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PHPで支える大規模アーキテクチャ
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yuuki takezawa
August 05, 2017
Technology
1
6.3k
PHPで支える大規模アーキテクチャ
このスライドはPHPカンファレンス関西2017でおこなったものに、presto追加とシンプルなデモを追加したものです
yuuki takezawa
August 05, 2017
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Transcript
PHPͰࢧ͑Δ େنΞʔΩςΫνϟ ver1.1 takezawa yuuki <ytake> builderscon tokyo 2017
Notice ͜Ε͔Β͓͢͠Δ༰ɺ ॴҦϏοάσʔλʹରͯ͠ͷ ΞϓϩʔνͰ ҰൠతͳΞϓϦέʔγϣϯʹ ͯ·Γ·ͤΜ
Lambda/Kappa Architecture
ҰൠతͳwebαʔϏε • PHP • MySQL, PostgreSQL, Oracle, SQL Server •
Apache, Nginx etc
͓ʁݕࡧ͕͘ͳ͖ͬͯͨͧ Index͖ͪΜͱ͋ΔΜ͚ͩͲɾ
େ͖͘ͳ͖ͬͯͨwebαʔϏε • ઍສϨίʔυʹରͯ͠ϑϩϯτ͔ΒLIKE۟ • ύϑΥʔϚϯεվળͷͨΊʹશจݕࡧͳͲΛՃ͠ RDBMSͷ͍͠ͱ͜ΖΛิ͏ • PVूܭͷͨΊʹຖඦߦ͕ॻ͖ࠐ·ΕΔϩά • খ͍͞αʔϏεͰʹͳΒͳ͔ͬͨͷ͕ݟ͑࢝
ΊΔ
ύλʔϯ1 • webΞϓϦέʔγϣϯଆͰɺσʔλϕʔεʹૠೖޙɺ ElasticseachͳͲʹૠೖ͢Δύλʔϯ • ΞϓϦέʔγϣϯଆͰίϯτϩʔϧͰ͖Δ͕ɺ ΞϓϦέʔγϣϯͷίʔυ͕ංେԽ
Application Database Elasticsearch
/** * @Transactional * * @param ProductEntity $entity */ public
function register(ProductEntity $entity) { $this->productRepository->insert($entity); $this->elasticRepository->index([$entity]); }
ͦͷ2
ύλʔϯ2 • webΞϓϦέʔγϣϯଆͰɺσʔλϕʔεʹૠೖޙɺ ఆظ࣮ߦ͞ΕΔόονͰૠೖ͢Δύλʔϯ • webΞϓϦέʔγϣϯଆͰσʔλϕʔεʹૠೖͷΈ • batchͰͲ͜·Ͱ࡞͔ͨ֬͠ೝ͠ͳ͕Βɺ ະ࡞ͷͷͷΈ࡞͢Δ •
ͨͩ͠ϦΞϧλΠϜͰͳ͍
Application Database Elasticsearch Batch
ൃੜ͢Δ • େྔͷϨίʔυΛऔಘ͢ΔͱςʔϒϧϩοΫ • ϞϊϦγοΫͳγεςϜͰɺಛఆͷσʔλϕʔεʹूத ͨ͠߹ʹɺҶͮΔࣜʹো • େྔϨίʔυҰׅೖͰϨϓϦέʔγϣϯԆͰো • σΟεΫᷓΕͰো
etc…
ύλʔϯ3 • webΞϓϦέʔγϣϯଆͰɺσʔλϕʔεʹૠೖޙɺ ProducerΛհͯ͠Message Queueૠೖ • webΞϓϦέʔγϣϯଆͰσʔλϕʔεʹૠೖͷΈ • Consumer͕Ԡ͠ɺElasticsearchͷindexΛ࡞ •
Message͕ফࣦ͠ͳ͍ݶΓϦΞϧλΠϜʹ͍ۙ
Application Database Elasticsearch Message Queue Consumer Producer
