研究の再現性を高める 仕組みをGoでつくる / Creating a system to improve the reproducibility of research using go

Oct 23, 2024 Fukuoka.go#20 での発表資料です。

Transcript

1. Fukuoka.go #20 Tomohisa Oda / Oct 23, 2024 ݚڀͷ࠶ݱੑΛߴΊΔ
   ࢓૊ΈΛ(PͰͭ͘Δ
2. Fukuoka.go #20 @linyows Blog: tomohisaoda.com Affiliation: Sakura internet, Inc. ɹɹɹɹɹɹCognano, Inc.
3. Fukuoka.go #20 ๏ ݚڀͰ͸ϝʔϧૹ৴ʹ͓͚Δू໿ͱϝʔϧΩϡʔ͕ू໿͞ΕΔ͜ͱͰ᫔᫓Λճආ͢ΔͨΊ ʹಁաܕ4.51ϓϩΩγΛఏҊ͍ͯ͠Δ
   ๏ ಁաܕ4.51ϓϩΩγͷੑೳධՁͷͨΊʹطଘख๏Ͱ͋Δ1PTU fi YΛ࢖͍͔ͬͯͭ͘ͷൺֱ ࣮ݧΛߦ͍ͬͯΔ
   ๏ ࣮ݧͰ͸ɺ᫔᫓ͷ࠶ݱɺϝʔϧϨΠςϯγʔ΍Ϧιʔεফඅ෼ੳͳͲΛߦ͍ͬͯΔ
   ๏ ֶज़ݚڀʹ͓͍ͯ࠶ݱੑ͸৴པੑ΍ಁ໌ੑͷͨΊʹͱͯ΋ॏཁɺͱ͍͏ͷ͸ࣗ໌͕ͩखܰ ʹͲ͏͢Ε͹͍͍ͱ͍͏΋ͷ͸ͳ͍
   ๏ ಛʹ৘ใ޻ֶ͋Δ͍͸ιϑτ΢ΣΞ޻ֶ͸࣮ݧՊֶʹൺ΂ͯ࠶ݱੑΛ୲อ͠΍͍͢ ͸͡Ίʹ
4. Fukuoka.go #20 ιϑτ΢ΤΞͷ࣮ݧΛ୭Ͱ΋࠶ݱͰ͖ΔΑ͏ʹ͍ͨ͠
5. Fukuoka.go #20 ๏ Ұ࿈ͷ࣮ݧΛϫʔΫϑϩʔͱఆٛ͢Δ
   ๏ ྫ͑͹ZBNMͳͲਓ͕ಡΈ΍͍͢ܗࣜͰϫʔΫϑϩʔΛϑΝΠϧʹ هड़͢Δʢόʔδϣϯ؅ཧʣ
   ๏ ͦͷఆٛϑΝΠϧ͔ΒϫʔΫϑϩʔͷ࣮ߦ͕؆୯ʹߦ͑Δʢ࣮ݧ ͷͨΊͷ؀ڥߏங͸είʔϓ֎ʣ
   ๏ ϓϩάϥϛϯάݴޠͰ֦ு͕Ͱ͖ɺൺֱతʹϝϯςָ͕ ཁ݅
6. Fukuoka.go #20 ๏ (/6
   .BLF
   5BTL fi MF
   
   λεΫ࣮ߦܥ
   ίϚϯυґଘ͔ͭਖ਼͘͠ಈ͘อূ͕ͳ͍
   ๏ /O
   .BLF FY
   JOUFHSPNBU
   
   ϫʔΫϑϩʔࣗಈԽ4BB4ܥ
   ఆٛϑΝΠϧͷΤΫεϙʔτ͸Ͱ͖Δ͕αʔϏεґଘͰෑډ͕ߴ͍
   ๏ "OTJCMF
   
   *B$ܥ
   ࣮ݧ؀ڥͷߏஙʹ͸ඞཁ͕࣮ͩݧͷ಺༰Λఆٛ͢Δʹ͸είʔϓ͕ҟͳΔ
   ๏ (SBEMF
   "QBDIF
   "OU
   "QBDIF
   .BWFO
   
