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gotestsから学ぶテストコード自動生成のメカニズム / Automatic generation mechanism learned from gotests

tkmnzm
October 28, 2019

gotestsから学ぶテストコード自動生成のメカニズム / Automatic generation mechanism learned from gotests

tkmnzm

October 28, 2019
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  1. HPUFTUT͔ΒֶͿ

    ςετίʔυࣗಈੜ੒ͷ
    ϝΧχζϜ

    View Slide

  2. ࣗݾ঺հ
    w /P[PNJ5BLVNB
    w %F/" 48&5άϧʔϓ
    w "VUPNBUJPO5FTUνʔϜ "OESPJE
    (P

    View Slide

  3. (PBM
    HPUFTUTͱ͍͏ϥΠϒϥϦΛ୊ࡐʹ

    ςετίʔυࣗಈੜ੒ͷϝΧχζϜ
    Λ஌Δ͜ͱͰɺࣗಈੜ੒πʔϧͷ։
    ൃ΍ΧελϚΠζΛ͢Δ࣌ͷώϯτ
    ʹͳΕ͹ͱͯ΋خ͍͠

    View Slide

  4. HPUFTUT
    w IUUQTHJUIVCDPNDXFJMMHPUFTUT
    w ؔ਺ͷύϥϝʔλ΍໭Γ஋ͷܕʹ

    ߹ΘͤͯςʔϒϧۦಈςετΛࣗಈੜ੒

    ͯ͘͠ΕΔ

    View Slide

  5. HPUFTUTFYBNQMF
    GVOD'FFE$BU DPVOUJOU
    TUSJOH\
    JGDPVOU\
    SFUVSO
    ^
    SFUVSO.FX
    ^ ͜ͷ࣮૷ίʔυʹରͯ͠

    HPUFTUTΛ࣮ߦ͢Δͱʜ

    View Slide

  6. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    ςʔϒϧۦಈςετ͕ੜ੒͞Εͨʂ

    View Slide

  7. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    Ҿ਺ͷܕʹ͋ͬͨ
    ςετύϥϝʔλ͕ઃఆͰ͖Δ

    View Slide

  8. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    ໭Γ஋ͷܕʹ͋ͬͨ
    ظ଴஋͕ઃఆͰ͖Δ

    View Slide

  9. HPUFTUTͷ͍͍ͳͱࢥ͏ͱ͜Ζ
    w (Pʹ׳Ε͍ͯͳ͍ਓͰ΋αοͱ

    ςʔϒϧۦಈςετΛॻ͖࢝ΊΔ

    ͜ͱ͕Ͱ͖Δ
    w ςʔϒϧͷύϥϝʔλҎ֎ͷίʔυ
    ͕ࣗಈੜ੒͞ΕΔ͜ͱͰɺςετ
    έʔεΛͲ͏͢Δ͔ߟ͑Δ͜ͱʹू
    தͰ͖Δ

    View Slide

  10. HPUFTUTͷݶք
    w HPUFTUTͷੜ੒͢Δςετίʔυ͸

    ൚༻త
    w ϓϩδΣΫτʹϚονͨ͠΋ͷʹͳ
    ΔΑ͏ɺੜ੒ͨ͠ίʔυΛΆͪΆͪ
    ख௚ͨ͠͠Γ

    View Slide

  11. HPUFTUTͷݶք
    ͲͷΑ͏ʹςετίʔυ͕ੜ੒͞ΕΔ͔Λཧղ͢Ε͹ɺ

    ࣗ෼͕ٻΊΔςετίʔυΛੜ੒͢ΔΑ͏ʹ

    ΧελϚΠζͰ͖ΔͷͰ͸ʁ
    w HPUFTUTͷੜ੒͢Δςετίʔυ͸

    ൚༻త
    w ϓϩδΣΫτʹϚονͨ͠΋ͷʹͳ
    ΔΑ͏ɺੜ੒ͨ͠ίʔυΛΆͪΆͪ
    ख௚ͨ͠͠Γ

    View Slide

  12. HPUFTUTͷ

    ࣗಈੜ੒ϝΧχζϜ

    View Slide

  13. ςετίʔυੜ੒ͷϑϩʔ
    ର৅
    ؔ਺
    ର৅ؔ਺ͷ

    ߏจղੳΛͯ͠
    γάωνϟΛऔಘ

    γάωνϟΛ

    ςϯϓϨʔτʹ

    ద༻ͯ͠

    ςετίʔυੜ੒
    *OQVU
    HPUFTUT
    ςετ

    ίʔυ
    0VUQVU
    ᶃ ᶄ

    View Slide

  14. ςετίʔυੜ੒ͷϑϩʔ
    ର৅
    ؔ਺
    ςετ

    ίʔυ
    ϑΝΠϧಡΈࠐΈ
    "45ͱܕ৘ใऔಘ
    HPUFTUTͷϞσϧʹ
    ม׵
    *OQVU
    0VUQVU
    HPUFTUT
    ϞσϧͷσʔλΛ

