業務改善の面白さ~毎日更新されるビジュアルコンテンツの差分を わかりやすくするためのプロトタイプを作るまで~

PyCon JP
2022 2022/10/14

業務改善の面白さ
毎日更新されるビジュアルコンテンツの差分を
わかりやすくするためのプロトタイプを作るまで

Transcript

1. 1 ۀ຿վળͷ໘ന͞ ຖ೔ߋ৽͞ΕΔϏδϡΞϧίϯςϯπͷࠩ෼Λ Θ͔Γ΍͘͢͢ΔͨΊͷϓϩτλΠϓΛ࡞Δ·Ͱ ೔ຊܦࡁ৽ฉࣾɹத઒ ສᣦಸ PyCon JP 2022 2022/10/14
2. 2 Marina Nakagawa ೔ຊܦࡁ৽ฉࣾͷΤϯδχΞ ೔ܦϏδϡΞϧσʔλͷίϯςϯπ੍࡞
 ΠϯϑϥपΓͷվળͳͲͳͲ ࣗಈԽ͕޷͖Ͱ͢ʂ
3. 3 ຊ೔࿩͢͜ͱ ఆظతʹߋ৽͞ΕΔίϯςϯπͷ՝୊ ೔ܦϏδϡΞϧσʔλͱ͸ 1 2 3 ࠩ෼ݕ஌ͷϓϩτλΠϓΛ࡞Δ ݁Ռͱ·ͱΊ 4
4. 4 ೔ܦϏδϡΞϧσʔλͱ͸ 1
6. 6 จষ ਤઆ σʔλ Πϥετ ࣸਅ ͋ΒΏΔදݱΛۦ࢖ͯ͠ etc… χϡʔεΛΘ͔Γ΍͘͢఻͑Δ
7. 7 https://vdata.nikkei.com/newsgraphics/sanin2022-analysis/
8. 8 https://vdata.nikkei.com/newsgraphics/party-poll-votes-map/
9. 9 https://vdata.nikkei.com/newsgraphics/coronavirus-world-map/
10. 10 https://vdata.nikkei.com/newsgraphics/clear-accounting/clear-accounting/
11. 11 https://vdata.nikkei.com/
12. 12 ɾ௚ײతʹΘ͔Γ΍͘͢ɺ୹࣌ؒͰಡΊΔίϯςϯπ ɾैདྷͷใಓදݱΛਐԽͤ͞ΔࢼΈ ɾϢʔβʔʹͱͬͯ໾ཱͭίϯςϯπ ɾଉͷ௕͍ίϯςϯπ ɾطଘͷํ๏Ҏ֎ͷίϯςϯπͷྲྀ௨ํ๏ͱϊ΢ϋ΢ ͦΕΒΛ࡞Δ৔͕ ೔ܦϏδϡΞϧσʔλ
13. 13 هऀ
 ఻͑Δ΂͖͜ͱ σβΠφʔ ఻͑ํ ΤϯδχΞ 
 ఻͑ΔͨΊͷ࢓૊Έ
14. 14 هऀ
 ఻͑Δ΂͖͜ͱ σβΠφʔ ఻͑ํ ΤϯδχΞ 
 ఻͑ΔͨΊͷ࢓૊Έ
15. 15 هऀ
 هࣄίϯςϯπͷ಺༰ɾσʔλ σβΠφʔ ίϯςϯπͷઃܭɾσβΠϯ ΤϯδχΞ 
 ഑৴ͷ࢓૊Έ
 Ϣʔβʔ͔ΒͷΠϯλϥΫγϣϯΛؚΉ࡞Γ
16. 16 هऀ
 σβΠφʔ ΤϯδχΞ
17. 17 ఆظతʹߋ৽͞ΕΔίϯςϯπͷ՝୊ 2
18. 18 ఆظతʹߋ৽͞ΕΔίϯςϯπͷ جຊతͳ੍࡞ͷྲྀΕ
20. هऀνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ هऀνʔϜͷ੹೚ऀ͕ެ։Λ൑அ
    $*Λ༻͍ͨσϓϩΠϑϩʔͱ͸
    ҟͳΔϑϩʔͰຊ൪ʹ൓ө
21. هऀνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ هऀνʔϜͷ
    ੹೚ऀ͕ެ։Λ൑அ هऀ͕੹೚Λ࣋ͭσʔλ͸ جຊతʹຖ೔ߋ৽͞ΕΔ
22. σβΠφʔɾΤϯδχΞνʔϜ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $*ͰϦϦʔε
23. σβΠφʔɾΤϯδχΞνʔϜ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $*ͰϦϦʔε ࣌ظʹΑͬͯݟͤΔσʔλ΍ ݟͤํΛมߋ͢Δͱ͖ʹߋ৽
24. هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $*ͰϦϦʔε هऀνʔϜͷσʔλͱ
