（せーのっ）「いますぐはじめるえむえるおぷす」

by Aipa

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ػցֶशΛʮ͍͍ײ͡ʯ ʹ͢Δٕज़ ΞΠύʔୂ௕ 2021/09/17@JX௨৴ࣾ x ͪΎΒσʔλ߹ಉษڧձ

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ʢͤʔͷͬʣ ͍·͙͢͸͡ΊΔ ͑Ή͑Δ͓΀͢

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݁࿦͔Β࿩͠·͕͢ ͸͡·Γ·ͤΜͰͨ͠

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ຊ౰ʹ͋Γ͕ͱ͏ ͍͟͝·ͨ͠

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ϥΠτχϯάτʔΫʂʂʂʂʂ

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·͊Ͱ΋୭΋ظ଴͍ͯ͠ͳ͍λΠτϧʢྦʣ ͩͬͨͱࢥ͏ͷͰɺ͜Ε͔Β͸๻ͷۤ࿑࿩Ͱ ΋ฉ͍͓ͯ͘Ε ໘നͦ͏ ໘നͦ͏ ໘നͦ͏ ໘നͦ͏ ʁʁʁʁ

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ࣗݾ঺հ

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ࣗݾ঺հ • ΞΠύʔʢAipaʣୂ௕ʢຬ31ࡀʣ • ೋࣇͷ෕ • ͪΎΒσʔλגࣜձࣾ • ৭ʑ΍Γ·͢ • ΰδϥ͕޷͖Ͱ͢

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ࠓ೔࿩͢͜ͱ ʢ΍Γ͔ͨͬͨ͜ͱʣ

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࿩͢͜ͱʢ΍Γ͔ͨͬͨ͜ͱʣ • G.I.I.C.Systemͷ։ൃ

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࿩͢͜ͱʢ΍Γ͔ͨͬͨ͜ͱʣ • G.I.I.C.Systemͷ։ൃ • Godzillaʢΰδϥͷʣ • Imageʢը૾Λʣ • Iikanjiʢ͍͍ײ͡ʹʣ • Collectʢͱͬͯ͘Δʣ • Systemʢͯ͢͠Ήʣ

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ΰδϥʹғ·Εͯ ই֐ੜ֔Λऴ͍͑ͨ

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ΞʔΩςΫνϟਤ ʢશྗͰະ׬੒͑Ή͑Δ͓΀͢ʣ "NB[PO4BHF.BLFS .PEFM ϥϕϦϯάɾ Ξϊςʔγϣϯπʔϧ 4 4 ϚΠ(16Ϛγϯ 5SBJO 4 લॲཧScript 4BHF.BLFS&OEQPJOU ͓·͍Β 44UBUJD)PTUJOH &$3 ,FESP

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ΞʔΩςΫνϟਤ ʢશྗͰະ׬੒͑Ή͑Δ͓΀͢ʣ "NB[PO4BHF.BLFS .PEFM ϥϕϦϯάɾ Ξϊςʔγϣϯπʔϧ 4 4 ϚΠ(16Ϛγϯ 5SBJO 4 લॲཧScript 4BHF.BLFS&OEQPJOU ͓·͍Β 44UBUJD)PTUJOH &$3 σʔλ෼ׂͷύϥϝʔλͱ͔ ར༻ͨ͠σʔλͷύεͱ͔ ֶशύϥϝʔλ౳ ֶशதͷϩάͱ͔ ,FESP 1SFBOOPUBUJPOతͳ΍ͭ ͤͬͤͱूΊΔͷ͸ͩΔ͍ͷ Ͱɺ"1*Λ࢖͏