   Ϗϧυܥ
   ఆٛϑΝΠϧ͕9.-ͩͬͨΓ͢Δɺͦͯ͠KBWBWBʜ طଘπʔϧͷௐࠪ
   
7. Fukuoka.go #20 ๏ "SUJMMFSZ
   (BUMJOH
   "QBDIF
   +.BUFS
   
   ෛՙςετܥ
   +BWBͰهड़ͨ͠γφϦΦͷ࣮ߦ͸Ͱ͖Δ
   ๏ "QBDIF
   "JS fl PX
   
   σʔλύΠϓϥΠϯܥ
   ෳ਺ͷίϯϙʔωϯτ͕ඞཁͰखؒͩ͠໨తͱҟͳΔ
   ๏ +FOLJOT
   
   $*$%ܥ
   ͜Ε΋૝ఆϢʔεέʔε͕ҟͳΔ
   ๏ 1PTUNBO
   *OTPNOJB
   3VOO
   
   γφϦΦςετܥ
   લ̎ͭ͸+4Ͱهड़͢Δඞཁ͕͋Δ͕ɺSVOO͸ZBNMͰهड़Ͱ͖ͯҰ൪༗ྗ طଘπʔϧͷௐࠪ
   
8. Fukuoka.go #20 ͦ΋ͦ΋ʜ
   طଘͷϫʔΫϑϩʔࣗಈԽπʔϧ܈Ͱϝʔϧૹ৴Λ૝ఆͯ͠ ͍Δ΋ͷ͕ͳ͍
   
   😭
9. Fukuoka.go #20 ๏ ҟͳΔૹ৴ݩɺҟͳΔૹ৴ઌʹରͯ͠ಉ࣌ʹϝʔϧΛ܁Γฦ ͠ૹ৴͢Δ
   ๏ ड৴ͨ͠ϝʔϧͷϔομʔΛύʔεͯ͠ϨΠςϯγʔΛूܭ ͢Δ ͲΜͳ࣮ݧΛ͍ͯ͠Δͷ͔
10. Fukuoka.go #20 'JHVSF
    
11. Fukuoka.go #20 ๏ ϫʔΫϑϩʔࣗಈԽπʔϧͰͷ࣮ݧ͸ఘΊɺ(PͰ࣮ݧΛ TDSJQUͱͯ͠هड़ͯ͠ݚڀ͸ਐΊͨ
    ๏ ݚڀͷ੒Ռ͸݄ͷ*054
    Ͱൃද༧ఆ
    ๏ ҰํͰɺͦͷίʔυΛݟͯԿΛ΍͍ͬͯΔͷ͔Λ͙͢ʹཧղ Ͱ͖Δͷ͸(PQIFSͷΈͩΖ͏ʜ ͦ͏͜͏͍ͯ͠Δ͏ͪʹకΊ੾Γ͕ʜ
12. Fukuoka.go #20 ιϑτ΢ΤΞͷ࣮ݧΛ୭Ͱ΋࠶ݱͰ͖ΔΑ͏ʹ͢Δʂ
13. Fukuoka.go #20 ๏ ͢Ͱʹ͋ΔϓϩμΫτʹίϛοτ͢Δͷ΋͍͍͕ࣗ෼ͷཁ݅ Λຬͨͨ͢Ίʹझຯͱͯࣗ͠෼Ͱ࡞Δͷͩ
    ๏ ࣗ෼ͷ෦԰ͷେ͖͞ʹͽͬͨΓ߹͏୨Λ࡞ΔΑ͏ͳ΋ͷ
    ๏ ͱ͍͏͜ͱͰϫʔΫϑϩʔࣗಈԽπʔϧΛ࡞Γ࢝Ίͨ ͳ͚Ε͹࡞Ζ͏ɺ͋ͬͯ΋࡞Ζ͏
14. Fukuoka.go #20 ๏ Ұ࿈ͷ࣮ݧΛϫʔΫϑϩʔͱఆٛ͢Δ
    ๏ ྫ͑͹ZBNMͳͲਓ͕ಡΈ΍͍͢ܗࣜͰϫʔΫϑϩʔΛϑΝΠϧʹ هड़͢Δʢόʔδϣϯ؅ཧʣ
    ๏ ͦͷఆٛϑΝΠϧ͔ΒϫʔΫϑϩʔͷ࣮ߦ͕؆୯ʹߦ͑Δʢ࣮ݧ ͷͨΊͷ؀ڥߏங͸είʔϓ֎ʣ
    ๏ ϓϩάϥϛϯάݴޠͰ֦ு͕Ͱ͖ɺൺֱతʹϝϯςָ͕ ཁ݅ʢ࠶ܝʣ ίί͕ॏཁ
15. Fukuoka.go #20 ๏ (PͰϓϥάΠϯԽ͢Δʹ͸Ͳ͏͢΂͖͔ͷߟ࡯Λࡢ೥ͷ(P
    $PO
    JO
    ,ZPUPͰൃදͨ͠
    ๏ ඪ४ͷQMVHJOύοέʔδΛ࢖͏ͱɺຊମͱϓϥάΠϯΛಉ͡πʔϧνΣΠϯͰϏϧυ ͠ͳ͚Ε͹ͳΒͳ͍
    ๏ ͭ·Γ$(0Λ༗ޮʹ͠HDDͷόʔδϣϯ΋ؾʹ͢Δඞཁ͕͋Δ
    ๏ ຊମͱϓϥάΠϯΛࣗલͰ؅ཧ͢ΔલఏͰͳ͍ͱݫ͍͠
    ๏ ࠓճ͸31$ʹΑΔϓϥάΠϯػߏͰ͋ΔIBTIJDPSQHPQMVHJOΛ࢖༻͢Δ
    ๏ ཧ࿦తʹ͸QSPUPCVGΛ࢖ͬͯଞͷݴޠͰ΋ϓϥάΠϯΛ࣮૷͢Δ͜ͱ΋Ͱ͖ΔͩΖ͏ ֦ுੑͷ࣮ݱ
16. Fukuoka.go #20 'JHVSF
    
