayingSection: 0,
isEqual: { a, b in a.diffIdentifier == b.diffIdentifier }
)
}
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muukii/DataSources - SectionControllerΛఆٛ
final class UserSearchViewController: UIViewController, StoreSubscriber {
fileprivate lazy var sectionController:
DataSources.SectionDataController = .init(
adapter: .init(collectionView: self.collectionView),
displayingSection: 0,
isEqual: { a, b in a.diffIdentifier == b.diffIdentifier }
)
}
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muukii/DataSources - SectionControllerΛఆٛ
final class UserSearchViewController: UIViewController, StoreSubscriber {
fileprivate lazy var sectionController:
DataSources.SectionDataController = .init(
adapter: .init(collectionView: self.collectionView),
displayingSection: 0,
isEqual: { a, b in a.diffIdentifier == b.diffIdentifier }
)
}
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muukii/DataSources - SectionControllerΛఆٛ
final class UserSearchViewController: UIViewController, StoreSubscriber {
func newState(state: State) {
switch state.loadingState {
case .loaded(let items):
self.sectionController.update(
items: items,
updateMode: .partial(animated: true),
completion: {
Log.info("updated")
})
}
}
}
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76
muukii/DataSources - SectionControllerΛఆٛ
final class UserSearchViewController: UIViewController, StoreSubscriber {
func newState(state: State) {
switch state.loadingState {
case .loaded(let items):
self.sectionController.update(
items: items,
updateMode: .partial(animated: true),
completion: {
Log.info("updated")
})
}
}
}
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77
muukii/DataSources - SectionControllerΛఆٛ
final class UserSearchViewController: UIViewController, StoreSubscriber {
func newState(state: State) {
switch state.loadingState {
case .loaded(let items):
self.sectionController.update(
items: items,
updateMode: .partial(animated: true),
completion: {
Log.info("updated")
})
}
}
}
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60fpsʹ͚ۙͮͨͷ͔ʁ
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ߋ৽લ ߋ৽ޙ
iPhone 5(MD297J/A) iOS 10.3.3
※ Ϣʔβը૾σϞ༻ʹ༻ҙͨ͠ͷʹͳΓ·͢
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ߋ৽લ ߋ৽ޙ
36fps
60fps
55fps
iPhone 5(MD297J/A) iOS 10.3.3
※ Ϣʔβը૾σϞ༻ʹ༻ҙͨ͠ͷʹͳΓ·͢
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·ͱΊ
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վળ݁Ռ
ਓؒʹཧղ͕͔ͬͨ͠ॲཧϑϩʔΛ3FEVYΛಋೖ͢Δ͜ͱͰΘ͔Γ
͘͢ఆٛ͢Δ͜ͱ͕Ͱ͖ͨ
৮͍ͬͯͯ৺͍͍6*69Λఏڙ͢Δϕʔε͕Ͱ͖ͨ
GQTΛҰͭͷࢦඪͱ͢Δ͜ͱͰɺ6*69্ΛఆྔԽ͢Δ͜ͱ͕Ͱ͖ͨ
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օ͞Μʹ͓ئ͍
ΤϨΧϒʔεΛ༻ҙ͍ͯ͠·͢ʂ
͠ɺύϑΥʔϚϯενϡʔχϯάʹؔͯ͠ڵຯ͕͋Δํɺʮ͜ΕΛվળ
ͨ͠ΒύϑΥʔϚϯε্ͨ͠ΑʂʯͳͲͷϊϋ͕͋ΔํͳͲ͍Βͬ
͠Ό͍·ͨ͠Βɺੋඇͱใަ͠·͠ΐ͏
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Thank you
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