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AWS で加速する機械学習 / Accelerate Machine Learning with AWS

AWS で加速する機械学習 / Accelerate Machine Learning with AWS

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Hokuto Hoshi

March 12, 2018
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  1. "84ͰՃ଎͢Δػցֶश ΫοΫύουגࣜձࣾ ੕๺ేછ୩༔Ұ࿠ "844UBSUVQ%BZ5PLZP

  2. ੕๺ే ΄͠΄͘ͱ !LBOJ@C  ΫοΫύουגࣜձࣾ
 ΠϯϑϥετϥΫνϟʔ෦෦௕  43& ηΩϡϦςΟΤϯδχΞ 

    "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM
  3. None
  4. Ϩγϐ਺ ສ඼Ҏ্ ࠃ಺ͷ݄ؒར༻ऀ਺໿ ສਓ

  5. ରԠݴޠ ݴޠΧࠃ ւ֎ͷ݄ؒར༻ऀ਺  ສਓҎ্

  6. ΫοΫύουͱ"84  ೥ʹ%$͔Β׬શҠߦ  BQOPSUIFBTU͓ΑͼVTFBTU
 Λओʹར༻  άϩʔόϧαʔϏε͸ओʹ64ͰՔಇ "NB[PO&$Πϯελϯε d

    ୆ఔ౓ "NB[PO4ΦϒδΣΫτ ԯҎ্  SFRTҎ্ ϐʔΫ࣌ಉ࣌ϦΫΤετ਺
  7. IUUQTTQFBLFSEFDLDPNLBOOZNJBPKJBOTIVNPGBMTFSPHVXPJJHBO[JOJTVSVBLJUFLVUJZB IUUQTTQFBLFSEFDLDPNBZFNPTNBDIJOFMFBSOJOHPQTBUDPPLQBE

  8. "84SF*OWFOU IUUQTXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFTDPODPOUBJOFSJ[FENBDIJOFMFBSOJOHPOBXT

  9. "84ͰՃ଎͢Δػցֶश

  10. ྉཧ͖Ζ͘ ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷ಺ɺ ྉཧࣸਅΛࣗಈతʹऩूه࿥

  11. %&.0

  12. None
  13. ৽͍͠௅ઓ  ॳͷػցֶशϓϩμΫτ  ηϛϦΞϧλΠϜͳը૾ೝࣝ  8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ  ඞཁͩͬͨ΋ͷ 

    ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ  ࣦഊͯ͠΋طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ  ૉૣ͘ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ
  14. ৽͍͠௅ઓ  ॳͷػցֶशϓϩμΫτ  ηϛϦΞϧλΠϜͳը૾ೝࣝ  8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ  ඞཁͩͬͨ΋ͷ 

    ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ  ࣦഊͯ͠΋طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ  ૉૣ͘ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ ৽͍͠αʔϏε࡞ΓΛ lՃ଎z͢Δ؀ڥ
  15. εέʔϥϏϦςΟͷ֬อ  ༧ଌͰ͖ͳ͍τϥϑΟοΫ େྔͷը૾ΞοϓϩʔυͳͲ   ಥવ57ʹ঺հ͞ΕΔ͜ͱ΋͋Δ͔΋͠Εͳ͍ ࣮ࡍ͋ͬͨ  

    ը૾ͷΞοϓϩʔυ΍൑ఆʹ͸͕͔͔࣌ؒΔ d਺ඦNT   ಉظॲཧͯ͠͠·͏ͱϢʔβମݧΛѱ͘͢Δ
  16. ඇಉظͳΞʔΩςΫνϟ  ը૾Ξοϓϩʔυͱը૾൑ఆΛݸผʹॲཧ  ͦΕͧΕΛεέʔϧ͠΍͍͢Α͏ͳߏ੒ʹ  "NB[PO4ͷQSFTJHOFE63-Ͱ௚઀Ξοϓϩʔυ  4OPUJpDBUJPOΛར༻͠ॲཧ͢΂͖ը૾ͷ৘ใ͸
 "NB[PO424΁

  17. ؀ڥͷ෼཭  ͜Ε·Ͱͷ8FCαʔό؀ڥͱҧ͏؀ڥ͕ٻΊΒΕͨ  ҧ͏ݴޠ ҧ͏ϫʔΫϩʔυ ҧ͏ϋʔυ΢ΣΞ (16  

    ίϯςφ؀ڥΛར༻  ϥϯλΠϜ΍(16υϥΠόɺઃఆΛ෼཭  "NB[PO&$4Λར༻ͯ͠؅ཧ  طʹଟ͘ͷαʔϏε͕ίϯςφ؀ڥͰՔಇ
  18. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ

  19. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ

  20. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg }
  21. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster
  22. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ
  23. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌
  24. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ { bucket: thumbnails key: 123.jpg }

    ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ ಛผͳίʔυ΍ΠϯϑϥΛ༻ҙͤͣ
 εέʔϥϒϧͳߏ੒ʹ
  25. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster ECS Cluster 424ͷΩϡʔ௕ʹԠͯ͡ &$4λεΫ΋εέʔϧ
  26. "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails

    key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ API Server API Server &$4λεΫ͔Βͷ൑ఆ݁ՌΛ଴͚ͭͩ
  27. &$4্Ͱͷࣸਅ൑ఆ  ࣸਅ൑ఆʹ(16Λ࢖༻͍ͯ͠Δ  ൑ఆॲཧʹ(16ΞΫηϥϨʔγϣϯ͕ར༻Ͱ͖Δ  ಉՁ֨ଳͷ$16Πϯελϯεͱൺ΂ͯdഒͷੑೳࠩ  HΠϯελϯεͰࣸਅ൑ఆ༻ͷ&$4$MVTUFSΛߏ੒

  28. IBLPʹΑΔΞϓϦέʔγϣϯఆٛ  IBLPIUUQTHJUIVCDPNFBHMFUNUIBLP  &$4ޓ׵ͷίϯςφσϓϩΠπʔϧ  ZBNMKTPOOFUܗࣜͰͷΞϓϦέʔγϣϯఆٛ  "VUP4DBMFɺ-#ͷࢦఆͳͲ΋Մೳ 

    શ։ൃऀ͕ࣗ෼ͰఆٛΛॻ͍ͯσϓϩΠՄೳ scheduler: type: ecs region: ap-northeast-1 cluster: hako-production-g2 desired_count: 1 app: image: food-photo-classifier cpu: 128 memory: 3072 memory_reservation: 2048 env: AWS_REGION: ap-northeast-1 COOKPADNET_ENV: production ...
  29. ӡ༻࣮੷  ը૾ೝࣝϞσϧΛҰ౓Ξοϓσʔτ  Ξοϓσʔτ΋৐Γӽ͑ɺେ͖ͳ໰୊΋ͳ͘ӡ༻Ͱ͖͍ͯΔ ສਓҎ্ ͷྉཧࣸਅΛه࿥ ͷϢʔβʔ͕ར༻  ສຕҎ্

    ೥݄೔ݱࡏ
  30. ৽͍͠௅ઓ  ॳͷػցֶशϓϩμΫτ  ηϛϦΞϧλΠϜͳը૾ೝࣝ  8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ  ඞཁͩͬͨ΋ͷ 

    ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ✅  طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ✅  ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ
  31. ࣮ݧ؀ڥͮ͘Γ  खΛಈ͔ͯ͠ػցֶशͷ஌ݟΛಘΔඞཁ͕͋ͬͨ  "84؀ڥ͸શͯΠϯϑϥ෦͕؅ཧ͍͕ͯͨ͠ʜ  Ϧιʔεͷ༻ҙ͕௥͍͔ͭͳ͍  ͍ΘΏΔຊ൪؀ڥͷӡ༻ʹ߹Θͳ͍ 

    ٻΊΒΕΔͷ͸αʔϏεʹඞཁͳ࣮ݧ݁Ռ  தԝ؅ཧʹݶք͕๚Εͨ ֤ࣄۀ෦ Πϯϑϥ෦ ٕज़ج൫ܥ෦ॺ ݚڀ ։ൃ෦
  32. ݚڀ։ൃج൫  ʮ͔ͤͬ͘৮ΕΔͷ͔ͩΒউखʹਐΊΒΕΕ͹ྑ͍ʯ  ݚڀ։ൃ෦ͷΤϯδχΞ͕ࣗ༝ʹखΛಈ͔ͤΔ৔ॴ  ຊ൪؀ڥͱ͸෼཭͞Ε͍ͯΔ  ؅ཧ͢΂͖෦෼͚͓ͩ͑͞ɺଟ͘Λ։ൃऀ΁Ҡৡ