17. Fukuoka.go #20 ๏ ϫʔΫϑϩʔʹ͓͚Δશͯͷ࣮ߦΛϓϥάΠϯଆͰߦ͏૝ఆ
    ๏ ͦͷ࣮ߦͷ͜ͱΛ"DUJPOTͱఆٛ͢Δ
    ๏ "DUJPOT͸)551ɺ4.51΍*."1ɺ(31$ɺ4IFMMɺ44)ͳͲ৭ʑ ߟ͑ΒΕΔ
    ๏ ͦ͏͢Δͱ"DUJPOT͕ϓϥάΠϯΠϯλʔϑΣʔεΛ௨ͯ͠ཁٻ͢ Δ৘ใ͸༷ʑͰ͋Γɺ༷ʑͰ͋Δʢड͚ೖΕΒΕͳ͍ͷͰճʣ ຊମͱϓϥάΠϯؒͷ৘ใ
18. Fukuoka.go #20 ܕ͕ఆ·Βͳ͍1SPUPCVGͷఆٛͲ͏͢Δ
19. Fukuoka.go #20 ๏ ຊମͱϓϥάΠϯؒͰ͸
    NBQ<TUSJOH>BOZͰे෼ͩΖ͏ͱߟ͍͕͑ͯͨQSPUPCVGʹͦΜͳܕ͸ͳ͔ͬͨ
    ๏ HPPHMFQSPUPCVG"OZ
    ͋Δ͍͸
    HPPHMFQSPUPCVG4USVDUΛJNQPSU͢Ε͹
    BOZܕΛ࢖͏͜ͱ͸Ͱ͖Δ
    ๏ લऀ͸ϓϦϛςΟϒͳܕΛϥοϓͨ͠ϝοηʔδΛఆٛ͠γϦΞϥΠζ͢ΔͨΊૹड৴Ͱ.BSTIBM
    
    6ONBSTIBM͕ඞཁ
    ๏ ޙऀ͸ఆٛ͸ෆཁ͕ͩಉ༷ʹߏ଄ମͰγϦΞϥΠζ͢ΔͷͰૹड৴Ͱม׵͕ඞཁ
    ๏ ܕΛ໌ࣔతʹ͢ΔલऀΛ࢖͍͍͕ͨɺωετ͢ΔNBQ<TUSJOH>BOZΛදݱͰ͖ͳ͍
    ๏ ͱ͸͍͑ޙऀ΋<>CZUFܕͷ··ૹΕͳ͍ͷͰ಺෦ͰCBTFʹΤϯίʔυ͞ΕΔ͕ड৴ଆͰ͸ࣗલͰσ ίʔυ͢Δඞཁ͕͋Γͦ͏Ͱటष͍ QSPUPCVGʹ͓͚ΔNBQ<TUSJOH>BOZͷ՝୊
20. Fukuoka.go #20 'JHVSF
    
