Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Grundy
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
yosupo
November 18, 2016
Technology
1
3.2k
Grundy
yosupo
November 18, 2016
Tweet
Share
More Decks by yosupo
See All by yosupo
一般グラフの最大マッチング
yosupo
3
2.2k
Other Decks in Technology
See All in Technology
Phase11_戦略的AI経営
overflowinc
0
1.6k
来期の評価で変えようと思っていること 〜AI時代に変わること・変わらないこと〜
estie
0
100
Navigation APIと見るSvelteKitのWeb標準志向
yamanoku
2
110
スケールアップ企業でQA組織が機能し続けるための組織設計と仕組み〜ボトムアップとトップダウンを両輪としたアプローチ〜
qa
0
290
Blue/Green Deployment を用いた PostgreSQL のメジャーバージョンアップ
kkato1
0
130
Change Calendarで今はOK?を仕組みにする
tommy0124
1
110
スピンアウト講座01_GitHub管理
overflowinc
0
1.4k
PostgreSQL 18のNOT ENFORCEDな制約とDEFERRABLEの関係
yahonda
0
120
20260323_データ分析基盤でGeminiを使う話
1210yuichi0
0
180
モジュラモノリス導入から4年間の総括:アーキテクチャと組織の相互作用について / Architecture and Organizational Interaction
nazonohito51
6
3.2k
非同期・イベント駆動処理の分散トレーシングの繋げ方
ichikawaken
1
110
RGBに陥らないために -プロダクトの価値を届けるまで-
righttouch
PRO
0
110
Featured
See All Featured
Noah Learner - AI + Me: how we built a GSC Bulk Export data pipeline
techseoconnect
PRO
0
150
What’s in a name? Adding method to the madness
productmarketing
PRO
24
4k
Ruling the World: When Life Gets Gamed
codingconduct
0
180
The Organizational Zoo: Understanding Human Behavior Agility Through Metaphoric Constructive Conversations (based on the works of Arthur Shelley, Ph.D)
kimpetersen
PRO
0
280