  33. ΞΧ΢ϯτ෼཭  "84ΞΧ΢ϯτΛผʹ࡞੒ͯ͠෼཭  "840SHBOJ[BUJPOΛར༻ͯ͠ଞͷ༻్ʹ΋࡞੒  *".6TFS͸ຊ൪؀ڥͷݸਓϢʔβ͔Β"TTVNF3PMFPS440  $MPVE5SBJM΍$POpHΛ༗ޮʹͯ͠PVUQVUઌΛอޢ 

    lى͜Δલʹ๷͙zͰͳ͘l͙͢ؾ͚ͮΔzlޙ͔Β௥͑Δz
  34. ωοτϫʔΫ؀ڥ  ౿Έ୆44)αʔό͸ຊ൪ΞΧ΢ϯτͷ71$  Πϯϑϥ෦؅ཧ 71$1FFSJOHͰ઀ଓͯ͠ू໿  /BNFλάΛ࢖ͬͨ%/4ਖ਼Ҿ͖ɺٯҾ͖Λఏڙ  "84$POpH3VMFTͰηΩϡϦςΟάϧʔϓͷΠϯλʔωοτ

    ղ์ΛνΣοΫ
  35. None
  36. ίετ؅ཧ  ࡉ͔͍؅ཧ͸͠ͳ͍͕͋Δఔ౓͸೺Ѳ  ৵ೖͳͲͷΞϥʔτʹ΋ͳΔ  #VEHFUTػೳΛར༻  ༧ଌֹͳͲͰ4/4/PUJpDBUJPOΛड͚औΓରԠ

  37. None
  38. αϙʔτͷ׆༻  σϕϩούʔαϙʔτ͔ΒΤϯλʔϓϥΠζαϙʔτ΁ͷҠߦ  ࣌ؒͱ஌ࣝΛങ͏  ։ൃऀ͕ࣗ਎Ͱ໰୊ΛղܾͰ͖ΔΑ͏ʹ  ར༻ن໛ʹΑͬͯ͸ϏδωεͰ΋໰୊ͳ͍ͷͰཁݟੵ΋Γ

  39. ։ൃऀΞΧ΢ϯτ  ݚڀ։ൃ༻ͱಉ༷͕ͩશ։ൃऀ͕ࣗ༝ʹར༻Մೳ  ৭ʑͳ"84αʔϏεΛձࣾ࣋ͪͰݕূͰ͖Δ

  40. ར༻࣮੷  "84Λࣗ෼Ͱ৮ͬͯΈΔਓ͕ͱͯ΋૿͑ͨ  ༷ʑͳ"84αʔϏεͷར༻ͱऔΓࠐΈ  "1*(BUFXBZ -BNCEB $PHOJUP %ZOBNP%#

    &MFNFOUBM.FEJB 4FSWJDF (MVF ,JOFTJT 1PMMZ 4BHF.BLFS 93BZ -FY 1JOQPJOU  "QQ4ZODFUDʜ  ৽ػೳɺαʔϏεͷ૑ग़ΛՃ଎  ྉཧ͖Ζ͘ "MFYB4LJMM DPPLQBE57 FUD
  41. ֶΜͩ͜ͱ  ৽͍͜͠ͱΛૉૣ͘খ࢝͘͞ΊΔͨΊʹ͸ݖݶͱ੹೚͕ཁΔ  ҆৺ͯࣗ͠༝ʹ࢖͑Δ؀ڥͮ͘Γ͕ͦ͜ॏཁ  "84ʹ͸࣮ݱ͢ΔͨΊͷπʔϧ͕ἧ͍ͬͯΔ

  42. Ͳ͏࢖͍ͬͯͨͷ͔ʁ

  43. ࣗݾ঺հ  છ୩༔Ұ࿠<:VJDIJSP4PNFZB>  ΫοΫύουגࣜձࣾݚڀ։ൃ෦
 ϦαʔνΤϯδχΞ೥݄d  ʰػցֶशʹඞཁͳج൫Λ
 "84্ʹߏங͢Δʱ UXJUUFSDPN!BZFNPT@Z

