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Hydra, MLflow, Optunaの組み合わせで手軽に始めるハイパーパラメータ管理
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Taiki Nakamura
June 26, 2021
Programming
4.4k
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Hydra, MLflow, Optunaの組み合わせで手軽に始めるハイパーパラメータ管理
Optuna meetup #1 で使用した資料です.
Taiki Nakamura
June 26, 2021
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Transcript
)ZESB .-GMPX 0QUVOBͷΈ߹ΘͤͰ खܰʹ࢝ΊΔϋΠύʔύϥϝʔλཧ ౦େӃɾใཧ म࢜՝ఔ தଜହوʢͳ͔ΉΒ ͍͖ͨʣ 1
0QUVOB .FFUVQ
/27 ࣗݾհ 2 ▪ ϓϩϑΟʔϧ • ౦େେֶӃ ใཧ Ԑɾখࢁݚ
. • Ի߹ ࣭มٕज़Λීஈݚڀ͍ͯ͠·͢ • 5XJUUFS!TVQJLJUJ ʢΞΠίϯɿӈਤʣ ▪ ొஃཧ༝ • Ҏલ NFEJVNDPNPQUVOB ʹͯຊൃදͱಉ͡ʹͯࣥච • &BTZ)ZQFSQBSBNFUFS.BOBHFNFOUXJUI)ZESB .-GMPX BOE0QUVOB • )ZESB .-GMPX 0QUVOBͷΈ߹ΘͤͰखܰʹ࢝ΊΔϋΠύʔ ύϥϝʔλཧ
/27 ຊͷ༰ 3 ▪ հ͢Δ͜ͱ • )ZESB .-GMPX 0QUVOB Λ༻͍ͨޮతͳϋΠύϥཧ
• ͦΕͧΕͷ୯ମͰͷ͍ํ Έ߹Θͤͨ۩ମతͳ͍ํ ▪ հ͠ͳ͍͜ͱ • ͦΕͧΕͷϥΠϒϥϦͷΈ ෦ಈ࡞ ◦ ૉਓͳͷͰʜ ▪ ຊͷڞ༗ࢿྉ [PPNͷνϟοτཝʹܝࡌ ▪ αϯϓϧίʔυͪ͜Β
ϋΠύϥཧ
/27 ϋΠύϥཧͷํ๏ 5 "SHQBSTF ʹΑΔཧ IQBSBNQZ ʹΑΔཧ
/27 ϋΠύϥཧͷ 6 ▪ BSHQBSTFʹΑΔϋΠύϥཧ • ԟʑʹͯ͠ઃఆ͢ΔϋΠύϥ͕େʹͳΓ͕ͪ • ͲͷϋΠύϥ͕ NPEFMQSFQSPDFTTͳͲʹରԠ͢Δ͔ݟͮΒ͍
▪ ઃఆϑΝΠϧΛ༻͍ͨϋΠύϥཧ • ϋΠύϥมߋͷͨͼʹઃఆϑΝΠϧΛฤू͋Δ͍࡞ ▪ )ZESB .-GMPX 0QUVOBʹΑΔϋΠύϥཧ • ઃఆύϥϝʔλΛίϚϯυϥΠϯ͔Βछྨมߋ ࣮ߦՄೳ • ϋΠύϥͷάϦουαʔν͕༰қʹՄೳ छྨͷཧ͕༰қ • ڧྗͳϋΠύϥ୳ࡧΛίϚϯυϥΠϯ͔Βར༻Մೳ
)ZESB
