Upgrade to PRO for Only $50/Year—Limited-Time Offer! 🔥
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Riak Search: The Next Generation
Search
Tom Santero
September 17, 2013
Programming
0
170
Riak Search: The Next Generation
Presentation on Yokozuna (
https://github.com/basho/yokozuna
) at the NYC Riak Meetup group
Tom Santero
September 17, 2013
Tweet
Share
More Decks by Tom Santero
See All by Tom Santero
DeepStack: Expert-Level Artificial Intelligence in Heads-Up No-Limit Poker
tsantero
1
360
Buridan's Principle
tsantero
1
420
Release Engineering from the Ground Up
tsantero
1
330
Beyond Fast and Slow
tsantero
0
250
Choose Your Own Consistency
tsantero
1
220
Erlang Fight Club
tsantero
5
470
Riak on Ruby: Keys, Values and CRDTs
tsantero
0
290
Consensus, Raft and Rafter
tsantero
21
3.8k
Riak: Distributed Storage for Games You Don't Have to Worry About
tsantero
6
1.8k
Other Decks in Programming
See All in Programming
從冷知識到漏洞,你不懂的 Web,駭客懂 - Huli @ WebConf Taiwan 2025
aszx87410
2
3k
Denoのセキュリティに関する仕組みの紹介 (toranoana.deno #23)
uki00a
0
150
Tinkerbellから学ぶ、Podで DHCPをリッスンする手法
tomokon
0
140
【卒業研究】会話ログ分析によるユーザーごとの関心に応じた話題提案手法
momok47
0
110
AIエージェントを活かすPM術 AI駆動開発の現場から
gyuta
0
470
Go コードベースの構成と AI コンテキスト定義
andpad
0
140
令和最新版Android Studioで化石デバイス向けアプリを作る
arkw
0
440
新卒エンジニアのプルリクエスト with AI駆動
fukunaga2025
0
230
LLMで複雑な検索条件アセットから脱却する!! 生成的検索インタフェースの設計論
po3rin
4
960
AIコーディングエージェント(Manus)
kondai24
0
210
Rubyで鍛える仕組み化プロヂュース力
muryoimpl
0
160
愛される翻訳の秘訣
kishikawakatsumi
3
340
Featured
See All Featured
Practical Orchestrator
shlominoach
190
11k
The Illustrated Guide to Node.js - THAT Conference 2024
reverentgeek
0
210
Introduction to Domain-Driven Design and Collaborative software design
baasie
1
510
Design in an AI World
tapps
0
98
Getting science done with accelerated Python computing platforms
jacobtomlinson
0
76
Optimizing for Happiness
mojombo
379
70k
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
0
88
Leading Effective Engineering Teams in the AI Era
addyosmani
9
1.4k
Amusing Abliteration
ianozsvald
0
69
Applied NLP in the Age of Generative AI
inesmontani
PRO
3
2k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
359
30k
The Power of CSS Pseudo Elements
geoffreycrofte
80
6.1k
Transcript
Riak Search the next generation Tuesday, September 17, 13
tsantero @ basho.com Tuesday, September 17, 13
Tuesday, September 17, 13
Tuesday, September 17, 13
2.0 coming soon.. Tuesday, September 17, 13
the history of Riak Search Tuesday, September 17, 13
home grown full-text search Tuesday, September 17, 13
lucene Tuesday, September 17, 13
SCALE Tuesday, September 17, 13
NODE # = HASH(KEY) % NUM_NODES NH(Ka) = 0 NH(Kb)
= 1 NH(Kc) = 2 NH(Kd) = 0 ... Naive Hashing Tuesday, September 17, 13
NODE 0 NODE 1 NODE 2 Ka Kb Kc Kd
Ke Kf Kg Kh Ki Kj Kk Km Kl Kp Kn Ko Kq Kr Naive Hashing Tuesday, September 17, 13
NODE 0 NODE 1 NODE 2 Ka Kb Kc Kd