ൃੜͨ͠ • ಛఆͷαʔϏε͕ඞཁͱ͢ΔΛDefinitionʹೖΕͯ͠ ·͍ɺσʔλෆͰQueue٧·Γ • ConsumerͰϝϞϦϦʔΫ • σʔλϕʔείωΫγϣϯΫϩʔζͤͣʹ connection is
gone
ΑΓେ͖ͳΞϓϦέʔγϣϯ
ࣄۀʹΑΔେ͖ͳΞϓϦέʔγϣϯ • ϢʔβʔͷߦಈΛੳ͍ͨ͠ • ଟ͘ͷϢʔβʔʹར༻͞Ε͍ͯΔݕࡧจࣈΛαδΣετ ʹར༻͍ͨ͠ • Ϣʔβʔͷߦಈʹج͍ͮͨίϯςϯπΛද͍ࣔͤͨ͞ • ࢄͨ͠αʔϏεͷσʔλΛूͯ͠৽͍͠ίϯςϯ
πΛఏڙ͍ͨ͠ • BigData
Big Data + Fast Data
BigDataʹ͏ΞϓϦέʔγϣϯͷ՝ • ͦΕͧΕͷΞϓϦέʔγϣϯͰ࣮ߦ͍ͯͨ͠όονॲ ཧ͕ऴΘΒͳ͍ • Ϩίʔυ͍ظؒͰԯͱେʹͳΓɺ σʔλϕʔεͷindexΑΓI/O͕ݫ͍͠ • ϨϓϦέʔγϣϯԆ୲อ͕͍͠ •
ઍສϢʔβʔͷϦΞϧλΠϜͷੳΛ͢Δʹݫ͍͠ • ਖ਼نԽͨ͠σʔλઈରʹRDBMS • ࢄͨ͠σʔλϕʔεʹͲ͏ཱ͔ͪ͏͔
BigDataͷΞϓϩʔν • σʔλͦͷͷͷू • લ·Ͱʹूܭ͓͚ͯ͠ྑ͍σʔλΛ͋Β͔͡Ί༻ ҙ͢Δ • ϦΞϧλΠϜʹೖྗ͞ΕΔσʔλʹରͯ͠ͷ MessageॲཧͱɺࢄՄೳͳσʔλετϨʔδ •
લड़ͷdatabase, elasticsearchซ༻ͷऔΓΈΛɺ ΑΓେ͖ͳεέʔϧͰߏங͢Δ
ࢄετϨʔδ࠾༻ • MongoDBCouchbaseݕ౼ υϥΠόʔपΓͷෆ҆ఆ͞ͳͲͰݟૹΓ(ݱࡏར༻த) • Hadoop ࢄϑΝΠϧγεςϜͷHDFS ࢄॲཧͷͨΊͷMapReduce ेރΕ͍ͯΔɺ࠾༻ࣄྫे
None
ϥϜμΞʔΩςΫνϟ • όονɺαʔϏεɺεϐʔυͰߏ • όονɺେ͖ͳσʔλͷूܭɺେྔσʔλͷੳͳͲΛ୲ ͢Δ -> Hadoop(MapReduce), Spark •
αʔϏεόονͷू݁ՌΛఏڙ͢Δ Hive, HBase, ElephantDB, Splout SQL, pipelineDB… • εϐʔυϦΞϧλΠϜॲཧͷ݁ՌΛఏڙ͢Δ Spark, Storm, Kafka, Cassandra etc.. • αʔϏεͱεϐʔυͷ྆ํͷΛϚʔδͯ͠ฦ٫ қߴ͍ɾɾɾ -> KafkaͳͲʹूͤͨ͞Kappa Architecure
ετϦʔϜॲཧ • େྔͷσʔλΛϦΞϧλΠϜͰॲཧ͢Δͷ͕ɺ ετϦʔϜσʔλॲཧͷత • ऴΘΓ͕ͳ͘ɺແݶʹͬͯ͘ΔͷͷΞϓϩʔν • ϝϞϦͰॲཧ͞Εɺͦͷޙഁغ͞ΕΔ • ࢹܥͷॲཧΑ͘ར༻͞Ε͍ͯΔͷ
• ηϯαʔΛར༻ͨ͠ΞϓϦέʔγϣϯͳͲ
Spark • ࢄॲཧϑϨʔϜϫʔΫͷҰͭ • RDDͱݺΕΔΠϛϡʔλϒϧͳίϨΫγϣϯΛѻ͏ • Spark SQL • Spark
Streaming • Spark MLlib
KappaΞʔΩςΫνϟ
KappaΞʔΩςΫνϟ
OSSͰߏங
PHPϝΠϯͰ࡞Δ͜ͱ͍͠ɾɾ
σϞ https://github.com/ytake/ builderscon-example
Kappa Architecture(small) PHP ConsoleApp Kafka Spark Streaming PHP Consumer Cassandra
PHP WebApp
Apache Cassandra
Apache Cassandra • Ϩίʔυ͕େྔʹ૿͑Δ͜ͱ͕Θ͔͓ͬͯΓɺ ੳʹར༻͢Δ༧ఆͰ͋ͬͨͨΊɺ εέʔϧ͕༰қͱ͍͏Ͱ࠾༻ • PHP͔Βར༻Մೳ(ext-cassandra) • େྔσʔλͷॻ͖ࠐΈʹରԠ
• ؆୯ͳτϥϯβΫγϣϯαϙʔτ • σʔληϯλʔލ͗ͷΫϥελʔߏங • Availability ͱ Partition Tolerance • SQLΠϯλʔϑΣʔε • ୯Ұোͳ͠???????
