#pyhack conference 2023/06/17
ίʔώʔ3.34ഋͷֹ݄ྉۚͰσʔλج൫Λ࡞ͬͯ͏Google Cloudͷ͋Ε͜ΕͱࣆJAPANͷͦͷޙ.@shinyorke 2023/06/17 Python mini Hack-a-thon Conference
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Who am I?(ࣗݾհ)• Shinichi Nakagawa@shinyorke• େख֎ࢿITίϯαϧاۀϚωʔδϟʔʢݱ৬ʣ• #Pyhack ॳࢀՃ: 2013/02/16ʢ#28ʣ, ଟৗ࿈ʢͱ͍͏ೝࣝʣ• ٿ͕Ұ൪ͷझຯͱݟ͔͚ͤͯͦ͏Ͱͳ͍ਓ.• ωλͱͯ͠ͷʮٿͷਓʯطʹଔۀ͍ͯ͠·͢. ͨ·ͨ·ݸਓ։ൃωλ͕ٿʹدͬͯΔ͚ͩͰ͢.
ࠓͷ͓• #PyHack #148ʢ2023/02/04ʣͰൃද࿅शͨ͠σϒαϛ2023ొஃωλ …ͷμΠδΣετ൛ʢ10Ver.ʣΛ͓൸࿐͠·͢.• ొஃͨ͠ͷ͕2݄Ͱࠓ4݄ͳͷͰΞοϓσʔτগ͋͠Γ·͢.• σϒαϛຊฤͷಈըʢ40ʣެ։͞Ε͍ͯ·͢. https://codezine.jp/devonline/archive/session/131
σϒαϛͰͨ͜͠ͱʢཁʣ• ΫϥυͱσʔλΤϯδχΞϦϯάͰ࣮ݱ͢ΔԶͷDX• αʔόϨεͳΞʔΩςΫνϟͰ࣮ݱ͢Δʮ͍͍ײ͡ͳσʔλج൫ʯ• ʮਪ͠ͷٿબखʯͷʮਪ࣌͠ʯͲ͜ͳͷ͔ΛݟۃΊΔ⽁
͜͏͍͏ϞϊΛͬͯ…※σϒαϛࢿྉΑΓൈਮ
ϥʔζɾψʔτόʔʢࣆJAPANʣ• ࣆJAPANॳͷΞϝϦΧग़બख• ଧ͍ͷͷग़ྥͱଧ ͦͯ͠ଧٿ͕͘, 3ϙδγϣϯ ͦͭͳ͘कΕΔ֎कඋ˕• Ωϟϥཱ͍͍ͪͯͯ͠Ϡπͱ͍͏ᷚ, ࣆδϟύϯͷηϯλʔͱͯ͠ظʂ※σϒαϛࢿྉΑΓൈਮ
ϥʔζɾψʔτόʔʢࣆJAPANʣ• ࣆJAPANॳͷΞϝϦΧग़બख• ଧ͍ͷͷग़ྥͱଧ ͦͯ͠ଧٿ͕͘, 3ϙδγϣϯ ͦͭͳ͘कΕΔ֎कඋ˕• Ωϟϥཱ͍͍ͪͯͯ͠Ϡπͱ͍͏ᷚ, ࣆδϟύϯͷηϯλʔͱͯ͠ظʂ8#$͕։ນ͢Δલʢʣ͜ͷ࣌Ͱψʔτόʔͷ׆༂Λ༧ݴ͢Δ͜ͱʹޭʂ˞*5ۀքΤϯδχΞք۾࠷ͷൃදʢଟʣҰ൪όολʔͱͯ͠ͷ׆༂༧֎͕ͩͬͨͦΕ͓͖ͯ͞স
ࠓͷ10LTͰશ෦৮ΕΔͷແཧ.Google CloudͱٿͷΛগʑ.
͓͠ͳ͕͖• DashͱCloud RunͰσʔλɾμογϡϘʔυΛ࡞ͬͯಈ͔͢• WBCઓ࢜ͨͪͷͦͷޙ⽁• ͦͯ͠ؾʹͳΔ͓ஈ?
࡞ͬͨσʔλɾμογϡϘʔυʢͬ͘͟Γʣ•DashΛͬͯʮPythonॻ͚μογϡϘʔυ࡞ΕΔʯΑ͏ʹ͠·ͨ͠.•σʔλຊମBigQuery, σʔλͷΞΫηεRESTful APIʢGoʣܦ༝.•ೝূతͰAPI Gateway, Cacheͱͯ͠StorageΛར༻ʢ͜ΕϚετ͡Όͳ͍ʣ.
