Vertex AI 試してみた / tried-vertex-ai

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Vertex AI ࢼͯ͠Έͨ Python ػցֶशษڧձ in ৽ׁ 2022-04-24 @kasacchiful

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Classmethod, Inc. Solutions Architect / Software Develper Favorite: Community: • JAWS-UG Niigata • Python ML in Niigata • JaSST Niigata • ASTER • SWANII • etc. Hiroshi Kasahara @kasacchiful @kasacchiful 2

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MLOpsͱ͸Կ͔ʁ

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MLOps • ػցֶशϓϩδΣΫτΛԁ׈ʹਐΊΔͨΊͷऔΓ૊Έɾମ੍ɾࢥ૝ • ػցֶशνʔϜ / ։ൃνʔϜ / ӡ༻νʔϜ ͕͓ޓ͍ʹڠௐ͠߹͏͜ͱ ͰɺػցֶशϞσϧͷ࣮૷͔Βӡ༻·ͰͷϥΠϑαΠΫϧΛԁ׈ʹਐ ΊɺܧଓతʹՁ஋Λఏڙ͢Δ͜ͱΛ໨తʹͯ͠Δ • DevOpsͷػցֶशϓϩδΣΫτ൛ • ʮ։ൃαΠΫϧͷ୹ॖʯʮ։ൃࣗମͷਝ଎Խʯʮ৴པੑߴ͍ϦϦʔεʯ ΛMLϓϩδΣΫτʹ΋

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MLγεςϜͷཁૉ IUUQTDMPVEHPPHMFDPNBSDIJUFDUVSFNMPQTDPOUJOVPVTEFMJWFSZBOEBVUPNBUJPOQJQFMJOFTJONBDIJOFMFBSOJOH

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MLOps Life Cycle IUUQTOFBMBOBMZUJDTDPNFYQFSUJTFNMPQT

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Continuous Delivery for Machine Learning end- to-end Process IUUQTNBSUJOGPXMFSDPNBSUJDMFTDENMIUNM

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MLOpsΠϯϑϥج൫ʹඞཁͳ͜ͱ • σʔλιʔεͱɺ͔ͦ͜Βੜ੒͞ΕΔσʔληοτͷ؅ཧ • ֶशࡁϞσϧͷ؅ཧ • CI / CDؚΜͩMLσϦόϦύΠϓϥΠϯ • Ұ࿈ͷδϣϒΛ؆୯ʹճͨ͢Ίͷίϯςφ

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Ұ͔Βߏங͢Δͷ͸େมͳͷͰ Ϋϥ΢υαʔϏε࢖͍͍ͨ

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MLOpsؔ࿈αʔϏε • AWS • Amazon SageMaker • Google Cloud • Vertex AI • Azure • Azure Machine Learning

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IUUQTQBHFTBXTDMPVEDPNST5;.JNBHFT@"84Ͱߏங͢Δ.-0QTج൫@഑෍൛@@"*.-5PLZPQEG

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IUUQTDMPVEHPPHMFDPNCMPHKBUPQJDTEFWFMPQFSTQSBDUJUJPOFSTOFXNMMFBSOJOHQBUIWFSUFYBJ

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ࠓճ͸Vertex AIΛࢼͯ͠Έͨ

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Vertex AIࢼͯ͠Έͨ • ϞσϧͷτϨʔχϯάɺσϓϩΠɺςετΛҰ௨Γࢼ͢ • AutoMLͷΫΠοΫελʔτΛϕʔεʹ࣮ࢪ • https://cloud.google.com/automl-tables/docs/quickstart?hl=ja • දܗࣜσʔλͷ෼ྨ

