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Data Science Env with Docker

Data Science Env with Docker

Dockerを使って研究環境を整備する
Lightning Talk at みんなのPython勉強会 #45

C9cfacdff9f6f6a52a5dd40ae8364a3a?s=128

hyga2c

May 15, 2019
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Transcript

  1. %PDLFSΛ࢖ͬͯ ݚڀ؀ڥΛ੔උ͢Δ ΈΜͳͷ1ZUIPOษڧձ

  2. rOJLLJF!ΈΜͳͷ1ZUIPOษڧձ  l؀ڥߏஙΛ৐Γӽ͑ͯ࠷ॳͷ੒ޭΛମݧͨ͠ΒɺTUBQZͰ-5͠·ͤΜ͔ʁz

  3. ࣗݾ঺հ w ฌݿ३ࢤ w !):0@(0 w ๭੡ༀձࣾͷݚڀ։ൃ෦໳*5اը͓ੈ࿩܎ w झຯͰσʔλݚڀ໨ࢦͯ͠·͢
 ໨ࢦͤ͞ΜͰʙͰʙͨʙ͍͑͞Μͯ͌͢ͱ

    w ݩੜԽֶݚڀऀɺݩҩༀ඼։ൃʢن੍Պֶʣݚڀऀ
  4. .PUJWBUJPO w ʢझຯͷʣݚڀͷͨΊʹ1ZUIPOͰσʔλαΠΤϯε͍ͨ͠ w ʢͰ͖ΔݶΓʣ࠷৽ͷख๏΋छछͷσʔλ΋ࢼͯ͠Έ͍ͨ w 5FOTPS'MPX $IBJOFS w 3%,JU

    1VCDIFNQZ
  5. .PUJWBUJPO ͳͷͰ

  6. .PUJWBUJPO w ͍Ζ͍Ζ΍ͬͯΈΔˠࣦഊ͢Δ w QJQͱBOBDPOEB·ࣦͥͯഊ w $BOPQZͱ1ZDIBSNڞଘʹࣦഊ w 1ZUIPOͷόʔδϣϯ্͛ͨΒ5FOTPS'MPXಈ͔ͳ͍ w

    DVEBͷόʔδϣϯ͕ɻɻɻ w QZFOWͱDPOEBͱQJQͱ͔ɺ·͢·͢Θ͔Βͳ͘ͳ͖ͬͯͨ
  7. .PUJWBUJPO ؀ڥߏஙʹ࢖͏͕࣌ؒഅࣛʹͳΒͳ͍ Ͳ͏ͨ͠Βʁ Ͳ͏΍Β%PDLFSΛ࢖͏ͱ޾ͤʹͳΕΔΒ͍͠

  8. ࠷ॳͷ੒ޭ w ʢࣦഊͷੵΈॏͶͷޙʹʣ5FOTPS'MPX؀ڥͷߏஙʹ੒ޭ w %PDLFSલɿ5FOTPS'MPXͷόʔδϣϯͱ͔DVEBͷόʔδϣϯͱ͔શ͘ ཧղग़དྷࣦͣഊͷ࿈ଓʼ͍ͭʹ6CVOUVͷ࠶Πϯετʔϧ·Ͱ w %PDLFSಋೖτϥΠޙ w ࠷ॳͷࣦഊˠ2JJUBͷݹ͍هࣄΛࢀর͍ͯͨ͠


    ཧ༝ɿࣗ෼ͷ؀ڥͷDVEBͷόʔδϣϯ͕৽͗ͨ͢͠ w ೋ౓໨Ͱ੒ޭˠ੒ޭͷݪҼɿ5FOTPS'MPXެࣜΛࢀর w IUUQTXXXUFOTPSqPXPSHJOTUBMMEPDLFS w ڭ܇ɿͱʹ͔͘ݪయʹ͋ͨΔ
  9. ࣍ͷஈ֊΁ w ͜Ε͸ศར͔΋͠Εͳ͍ w Ͱ΋ɺ5FOGPS'MPXެࣜͷͱ͓Γʹ΍͍ͬͯΔz͚ͩzͳͷͰ w ԿΛ΍͍ͬͯΔ͔͕Θ͔Βͳ͍