Apache Cassandra Architecture
ؾΛ͚ͭΔ • RDBMSײ֮Ͱ͏·͘ར༻Ͱ͖·ͤΜ • ύʔςΟγϣϯΩʔͰ͏·͘ઃܭ͢Δ • ݅ʹΑΔΦʔμʔࢦఆͰ͖ͳ͍ • ϚςϦΞϥΠζυϏϡʔซ༻͢͠ •
ো࣌ͷϩάੳͨͩ͘͠ • ίϯύΫγϣϯͱઓ͏(࣮ࡍʹར༻͢Δ༰ྔ*2Ͱܭࢉ) • ݕࡧͰҾ͔͔ͬΔهࣄେମچόʔδϣϯͰɺ ݱߦͱશ͘ผ
ςʔϒϧઃܭ • Primary KeyࣝผΩʔͰ͋Γͳ͕Βɺ Ͳͷnodeʹ֨ೲ͢Δ͔Λܾఆ͢ΔύʔςΟγϣϯΩʔ • ҟͳΔnodeʹ͋Δͷͷݕࡧ͔ͳ͍ ඞཁͳέʔε͕ੜͨ͡߹ςʔϒϧઃܭΛݟ͢ • ߋ৽࣌ɺআ࣌ʹؚΊͳ͚ΕͳΒͳ͍
• ར༻ՄೳͳͷηΧϯμϦΠϯσοΫε·Ͱ • JOINLIKEଘࡏ͠ͳ͍ͨΊɺෳࡶͳͷSparkͰ
ςʔϒϧઃܭ CREATE TABLE timeline.user_timeline ( uuid uuid, user_id int, reference
map<text, text>, body text, is_read tinyint, published_at timestamp, PRIMARY KEY (user_id) );
Ϩίʔυͷॱ൪Λܾఆ͢Δ CREATE TABLE timeline.user_timeline ( uuid uuid, user_id int, reference
map<text, text>, body text, is_read tinyint, published_at timestamp, PRIMARY KEY (user_id) ) WITH CLUSTERING ORDER BY (published_at DESC);
MATERIALIZED VIEW CREATE MATERIALIZED VIEW timeline.desc_user_timeline AS SELECT uuid, user_id,
published_at, reference, body FROM timeline.user_timeline WHERE user_id IS NOT NULL AND published_at IS NOT NULL AND uuid IS NOT NULL PRIMARY KEY (user_id, published_at, uuid) WITH CLUSTERING ORDER BY (published_at DESC);
From PHP $cluster = Cassandra::cluster() ->withContactPoints('10.0.1.24', ‘localhost') ->withPort(9042) ->build(); $statement
= $session->prepare( "UPDATE users SET age = ? WHERE user_name = ?” ); $futures = array(); // execute all statements in background foreach ($data as $arguments) { $futures[] = $session->executeAsync( $statement, [ ‘arguments' => $arguments ]; }
