Ebira: アクセス負荷に応じて継続的にスケーリング基準を最適化する汎用オートスケーリング機構/wsa_4_ebira

Ebira: アクセス負荷に応じて継続的にスケーリング基準を最適化する汎用オートスケーリング機構/wsa_4_ebira

2019.04.13 Web System Architecture 研究会 (WSA研)  #4
https://websystemarchitecture.hatenablog.jp/entry/2019/02/26/100725

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monochromegane

April 13, 2019
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  1. ࡾ୐༔հ / Pepabo R&D Institute, GMO Pepabo, Inc. 2019.04.13 Web

    System Architecture ݚڀձ (WSAݚ) #4 Ebira: ΞΫηεෛՙʹԠͯ͡ ܧଓతʹεέʔϦϯάج४Λ ࠷దԽ͢Δ൚༻ΦʔτεέʔϦϯάػߏ
  2. ϓϦϯγύϧΤϯδχΞ ࡾ୐༔հ!NPOPDISPNFHBOF (.0ϖύϘגࣜձࣾϖύϘݚڀॴ IUUQTCMPHNPOPDISPNFHBOFDPN

  3. 1. The Q. 2. ΦʔτεέʔϦϯάج४ઃܭʹؔ͢Δ՝୊ 3. εέʔϦϯάج४ઃܭΛ࠷దԽ͢Δ൚༻ΦʔτεέʔϦ ϯάػߏ 4. ධՁ

    5. ·ͱΊ 3 ໨࣍
  4. 1. The Q.

  5. • WebαʔϏεͷಛੑʹґଘͤͣʹɼΞΫηεͷෛՙʹԠͯ͡
 ൓Ԡత͔ͭܧଓతʹɼΦʔτεέʔϦϯάج४ઃܭΛ࠷దԽ͢Δ͜ ͱ͸Մೳ͔ʁ 5 ຊݚڀͷʮ໰͍ʯ

  6. 2. ΦʔτεέʔϦϯάج४ઃܭʹؔ͢Δ՝୊

  7. • WebαʔϏεͷ҆ఆੑͷͨΊɼεέʔϥϏϦςΟͷ࢓૊Έ͕ҰൠʹٻΊΒΕ Δɽ • Ϋϥ΢υαʔϏε΍ΦʔέετϨʔγϣϯπʔϧ͕ΦʔτεέʔϦϯάͷػೳ Λఏڙ 7 ΦʔτεέʔϦϯάͱج४ઃܭ

  8. • ΦʔτεέʔϦϯάͷ͓͚ΔεέʔϦϯάͷܖػͱͳΔࢦඪͷબఆͱͦͷج४ ஋ͷܾఆ͸ґવͱͯ͠WebαʔϏεಛੑΛ೺Ѳͨ͠ӡ༻ऀͷ஍ಓͳνϡʔχ ϯάʹґଘ • CPU࢖༻཰ɼඵؒΫΤϦ਺ɼίωΫγϣϯ਺ • WebαʔϏεͷಛੑʹ͜ΕΒͷؔ܎ੑΛՃຯͨ͠ීวతͳεέʔϦϯάج ४ͷઃܭ͸ࠔ೉ 8

    ΦʔτεέʔϦϯάͱج४ઃܭ
  9. • ద੾ͳࢦඪ͕બఆͰ͖Ε͹୯७ͳࢦඪͰ΋ޮՌ͕͋Δ • Ծ૝αʔόͷ༧ଌతΦʔτεέʔϦϯά (*1)Ͱ͸ɼΞϓϦέʔγϣϯॲཧ಺ ༰Ͱ͸ͳ͘ɼӡ༻ܦݧ͔Βಘͨαʔό୯ҐͷεϧʔϓοτΛࢦඪͱͨ͠ɽ 9 ࢦඪͷબఆʹ·ͭΘΔैདྷख๏ *1. ࡾ୐

    ༔հ, দຊ ྄հ, ྗ෢ ݈࣍, ܀ྛ ݈ଠ࿠, ΞΫηεස౓༧ଌʹجͮ͘Ծ૝αʔόͷܭըతΦʔτεέʔϦϯά, FIT 2018 ୈ17ճ৘ใ Պֶٕज़ϑΥʔϥϜ, CL-002, Sep 2018.
  10. • ಛੑΛ೺Ѳ͢ΔͨΊͷධՁ͕ߦ͑Δɼ·ͨ͸ֶशσʔλΛ஝ੵՄೳͳ؀ڥͰ͋ Ε͹୳ࡧత΋͘͠͸༧ଌతͳΞϓϩʔν͸ޮՌ͋Γ • ʮશࣗಈύϥϝʔλνϡʔχϯά͞Μʯ(*2)Ͱ͸ϝτϦΫεΛҰ఺ʹߜΓε ϧʔϓοτ͕࠷େԽ͢Δ஋Λ୳ࡧతʹٻΊͨɽ • ʮPerfEnforceʯ(*3)Ͱ͸ΦϯϥΠϯֶशՄೳͳύʔηϓτϩϯ͔Βαʔό ͷεέʔϦϯάΛߦ͍ɼ൓Ԡతͳख๏ΑΓੑೳ͕ྑ͔ͬͨɽ 10