    σβΠφʔɾΤϯδχΞνʔϜͷ੒Ռ෺͕
    ߹Θ͞Δͷ͸ຊ൪؀ڥ
    ˞΋ͪΖΜ։ൃ؀ڥ΋ଘࡏ͢Δ
27. ࠓ೔ͷάϥϑ͸
    ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ
    ਺ࣈ͸ਖ਼͘͠
    දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ
    ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸
    ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ ೔෇͸
    ߋ৽͞Ε͍ͯΔʁ
28. ࠓ೔ͷάϥϑ͸
    ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ
    ਺ࣈ͸ਖ਼͘͠
    දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ
    ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸
    ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ ຖ೔ߋ৽͞ΕΔ σʔλܥ ೔෇͸
    ߋ৽͞Ε͍ͯΔʁ
29. ࠓ೔ͷάϥϑ͸
    ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ
    ਺ࣈ͸ਖ਼͘͠
    දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ
    ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸
    ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ վम࣌ʹ ߋ৽͞ΕΔܥ
30. ࠓ೔ͷάϥϑ͸
    ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ
    ਺ࣈ͸ਖ਼͘͠
    දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ
    ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸
    ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ ֬ೝ͢ΔϙΠϯτ͕ଟ͍ & ݟΔϙΠϯτ͕ҟͳΔ ใಓػؔͱͯ͠͸σʔλͷνΣοΫ͸ݫ͘͢͠Δඞཁ͕͋Δ͕ɾɾɾ
33. 33 ໨diff!!!! (͜Ε͸σΟϨΫλʔ͕ਏ͍)
34. 34 ໨diffؒҧ͍୳͠
35. 35 ໨diffؒҧ͍୳͠
36. 36 ࠷ऴతͳ൑அ͸ίϯϐϡʔλͰ͸ͳ͘ਓ͕ؒߦ͏͕ ͤΊͯ ֬ೝ͢ΔՕॴ͕໌֬ʹͳΕ͹͍͍ͷʹɾɾɾɾ
37. 37 ͦ͏ͩʂ ϏδϡΞϧϦάϨογϣϯςετΛԠ༻ͯ͠ ͏·͍͜ͱ࢓૊ΈԽͰ͖ͳ͍ͩΖ͏͔ʁʁʁ
38. 38 ࠩ෼ݕ஌ͷϓϩτλΠϓΛ࡞Δ 3
39. 39 Try1 ϏδϡΞϧϦάϨογϣϯςετπʔϧreg-suit Ͱ΍ͬͯΈΑ͏
40. 40 https://github.com/reg-viz/reg-suitΑΓҾ༻
41. NBTUFSϒϥϯν NBTUFS͔Β
    ੾ͬͨ࣌఺ͷϖʔδ QVTIͯ͠
    ߋ৽͞Εͨϖʔδ ൺֱͯࠩ͠෼Λग़͢
42. (JU)VCʹQVTI͢Δ $*্Ͱ