Kg Ki NODE 3 Ke Kf Kh Kj Kk Kl Km Kn Ko Kp Kq Kr Naive Hashing Tuesday, September 17, 13
K * (NN - 1) / NN => K •
K = # OF KEYS • NN = # OF NODES • AS NN GROWS FACTOR ESSENTIALLY BECOMES 1, THUS ALL KEYS MOVE Naive Hashing Tuesday, September 17, 13
PARTITION # = HASH(KEY) % PARTITIONS • # PARTITIONS REMAINS
CONSTANT • KEY ALWAYS MAPS TO SAME PARTITION • NODES OWN PARTITIONS • PARTITIONS CONTAIN KEYS • EXTRA LEVEL OF INDIRECTION Consistent Hashing Tuesday, September 17, 13
P9 P6 P3 P8 P5 P2 P7 P4 P1 NODE
0 NODE 1 NODE 2 Ka Kb Kc Kd Ke Kf Kg Kh Ki Kj Kk Km Kl Kp Kn Ko Kq Kr Consistent Hashing Tuesday, September 17, 13
P9 P6 P3 P8 P5 P2 P7 P4 P1 NODE
0 NODE 1 NODE 2 Ka Kb Kc Kd Ke Kf Kg Kh Ki Kj Kk Km Kl Kp Kn Ko Kq Kr NODE 3 Consistent Hashing Tuesday, September 17, 13
NN * K/Q => K/Q • K = # OF
KEYS • NN = # OF NODES • Q = # OF PARTITIONS • AS K GROWS NN BECOMES CONSTANT, THUS K/Q KEYS MOVE Consistent Hashing Tuesday, September 17, 13
uniform distribution Consistent Hashing {logical vs physical partitioning scheme even
division of keys Tuesday, September 17, 13
the future of Riak Search Tuesday, September 17, 13
Tuesday, September 17, 13
persistence distributing Solr querying indexing Tuesday, September 17, 13
Each Riak node runs an instance of Solr Tuesday, September
17, 13
Solr index = riak bucket document = RObj value plaintext,
JSON, XML Tuesday, September 17, 13
Distributed Searching in Solr query faceting highlighting stats spell check
term vectors Tuesday, September 17, 13
SolrCloud Tuesday, September 17, 13
SolrCloud Tuesday, September 17, 13
Harvest vs Yield Tuesday, September 17, 13
A better measure of Availability Tuesday, September 17, 13
Queries Issues Queries Offered Yield = Tuesday, September 17, 13
Harvest = Data Available Total Dataset Tuesday, September 17, 13
Harvest Yield Tuesday, September 17, 13
Manage Harvest by storing Index Replicas Tuesday, September 17, 13
Term vs Document Partitioning Schemes Tuesday, September 17, 13
Node 0 Node 1 Node 2 Term Based Partitioning Tuesday,
September 17, 13
Node 0 Node 1 Node 2 Document Based Partitioning Tuesday,
September 17, 13
Replicas Node 0 Node 1 Node 2 Tuesday, September 17,
13
Quorums Tuesday, September 17, 13
Concurrency => Siblings Tuesday, September 17, 13
Read Repair (Anti-Entropy) Tuesday, September 17, 13
replica replica replica Tuesday, September 17, 13
replica replica replica X Tuesday, September 17, 13
replica replica replica replica replica replica Tuesday, September 17, 13
Active Anti-Entropy (self healing clusters) Tuesday, September 17, 13
real-time updates persistent non-blocking disk-based Tuesday, September 17, 13
Tuesday, September 17, 13
= hashes marked “dirty” Tuesday, September 17, 13
Tuesday, September 17, 13
Tuesday, September 17, 13
Tuesday, September 17, 13
Tuesday, September 17, 13
= keys to read-repair Tuesday, September 17, 13
Questions? make it so! Tuesday, September 17, 13