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Vertex AI 試してみた / tried-vertex-ai
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kasacchiful
April 24, 2022
Programming
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Vertex AI 試してみた / tried-vertex-ai
2022/04/24 (日) Python機械学習勉強会 in 新潟で発表した資料です。
kasacchiful
April 24, 2022
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Transcript
Vertex AI ࢼͯ͠Έͨ Python ػցֶशษڧձ in ৽ׁ 2022-04-24 @kasacchiful
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
MLOpsͱԿ͔ʁ
MLOps • ػցֶशϓϩδΣΫτΛԁʹਐΊΔͨΊͷऔΓΈɾମ੍ɾࢥ • ػցֶशνʔϜ / ։ൃνʔϜ / ӡ༻νʔϜ ͕͓ޓ͍ʹڠௐ͠߹͏͜ͱ
ͰɺػցֶशϞσϧͷ࣮͔Βӡ༻·ͰͷϥΠϑαΠΫϧΛԁʹਐ ΊɺܧଓతʹՁΛఏڙ͢Δ͜ͱΛతʹͯ͠Δ • DevOpsͷػցֶशϓϩδΣΫτ൛ • ʮ։ൃαΠΫϧͷॖʯʮ։ൃࣗମͷਝԽʯʮ৴པੑߴ͍ϦϦʔεʯ ΛMLϓϩδΣΫτʹ
MLγεςϜͷཁૉ IUUQTDMPVEHPPHMFDPNBSDIJUFDUVSFNMPQTDPOUJOVPVTEFMJWFSZBOEBVUPNBUJPOQJQFMJOFTJONBDIJOFMFBSOJOH
MLOps Life Cycle IUUQTOFBMBOBMZUJDTDPNFYQFSUJTFNMPQT
Continuous Delivery for Machine Learning end- to-end Process IUUQTNBSUJOGPXMFSDPNBSUJDMFTDENMIUNM
MLOpsΠϯϑϥج൫ʹඞཁͳ͜ͱ • σʔλιʔεͱɺ͔ͦ͜Βੜ͞ΕΔσʔληοτͷཧ • ֶशࡁϞσϧͷཧ • CI / CDؚΜͩMLσϦόϦύΠϓϥΠϯ •
Ұ࿈ͷδϣϒΛ؆୯ʹճͨ͢Ίͷίϯςφ
Ұ͔Βߏங͢ΔͷେมͳͷͰ ΫϥυαʔϏε͍͍ͨ
MLOpsؔ࿈αʔϏε • AWS • Amazon SageMaker • Google Cloud •
Vertex AI • Azure • Azure Machine Learning
IUUQTQBHFTBXTDMPVEDPNST5;.JNBHFT@"84Ͱߏங͢Δ.-0QTج൫@൛@@"*.-5PLZPQEG
IUUQTDMPVEHPPHMFDPNCMPHKBUPQJDTEFWFMPQFSTQSBDUJUJPOFSTOFXNMMFBSOJOHQBUIWFSUFYBJ
ࠓճVertex AIΛࢼͯ͠Έͨ
Vertex AIࢼͯ͠Έͨ • ϞσϧͷτϨʔχϯάɺσϓϩΠɺςετΛҰ௨Γࢼ͢ • AutoMLͷΫΠοΫελʔτΛϕʔεʹ࣮ࢪ • https://cloud.google.com/automl-tables/docs/quickstart?hl=ja • දܗࣜσʔλͷྨ
σʔληοτ
σʔληοτ
σʔληοτ
τϨʔχϯά
τϨʔχϯά
τϨʔχϯά
τϨʔχϯά
σϓϩΠ
σϓϩΠ
σϓϩΠ
σϓϩΠ
ςετ
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 " }
ύΠϓϥΠϯ • kube fl ow pipelines ͘͠ Tensor fl ow
Extended ͰύΠϓϥ ΠϯΛهࡌͯ͠ɺVertex AIʹొ IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTBJNBDIJOFMFBSOJOHTFSWFSMFTTNBDIJOFMFBSOJOHQJQFMJOFTPOHPPHMFDMPVE
MLOpsΠϯϑϥج൫ʹඞཁͳ͜ͱ • σʔλιʔεͱɺ͔ͦ͜Βੜ͞ΕΔσʔληοτͷཧ • Vertex AIͰ֤छσʔληοτΛཧͰ͖Δ • ֶशࡁϞσϧͷཧ • Ϟσϧͷόʔδϣϯͷཧ͕Մೳ
• CI / CDؚΜͩMLσϦόϦύΠϓϥΠϯ • kebe fl ow pipelines͘͠Tensor fl ow ExtendedͰߏஙՄೳ • Ұ࿈ͷδϣϒΛ؆୯ʹճͨ͢Ίͷίϯςφ • طଘͷίϯςφར༻ͷ΄͔ɺΧελϜίϯςφ༻Մೳ
SageMaker / Vertex AI ͷػೳ σʔληοτ ͷ࡞ ਓྗʹΑΔΞ ϊςʔγϣϯ ࢧԉ
ಛྔϦϙδ 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 ϥϕϧλε Ϋ 7FSUFY"* 'FBUVSF 4UPSF 7FSUFY"* 1JQFMJOF ϞσϧͷධՁ όονਪ˓ ϦΞϧλΠϜ ਪ˓ 7FSUFY"* .POJUPSJOH
ॴײ • ݁ߏGUI্Ͱૢ࡞Ͱ͖Δ͠ɺΘ͔Γ͍͢ • ಛʹAutoML • Vertex AIͷPython SDK͕༻ҙ͞ΕͯΔͷͰɺίʔυͰཧͰ͖Δ •
SageMakerPython SDK͕͋Δ • ଞͷGoogle CloudαʔϏεͱͷ࿈ܞํ๏͕Α͘Θ͔Βͳ͍ (ଟͰ͖Δ ΜͩΖ͏͚Ͳ)
·ͱΊ • MLγεςϜߏஙͷࡍɺMLίʔυҎ֎ͷཁૉଟ͘ɺ࣌ؒखؒ ͔͔Δɻ • ΫϥυαʔϏεͷMLOpsؔ࿈ͷαʔϏεΛ͏·͘͏͜ͱͰɺ࿑ ྗΛগͳͯ͘͠MLγεςϜΛߏஙɾӡ༻͢Δ͜ͱ͕Մೳ
͓͠·͍