    ϖʔδͷεΫϦʔϯγϣοτΛ࡞੒ SFHTVJUͰ
    εΫϦʔϯγϣοτೖͬͨσΟϨΫτϦΛࢦఆ
    4ʹੜ੒ͨ͠ϖʔδΛ্͛Δ (JU)VCͷίϝϯτʹ
    ௨஌͕ඈͿ
43. (JU)VCʹQVTI͢Δ $*্Ͱ
    ϖʔδͷεΫϦʔϯγϣοτΛ࡞੒ SFHTVJUͰ
    εΫϦʔϯγϣοτೖͬͨσΟϨΫτϦΛࢦఆ
    4ʹੜ੒ͨ͠ϖʔδΛ্͛Δ (JU)VCͷίϝϯτʹ
    ௨஌͕ඈͿ ؤுͬͯίʔυΛॻ͘ͷ͸
    ͚ͩ͜͜ʂ
44. (JU)VCʹQVTI͢Δ $*্Ͱ
    ϖʔδͷεΫϦʔϯγϣοτΛ࡞੒ SFHTVJUͰ
    εΫϦʔϯγϣοτೖͬͨσΟϨΫτϦΛࢦఆ
    4ʹੜ੒ͨ͠ϖʔδΛ্͛Δ (JU)VCͷίϝϯτʹ
    ௨஌͕ඈͿ ͜ΕҎ߱͸
    SFHTVJU͕ࣗಈͰ΍ͬͯ͘Ε·͢
45. 13্ʹϦάϨογϣϯςετͷ
    ݁ՌΛදࣔ͢Δػೳ EJ ff ͷϨϙʔτ΋
    ࣗಈੜ੒Ͱ͖Δ
46. ઃఆͨ͠4ʹ
    Ϩϙʔτ͕ੜ੒͞ΕΔ
    ҰཡͱͳͬͯΘ͔Γ΍͍͢
47. ࠩ෼ͷݟͤํ΋
    ύλʔϯ༻ҙ͞Ε͍ͯΔ
48. 48 ͏·͍͔͘ͳ͔ͬͨϙΠϯτ1 ͜ͷίϯςϯπͰreg-suitΛ࢖͑ͳ͍ࣄ৘͕͋ͬͨ
49. (JU)VCͰ؅ཧ͍ͯ͠ͳ͍΋ͷ
    දࣔ͢Δσʔλࣗମ͸ 
 εϓϨουγʔτͰ؅ཧ (JU)VCͰ؅ཧ͍ͯ͠Δ΋ͷ
    )5.-΍$44΍ը૾ͳͲͷϦιʔε
50. هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $JSDMF$*ͰϦϦʔε هऀνʔϜͷσʔλͱ
    σβΠφʔɾΤϯδχΞνʔϜͷ੒Ռ෺͕
    ߹Θ͞Δͷ͸ຊ൪؀ڥ
    ˞΋ͪΖΜ։ൃ؀ڥ΋ଘࡏ͢Δ هऀνʔϜͷ
    ੹೚ऀ͕ެ։Λ൑அ
51. هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $JSDMF$*ͰϦϦʔε ຖ೔ͷσʔλूܭͨ݁͠Ռ͕
    (JU)VCͰ؅ཧ͞Ε͍ͯͳ͍
52. هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $JSDMF$*ͰϦϦʔε ຊ൪؀ڥͷϖʔδͰ
    ࠓݱࡏදࣔ͞Ε͍ͯΔ΋ͷͱ
    աڈදࣔ͞Ε͍ͯͨ΋ͷΛൺֱ͍ͨ͠
53. 53 ͏·͍͔͘ͳ͔ͬͨϙΠϯτ2 ຊ౰ʹ࢖ͬͯ΋Β͑Δ͔࣮༻ੑͷݒ೦ - GitHubʹ͔͠௨஌͕͜ͳ͍ɻ - هऀʹ΋GitHubΞΧ΢ϯτ͕ඞཁ - ࠩ෼ΛݟΔ·Ͱͷ໿4ΫϦοΫͷนΛӽ͑Δ - Slack νϟϯωϧ,GitHubͷPR,reg-suit,reg-suitͷத
54. 54 ͏·͍͔͘ͳ͔ͬͨϙΠϯτ2 ຊ౰ʹ࢖ͬͯ΋Β͑Δ͔࣮༻ੑͷݒ೦ - GitHubʹ͔͠௨஌͕͜ͳ͍ɻ - هऀʹ΋GitHubΞΧ΢ϯτ͕ඞཁ - ࠩ෼ΛݟΔ·Ͱͷ໿4ΫϦοΫͷนΛӽ͑Δ - Slack νϟϯωϧ,GitHubͷPR,reg-suit,reg-suitͷத ຊ౰ʹ਺ճΫϦοΫͯ͘͠ΕΔʁʁʁ
    Θ͟Θ͟ݟΔͷΊΜͲ͘͘͞ͳ͍ʁʁʁ
55. 55 ͜͏ͳͬͨΒ͍͍ͳͱໝ૝ͯͨ͜͠ͱ Nikkei ———— ———— ———— ———— ௨஌νϟϯωϧ ௨஌bot 1Click ͲΜͳ৬छͰ΋ ͚ͩ͜͜ݟ͓͚ͯ͹͍͍ʂ ͱ͍͏ঢ়ଶΛ࡞Γ͍ͨ ———— ———— ————
56. 56 ͜͏ͳͬͨΒ͍͍ͳͱໝ૝ͯͨ͜͠ͱ Nikkei ———— ———— ———— ———— ௨஌νϟϯωϧ ௨஌bot 1Click ͲΜͳ৬छͰ΋ ͚ͩ͜͜ݟ͓͚ͯ͹͍͍ʂ ঢ়ଶΛ࡞Γ͍ͨ ֬ೝ͢Δ΂͖Օॴ͕໌֬ʹʂ ࠷ऴతͳਓؒͷ൑அͷิॿʹͳΔʂ(͸ͣ)