21. Fukuoka.go #20 ๏ ͋Β͔͡Ίܕ͕Θ͔Βͳ͍ ͷ͔ͩΒ͍ͬͦͷ͜ͱ NBQ<TUSJOH>BOZΛKTPOʹ ͯ͠͠·͏
    ๏ KTPOΛTUSVDUQC4USVDUʹ͠ ͯड͚౉͠Λ͢Δ
    ๏ αʔόʔଆͰ͸ TUSVDUQC4USVDUΛKTPOʹ͠ ͯNBQ<TUSJOH>BOZʹ໭͢ QSPUPKTPOΛ࢖͏ͱ͍͏ΞΠσΞ
22. Fukuoka.go #20 ๏ IUUQTHJUIVCDPNMJOZPXTQSPCF
    ͱΓ͋͑ͣެ։͍ͯ͠Δ
    ๏ ϫʔΫϑϩʔ͸
    <>8PSL fl PX
    
    <>+PC
    
    <>4UFQ
    ͱ͍͏ߏ੒
    ๏ 4UFQ͸ϓϥάΠϯͰ͋Δ"DUJPOTΛ
    AVTFTA
    ΩʔϫʔυͰࢦఆ͢Δ
    ๏ Πϝʔδ͸(JUIVC
    "DUJPOTʹ͍ۙ
    ๏ "DUJPOT͸
    AXJUIA
    ΩʔϫʔυΛ࢖ͬͯ৘ใΛಘΔʢίί͕ઌ΄Ͳͷ KTPOʹͳΔʣ
    ϫʔΫϑϩʔࣗಈԽπʔϧ
    
    1SPCF
23. Fukuoka.go #20 ઌ΄Ͳͷ࣮ݧ͕͜ͷΑ͏ͳఆٛͰ࠶ݱͰ͖Δʢ·ͩಈ͔ͳ͍ʣ
24. Fukuoka.go #20
25. Fukuoka.go #20 'JHVSF
    
26. Fukuoka.go #20 'JHVSF
     IUUQ
    BDUJPOTΛ࢖ͬͨఆٛɻ
    ͪ͜Β͸ҰԠಈ͘ɻ
27. Fukuoka.go #20 ๏ ࣮૷͢΂͖͜ͱ͕੝Γͩ͘͞Μ͗͢Δ͕ɺࠓܞΘ͍ͬͯΔϓ ϩδΣΫτͰ࢖͏ͱ͍͏ϞνϕʔγϣϯͰؤுΔ
    ๏ ݁Ռͷग़ྗ͕ૉ๿͗͢ΔͷͰϦονʹ͍ͨ͠
    ๏ 4UFQͷ࠶ར༻ੑ໰୊
    ΞΠσΞͱͯ͠͸ZBNMͷΤΠϦΞεΛ࢖͏
    ෳ਺ͷXPSL fl PXͷ৔߹͸ҰͭͷZBNMͱͯ݁͠߹͢Δ ࠓޙͷ՝୊
28. Fukuoka.go #20 ๏ ݚڀͷ࠶ݱੑΛखܰʹ࣮ݱ͍ͨ͠ͱࢥ͕ͬͨطଘιϑτ΢ΣΞͰ͸༰қͰ͸ͳ ͔ͬͨ
    ๏ ͍ΖΜͳݚڀ͕͋ΔͷͰશͯΛຬͨ͢ιϑτ΢ΣΞ͸͋Β͔͡ΊఏڙͰ͖ͳ͍
    ๏ ͦͷͨΊ֦ுੑͷߴ͍ιϑτ΢ΣΞΛΦʔϧϓϥάΠϯԽͰࣗ࡞͢Δ͜ͱʹͨ͠
    ๏ ຊମͱϓϥάΠϯ͸HSQDͰ௨৴͠ɺ͋Β͔͡Ίܕ͕ෆ໌ͳ࢓༷ΛKTPOΛ࢖͏͜ ͱͰղܾͨ͠
    ๏ ػೳ͕શવ଍Γͯͳ͍ͷͰॆ࣮͍ͤͯ͘͞ ·ͱΊ
29. Fukuoka.go #20 ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ
    ͘͞ΒΠϯλʔωοτͰ͸
    𝝣 (0
    Λ࢖ͬͯΫϥ΢υͷίϯϙʔω ϯτΛ։ൃͯ͘͠ΕΔ஥ؒΛ୳͍ͯ͠·͢ʂ
    ؾܰʹ͓੠͔͚͍ͩ͘͞
    ʕ⊙౪⚆ʔ