    ςϯϓϨʔτʹ

    ൓өͯ͠ίʔυੜ

    ϑΝΠϧॻ͖ग़͠
    ᶃ ᶄ

    View Slide

  15. ςετίʔυੜ੒ͷϑϩʔ
    ର৅
    ؔ਺
    ϑΝΠϧಡΈࠐΈ
    "45ͱܕ৘ใऔಘ
    HPUFTUTͷϞσϧʹ
    ม׵
    *OQVU
    HPUFTUT
    ϞσϧͷσʔλΛ

    ςϯϓϨʔτʹ

    ൓өͯ͠ίʔυੜ

    ϑΝΠϧॻ͖ग़͠
    ςετ

    ίʔυ
    0VUQVU
    ᶃ ᶄ

    View Slide

  16. Ϟσϧˠςετίʔυ
    w UFYUUFNQMBUFΛ࢖༻ͯ͠

    ςετίʔυͷςϯϓϨʔτʹ

    HPUFTUTͷϞσϧͷσʔλΛ߹੒

    View Slide

  17. UFYUUFNQMBUF
    %FBS\\/BNF^^
    \\XJUI(JGU^^5IBOLZPVGPSUIF\\^^
    #FTUXJTIFT
    \\FOE^^
    /P[PNJ
    UZQF3FDJQJFOUTUSVDU\
    /BNF (JGUTUSJOH
    ^

    3FDJQJFOU\
    /BNF:VSJLP
    (JGUUFBTFU
    ^
    %FBS:VSJLP
    5IBOLZPVGPSUIFUFBTFU
    #FTUXJTIFT
    /P[PNJ
    ςϯϓϨʔτ
    (Pͷίʔυ

    View Slide

  18. HPUFTUTͷςϯϓϨʔτ
    w σϑΥϧτ͸JOUFSOBMSFOEFSUFNQMBUFT
    w ࠓճGVODUJPOUNQMΛத৺ʹ঺հ

    View Slide

  19. HPUFTUTFYBNQMF
    GVOD'FFE$BU DPVOUJOU
    TUSJOH\
    JGDPVOU\
    SFUVSO
    ^
    SFUVSO.FX
    ^

    View Slide

  20. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    ੜ੒͞Εͨςετίʔυͱ
    HPUFTUTͷςϯϓϨʔτΛ

    রΒ͠߹ΘͤͯݟͯΈΔ

    View Slide

  21. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^

    View Slide

  22. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    ςϯϓϨʔτ͸͜Μͳײ͡
    GVOD\\5FTU/BNF^^ UUFTUJOH5
    \

    ^

    View Slide

  23. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    GVOD\\5FTU/BNF^^ UUFTUJOH5
    \

    ^
    5FTU/BNFͷ஋͕

    ςετؔ਺໊ͱͯ͠ద༻͞ΕΔ

    View Slide

  24. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^

    View Slide

  25. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    \\JG5FTU1BSBNFUFST^^
    UZQFBSHTTUSVDU\
    \\SBOHF5FTU1BSBNFUFST^^
    \\1BSBN^^\\5ZQF^^
    \\FOE^^
    ^
    \\FOE^^

    View Slide

  26. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    \\JG5FTU1BSBNFUFST^^
    UZQFBSHTTUSVDU\
    \\SBOHF5FTU1BSBNFUFST^^
    \\1BSBN^^\\5ZQF^^
    \\FOE^^
    ^
    \\FOE^^
    5FTU1BSBNFUFST͕

    ۭ͡Όͳ͚Ε͹

    View Slide

  27. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    \\JG5FTU1BSBNFUFST^^
    UZQFBSHTTUSVDU\
    \\SBOHF5FTU1BSBNFUFST^^
    \\1BSBN^^\\5ZQF^^
    \\FOE^^
    ^
    \\FOE^^
    ςετର৅ؔ਺ͷҾ਺Λอ࣋͢Δ

    BSHTετϥΫτΛ௥Ճ

    View Slide

  28. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    \\JG5FTU1BSBNFUFST^^
    UZQFBSHTTUSVDU\
    \\SBOHF5FTU1BSBNFUFST^^
    \\1BSBN^^\\5ZQF^^
    \\FOE^^
    ^
    \\FOE^^
    BSHTετϥΫτʹϧʔϓͰ
    ϑΟʔϧυΛ௥Ճ

    View Slide

  29. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^

    View Slide

  30. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    \\XJUI3FDFJWFS^^
    \\JGBOE*T4USVDU'JFMET^^
    GJFMETGJFMET
    \\FMTF^^
    \\3FDFJWFS^^\\5ZQF^^
    \\FOE^^
    \\FOE^^
    \\JG5FTU1BSBNFUFST^^
    BSHTBSHT
    \\FOE^^
    \\SBOHF5FTU3FTVMUT^^
    \\8BOU^^\\5ZQF^^
    \\FOE^^
    \\JG3FUVSOT&SSPS^^
    XBOU&SSCPPM
    \\FOE^^
    ^