57. 57 ཁ݅Λߟ͑Δ ɾهऀνʔϜଆ͕σʔλΛߋ৽͢Δͱ͖ʹɺࣗಈͰલͷঢ়ଶͱࠓͷঢ়ଶͱͦͷࠩ෼͕දࣔ͢Δ ɾ৬छ໰Θͣɺ୭΋͕ͦͷࠩ෼Λ֬ೝ͢Δ͜ͱ͕Ͱ͖Δঢ়ଶʹ͢Δ ɾ࿈བྷखஈʹSlackΛར༻͍ͯ͠ΔͷͰɺͦͷ݁Ռ͕Slackʹ·ͱΊΒΕΔͱΑ͍
58. 58 αΫοͱϓϩτλΠϓΛ ࡞ͬͯΈΔ SFHTVJUͰֶΜͩ͜ͱΛ׆͔ͯ͠
59. 59 ࠩ෼Λݕग़ͯ͠ɺSlackʹ౤Լ͢Δ͘͠ΈΛߟ͑ͨ 1.ར༻͢Δπʔϧ΍ϥΠϒϥϦྨΛબఆ͢Δ 2.࣮ߦํ๏ΛܾΊΔ 3.ൺֱը૾Λ༻ҙ͢Δ 4.ը૾ͷߴ͞Λἧ͑ͯɺൺֱ΍Ճ޻͠΍͘͢͢Δ 5.ը૾ͷࠩ෼Λݕग़͢ΔͨΊͷ४උΛ͢Δ 6.ը૾ͷࠩ෼Λݕग़͢Δ 7.ࠩ෼͕͋Ε͹࡞੒ͨ͠εΫϦʔϯγϣοτΛS3ʹΞοϓϩʔυ͢Δ 8.Slack౤ߘ༻ʹը૾Λ߹੒͢Δ 9.Slackʹ౤ߘ͢Δ
60. 60 1.ར༻͢Δπʔϧ΍ϥΠϒϥϦྨΛબఆ͢Δ ը૾Ͱࠩ෼Λݕग़͢ΔͳΒ →OpenCV͕࢖͑ͯ Webը૾ΛεΫγϣ͢ΔͳΒˠWebࣗಈԽπʔϧͰεΫγϣΛͱΖ͏ աڈը૾Λอଘ͢ΔͳΒˠS3͕ྑͦ͞͏ ·͋ɺϓϩτλΠϓͩͬ͠͞ͱPythonͰࢼͦ͏ʂ Ұ୴Google ColaboratoryͰϛχϛχϓϩτλΠϓΛ࡞ͬͯΈΔ →ΠέΔʂΛ֬৴
61. 61 2.࣮ߦํ๏ΛܾΊΔ Google Colaboratory Ͱܾ·ͬͨ࣌ؒʹىಈͰ͖ͨΒ͍͍ͷʹ ࠓͷܖ໿ͩͱͰ͖ͳ͔ͬͨͷͰ GitHubͱ࿈ܞ͍ͯ͠ΔCircleCIͰɺ σʔλ੔ܗͱ൓ө͕ऴΘΔޕޙ̑࣌ʹ࣮ߦ͢Δ͜ͱʹ ※Pro+ͩͱεέδϡʔϧػೳ͕͋Γ·͢ (https://github.com/googlecolab/colabtools/wiki/Scheduled-notebooks)
62. $JSDMF$*Ͱ
    ϖʔδͷεΫγϣΛੜ੒ 4͔Βલճߋ৽࣌ʹࡱӨͨ͠
    εΫγϣΛμ΢ϯϩʔυ 62 3.ൺֱը૾Λ༻ҙ͢Δ
63. $JSDMF$*Ͱ
    ϖʔδͷεΫγϣΛੜ੒ 4͔Βલճߋ৽࣌ʹࡱӨͨ͠
    εΫγϣΛμ΢ϯϩʔυ 63 3.ൺֱը૾Λ༻ҙ͢Δ
64. 64 SCREENSHOT_WIDTH_SIZE = 800 SCREENSHOT_HIGHT_SIZE = 12000 TARGET_URL = "https://vdata.nikkei.com/newsgraphics/coronavirus-japan-vaccine- status/" WAIT_TIME = 10 # ΢ΣϒυϥΠόʔͱΦϓγϣϯͷઃఆ options = webdriver.ChromeOptions() options.add_argument('--headless') options.add_argument('--incognito') options.add_argument('--no-sandbox') options.add_argument('--disable-dev-shm-usage') driver = webdriver.Chrome(ChromeDriverManager().install(), options=options) driver.get(TARGET_URL) driver.set_window_size(SCREENSHOT_WIDTH_SIZE, SCREENSHOT_HIGHT_SIZE) time.sleep(WAIT_TIME) driver.save_screenshot("test-reports/current_page_screenshot.png") ※ίʔυ͸Ұ෦ൈਮ
65. $JSDMF$*Ͱ
    ϖʔδͷεΫγϣΛੜ੒ 4͔Βલճߋ৽࣌ʹࡱӨͨ͠