/27 8 ▪ ಛ • 'BDFCPPL"*3FTFBSDI͕ެ։͍ͯ͠Δύϥϝʔλཧπʔϧ • ύϥϝʔλΛ֊ཱͯͯߏతʹ :".-ϑΝΠϧʹهड़ •
ίϚϯυϥΠϯ͔ΒઃఆΛ্ॻ͖ ࣮ߦ • ϋΠύϥͷछྨͷάϦουαʔνΛ ߦͰ࣮ߦՄೳ IUUQTIZESBDD )ZESBʹ͍ͭͯ
/27 جຊతͳ͍ํ 9 • ཧ͍ͨ͠ϋΠύϥΛ ZBNM ܗࣜͰ $POGJHϑΝΠϧهड़
/27 جຊతͳ͍ํ 10 • ؔʹσίϨʔλΛ͢͜ͱͰ͔ؔΒϋΠύϥࢀরՄೳ
/27 جຊతͳ͍ํ 11 ▪ ίϚϯυϥΠϯ͔Βͷͷมߋ ࣮ߦ • ϋΠύϥͷΛௐͯ͠࠶࣮ߦ͍ͨ͠߹ίϚϯυϥΠϯ͔Β ϋΠύϥͷΛมߋͯ͠ϓϩάϥϜΛ࠶࣮ߦՄೳ
/27 جຊతͳ͍ํ 12 ▪ ϋΠύϥͷάϦουαʔν • छྨͷϋΠύϥΛॱʹ༻͍࣮ͯߦ͍ͨ͠߹ɼ$POGJHΛ ॻ͖͑Δ͜ͱͳ͘ίϚϯυϥΠϯ͔ΒࢦఆՄೳ • ࢦఆͨ͠ϋΠύϥͷΈ߹ΘͤͷʹԠ࣮ͯ͡ߦ
/27 جຊతͳ͍ํ 13 ▪ )ZESBͷϋΠύϥࣗಈอଘػೳ • ࣮ߦ͝ͱͷઃఆ࣮ߦதͷग़ྗΛࣗಈͰอଘ͞ΕΔػೳ • 0VUQVUTσΟϨΫτϦʹ࣮ߦ࣮ߦຖछʑͷઃఆϑΝΠϧ͕ ࣗಈอଘ
• อଘܗࣜͷՄಡੑ͕͘ϋΠύϥൺֱ͕Ͱ͖ͳ͍ʢࠨਤʣͨΊ .-GMPX Λಋೖ͜͠ΕΛվળʢӈਤʣ
.-GMPX
/27 .-GMPXͷجຊతͳ͍ํ 15 ▪ .-GMPX ͱ • ػցֶशϥΠϑαΠΫϧΛ࣮ݱ͢ΔΦʔϓϯιʔε • )ZESB
ͱΈ߹ΘͤϋΠύϥͷཧ อଘ ൺֱ͕༰қʹ • ຊൃදͰ .-GMPX 5SBDLJOHΛ༻͍ͨϋΠύϥཧΛհ ▪ .-GMPX 5SBDLJOH • ػցֶशͳͲͷϋΠύϥͷϩΪϯά MPTTBDDVSBDZͳͲͷ ϝτϦΫε ग़ྗϑΝΠϧͳͲͷཧΛิॿ͢Δ "1*Λఏڙ • QJQͰΠϯετʔϧՄೳ
/27 جຊతͳ͍ํ 16 ▪ ϋΠύϥͷͱه • .-GMPX ͕ఏڙ͢ΔϩΪϯάؔΛ༻͍ͯϋΠύϥΛهՄೳ start_run() runID
の発行 log_param() ハイパラの登録 log_metric() メトリックの記録 log_artifact() 出力されたファイル等の記録 … mlflow ui localserver:5000でGUI
17 )ZESBͱ .-GMPX ͷ࣮ྫ
18 hydra.mainデコレータ パラメータの登録 (log_params()) メトリックの登録
19 શࢼߦաఔ͕ࣗಈอଘ ൺֱՄೳ MPTT BDDVSBDZ
/27 )ZESB .-GMPX ·ͱΊ 20 ▪ )ZESB • 'BDFCPPL"*3FTFBSDI͕ެ։͍ͯ͠Δύϥϝʔλཧπʔϧ •
