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ScaleShift-jp-2019-summer
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ryo nakamaru
July 17, 2019
Research
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ScaleShift-jp-2019-summer
ScaleShift の機能概要、Kubernetes クラスタとの連携について
ryo nakamaru
July 17, 2019
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Transcript
ScaleShift ΦϯϓϨϛε / Ϋϥυ Ͱ࣮ݱ͢Δػցֶशڥ June, 2019
!2 ScaleShift Docker ϕʔεɺΦʔϓϯιʔεͷ Web ΫϥΠΞϯτ ΞϓϦέʔγϣϯͰ͢ • ϞσϧߏஙϑΣʔζ -
NGC / ࣗࣾϦϙδτϦ͔Βػցֶश Docker ΠϝʔδΛϫϯΫϦοΫͰऔಘ - ͦͷҙͷ Docker ΠϝʔδΛ Jupyter notebook ίϯςφͱͯ͠ىಈ • ϞσϧֶशϑΣʔζ - ߏஙʹར༻ͨ͠ϥΠϒϥϦ͝ͱ Docker ΠϝʔδʹݻΊϦϙδτϦอଘ - ΫϦοΫ͚ͩͰ Kubernetes Ϋϥελ / Rescale େنܭࢉλεΫΛૹ৴
جຊతͳಈ͖ !3 How does it work?
!4 ScaleShift ͷىಈ ϩʔΧϧʹ Web αʔόʔ্ཱ͕͕ͪΓ·͢
!5 ػցֶशιϑτΣΞͷΠϯετʔϧ NGC / ϓϥΠϕʔτϨδετϦ ͔ΒϫϯΫϦοΫͰμϯϩʔυ
!6 Jupyter notebook ͰͷϞσϧߏங Jupyter Ͱϥοϓͨ͠ίϯςφ͕͔ΜͨΜʹىಈ ϙʔτ࡞ۀྖҬ ίϯςφ͝ͱʹ ͞Εͨ ΫϦʔϯͳڥ
ɹ.
!7 େنܭࢉͷͨΊͷϥοϐϯά ґଘϥΠϒϥϦιʔείʔυ܈Λ·ͱΊɺͻͱͭͷΠϝʔδʹݻΊ·͢
!8 ࣾΫϥελ / ΫϥυܭࢉλεΫೖ ೖઌʹԠͯ͡ඞཁͳ API ͕࣮ߦ͞Ε·͢ ར༻ϦιʔεྔΛܾΊ ΫϥελλεΫೖ
Kubernetes ࿈ܞ !9 Integration with a kubernetes cluster
!10 ػցֶश ͱ Kubernetes Web ք۾Λத৺ʹίϯςφΦʔέετϨʔγϣϯͷσϑΝΫτʹͳͬͨ k8sɻ ػցֶशͷจ຺Ͱίϯςφར༻͕ΜʹͳΓɺԠ༻ࣄྫ͕૿͍͑ͯ·͢ɻ - NVIDIA
͕ެࣜʹαϙʔτΛද໌ [ GTC 2018 Keynote, March 27 ] - Mercari ML Ops Night Vol.1 [ גࣜձࣾ ϝϧΧϦ / May 23, 2018 ] ɹhttps://mercari.connpass.com/event/85931/presentation/ - Jupyter ͚ͩͰػցֶशΛ࣮αʔϏεల։Ͱ͖Δج൫ [ גࣜձࣾϦΫϧʔτϥΠϑελΠϧ ] ɹhttps://engineer.recruit-lifestyle.co.jp/techblog/2018-10-04-ml-platform/ - KubernetesʹΑΔػցֶशج൫ͷઓ [ גࣜձࣾ Preferred Networks / Dec 4, 2018 ] ɹhttps://www.slideshare.net/pfi/kubernetes-125013757
!11 ScaleShift + Kubernetes ߏྫ ετϨʔδ ཧϊʔυ ܭࢉϊʔυ ࣾωοτϫʔΫ NGC
DockerHub ϓϥΠϕʔτ ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ ScaleShift ೖΓ ϩʔΧϧ