    εΫγϣΛμ΢ϯϩʔυ 65 3.ൺֱը૾Λ༻ҙ͢Δ
66. 66 # S3ʹΞοϓϩʔυ import boto3 # S3ͷϑΝΠϧμ΢ϯϩʔυɺΞοϓϩʔυͷઃఆ client = boto3.client( 's3', aws_access_key_id= {AWS ΞΫηεΩʔID}, aws_secret_access_key= {AWS γʔΫϨοτΩʔ}, ) client.download_file( '{S3໊}', '{S3ͷύε໊}/screenshot.png', 'test-reports/past_page_screenshot.png' ) ※ίʔυ͸Ұ෦ൈਮ
67. ଍Γͳ͍௕͞͸0QFO$7Ͱ
    ന৭෦෼Λ௥Ճͯ͠ௐ੔ 4.ը૾ͷߴ͞Λἧ͑ͯɺൺֱ΍Ճ޻͠΍͘͢͢Δ
68. 68 #=============================================== #ɹಉ͡αΠζʹͳΔΑ͏ʹԼʹۭനΛೖΕͯϦαΠζ #=============================================== color = (255, 255, 255) if img_current.shape[0] <= img_past.shape[0]: bottom = img_past.shape[0] - img_current.shape[0] img_current = cv2.copyMakeBorder(img_current, 0,bottom, 0, 0, cv2.BORDER_CONSTANT, value=color, ) else: bottom = img_current.shape[0] - img_past.shape[0] img_past = cv2.copyMakeBorder(img_past, 0, bottom, 0, 0, cv2.BORDER_CONSTANT, value=color, ) ※ίʔυ͸Ұ෦ൈਮ
69. มߋલͱมߋޙΛൺֱͯ͠
    ࠩ෼ϚεΫΛ࡞੒͢Δ 5.ը૾ͷࠩ෼Λݕग़͢ΔͨΊͷ४උΛ͢Δ
70. 70 #=============================================== # ը૾ͷࠩ෼Λ࡞Δ #=============================================== fgbg = cv2.bgsegm.createBackgroundSubtractorMOG(history=2) #ϚεΫͷܭࢉ fgmask = fgbg.apply(img_current) fgmask = fgbg.apply(img_past) cv2.imwrite('test-reports/mask.png', fgmask) ※ίʔυ͸Ұ෦ൈਮ
71. 6.ը૾ͷࠩ෼ΛΘ͔Γ΍͘͢͢Δ ϚεΫ͚ͩͩͱࠩ෼͕Θ͔Βͳ͍ͷͰ
    ը૾Λ҉ͯ͘͠ॏͶΔ
72. 72 #=============================================== # ը૾Λ҉ͯࠩ͘͠෼ϚεΫΛॏͶɺ # ࠩ෼ͷݕग़ͷ݁Ռ͕෼͔ΔΑ͏ʹग़ྗ͢Δ #=============================================== # ݱࡏͷεΫγϣΛগ͠҉͘͢Δ img_result = img_current // 4 # ϚεΫͰࠩ෼ͷ͋Δͱ͜Ζ͚ͩ྘ΛࡌͤΔ img_result[fgmask==255] = (0, 255, 0) cv2.imwrite('test-reports/result.png', img_result) ※ίʔυ͸Ұ෦ൈਮ
73. 8.Slack౤ߘ༻ʹը૾Λ߹੒͢Δ 4MBDLͰ௨஌ͨ͠ͱ͖ʹΘ͔Γ΍͍͢Α͏ʹ