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ະ׬੒ͳΒ͠ΐ͏͕ͳ͍ ؾ࣋ͪΛ੾Γସ͑·͢ • Pipelineͱ͔mlﬂowͱ͔sagemaker͸ਖ਼௚օ༷͍ͬͺ͍૊Μͩ͜ͱ͋Δͩͱ ࢥ͍·͢ɻࠓߋ͍͍ΑͶʢʣ • ႈ౳ੑͱ͔ฒྻԽͱ͔ߴ଎Խͱ͔ߟ͑Δ͜ͱ͍ͬͺ͍͋Γͦ͏Ͱ͕͢ɺج ຊϐλΰϥεΠονͳΜͰ͠ΐʁʢҟ࿦͸ೝΊΔʣ • ࠓճΞϊςʔγϣϯ͔Βελʔτ͠Α͏ͱࢥ͚ͬͨͲɺԿ࢖͓͏͔ͳͬͯ ࢥͬͯͨʢ࢖ͬͨ͜ͱͳ͍ʣ • Կ͔ྑ͍πʔϧͳ͍͔ͳʔʁ • ͦ΋ͦ΋Ξϊςʔγϣϯͱ͔ϥϕϦϯάͷϑΣʔζͬͯMLOpsͳͷʁʁʁ

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ͦ͏Έ͍ͨͰ͢ https://aws.amazon.com/jp/sagemaker/

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͔͍ͨ͋͋͋͋͋͋͋͋ https://aws.amazon.com/jp/sagemaker/

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Կ͔ྑ͍πʔϧͳ͍͔ͳʔ ʢ2ճ໨ʣ https://qiita.com/shu-yusa/items/d19ea57e3cf9c4dbdce2

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͓ʁʢ^ω^ = ^ω^ʣ https://twitter.com/1027kg/status/1392852597166379009

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ͳʹ͜ΕΑͦ͞͏ https://labelstud.io/

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͋Βૉఢ https://labelstud.io/

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͋Βʙʙʙ https://labelstud.io/api#tag/Annotations

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͖Όʔʔʔʔʔʔ https://labelstud.io/guide/storage.html

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͍͢͝ʙʢͳʹ͜Εʣ

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αΫαΫʂʂʢମײʣ

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Export Data…

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!!!!???

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!!!!???

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!!!!??? _(:3 ʯ㲃) ŴŗŖ

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͏ͻΐʙʙʙʙ

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௒ྑ͍ (Αͦ͞͏)

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ແࣄπʔϧબఆ͕͢Μͩͱ͜ΖͰɺ ͜Ε͔Β͸ۤ࿑࿩ • Label Studio • Kedro • YOLOv5 • MLFlow • SageMaker

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εοɾɾɾ • Label Studio • Kedro • YOLOv5 • MLFlow • SageMaker

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MLOpsɾɾɾʁ ͓લɾɾɾʂʁ • Label Studio • Kedro • YOLOv5 • MLFlow • SageMaker

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• Label Studio • Kedro • YOLOv5 • MLFlow • SageMaker ΏΔ͠(ry

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ۤ࿑࿩

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ۤ࿑࿩ʢ͓ʔΔ͋ͷͯʔ͠ΐΜʣ • ը૾͕දࣔ͞Εͳ͍ʢ403໰୊ʣ • ΞΫηεΩʔඞਢʢͦ͏Ͱ͸ͳ͍͚Ͳɺ͚ͭͨํ͕શػೳ Λར༻Ͱ͖Δʣ • APIυΩϡϝϯτ͕଍Γͳ͍ • [Export] Downloadํ๏͕ࡌ͍ͬͯͳ͍ • Request Parameter͕লུ͞ΕͯͯࠔΔ

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ը૾͕දࣔ͞Εͳ͍ʢ403໰୊ʣ • ઃఆͰS3ॺ໊෇͖ͩͱ͏·͘දࣔ͞Εͳ͍ • ࢼ͍ͯ͠ͳ͍͚ͲΞΫηεΩʔͷઃఆ͕ଟ෼ ඞਢ • ӳޠ͸ͪΌΜͱಡΉΜͩʢռΊʣ

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͜ͷล • ઃఆͰS3ॺ໊෇͖ͩͱ͏·͘දࣔ͞Εͳ͍ • ࢼ͍ͯ͠ͳ͍͚ͲೝূΩʔͷઃఆ͕ଟ෼ඞਢ • ӳޠ͸ͪΌΜͱಡΉΜͩʢռΊʣ