    ج४஋ͷܾఆʹ·ͭΘΔैདྷख๏ *2. https://github.com/mirakui/tuningsan *3. PerfEnforce: A Dynamic Scaling Engine for Analytics with Performance Guaranteese, arXiv:1605.09753v1 [cs.DB] 31 May 2016
  11. • ༧ଌతɼ୳ࡧతͳํࣜ͸ࣗࣾWebαʔϏεͷΑ͏ʹಛੑΛ೺Ѳ͢ΔͨΊͷධ Ձ͕ߦ͑Δɼ·ͨ͸ֶशσʔλΛ஝ੵՄೳͳ؀ڥͷ৔߹ʹޮՌత͕ͩɼྫ͑͹ ϗεςΟϯάαʔϏεͷΑ͏ͳಛੑ͕ෆ໌Ͱ͔ͭଟ༷ͳ؀ڥʹର͢Δ൚༻తͳ εέʔϦϯάج४͕ٻΊΒΕΔ৔߹ʹద༻͕೉͍͠ 11 ैདྷख๏ • ର৅ͷWebαʔϏεͷಛੑΛࣄલʹ஌Δ͜ͱͳ͘ɼ൓Ԡతʹࢦඪ΁௥ैՄೳ ͳ൚༻తͳख๏͕ٻΊΒΕΔ

  12. 3. ΞΫηεෛՙʹԠͯ͡ εέʔϦϯάج४ઃܭΛ ࠷దԽ͢Δ൚༻ΦʔτεέʔϦϯάػߏ

  13. • WebαʔϏεͷಛੑʹґଘͤͣʹɼΞΫηεͷෛՙʹԠͯ͡൓Ԡత͔ͭܧଓ తʹɼΦʔτεέʔϦϯάج४Λ࠷దԽ͢Δ • 1. ֎ܗతͳࢦඪʹΑͬͯWebαʔϏεͷಛੑΛϒϥοΫϘοΫεͱͯ͠ѻ ͍ɼܧଓతʹಈ࡞Λ੍ޚ͢Δ࢓૊ΈͰ͋ΔϑΟʔυόοΫ੍ޚΛ༻͍ͯ࠷ద ͳΦʔτεέʔϦϯάج४ΛٻΊΔ • 2.

    ա౓ͳεέʔϦϯάΛආ͚ΔͨΊࢦඪͷऩଋ఺Λಈతͳ໨ඪ஋ͱ͢Δ • 3. ໨ඪʹै͍ΦʔτεέʔϦϯάΛૉૣ͘ߦ͏ʢ࣮૷ͷ࿩͸ຊใࠂͰ͸ର ৅֎ͱ͢Δʣ 13 Ebira ΦʔτεέʔϦϯάػߏ
  14. • ໨ඪ஋ͱग़ྗͷϑΟʔυόοΫͷޡࠩΛ༻͍ͯγεςϜͷೖྗΛܾఆ͠ɼग़ྗ Λ໨ඪ஋ʹ͚ۙͮΔ • ภࠩΛॲཧ͢Δ੍ޚثɼͦͯ͠ೖྗͱग़ྗʹԿΛ༻͍Δ͔ͷઃܭ͕ॏཁ 14 ϑΟʔυόοΫ੍ޚ ੍ޚث γεςϜ ೖྗ

    ग़ྗ ภࠩ ϑΟʔυόοΫ ໨ඪ஋
  15. • ໨ඪ஋ͱͷࠩΛޮ཰తʹղফ͢ΔͨΊͷݹయత੍ޚख๏ • ൺྫ੍ޚ(P)ɼੵ෼੍ޚ(I)ɼඍ෼੍ޚ(D)ͷ࿨Λೖྗ஋ͱ͢Δ 15 PID੍ޚ(1/2) ੍ޚث ภࠩ ໨ඪ஋ 1