Skip the Path - Find Your Career Trail
mkilby
1
89
Designing for humans not robots
tammielis
254
26k
Odyssey Design
rkendrick25
PRO
2
560
Self-Hosted WebAssembly Runtime for Runtime-Neutral Checkpoint/Restore in Edge–Cloud Continuum
chikuwait
0
420
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
122
21k
[SF Ruby Conf 2025] Rails X
palkan
2
860
From Legacy to Launchpad: Building Startup-Ready Communities
dugsong
0
180
Side Projects
sachag
455
43k
Transcript
Grundy @yosupot
ҎԼͷΛߟ͑·͢ NMลͷDAG͕༩͑ΒΕΔɻ1ʹ͕ۨஔ͍ͯ͋Δ A͞ΜͱB͞Μ͕ަޓʹۨΛಈ͔͢ɻ ۨลͰͭͳ͕ͬͨʹಈ͔ͤͯɺಈ͔ͤͳ͘ͳͬͨΒ ෛ͚ Ͳ͕ͬͪউͭʁ
ղ๏ dfsͰղ͘ ಈ͔ͤΔʹʮޙʯͱॻ͔Ε͕ͨ͋Εʮઌʯ ͳ͚Εʮޙʯͱॻ͘ 0ʹʮઌʯͱॻ͔ΕΕઌखඞউ ʮޙʯͱॻ͔ΕΕޙखඞউ
ྫ ޙ ޙ ઌ ઌ 1
ҎԼͷΛߟ͑·͢ NMลͷDAG͕Kछྨ༩͑ΒΕΔɻͦΕͧΕͷάϥϑͷ 1ʹ͕ۨஔ͍ͯ͋Δ A͞ΜͱB͞Μ͕ަޓʹɺͲΕ͔ͷάϥϑͷۨΛಈ͔͢ɻ ۨลͰͭͳ͕ͬͨʹಈ͔ͤͯɺಈ͔ͤͳ͘ͳͬͨΒ ෛ͚ Ͳ͕ͬͪউͭʁ
ղ๏ ࣮ෳͷάϥϑ1ͭͷάϥϑʹ·ͱΊΒΕΔ (άϥϑ1ͷۨͷҐஔ, άϥϑ2ͷۨͷҐஔ, …, άϥϑKͷۨͷ Ґஔ)Λͱͯ͠దʹลΛషΔ ͜ͷάϥϑͰಉ͡Α͏ʹdfs͕Ͱ͖Δ ܭࢉྔO((N+M)^K)
O((N+M)^K)ʂʁ N=M=5000ͱͯ͠(N+M)^Kʁ K=1 → 10000 K=2 → 1,000,000,000 K=3 →
10,000,000,000,000 K=100 → 10^400
ͬͱޮྑ͘ܭࢉͰ͖ͳ͍͔ʁ ·ͣK=2ͷ߹Λߟ͑Δ
ߟ 2ͭͷάϥϑ͕ͲͪΒޙखউͪͳΒɺશମͰޙखউͪ 2ͭͷάϥϑ͕(ઌखউͪ + ޙखউͪ)ͳΒɺશମͰઌख উͪ ͩͬͨΒɺ(ઌखউͪ + ઌखউͪ)ͷ߹ʁ ࣮શମͰઌखউͪʹͳΔྫޙखউͪʹͳΔྫ࡞ΕΔ
Ұҙʹఆ·Βͳ͍ ʴ ʴ ʹ ʹ ઌखউͪ ޙखউͪ
Ͳ͏͢Δʁ άϥϑΛʮઌखউͪʯͱʮޙखউͪʯʹ·ͱΊΔ͜ͱͰ ͖ͳ͍ Ͱ2छྨఘΊΔͱͯ͠ɺԿछྨ͔ʹάϥϑΛྨ͢Δ ͜ͱͰ͖ͳ͍ͷ͔ʁ
(άϥϑA + άϥϑX)ͷউഊͱ(άϥϑB + άϥϑX)ͷউഊ ͕ɺXʹ͔͔ΘΒ͍ͣ࣌͠ɺάϥϑA,BΛʮຊ࣭తʹ͠ ͍ʯͱ͢Δ (ޙखউͪ+ޙखউͪ)ͱ(ޙखউͪ+ઌखউͪ)Ұҙʹఆ·Δ ͷͰɺޙखউͪͲ͏͠ʮຊ࣭తʹ͍͠ʯ ͳͷͰɺઌखউͪͲ͏͠ʮຊ࣭తʹ͍͠ʯͷͰʁͱ
Ծఆࣦͯ͠ഊͨ͠ͷ͕ࠓͷঢ়ଶ ઌखউͪͷάϥϑ1छྨʹ·ͱΊΔ͜ͱͰ͖ͳ͍ʂ
ͱ͜ΖͰ ͖ͬࣔͨ͞͠Α͏ʹɺҎԼͷ2ͭͷάϥϑ͘͠ͳ͍ ͳͥʁ