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σʔληοτ

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σʔληοτ

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σʔληοτ

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τϨʔχϯά

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τϨʔχϯά

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τϨʔχϯά

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τϨʔχϯά

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σϓϩΠ

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σϓϩΠ

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σϓϩΠ

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σϓϩΠ

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ςετ

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curlͰࢼ͢ curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json" \ https://asia-northeast1-aiplatform.googleapis.com/v1/projects/${PROJECT_ID}/locations/asia-northeast1/endpoints/${ENDPOINT_ID}:predict \ -d “@${INPUT_DATA_FILE} " { "predictions": [ { "classes": [ "1" , "2 " ] , "scores": [ 0.98835468292236328 , 0.0116453049704432 5 ] } ] , "deployedModelId": "8383556259466444800" , "model": "projects/1066851579090/locations/asia-northeast1/models/6083061274810253312" , "modelDisplayName": "sample_tabular_dataset_model " }

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ύΠϓϥΠϯ • kube fl ow pipelines ΋͘͠͸ Tensor fl ow Extended ͰύΠϓϥ ΠϯΛهࡌͯ͠ɺVertex AIʹొ ࿥ IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTBJNBDIJOFMFBSOJOHTFSWFSMFTTNBDIJOFMFBSOJOHQJQFMJOFTPOHPPHMFDMPVE

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MLOpsΠϯϑϥج൫ʹඞཁͳ͜ͱ • σʔλιʔεͱɺ͔ͦ͜Βੜ੒͞ΕΔσʔληοτͷ؅ཧ • Vertex AIͰ֤छσʔληοτΛ؅ཧͰ͖Δ • ֶशࡁϞσϧͷ؅ཧ • Ϟσϧͷόʔδϣϯ౳ͷ؅ཧ͕Մೳ • CI / CDؚΜͩMLσϦόϦύΠϓϥΠϯ • kebe fl ow pipelines΋͘͠͸Tensor fl ow ExtendedͰߏஙՄೳ • Ұ࿈ͷδϣϒΛ؆୯ʹճͨ͢Ίͷίϯςφ • طଘͷίϯςφར༻ͷ΄͔ɺΧελϜίϯςφ΋࢖༻Մೳ

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SageMaker / Vertex AI ͷػೳ σʔληοτ ͷ࡞੒ ਓྗʹΑΔΞ ϊςʔγϣϯ ࢧԉ ಛ௃ྔϦϙδ τϦ ύΠϓϥΠϯ ϞσϧͷධՁ σϓϩΠ ϞχλϦϯά 4BHF.BLFS 4BHF.BLFS %BUB 8SBOHMFS 4BHF.BLFS (SPVOE5SVU I 4BHF.BLFS 'FBUVSF 4UPSF 4BHF.BLFS 1JQFMJOF 4BHF.BLFS %FCVHHFS 4BHF.BLFS $MBSJGZ όονਪ࿦˓ ϦΞϧλΠϜ ਪ࿦˓ 4BHF.BLFS .PEFM .POJUFS 7FSUFY"* σʔληοτ ϥϕϧ෇λε Ϋ 7FSUFY"* 'FBUVSF 4UPSF 7FSUFY"* 1JQFMJOF ϞσϧͷධՁ όονਪ࿦˓ ϦΞϧλΠϜ ਪ࿦˓ 7FSUFY"* .POJUPSJOH

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ॴײ • ݁ߏGUI্Ͱૢ࡞Ͱ͖Δ͠ɺΘ͔Γ΍͍͢ • ಛʹAutoML • Vertex AIͷPython SDK͕༻ҙ͞ΕͯΔͷͰɺίʔυͰ؅ཧ΋Ͱ͖Δ • SageMaker΋Python SDK͕͋Δ • ଞͷGoogle CloudαʔϏεͱͷ࿈ܞํ๏͕Α͘Θ͔Βͳ͍ (ଟ෼Ͱ͖Δ ΜͩΖ͏͚Ͳ)

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·ͱΊ • MLγεςϜߏஙͷࡍ͸ɺMLίʔυҎ֎ͷཁૉ΋ଟ͘ɺ࣌ؒ΋खؒ΋ ͔͔Δɻ • Ϋϥ΢υαʔϏεͷMLOpsؔ࿈ͷαʔϏεΛ͏·͘࢖͏͜ͱͰɺ࿑ ྗΛগͳͯ͘͠MLγεςϜΛߏஙɾӡ༻͢Δ͜ͱ͕Մೳ

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