  10. ࣍ͷஈ֊΁ wͦ͏ͩɻɻɻษڧ͠Α͏ wϚϯΨͰΘ͔Δ%PDLFSͰ֓೦ཧղͯ͠ wϚϯΨͰΘ͔Δ%PDLFSͰ΋͏গ͠ৄ͘͠ͳͬͯ w%PDLFS,VCFSOFUFT࣮ફίϯςφ։ൃೖ໳ΛಡΈ࢝ΊͨɹˡɹΠϚίί

  11. ͭΊͷ੒ޭ w 4DJQZ+BQBOͰσʔλαΠΤϯεݚڀͷ࠶ݱੑͷॏཁੑΛ࠶ ೝࣝ w "OBDPOEBc4DJQZ +VQZUFSͷ෼ੳ؀ڥ΋%PDLFSͰ࡞ͬͨ Β࠶ݱੑ֬อʹ༗ޮͳͷͰ͸ʁʁʁ w ͦ͏͍͑͹ɺϚϯΨͰΘ͔Δ%PDLFSʹ΋ɺ%PDLFSΛ࢖͏

    ͱႈ౳ੑ͕อͨΕΔͬͯදݱ͕ɻɻɻ ϚϯΨͰΘ͔Δ%PDLFSɹື઒͍͋ஶɹΑΓ
  12. ͭΊͷ੒ޭɿ%PDLFSͰ+VQZUFS w %PDLFS࢖ͬͨ+VQZUFS؀ڥߏஙͷ ެࣜ(JUIVC΋ެࣜϖʔδ΋͋Δʂ w ࢀߟɿ%PDLFSͰجຊతͳ%BUB 4DJFODF؀ڥ +VQZUFS 1ZUIPO 

    3 +VMJB ఆ൪ϥΠϒϥϦ Λߏங ͢Δɻ
  13. ͭΊͷ੒ޭɿ%PDLFSͰ+VQZUFS w ϝϦοτ w ඞཁͳύοέʔδΛ·ͱΊ֤ͨछͷ %PDLFS*NBHF͕छྨ४උ͞Ε͍ͯΔ w %PDLFS*NBHFΛSVO͢ΔࡍʹUBHΛࢦఆ ͢Ε͹ຖճಉ͡؀ڥ͕ߏங͞ΕΔ w

    ඞཁͳΒ͹%PDLFS'JMFΛฤूͯ͠ಠࣗͷ ؀ڥ΋࡞੒Մೳʢݚڀதʣ
  14. ࣮ࡍʹԿΛ΍͍ͬͯΔ͔ w SNίϯςφऴྃ࣌ʹίϯςφࣗಈ࡟আ w Qϙʔτࢦఆɹʢ%PDLFSίϯςφʹΞΫηε͢Δϙʔτ൪߸ͱGPXBSEJOHΛࢦఆʣ w F؀ڥม਺ࢦఆʢࠓճ͸ىಈޙʹKVQZUFSMBCTΛىಈʣ w OBNFίϯςφͷ໊લࢦఆʢŠSN͢ΔͳΒ͹ w

    WσΟϨΫτϦͷڞ༗ˠϗετଆͷσΟϨΫτϦ NOUTTEXPSL ͱίϯςφ಺ͷʢIPNF KPWZBOXPSL σΟϨΫτϦΛಉظ w $ docker run --rm -p 8888:8888 \ -e JUPYTER_ENABLE_LAB=yes\ --name jupyter-labs\ -v /mnt/ssd/work/:/home/jovyan/work\ jupyter/scipy-notebook
  15. ࣮ࡍʹԿΛ΍͍ͬͯΔ͔ w ίϯςφىಈޙʹλʔϛφϧʹදࣔ͞ΕΔτʔ ΫϯΛίϐʔɻ w ϒϥ΢βͰIUUQMPDBMIPTU ʹΞΫη ε

  16. ࠷ޙʹ w σʔλαΠΤϯεʹ΋%PDLFS͓͢͢ΊͰ͢ w ϩʔΧϧͰ΋ಈ͖·͢ w αʔόʔ্ʹཱͯͯ΋࢖͍΍͍͢Ͱ͢ w "84ͱ͔($1ͱ͔Ͱ΋ಈ͖·͢ʢ͜Ε͸ࢼ͍ͯ͠·ͤΜʣ w

    ଟ෼ΞϓϦ։ൃͱ͔8FC։ൃʹ΋༗ޮͳ͸ͣʢσϓϩΠ·Ͱ΋ʁʣ w -FU`T&OKPZ1ZUIPO-JGFXJUI%PDLFS