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sha1_base64="JucbY3V7iD4pyjirU4Kr9PWwJLM=">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</latexit> γεςϜ  ϑΟʔυόοΫ ೖྗ ग़ྗ
  17. 17 Kaburaya: DynamicTargetController ภࠩ ໨ඪ஋ 1 * % r <latexit

    sha1_base64="l3XaGwPmE5Vm/Jhs1LG2xz0k9Bs=">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</latexit> <latexit sha1_base64="l3XaGwPmE5Vm/Jhs1LG2xz0k9Bs=">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</latexit> <latexit sha1_base64="l3XaGwPmE5Vm/Jhs1LG2xz0k9Bs=">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</latexit> <latexit sha1_base64="l3XaGwPmE5Vm/Jhs1LG2xz0k9Bs=">AAACknichVG7SgNBFD1ZXzE+Eh+FYCMGRSzCrAiKVdTGwsIk5iFRZHcddchmd9mdBDT4A9oqFlYKFmLhH9jY+AMWfoKkjGBj4c1mQVTUu+zMmTP3nLmXqzum8CRjzyGlrb2jsyvcHenp7euPxgYGc55dcQ2eNWzTdgu65nFTWDwrhTR5wXG5VtZNntdLy837fJW7nrCtdXng8K2ytmeJXWFokqiUux2LswTzY+wnUAMQRxBrduwem9iBDQMVlMFhQRI2ocGjrwgVDA5xW6gR5xIS/j3HESKkrVAWpwyN2BKte3QqBqxF56an56sNesWk3yXlGCbYE7thDfbIbtkLe//Vq+Z7NGs5oF1vabmzHT0eybz9qyrTLrH/qfpDoVN2q7Jndkd11Temi/k/e5TYxbzfm6BeHZ9pdm20fKqH543MQnqiNsmuWJ36vSTnB3K2qq/GdYqnL2hc6vfh/AS5mYTKEmpqNp5cCgYXxijGMUXTmUMSK1hDll7lOMEpzpRhZUFZVJZbqUoo0AzhSyirH/1ElaE=</latexit> e <latexit sha1_base64="JucbY3V7iD4pyjirU4Kr9PWwJLM=">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</latexit> <latexit sha1_base64="JucbY3V7iD4pyjirU4Kr9PWwJLM=">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</latexit> <latexit sha1_base64="JucbY3V7iD4pyjirU4Kr9PWwJLM=">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</latexit> <latexit sha1_base64="JucbY3V7iD4pyjirU4Kr9PWwJLM=">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</latexit> (PBQQ  ϑΟʔυόοΫ 4FNBQIPSF $166TBHF มԽ཰ • ฒྻॲཧͷݶ౓ͱͳΔCPU࢖༻཰Λ࣮ߦ࣌ʹଊ͑ΔͨΊ໨ඪ஋ΛมԽ཰͔Βߋ ৽͢Δೋॏϧʔϓ੍ޚثΛ࣮૷ɽ • ಺ଆͷϧʔϓ͸ฒߦ਺ΛೖྗɼCPU࢖༻཰Λग़ྗͱ͢ΔPID੍ޚث
  18. • ֎ܗతͳࢦඪͱͯ͠ɼWebαʔϏε͔ΒಘΒΕΔ୯Ґ࣌ؒ͋ͨΓͷϨεϙϯ ελΠϜͷฏۉΛ༻͍Δ • ࢦඪʹର͢ΔࠩΛݕ஌͠ɼϑΟʔυόοΫ੍ޚʹΑΓΦʔτεέʔϦϯάʹඞ ཁͳ୆਺Λࢉग़͢Δ • ࢦඪ͸ܧଓతʹ؂ࢹ͞Εɼۉߧ఺ʹऩଋ͢ΔΑ͏ϑΟʔυόοΫ੍ޚͷ໨ඪ஋ Λมߋ͢Δ͜ͱͰɼա৒ͳΦʔτεέʔϦϯάΛճආ͢Δ •

    ͜ΕΒͷࢦඪ͸؀ڥ͝ͱʹࣗಈ͔ͭܧଓͯ͠औಘ͞ΕΔͨΊɼӡ༻ऀ͸ࢦඪͷ બఆͱج४஋ͷܾఆ͕ෆཁ 18 Ebira: ΦʔτεέʔϦϯάઓུ
  19. 4. ධՁ

  20. • ಉ࣌ΞΫηε਺ʹԠͯ͡ࢦ਺ؔ਺తʹϨεϙϯελΠϜ͕ѱԽ͢Δαʔό͔Β ͳΔWebαʔϏεΛγϛϡϨʔγϣϯ • αʔό਺ʹରͯ͠ϦχΞʹεέʔϧ͢Δ؀ڥ • ϘτϧωοΫʹΑͬͯεέʔϧ͠ͳ͍؀ڥ • ൚༻తͰج४஋ͷ֫ಘ͕ෆཁͳ൓ԠతΦʔτεέʔϦϯάઓུΛධՁ •