!12 1. ػցֶशιϑτΣΞͷબ ετϨʔδ ཧϊʔυ ܭࢉϊʔυ ࣾωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ
ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ GUI ͔ΒબͿ͚ͩͰ μϯϩʔυ͕࢝·Γ·͢
!13 2. Ϟσϧߏங ετϨʔδ ཧϊʔυ ܭࢉϊʔυ ࣾωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ
ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ ScaleShift ͕ ϊʔτϒοΫΛىಈ͠·͢
!14 3. ࣮ߦڥɾೖྗσʔλͷసૹ ετϨʔδ ཧϊʔυ ܭࢉϊʔυ ࣾωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ
ϨδετϦ Kubernetes ScaleShift ͕෦తʹ ඞཁͳసૹΛߦ͍·͢ ݚڀ / ։ൃνʔϜ
!15 4. େنܭࢉͷ࣮ߦΛࢦࣔ ετϨʔδ ཧϊʔυ ܭࢉϊʔυ ࣾωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ
ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ Kubernetes ͷ Job ͱͯ͠ ܭࢉ݅Λૹ৴͠·͢
!16 5. େنܭࢉͷ࣮ߦ ετϨʔδ ཧϊʔυ ܭࢉϊʔυ ࣾωοτϫʔΫ NGC DockerHub Kubernetes
ϓϥΠϕʔτ ϨδετϦ ݚڀ / ։ൃνʔϜ
!17 6. ܭࢉ݁Ռͷ֬ೝ ετϨʔδ ཧϊʔυ ܭࢉϊʔυ ࣾωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ
ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ
!18 Kubernetes ઃఆ / λεΫ࣮ߦը໘
ScaleShift ͷઃఆ !19 Configurations
!20 ֎෦࿈ܞ ࿈ܞػೳ ઃఆ NVIDIA GPU CLOUD • NVIDIA ࣾͷཧ͢Δػցֶश
Docker Πϝʔδͷ Ұཡ / ৄࡉใऔಘɺΠϝʔδͷμϯϩʔυ ɹAPI Ωʔ & Ϣʔβઃఆ ϓϥΠϕʔτϨδετϦ • ࣗࣾͰཧ͢Δػցֶश Docker Πϝʔδͷ ҰཡใऔಘɺΠϝʔδͷμϯϩʔυ ɹଓઌ & Ϣʔβઃఆ AWS • ػցֶश Docker Πϝʔδͷμϯϩʔυ • ϩʔΧϧϑΝΠϧγεςϜͱ S3 ؒͷσʔλ࿈ܞ ʢ࣮༧ఆʣ Kubernetes • ࣾΫϥελ / ΫϥυͰͷେنܭࢉ࣮ߦ ɹkubecfg Rescale • Rescale ϓϥοτϑΥʔϜͰͷେنܭࢉ࣮ߦ ɹҬࢦఆ & API Ωʔ
!21 ىಈΦϓγϣϯʢൈਮʣ ઃఆ֓ཁ ॳظ SS_JUPYTER_MINIMUM_PORT ίϯςφͷଓϙʔτಈతׂ։࢝൪߸ ɾ30000 SS_LOG_LEVEL ΞϓϦέʔγϣϯͷϩάग़ྗϨϕϧ ɹwarn
SS_WORKSPACE_HOST_DIR ϗετଆͷ࡞ۀσʔλอଘྖҬ ɹͳ͠ʢࢦఆඞਢʣ SS_NGC_REGISTRY_ENDPOINT NGC ଓઌ ɹhttps://registry.nvidia.com SS_NGC_REGISTRY_USER_NAME NGC Ϣʔβʔ໊ ɹ$oauthtoken SS_RESCALE_SINGULARITY_VERSION Rescale Ͱͷ Singularity ϥϯλΠϜόʔδϣϯ ɹ3.2.0 SS_RESCALE_JOB_WALLTIME Rescale ͰͷλεΫ࣮ߦ࠷େ࣌ؒ ɾ3600 docker-compose.yml ʹઃఆΛهࡌɺىಈͰ͖·͢