Dash is Կऀ🤔• PlotlyΛLow-codeπʔϧͱͯ͠ ͑ΔΑ͏ʹ͍͍ͨ͠ײ͡ͷౕ.• ϓϩτλΠϓͰੳɾՄࢹԽʹ Jupyter LabͱPlotlyΛ͓ͬͯΓ, ͜ΕΛͦͷ··Ҡ২Ͱ͖ΔखஈͰ ࣮͔ͨͬͨ͠.• https://dash.plotly.com/
ࠓճ࡞ͬͨίʔυ ʢҰ෦ൈਮʣ• Python͚ͩͰॻ͚ΔͷΊͬͪΌศརͩͬͨ.• HTMLʹͨ͠ίϯϙʔωϯτΛPythonͰ ΰϦͬͱॻ͍ͯ࡞͢Δͱ͍͍ײ͡ʹಈ͘.• ΠϕϯτۦಈͰͷॻ͖͑Callbackͳ σίϨʔλʔͰ࣮.• ReactͬΆ͋ͬͯ͞ݸਓతʹେ͖͕ͩ, ςετ͕ॻ͖ʹ͍͘ҹ… ※গͳ͘ͱUI ίϯϙʔωϯτʹؔͯ͠
Cloud RunΛબͨ͠ʢPythonicͳʣཧ༝• μογϡϘʔυΞϓϦͷґଘϥΠϒϥϦతʹApp EngineͰಈ͔͘ո͔ͬͨͨ͠Ί• PandasʹDashʢPlotlyʣͱσʔλܥͷϥΠϒϥϦ͕Γͩ͘͞ΜͷWebΞϓϦ• ͜ͷ࣌ͰͪΌΜͱͨ͠ContainerܥͰಈ͔͞ͳ͍ͱବͩͳͬͯஅˠͦͷ௨Γͩͬͨ• બ͢Δ·Ͱͷࢥߟͱͯ͠…1.ґଘϥΠϒϥϦͳͲͷ߹Ͱ΄΅PythonʢҰ෦GoʣͰͷ։ൃ -> Firebase͕ީิ͔Βফ͑Δ2.Cloud FunctionsͰಈ͔͢ʹඍົͳ༷ͱͳͬͨͨΊબࢶͱͯ͠ফڈ3.App EngineʢStandardʣContainer͡Όͳ͍ -> Cloud Runʹܾఆ ※ContainerͰಈ͔ͤΔApp EngineʢFlexibleʣΛΘͳ͔ͬͨཧ༝…ͦΜͳબࢶΛೖΕͨ͘ͳ͔͔ͬͨΒͰ͢ʢٿʣ
WBC2023ࣆδϟύϯઓ࢜ͷͦͷޙ• ೋྲྀͷ͋ͷํ• ϕετφΠϯʹબΕͨMLB৽ਓԦʢީิʣ
େ୩ᠳฏʢϩαϯθϧεɾΤϯδΣϧε, TWPʢTwo Way PlayerʣʣϗʔϜϥϯྔ࢈ͷൿີ͕໌Β͔ʹ
େ୩ᠳฏʢϩαϯθϧεɾΤϯδΣϧε, TWPʣӈʹࠨʹଧ͚͍ͪͯΔͷ͍͍ײ͡
େ୩ᠳฏʢϩαϯθϧεɾΤϯδΣϧε, TWPʣखͱͯ͜͠Μͳײ͡
٢ాਖ਼ঘʢϘετϯɾϨουιοΫε, LFʣώοτྔ࢈ͷൿີ͕໌Β͔ʹ
ʁʁʁʮσʔλج൫ࣗͰ࣋ͭͱ͓ߴ͍ͷͰʁʯ
ʲʳ͏αʔϏεΛͯ͠ίετ੍• ʮ͏ͱ্ཱ͖͚͕ͩͪΕ͍͍ʯલఏͰશαʔϏεΛίʔϧυελϯόΠʹ.• ͯ͢ͷΞϓϦɾػೳΛαʔόϨεͳΫϥυʢCloud RunͳͲʣΛར༻.• ʮಈ͍͍ͯͳ͍͓͕͔͔࣌ۚΔʯͷBigQueryͱετϨʔδͷΈʢ͘͝গֹʣ• σʔλอ͍ํΛ͠ίετΛ͑Δ• ແྉͷϧʔϧΛཧղ͠, ͦͷൣᙝͰۃྗ͏ʢ㲈ඞཁͳͷʹ͓ۚΛ͏ʣ• BigQueryCloud StorageແྉΛΊͬͪΌ׆༻
Ұϲ݄Ͱ$3ະຬ, ίʔώʔ3.34ഋఔͰӡ༻͍ͯ͠·͢🐯 ※σʔλج൫ϓϩδΣΫτͷ࣮ίετΑΓࢉग़ʢίʔώʔίϯϏχίʔώʔج४ʣ, υϝΠϯऔಘྉ֎෦ίετΛআ͘
͓͠ͳ͕͖• DashΛGoogle CloudͰಈ͔͢ͳΒCloud Run• ΦΦλχαϯϚονϣ͞Μ৭ʑͱΤά͍• ࣗͰσʔλج൫Λ࣋ͬͯର͔͔ͯۚ͠Βͳ͍※AWS, ଞͷΫϥυαʔϏεͰಉ͜͡ͱ͕Ͱ͖·͢Αʂ ʢGoogle Cloudʹ͍ͯ͠ΔͷࢲͷΈͰ͢ʣ
͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠⽁@shinyorke