PHP extension • Batchʹ࠷దԽ͞ΕͨI/F Batch Statement • ฒྻར༻Մೳ • Pagination͕༻ҙ͞Ε͍ͯΔ(Generatorར༻)
• Cassandraͷ΄ͱΜͲͷػೳ͕ར༻Ͱ͖ΔͷͰɺ Java͔Βར༻ͤͣͱे׆༻Ͱ͖Δ
Apache Kafka
Apache Kafka • Streamαϙʔτ(ϥϜμΞʔΩςΫνϟͰඞཁෆՄܽ) • ΫϥελϦϯά͕ࣗ༝ࣗࡏ • Zookeeperͱ࿈ܞͨ͠ࢄγεςϜ • োʹڧ͘ɺϝοηʔδͷ࠶औಘ͕Մೳ
• SparkͱStormͱ༰қʹ࿈ܞͰ͖Δ͜ͱ͔Β࠾༻ • ϝοηʔδૹ৴ޙͰࢦఆظؒอ࣋͠ɺ ଞͷΫΤϦΤϯδϯ͔Βϝοηʔδ༰औಘՄೳ • PHP͔Βར༻Մೳ(rdkafka)
Message QueueͰൃੜ͢Δ • Producer͔ΒBrokerૹ৴࣌ʹܽଛ͢Δ͜ͱ͕͋Δ • Broker͕ड৴Λࣦഊ͢Δέʔε • Brokerͷૹ৴͕ࣦഊ͢Δέʔε • ॏෳͯ͠ड৴ͯ͠͠·͏έʔε
0.11 • Exactly-once delivery and transactional messaging • ਖ਼֬ʹҰ͚ͩɺ࣮֬ʹಧ͚Δ •
ϝοηʔδૹ৴ͱड৴ʹτϥϯβΫγϣϯʂ • ΑΓڧݻʹ
Partition • ฒྻࢄॲཧ͕ઃܭ • topicΛPartitionͰׂ͠ɺProducer, Consumer͕ҙ ͷPartitionʹΞΫηε • ࡉԽͱޮԽ͕ࣗ༝ʹ
Partition
BigDataͷ࢝·ΓPHP͔Β
Presto
େنʹΑΔσʔλநग़ • hdfsʹ֨ೲ͞ΕͨσʔλΛΈ͍ͨ • RDBMSʹ֨ೲ͞Εͨσʔλͱ݁߹ͯ͠΄͍͠ • Ϗδωε؍Ͱͷσʔλूܭநग़Λͯ͠΄͍͠ • σʔλϕʔεࢄͰқ͕ߴ͍ •
खܰʹੳʹར༻͍ͨ͠ -> ແཧ
σʔλϚʔτ • ඞཁͳσʔλΛूΊͯσʔλϕʔεʹू͢Δ • όονॲཧͰ࣮ߦ͢ΔͨΊɺଈ࣌ʹσʔλΛऔಘ͢Δ ͜ͱ͍͠ • σʔλϚʔτࣗମͷอकӡ༻͕ඞཁͱͳΔ (ͦΕ͕ۀͰ͋ΕՄೳ) •
σʔλϚʔτΛઃܭ͢Δͷ͘͠ɺϋʔυϧ͕ߴ͍
Prestoͱ • facebookͰେنͳσʔλʹରͯ͠ɺ ΠϯλϥΫςΟϒʹσʔλऔಘͰ͖ΔΫΤϦΤϯδϯ • ϑϩϯτΞϓϦέʔγϣϯ͔Βhdfsʹଓ͠ɺ σʔλΛଈ࠲ʹՄࢹԽͤ͞Δͷ͍͠ • Hiveόονॲཧ༻్ͷͨΊɺඵͰฦ٫ෆՄೳ (MapReduce)
• RDBMSʹଓ͍ͨ͠ʂͳͲΛղܾ
Prestoͱ • SQLΠϯλʔϑΣʔεΛఏڙ • Cassandra, Hive, Kafka • MongoDB, MySQL,
PostgreSQL, SQLServer • Redis, Thrift • ରԠ͍ͯ͠ͳ͍ͷͰjavaͰυϥΠόΛ࣮͢Δ͚ͩ Ͱ͋Δఔ֦ுՄೳ • SELECTҎ֎ʹINSERTͳͲʹରԠ͓ͯ͠Γɺ σʔλϕʔεҠߦɺࢄΞʔΩςΫνϟͷΧόʔͳͲ ʹ
Prestoͱ
Prestoͱ • jdbcରԠ • PHP͔Βɺ xtendsys-labs/php-presto-client ytake/php-presto-client
None
·ͱΊ • ෳࡶԽ͢ΔΞϓϦέʔγϣϯɺ ՝ղܾେ͖͘ͳΔޣຯ • PHPͰϏδωεΛαϙʔτ͢Δཧπʔϧ • PHP͔Β࢝·ΔBigData + FastDataΞʔΩςΫνϟ
• PHPͰେ͖͘ߩݙ
webΞϓϦέʔγϣϯ͔Β BigData·Ͱࢧ͑ΔPHP