    มߋલɺมߋޙɺࠩ෼ͷ̏ͭΛ଍͠߹Θͤ
    Ұͭͷը૾ʹ͢Δ
74. 8.Slack౤ߘ༻ʹը૾Λ߹੒͢Δ ͜͏ͳΔͱɺ
    Կ͕Ͳ͏มΘ͍ͬͯΔͷ͔Θ͔Βͳ͍
75. 75 #============================= # ը૾ͷ߹੒(Slack౤ߘ༻) #============================= percentage_to_resize = 0.5 img_summary = cv2.hconcat([img_current, img_past, img_result]) img_summary = cv2.resize( img_summary , (int(img_summary.shape[1] * percentage_to_resize), int(img_summary.shape[0] * percentage_to_resize)) ) cv2.imwrite('test-reports/summary.png', img_summary) ※ίʔυ͸Ұ෦ൈਮ
76. 7.ࠩ෼͕͋Ε͹࣍ճͷൺֱ༻ʹ࡞੒ͨ͠εΫϦʔϯ γϣοτΛS3ʹΞοϓϩʔυ͢Δ Կ΋͠ͳ͍ ࠩ෼͋Γʂ 4΁ ࠩ෼ͳ͠ʂ
77. 77 #======================================================= # S3ʹը૾ΛΞοϓϩʔυ͢Δ #======================================================= client.upload_file( 'test-reports/current_page_screenshot.png', '{S3໊}', ‘{S3ͷύε໊}/screenshot.png' ) ※ίʔυ͸Ұ෦ൈਮ
78. 9.Slackʹ౤ߘ͢Δ Ұຕʹ·ͱΊͨํ͕ݟ΍͍͢ʂ
79. มߋޙ มߋલ ࠩ෼
80. 80 ໨diffؒҧ͍୳͠(αϙʔτ෇͖)
81. 81 #====================================================== # ࠩ෼͕͋Ε͹files uploadAPIͰSlackʹ௨஌ #====================================================== def postMessageWithFiles(message, fileList, channel): slack_client = slack_sdk.WebClient(token=SLACK_TOKEN) for file in fileList: upload = slack_client.files_upload(file=file, filename=file) message = message + ”<“ + upload['file']['permalink'] + "| >" outPut = slack_client.chat_postMessage( channel = channel, text = message ) #======================================================= # มߋΛݕ஌ͨ࣌͠ #======================================================= if np.array_equal(img_current, img_past): postMessageWithFiles( message = " `ίϩφ೔ຊϫΫνϯίϯςϯπͷࠩ෼Λݕ஌͠·ͨ͠ʂ”, fileList = ['test-reports/summary.png'], channel = "{௨஌͍ͨ͠νϟϯωϧ໊}", ) ※ίʔυ͸Ұ෦ൈਮ