ίϚϯυϥΠϯ͔ΒઃఆΛෳมߋ ࣮ߦՄೳ ▪ .-GMPX • ػցֶशͷ࣮ݧཧΛࣗಈͰߦ͏πʔϧ • (6*্Ͱύϥϝʔλͷҧ͍ʹΑΔ݁Ռͷൺֱ͕༰қʹՄೳ ▪ )ZESB .-GMPX 0QUVOB • )ZESBͷϓϥάΠϯΛར༻ͨ͠ 0QUVOB ͷಋೖํ๏Λղઆ
0QUVOB
/27 0QUVOB ͷಋೖ 22 ▪ 0QUVOB ͱ • ΦʔϓϯιʔεͷϋΠύϥࣗಈ࠷దԽϑϨʔϜϫʔΫ •
ϋΠύϥͷʹؔ͢ΔࢼߦࡨޡΛࣗಈԽ • ༏ΕͨੑೳΛൃش͢ΔϋΠύϥͷΛࣗಈతʹൃݟ ▪ )ZESB .-GMPX 0QUVOB • )ZESBͷ 0QUVOB 4XFFQFSϓϥάΠϯΛ༻͢Δ͜ͱͰ )ZESBͰઃఆͨ͠มͷ୳ࡧΛίϚϯυϥΠϯ͔Β࣮ࢪՄೳ • ࠷దԽ͞ΕΔมͱ݅ΛίϚϯυϥΠϯ͔ΒมߋՄೳ
/27 ઃఆϑΝΠϧͷՃ 23 )ZESBͷઃఆϑΝΠϧ0QUVOB ʹؔ͢Δ ۩ମతͳઃఆ߲ΛՃͰॻ͖͜Ή͚ͩ ࡉ͔ͳ 0QUVOB ͷઃఆ߲ΛมߋՄೳ l
EJSFDUJPO ධՁؔΛ࠷খԽ PS࠷େԽ l O@USJBMT୳ࡧճͷઃఆ l /@KPCTฒྻϫʔΧʔͷ l ʜ
/27 NBJOؔͰͷมߋ 24 • σίϨʔλͰͨؔ͠ͷฦΓΛ࠷దԽ͢Δతมʹઃఆ • ҎԼͷίʔυ BDDVSBDZΛ࠷େԽ͍ͨ͠߹ͷྫ
/27 ୳ࡧൣғͷࢦఆ 25 • ίϚϯυϥΠϯ͔Β࠷దԽ͍ͨ͠ม͓ΑͼൣғΛࢦఆ • ҎԼͰ PQUJNJ[FS ͷֶशͱϞσϧͷϊʔυΛ୳ࡧ ◦
DIPJDFΧςΰϦܕͷมม͞ΕΔͨΊ PQUJNJ[FS ͷ ֶश छྨ୳ࡧ͞ΕΔ ◦ SBOHF ܕͷมม͞ΕΔͨΊ NPEFMOPEF ͕ < >ͷൣғ͔ͭͷ݅Ͱ୳ࡧ͞ΕΔ ◦ ଞʹ༷ʑͳʹରԠ͍ͯ͠Δ͕͜͜ͰׂѪ
/27 .-GMPXͰͷՄࢹԽ 26 • 0QUVOB Ͱ୳ࡧ͞ΕͨϋΠύϥͷ͓ΑͼతؔͷΛ .-GMPX Ͱߏஙͨ͠ϩʔΧϧαʔόʔ্Ͱ֬ೝՄೳ
/27 ૯·ͱΊ 27 ▪ )ZESB .-GMPX 0QUVOB • ֶश࣌ʹࡶʹͳΓ͕ͪͳύϥϝʔλཧͷܾఆ൛ •
)ZESBͱ 0QUVOB ͰύϥϝʔλΛ༰қʹมߋɾ୳ࡧ͠ .-GMPX ͰશύϥϝʔλΛҰݩཧ ▪ ͞Βʹֶͼ͍ͨํʹ • ,FESP8PSLGMPXͷύΠϓϥΠϯཧπʔϧ ◦ )ZESB .-GMPX 0QUVOB ,FESP ◦ ΑΓ࠶ݱੑͷ͋Δ͍ճ͠Λҙࣝͨ͠ίʔυʹ https://github.com/quantumblacklabs/kedro
/27 ࢀߟࢿྉ 28 • IUUQTDZCFSBHFOUBJCMPHSFTFBSDI • IUUQTZNZNIBUFOBCMPHDPNFOUSZ • IUUQT[FSFCPNIBUFOBCMPHDPN)ZESB
• IUUQTTQFBLFSEFDLDPNDIDLTPLYJBPTBLVTIJNFUFEB LJLVZVUFSVNMPQT