    HJUIVCDPNBZFNPT IUUQTXXXBZFNPTNF
  44. εϞʔϧελʔτͰεέʔϧ͢Δ (16࣮ݧ؀ڥΛ"84্ʹߏங͢Δ

  45. എܠΫοΫύουݚڀ։ൃ෦  ೥݄ʹൃ଍  ॳظϝϯόʔ͸໊  ೥݄ݱࡏ͸
 ࠃ಺ʹ໊ ւ֎ʹ໊ 

    ෳ਺ͷਂ૚ֶशϓϩδΣΫτ  (16࣮ݧ؀ڥ͕ඞཁ ϢʔβʔϑΟʔυόοΫ ͷࣗಈλά෇͚ ը૾෼ੳʹΑΔϨγϐͷ෼ྨ Ϩγϐࡐྉ໊ͷࣗಈਖ਼نԽ
  46. (16࣮ݧ؀ڥͷཁ݅  ෳ਺ਓ͕ෳ਺ͷ࣮ݧΛߦ͏͜ͱ͕ग़དྷΔ

  47. &$ΠϯελϯεΛ࣮ݧ؀ڥͱͯ͠࢖͏  ΦϯσϚϯυΠϯελϯεͷར఺͕͋Δ  σϕϩούʔ਺΍λεΫʹԠͯ͡ඞཁͳ਺ͱεϖοΫ͕มԽ͢Δ  1/7*%*"(16࠷৽Ϟσϧͷαϙʔτ  ઐ༗Πϯελϯεͷར఺ 

    (16λεΫ͸جຊతʹഉଞͰɺଞͷ։ൃऀͱಉ࣌ʹ͸ར༻ͮ͠Β͍  ݚڀ։ൃ໨తͰ͸ɺࡶʹTVEPग़དྷΔಠཱͨ͠؀ڥ͕ศར
  48. (16࣮ݧ؀ڥ &$ ͕ग़དྷΔ·Ͱ  &$ΠϯελϯεΛ্ཱͪ͛ɺTTIΛૄ௨ͤ͞Δ  ඞཁͳιϑτ΢ΣΞͷΠϯετʔϧʗઃఆ  OWJEJBESJWFS $6%"

    DV%//ͳͲ݁ߏେม  ".* "NB[PO.BDIJOF*NBHF ͷར༻
  49. ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ ".*࡞੒ͱ؅ཧ

  50. ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ εφοϓγϣοτ
 ".*ͷ࡞੒ ".*࡞੒ͱ؅ཧ

  51. ౳ ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ ".*࡞੒ͱ؅ཧ

  52. IUUQTEPDTBXTBNB[PODPNKB@KQEMBNJMBUFTUEFWHVJEFXIBUJTEMBNJIUNM "84%FFQ-FBSOJOH".*  ਂ૚ֶशʹ ຆͲͷ৔߹ڞ௨ͯ͠ ඞཁͳιϑτ΢ΣΞ͕ηοτ Ξοϓ͞ΕͨϚωʔδυͳ".* l/7*%*"$6%"ɺ/7*%*"DV%//ɺ͓Αͼ࠷΋ਓؾ͕ߴ͍σΟʔϓϥʔχϯά
 ϑϨʔϜϫʔΫͷ࠷৽ϦϦʔεΛ࢖༻͢ΔΑ͏ʹࣄલʹઃఆ͞Εͯఏڙ͞Ε·͢ɻz 

  53. ࣗ࡞".* ౳ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ "84 %FFQ-FBSOJOH ".* FD3VO*OTUBODFT

  54. ࣗ࡞".* ౳ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ "84 %FFQ-FBSOJOH ".* FD3VO*OTUBODFT ".*Λར༻ͯ͠ɺ؀ڥΛؚΊͯΦϯσϚϯυͳ


    (16࣮ݧ؀ڥΛ࣮ݱ
  55.  ".*Λར༻͢Δ͜ͱʹΑΓιϑτ΢ΣΞͷΠϯετʔϧͱઃఆ ࡞ۀΛল͘͜ͱ͕ग़དྷͨ  71$ 4FDVSJUZ(SPVQͳͲͷઃఆ߲໨͕࢒͍ͬͯΔ  $IBUCPUӽ͠ʹطఆ஋Λར༻ͯ͠ΠϯελϯεΛ࡞Δ ΋͏ͻͱ޻෉ ʙ$IBUCPU

    "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ
  56. ΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

  57. DSFBUFXPSLCFODI 0VUHPJOH8FCIPPLT ΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

  58. DSFBUFXPSLCFODI 0VUHPJOH8FCIPPLT TMBDL@VJE6  DPNNBOEDSFBUFXPSLCFODI MBNCEB*OWPLF FD3VO*OTUBODFT 71$ 4VCOFU /BNFλά౳


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