    ฏৗ࣌ͷϨεϙϯελΠϜͷΈΛ༻͍ͨൺྫ੍ޚ • ൓Ԡతʹ֫ಘ͢Δج४஋Λ༻͍ͨఏҊख๏ʹΑΔಈత໨ඪൺྫ੍ޚ 20 ධՁ
  21. • ಉ࣌ΞΫηε਺͸εέʔϦϯά݁Ռʹ Ԡͯ͡ۉ౳ʹ෼ࢄ͢Δ 21 ධՁ؀ڥ1: ϦχΞ-εέʔϦϯά Clients Controller exp (

    c/ 100) 1 + r <latexit sha1_base64="MUtMwoO2Qg7EwZSGTapBVR3qnhU=">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</latexit>
  22. ධՁ؀ڥ1: ϦχΞ-εέʔϦϯά 22 • ൺྫ੍ޚɼఏҊख๏ɼͱ΋ʹϨεϙϯελΠϜͷ҆ఆԽ͕Մೳ • ఏҊख๏ͷ໨ඪ஋Լ߱ͷૣظఀࢭ͸มԽ཰ͷ؂ࢹظؒΛԆ৳ͯ͠ରԠՄೳ

  23. • όοΫΤϯυ͸εέʔϧͤͣɼϑϩϯ τͷΞΫηε਺Λશͯॲཧ͢Δ 23 ධՁ؀ڥ2: ϘτϧωοΫ-εέʔϦϯά Clients Controller exp (

    c/ 100) 1 + r <latexit sha1_base64="MUtMwoO2Qg7EwZSGTapBVR3qnhU=">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</latexit> exp ( c/ 300) 1 + r <latexit sha1_base64="VrayPbuLUXa3utjaW9MJjeAvtuw=">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</latexit>
  24. ධՁ؀ڥ2: ϘτϧωοΫ-εέʔϦϯά 24 • ൺྫ੍ޚʹ͓͍ͯϘτϧωοΫΛݕ஌Ͱ͖ͣεέʔϧ͕ܧଓ • ఏҊख๏ͷ໨ඪ஋Լ߱ͷૣظఀࢭ͸มԽ཰ͷ؂ࢹظؒΛԆ৳ͯ͠ରԠՄೳ

  25. 5. ·ͱΊ

  26. • WebαʔϏεͷಛੑʹґଘͤͣʹɼΞΫηεͷෛՙʹԠͯ͡൓Ԡత͔ͭܧଓ తʹɼεέʔϦϯάج४ઃܭΛ࠷దԽ͢Δख๏ΛఏҊ • γϛϡϨʔγϣϯ؀ڥʹ͓͍ͯɼ໨ඪ஋Λෛՙ৘ใʹԠͯ͡มಈͤ͞Δ੍ޚث ͷ༗ޮੑΛ֬ೝ • ༧ଌతɼਨ௚εέʔϦϯάͱͷ૊Έ߹ΘͤʹΑΔแׅతͳεέʔϦϯάઓུΛ ໨ࢦ͢ •

    ઓུʹج͍ͮͨ֎ૠతΦʔτεέʔϦϯάػߏͷ࣮૷Λ໨ࢦ͢ 26 ·ͱΊ
  27. • ܭଌ͕ඞཁͳ࣮ଌ஋ʹඇґଘͰ͋ΔҰํɼ੍ޚثʹؔ͢ΔήΠϯ΍มԽ཰ͱ͍ͬ ͨύϥϝλ͕ಋೖ͞Ε͍ͯΔͷͰ͸ͳ͍͔ • ൚༻తͳख๏Ͱ͋ΓɼઌߦݚڀͳͲʹΑΔղܾΛ૝ఆ • ൓Ԡతͱ͸͍͑ɼϨεϙϯελΠϜͷϊΠζΛۉͨ͢ΊʹҰఆͷܭଌظ͕ؒඞ ཁͰɼͦͷ෼εέʔϦϯά͕஗ΕΔͷͰ͸ͳ͍͔ • े෼ͳσʔλྔ͕͋Ε͹ྑ͍ͷͰɼ࣌ؒ࣠Λݻఆ͢ΔͷͰ͸ͳ͘ॲཧ਺Λ

    ݻఆ͢Δ͜ͱͰ࣌ؒ࣠ΛՄมʹͰ͖Δͱߟ͑Δ 27 ૝ఆ໰౴
  28. None