Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
最小限の実装で試す MetalによるGPUコンピューティング
Search
yuky_az
February 15, 2017
Technology
2.3k
2
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
最小限の実装で試す MetalによるGPUコンピューティング
potatotips #37 (iOS/Android開発Tips共有会)での発表に用いたスライドです。
yuky_az
February 15, 2017
More Decks by yuky_az
See All by yuky_az
AGI福岡 第8回
yukinaga
0
170
AGI福岡 第6回
yukinaga
0
190
AGI福岡 第5回
yukinaga
0
250
AGI福岡 第3回
yukinaga
0
150
AGI福岡 第2回
yukinaga
0
170
生成AIの現状と展望: AIと共生する未来への道程
yukinaga
3
1.2k
BERTによる自然言語処理を学ぼう!【 Live!人工知能 #26】 #Live人工知能
yukinaga
0
480
iOSアプリは「感情」を宿すのか? AIとアプリの未来について
yukinaga
2
1.1k
iOSアプリに「意識」は宿るのか? ディープラーニングの先にある人工知能(AI)
yukinaga
6
6.3k
Other Decks in Technology
See All in Technology
Active Record Connection Adaptersにおける長年の課題に再び取り組む
yahonda
0
200
M5Stackで作る BLEマウス GPSログの世界
tomokusaba
PRO
0
440
オントロジーって 結局なにもの? AI エージェントに「意味」を渡す知識設計の話
greenmidori
0
230
Getting Started with Google Antigravity
glaforge
0
320
Railsで挑む大量データ永続化 〜600億件を永続化するための設計とボトルネックとの戦い〜
occhi
1
760
10年後、Engineering 行為を剥奪されるとして、わたしたちは、どう、何を創ればいいだろうか。 / If Engineering Is Taken Away in 10 Years, How and What Should We Create?
bitkey
PRO
1
200
大型犬好きによるPugの紹介
yamanoku
1
160
Tofu-Controller lightning talk @ Containerday 2026
gionn
0
120
AI時代のPRレビューにどう向き合うか?
kairim0
1
240
パスキーの自動テストはどこまでいけるのか
teamlab
PRO
0
280
Benchmarking Disaggregated Serving on vLLM + Dynamo with a Real Coding-Agent Workload
nttcom
1
200
AI駆動で「他アプリの音を加工できる」アプリを作った
satomasahiro2005
0
170
Featured
See All Featured
Winning Ecommerce Organic Search in an AI Era - #searchnstuff2025
aleyda
2
2.2k
Intergalactic Javascript Robots from Outer Space
tanoku
273
28k
VelocityConf: Rendering Performance Case Studies
addyosmani
331
25k
Redefining SEO in the New Era of Traffic Generation
szymonslowik
1
480
Build The Right Thing And Hit Your Dates
maggiecrowley
39
3.5k
Color Theory Basics | Prateek | Gurzu
gurzu
1
490
Automating Front-end Workflow
addyosmani
1369
210k
Deep Space Network (abreviated)
tonyrice
0
370
Performance Is Good for Brains [We Love Speed 2024]
tammyeverts
12
1.9k
How to make the Groovebox
asonas
2
2.5k
The Spectacular Lies of Maps
axbom
PRO
1
1.1k
Navigating Algorithm Shifts & AI Overviews - #SMXNext
aleyda
1
1.7k
Transcript
࠷খݶͷ࣮Ͱࢼ͢ .FUBMʹΑΔ(16ίϯϐϡʔςΟϯά :VLJOBHB"[VNB !ZVLZ@B[ QPUBUPUJQT