ͱ͜ΖͰ ࠨͷάϥϑޙखউͪʹ͔͠ߦ͚ͳ͍͕ɺӈͷάϥϑޙखউͪͱઌखউͪͷ ྆ํʹߦ͚Δ ޙखউͪͱઌखউ͕ͪ྆ํඋΘΓ࠷ڧʹݟ͑Δ(ӈͷάϥϑͷํ͕ࣗ༝͕ߴͦ ͏)
͡Ό͋ ͜ͷάϥϑߋʹ࠷ڧͳͷͰʁ
͡Ό͋ ͜ͷάϥϑߋʹ࠷ڧͳͷͰʁ
࣮ શDAGͲ͏͠ޓ͍ʹ͘͠ͳ͍͜ͱ͕ࣔͤΔ(TODO) ͳͷͰগͳ͘ͱ༗ݶछྨͰͳ͍
΄΅શDAGʁ શDAGಉ࢜ҟͳΔ͜ͱ͕Θ͔ͬͨ ͡Ό͋શDAGʹ1ݸΛՃ͑ͨͷʁ શDAGͷ͏͍͔ͪͭ͘ͷʹɺ1͔Βล͕ੜ͍͑ͯ ΔɺΑ͏ͳάϥϑ
ྫ͑ ͜Ε1͔Β1, 3ͷDAGʹߦ͚ΔΑ͏ͳάϥϑ
ྫ͑ ͜Ε1͔Β1, 3ͷશDAGʹߦ͚ΔΑ͏ͳάϥϑ ͜Ε2ͷશDAGͱ͍͠
ͳͥʁ 3ͷશDAGʹߦͬͯɺ༗རʹͳΔ͜ͱͳ͍ ͳͥͳΒɺ૬ख࣍ͷखͰ2ͷશDAGҠಈͰ͖ΔͨΊ ݁ہɺ1ͷશDAGߦ͔͘͠ͳ͍ͨΊɺ2ͷશDAGͱຊ࣭తʹ͍͠ ͜ͷลΛͬͯ༗རʹͳΔ͜ͱͳ͍
΄΅શDAG {a, b, c, …}ʹߦ͚Δͱ͢Δͱɺ=ʮ{a, b, c, …}ʹ ग़ͯ͜ͳ͍࠷খͷਖ਼ʯͷશDAGͱຊ࣭తʹ͍͠ ྫ͑{1,
3, 4, 5}ʹߦ͚ΔͳΒ=2 ͳ͔ͥͱ͍͏ͱɺ3,4,5ͷͲΕʹߦ͘ͷɺ࣍ͷखͰ૬खʹ2 ʹ͞ΕΔͷͰɺ༗རʹͳΕͳ͍
Ұൠʹ ઌड़ͷنଇΑΓؼೲతʹɺશͯͷάϥϑશDAGͷͲΕ͔ͱ ຊ࣭తʹ͍͠ =kͷશDAGͱຊ࣭తʹ͍͠άϥϑΛlevel (k-1)ͷάϥ ϑͱݺͿ (0-indexedͰͳ͍ͱ৭ʑ໘) άϥϑͷlevel࠶ؼతʹܭࢉͰ͖ΔͨΊɺO(N+M)ͰٻΊΒΕΔ
݁ہ (aͷશDAG + bͷશDAG)ͱมܗͰ͖Δ ͜Εͷඞউఆ؆୯(a = b͔൱͔) O(N+M)
K=3 K=3ͷ߹ʁ ࠷ॳͷ۪ղΛࢥ͍ग़͢ͱɺෳݸͷάϥϑ1ݸͷάϥϑʹ·ͱΊΒΕΔ ͦͯ͠ɺk=2ͳΒશͯͷάϥϑશDAGมܗͰ͖Δ͜ͱΛ͏ (άϥϑA + άϥϑB + άϥϑC)= {άϥϑA
+ (άϥϑBͱάϥϑCΛ·ͱΊͨͷ)}= (શDAG + άϥϑB + άϥϑC) Αͬͯk=2ͷ࣌ͱಉ͡نଇͰશDAGมܗͯ͠Α͍
K=4 K=4ͷ߹ʁ (άϥϑA + άϥϑB + άϥϑC + άϥϑD)= {άϥϑA+(άϥϑBͱάϥϑCͱάϥϑDΛ·ͱΊͨͷ)}=
(શDAG + άϥϑB + άϥϑC + άϥϑD)
݁ہ (શDAG + શDAG + … + શDAG)ʹมܗͰ͖Δ ͜ͷඞউఆʁ(࣮NimήʔϜͱ͍͏༗໊ͳܗͷήʔϜʹͳ͍ͬͯΔ…) (શDAG
+ શDAG + … + શDAG)= {(શDAGͱશDAGΛ·ͱΊͨͷ) + (K-2ݸͷશDAGΛ·ͱΊͨͷ)}= ʹมܗͰ͖Δ ͱ͜ΖͰɺK=2ͳͷͰ(શDAGͱશDAGΛ·ͱΊͨͷ)શDAGมܗͰ͖Δ ͭ·Γɺ(શDAGͱશDAGΛ·ͱΊͨͷ)ΛશDAGʹมܗͰ͖ΔͱɺK-1ʹؼ ணͰ͖Δ
શDAG + શDAG (શDAGͱશDAGΛ·ͱΊͨͷ)ͱ͍͠શDAGͷ ʁ ࣮ɺ(a+1)ͱ(b+1)Λ·ͱΊΔͱɺ(a xor b)+1 ͱ͘͠ͳΔ(TODOઆ໌) ͭ·Γɺlevel
aͱlevel bΛ߹͢Δͱɺlevel (a xor b)ʹͳΔ (͜Ε͕0-indexedʹͨ͠ཧ༝)
ղ๏ ͱ͍͏͜ͱɺlevel a + b + …ͳΒɺlevel (a xor b
xor …) ͱ͍͠ ͜Ε͕0͔Ͳ͏͔ผ͢Ε͑ O(K(N+M))ʂ