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ը૾͕දࣔ͞Εͳ͍ʢbase64໰୊ʣ • Project࡞੒͔ΒɺS3σʔλSyncޙɺϦετΛදࣔ͠Α͏ ͱ͢Δͱಈ͔ͳ͘ͳΔ • Base64ͷจࣈྻ͕େྔʹը໘ߋ৽͢Δͱ͜͏ͳΔͬΆ͍ • ๷͗ํ͕Θ͔Βͳ͍ • 1ճ໨͸਺ຕΞοϓϩʔυ → Sync → දࣔͰ͖Δ͜ͱ ֬ೝͰ͖ͨΒɺશ෦Ξοϓϩʔυ → Sync Ͱ҆ఆ͢Δ

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ΞΫηεΩʔඞਢ • EC2Ͱىಈͯ͠ɺIAMϩʔϧ(S3FullAccessͱ͔)෇༩͠ ͨΒΞΫηεΩʔ͸͍Βͳ͍ • ͕ɺExport͢Δͱ͖ʹը૾σʔλ1ຕͣͭμ΢ϯϩʔυ ͍ͯ͠ΔΑ͏ͳͷͰɺඞਢͱͳΔɹ • Ξϊςʔγϣϯ͕׬ྃͨ͠ޙʹʮ࡞ۀ͕ऴΘͬ ͨʂʂʂʯͱ͍͏ؾ͔࣋ͪΒग़ͯ͘ΔΤϥʔʹ (´ɾωɾʆ)͢ΔͷͰ΍͓ͬͯ͘Μͩʂʂʂ

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APIυΩϡϝϯτ͕଍Γͳ͍ • Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͸ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷௿ݶ͸ࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͢޻਺͕ਏ͍ • σʔλϕʔε΍ɺGithubʢίʔυಡΉʣͱୟ͍ͯ ڍಈΛ֬ೝ͍͚ͯ͠͹͍ͣΕ͸ղܾ͢Δʢେมʣ

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ΈΜͳͷ৺ͷ੠ ʢ͓લ͕هࣄॻ͚͹͍͍ͷͰ͸ɾɾɾʁʣ • Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͸ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷௿ݶ͸ࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͢޻਺͕ਏ͍ • σʔλϕʔε΍ɺGithubʢίʔυಡΉʣͱୟ͍ͯ ڍಈΛ֬ೝ͍͚ͯ͠͹͍ͣΕ͸ղܾ͢Δʢେมʣ

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• Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͸ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷௿ݶ͸ࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͢޻਺͕ਏ͍ • σʔλϕʔε΍ɺGithubʢίʔυಡΉʣͱୟ͍ͯ ڍಈΛ֬ೝ͍͚ͯ͠͹͍ͣΕ͸ղܾ͢Δʢେมʣ ͔ͨ͠ ʢ͔ͨ͠ʹʣ

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• Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͸ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷௿ݶ͸ࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͢޻਺͕ਏ͍ • σʔλϕʔε΍ɺGithubʢίʔυಡΉʣͱୟ͍ͯ ڍಈΛ֬ೝ͍͚ͯ͠͹͍ͣΕ͸ղܾ͢Δʢେมʣ ͔ͨ͠ ʢ͔ͨ͠ʹʣ དྷिʹ͸ॻ͜͏ͱࢥ͍·͢ ʢϑϥάʣ

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σϞ

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σϞ಺༰ • Label Studioͷىಈ • S3ͱͷ࿈ܞ • Ξϊςʔγϣϯ࡞ۀ • APIͷར༻ • Export

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·ͱΊ

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·ͱΊ • ʮ͍·͙͢ʯMLOpsΛ࢝Ί͍ͨͳΒΫϥ΢υ ࢖ͬͨ΄͏͕͍͍Ͱ͢ΑʁʢռΊʣ • Label Studio࢖͏৔߹͸๻ͷࢡΛ౿ΜͰ͕Μ ͹͍ͬͯͩ͘͞