ࣗݾհ :VLJOBHB"[VNB ʢզ࠺ʣ J04ΤϯδχΞϓϩάϥϛϯάΠϯετϥΫλʔ !ZVLZ@B[ J0%$ͰεϚϗ͚73ΞϓϦͷ։ൃʹ͍ͭͯൃද 6EFNZͰʮΈΜͳͷ"*ߨ࠲ʯ։ߨத
Metalͱʁ Φʔόʔϔουͷখ͍͞ϩʔϨϕϧͳ ίϯϐϡʔλάϥϑΟοΫε"1* 0QFO(-ͱ0QFO$-ʹࣅͨػೳΛҰͭͷ"1*ʹ౷߹
ࠓճͷൃද༰ 1. ඳըॲཧ 2. ฒྻԋࢉ MetalʹΑΔ
GPUฒྻԋࢉͱʁ GPUͷԋࢉϦιʔεΛը૾ॲཧҎ֎ʹར༻
CPUͱGPUͷ࿈ܞ EFWFMPQFSBQQMFDPNNFUBM
Metal CPUଆͷొਓ 1 .5-%FWJDF୯Ұͷ(16ͷΠϯλʔϑΣΠε .FUBMؔ࿈ͷ"1*ଟ͕͘ϓϩτίϧͰهࡌ EFWJDF.5-$SFBUF4ZTUFN%FGBVMU%FWJDF QSJOUEFWJDFOBNF"QQMF"(16
Metal CPUଆͷొਓ 2 .5--JCSBSZγΣʔμʔͷΠϯλʔϑΣΠε .5-'VODUJPO.FUBM4IBEJOH-BOHVBHFͰॻ͔Εͨؔ .5-$PNQVUF1JQFMJOF4UBUF.5-'VODUJPOΛίϯύΠϧ͞Εͨίʔυʹม .5-$PNQVUF$PNNBOE&ODPEFSίϚϯυΛ(16༻ʹΤϯίʔυ .5-$PNNBOE#V⒎FS(16Ͱ࣮ߦ͞ΕΔίϚϯυΛ֨ೲ .5-$PNNBOE2VFVF্هͷΩϡʔɺίϚϯυͷ࣮ߦॱΛཧ .5-%FWJDF
ੜ
Metal Shading Language JODMVEFNFUBM@TUEMJC VTJOHOBNFTQBDFNFUBM LFSOFMWPJEBEE0OF DPOTUEFWJDFqPBU JOQVU%BUB<<CV⒎FS >>
EFWJDFqPBU PVUQVU%BUB<<CV⒎FS >> VJOUJE<<UISFBE@QPTJUJPO@JO@HSJE>> \ qPBUSFTVMUJOQVU%BUB<JE> SFTVMU G PVUQVU%BUB<JE>SFTVMU ^
GPU vs CPU ɾೖྗʹΛͯ͠Ҿ͘Λ܁Γฦ͢ ɾ$16ଆͰɺ্هΛສY/ճ ɾ(16ଆͰສεϨουY/ճ LFSOFMWPJEBEE"OE4VCUSBDU DPOTUEFWJDFqPBU JOQVU%BUB<<CV⒎FS
>> EFWJDFqPBU PVUQVU%BUB<<CV⒎FS >> VJOUJE<<UISFBE@QPTJUJPO@JO@HSJE>> \ qPBUSFTVMUJOQVU%BUB<JE> GPS VJOUJJ/J \ SFTVMU G SFTVMUG ^ PVUQVU%BUB<JE>SFTVMU ^
CPU vs GPU ഒఔ
CPU vs GPU ʢରʣ $16(16ؒͷΓͱΓΛ࠷খݶʹ͢Δ͜ͱ͕େࣄ
࣮ํ๏ɺಛੑ͕͔͖ͬͯͨͱ͜ΖͰ Կ͔Ԡ༻ͯ͠ΈΑ͏ʂ
܈ೳͱʁ ਓೳͷҰछɺूஂͱͯ͠ߴͳৼΔ͍
܈Εͷ3ͭͷϧʔϧ Bڑ֤ݸମ͕ڑΛอͭΑ͏ʹಈ͘ Cฒߦ֤ݸମ͕ଞͷݸମͱಉ͖͡ʹͳΔΑ͏ʹಈ͘ D֤ݸମଞͷݸମͱಉ͡ʹͳΔΑ͏ʹಈ͘
ࣜԽ Bڑ Cฒߦ D
γΣʔμʔͷίʔυ LFSOFMWPJENPWF ʜ GPS VJOUJJOPEF$PVOUJ \ ʜ ڑ qPBUBUUSBDUJPOFYQ C
EJTUBODFB EJTUBODFB qPBUSFQVMTJPOFYQ C EJTUBODF EJTUBODF E"OHMF BMQIB OFBS"OHMF BUUSBDUJPO GBS"OHMF SFQVMTJPO JOUFSWBM ฒߦ qPBUQBSBMMFM"OHMF%JGHFU3BOHFE"OHMF OPEFBOHMFDVSSFOU/PEFBOHMF E"OHMF CFUB QBSBMMFM"OHMF%JG FYQ C EJTUBODF EJTUBODF JOUFSWBM qPBUOPEF7FMPDJUZTRSU OPEFWFMPDJUZ9 OPEFWFMPDJUZ9 OPEFWFMPDJUZ: OPEFWFMPDJUZ: WFMPDJUZ HBNNB OPEF7FMPDJUZWFMPDJUZ FYQ C EJTUBODF EJTUBODF ^
ߏ ʢ6**NBHF7JFXͷαϒΫϥεʣ 7JFX$POUSPMMFSTXJGU .FUBM.BOBHFSTXJGU 4IBEFSNFUBM
࣮ԋ case1 IUUQTZPVUVCFD"60+XNF6" ЋЌЍ
࣮ԋ case2 IUUQTZPVUVCF(KES:&3:,7D ЋЌЍ
࣮ԋ case3 IUUQTZPVUVCF8M.J+%[$G ЋЌЍ
ύϑΥʔϚϯεʹ͍ͭͯ ͷݸମΛ༻ɺͦΕͧΕͷ૬ޓ࡞༻Λߟ͑ͨͷͰ YͰճͷԋࢉΛຖϑϨʔϜ͝ͱ ඵؒʹճ࣮ߦ GQTΛΩʔϓɺ$16༗ఔ FYQ͚ؔͩͰສճඵʢʣ
·ͱΊ ຊͷൃද༰ɺৄࡉ2JJUBͰ .FUBMͰϋΠύϑΥʔϚϯεͳ(16ฒྻԋࢉ͕Մೳ ෳࡶͳݱΛJ1IPOFʹ࠶ݱͰ͖Δ ਓೳͳͲͷԠ༻ɺظେ IUUQRJJUBDPNZVLZ@B[
ͯͯ͘͘ษڧձ #tekutekustudy ҟۀछΤϯδχΞ͕ू·Δษڧձ
Metal Advent Calendar
ιʔείʔυ HJUIVCDPNZVLJOBHB4XBSN*OUFMMJHFODF