    View Slide

  31. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    \\XJUI3FDFJWFS^^
    \\JGBOE*T4USVDU'JFMET^^
    GJFMETGJFMET
    \\FMTF^^
    \\3FDFJWFS^^\\5ZQF^^
    \\FOE^^
    \\FOE^^
    \\JG5FTU1BSBNFUFST^^
    BSHTBSHT
    \\FOE^^
    \\SBOHF5FTU3FTVMUT^^
    \\8BOU^^\\5ZQF^^
    \\FOE^^
    \\JG3FUVSOT&SSPS^^
    XBOU&SSCPPM
    \\FOE^^
    ^
    ςετͷσʔληοτΛ

    อ࣋͢Δ഑ྻ

    View Slide

  32. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    \\XJUI3FDFJWFS^^
    \\JGBOE*T4USVDU'JFMET^^
    GJFMETGJFMET
    \\FMTF^^
    \\3FDFJWFS^^\\5ZQF^^
    \\FOE^^
    \\FOE^^
    \\JG5FTU1BSBNFUFST^^
    BSHTBSHT
    \\FOE^^
    \\SBOHF5FTU3FTVMUT^^
    \\8BOU^^\\5ZQF^^
    \\FOE^^
    \\JG3FUVSOT&SSPS^^
    XBOU&SSCPPM
    \\FOE^^
    ^
    5FTU1BSBNFUFST͕

    ۭ͡Όͳ͚Ε͹

    BSHTετϥΫτΛ௥Ճ

    View Slide

  33. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    \\XJUI3FDFJWFS^^
    \\JGBOE*T4USVDU'JFMET^^
    GJFMETGJFMET
    \\FMTF^^
    \\3FDFJWFS^^\\5ZQF^^
    \\FOE^^
    \\FOE^^
    \\JG5FTU1BSBNFUFST^^
    BSHTBSHT
    \\FOE^^
    \\SBOHF5FTU3FTVMUT^^
    \\8BOU^^\\5ZQF^^
    \\FOE^^
    \\JG3FUVSOT&SSPS^^
    XBOU&SSCPPM
    \\FOE^^
    ^
    5FTU3FTVMUTͷ஋Λ

    XBOUͱͯ͠ϑΟʔϧυʹ௥Ճ

    View Slide

  34. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
    GPS@ UUSBOHFUFTUT\
    U3VO UUOBNF GVOD UUFTUJOH5
    \
    JGHPU'FFE$BU UUBSHTBSH
    HPUUUXBOU\
    U&SSPSG 'FFE$BU
    W XBOUW HPU UUXBOU

    ^
    ^

    ^
    ^

    View Slide

  35. GVOD5FTU'FFE$BU UUFTUJOH5
    \
    UZQFBSHTTUSVDU\
    DPVOUJOU
    ^
    UFTUT<>TUSVDU\
    OBNFTUSJOH
    BSHTBSHT
    XBOUTUSJOH
    ^\
    50%0"EEUFTUDBTFT
    ^
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    View Slide

  36. GVOD5FTU'FFE$BU UUFTUJOH5
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  37. ੜ੒ʹඞཁͩͬͨσʔλ
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    View Slide

  38. ςετίʔυੜ੒ͷϑϩʔ
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  39. ର৅'VODUJPOˠϞσϧ
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  40. ੜ੒ʹඞཁͩͬͨσʔλ
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  43. 'VODUJPOϞσϧ
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    View Slide

  44. αϯϓϧͷؔ਺ͷ৔߹
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    View Slide

  46. 'VODUJPO\
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    View Slide

  47. 'VODUJPO\
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    View Slide

  48. "45͔Βͷநग़
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    View Slide

  49. "45͔Βͷநग़
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    View Slide

  50. BTU'VOD%FDM͔Βͷநग़
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    View Slide

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    View Slide

  52. QBDLBHFBTU

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    View Slide

  53. QBDLBHFBTU

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  54. BTU'JFME͔Βͷநग़
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  55. BTU'JFME͔Βͷநग़
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  56. αϯϓϧͷؔ਺ͷ৔߹
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    View Slide

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  58. 'JFME\
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    View Slide

  59. 'VODUJPO\
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  60. 'VODUJPO\
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    View Slide

  61. ܕ৘ใͷऔಘ
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  62. ߏจղੳܕνΣοΫ
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  63. ςετίʔυੜ੒ͷϑϩʔ
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  64. ੜ੒͞ΕΔςετίʔυͷ

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  65. ΧελϜςϯϓϨʔτ
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  66. ςϯϓϨʔτͰ͸Ͱ͖ͳ͍͜ͱ
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  76. ςϯϓϨʔτมߋ࣮ͯ͠ߦ
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  77. ςϯϓϨʔτมߋ࣮ͯ͠ߦ
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  78. ·ͱΊ

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  80. ͝ਗ਼ௌ͋Γ͕ͱ͏

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