82. 82 ※ίʔυ͸Ұ෦ൈਮ ΋͠΋ະདྷͰɺ ࠩ෼Λݟ͍ͨϖʔδ͕ෳ਺ʹ૿͑ͨ࣌
83. 83 ݁Ռͱ·ͱΊ 3
84. 84 هऀ
 σβΠφʔ ΤϯδχΞ ศརͳ࢓૊ΈΛ
    ͋Γ͕ͱ͏͍͟͝·͢ ໌Β͔ʹ͓͔͍͠Օॴ͕ͳ͍͔
    ؆୯ʹ൑ผͰ͖Δͷ͸͋Γ͕͍ͨ σʔλͷܻ਺ʹΑͬͯϨΠΞ΢τ͕
    มΘΔཁૉ͕͋Δɻ
    ҙਤ͍ͯ͠ͳ͍ϨΠΞ΢τʹ
    ͳ͍ͬͯͳ͍͔͕Ұ໨Ͱ෼͔Δͷ͕ ྑ͍ ಋೖޙͷ੠
85. 85 هऀ
 σβΠφʔ ΤϯδχΞ ศརͳ࢓૊ΈΛ
    ͋Γ͕ͱ͏͍͟͝·͢ ໌Β͔ʹ͓͔͍͠Օॴ͕ͳ͍͔
    ؆୯ʹ൑ผͰ͖Δͷ͸͋Γ͕͍ͨ σʔλͷܻ਺ʹΑͬͯϨΠΞ΢τ͕
    มΘΔཁૉ͕͋Δɻ
    ҙਤ͍ͯ͠ͳ͍ϨΠΞ΢τʹ
    ͳ͍ͬͯͳ͍͔͕Ұ໨Ͱ෼͔Δͷ͕ྑ͍ ಋೖޙͷ੠ Ͱ΋ɾɾɾɾ ͩΜͩΜݟΒΕͳ͘ͳͬͯ͠·͏
86. 86 هऀ
 σβΠφʔ ΤϯδχΞ ޕޙ̑࣌ఆظ࣮ߦ͡Όͳͯ͘
    ग़͢௚લʹνΣοΫͰ͖ΔΑ͏ͳػߏ
    ͕Α͔ͬͨ վળϙΠϯτ
87. هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $*ͰϦϦʔε ͜ͷ࣌఺Ͱެ։ͱಉ࣌ʹ
    -BNCEBΛىಈ ͞Βʹվળ͢ΔͳΒ
88. 88 هऀ
 σβΠφʔ ΤϯδχΞ ผͷϒϥ΢β΍ϞόΠϧαΠζͳͲ ͍Ζ͍Ζͳը໘ύλʔϯͰ
    ݕূͰ͖ͨ΄͏͕҆৺ײ͕ߴ·Δɻ
    վળϙΠϯτ ίϯςϯπ಺ͷ্෦ͷจষ͕
    มߋ͞Εͯɺߦ਺͕มΘͬͯ͠ ·͏ͱϨΠΞ΢τ͕͢΂ͯԼʹ ͣΕͨͱݕग़͞ΕΔͱ͍͏৔߹ ͕͋Δɻ
    
89. هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ
    ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹
    (JU)VCͰϦιʔε؅ཧ
    $*ͰϦϦʔε άϥϑͷը૾ͷݕग़͚ͩʹಛԽ ͞Βʹվળ͢ΔͳΒ
90. 90 Pythonͷศར͞ ΍Γ͍ͨ͜ͱʹରͯ͠ɺπʔϧ͕ἧ͍ͬͯͯ ਺ेߦͰ͙͢ʹࢼ͢͜ͱ͕Ͱ͖Δշద͕͞࠷ߴ
91. 91 هऀ
 σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͍ͭ΋΍͍ͬͯΔ
    ಉ͡ܗࣜ
    ֬ೝ࡞ۀ ͍ͭ΋΍ͬͯΔ͚Ͳ
    ຊ൪Ͱຖ೔
    ֬ೝ͢Δ͔͠ͳ͍ͷ͔ͳʙ
92. 92 هऀ
 σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͍ͭ΋΍͍ͬͯΔ
    ಉ͡ܗࣜ
    ֬ೝ࡞ۀ ͍ͭ΋΍ͬͯΔ͚Ͳ
    ຊ൪Ͱຖ೔
    ֬ೝ͢Δ͔͠ͳ͍ͷ͔ͳʙ ʮ͜͏ͳͬͨΒ͍͍ͷʹͳʙʯ͸ɺࠔ͍ͬͯΔຊਓ͔Β ϐϯϙΠϯτͰ͸དྷͳ͍
93. 93 هऀ
 σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͲΜͳײ͡Ͱ
    ࡞ۀ͍ͯ͠ΔΜͰ͔͢ʁʁ
94. 94 هऀ
 σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͜Μͳखஈ͋Γ·͢Αʁ
    ͜͏ͨ͠Β͍͍͔΋ʁ ͦΜͳ͜ͱͰ͖Δͷʁʁʂʂ ศརʂͦΕ΄͍͠ʂ
95. 95 ·ͱΊ νʔϜͷಇ͖ํΛ͞Βʹշదʹ͢ΔͨΊͷछ͕ ೔ʑͷίϛϡχέʔγϣϯͷதʹ͋Δ͔΋ʁʂ
96. 96 https://hack.nikkei.com/
97. 97 ͋Γ͕ͱ͏͍͟͝·ͨ͠