Mackerel loves Machine Learnings

Mackerel meetup #7
May 12, 2016

Transcript

1. ػցֶश ὑ Mackerel
   Hatena Co., Ltd.
   Shinji Tanaka @stanaka
   

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2. Shinji Tanaka
   @stanaka / id:stanaka
   Hatena Co., Ltd. CTO
   2
   

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3. ࠷ۙങͬͨ΋ͷ: ErgoDox
   

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4. ػցֶश ྲྀߦͬͯ·͢Ͷ
   • Coursera ͷίʔεमྃ͠·ͨ͠
   

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5. ػցֶश ὑ Mackerel
   • ઢܗճؼ෼ੳͰকདྷ༧ଌ
   • Anomalyݕग़
   

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6. ઢܗճؼ෼ੳͰ༧ଌ
   • Ϣʔεέʔε
   • σΟεΫ༰ྔܯࠂ
   • దਖ਼ͳᮢ஋͸?? 80% or 90%??

   →ʮ͋ͱԿ೔อͭͷ͔ʯ͕ຊ࣭
   • ※: ػցֶशͱݴ͏΄ͲͰ͸ͳ͍
   

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7. MackerelͰઢܗճؼ෼ੳ
   • ϝτϦοΫσʔλऔಘAPI
   • PythonͰܭࢉɾϓϩοτ
   
   fooproxy:sda1, size: 808.48 GB/1.62 TB, full in 187d22h29m28.490645s
   foodb01:sdb1, size: 36.74 GB/52.84 GB, full in 478d1h12m31.461298s
   foodb01:sda1, size: 1.74 GB/21.14 GB, full in 174624d18h43m36.810938s
   fooapp01:sda1, size: 10.14 GB/21.14 GB, full in 768d7h59m9.087334s
   foodb02:sdb1, size: 23.44 GB/52.84 GB, full in 897d11h57m15.711874s
   full in 187d22h29m28.490645s
   

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9. ϝϦοτ
   • 1िؒҎ಺ʹຒ·ΔͳΒCRITICAL

   ͱͰ͖Δ
   • ᮢ஋ͷࡉ͔͍νϡʔχϯά͕ෆཁʹ
   

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10. Anomalyݕग़
    • Ϣʔεέʔε
    • Ұ཯ͷᮢ஋ઃఆ͸Ϝζ͍

    ˠ ฏ೔ɾٳ೔Ͱෛՙ͕ҟͳΔ

    ˠ ஋Ҭ͸ਖ਼ৗͰ΋มԽ͕ٸܹ
    

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11. τϨʔχϯά & ςετ
    
    
    
    
    
    
    τϨʔχϯά ςετ
    

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12. ඍ෼஋Λਖ਼ن෼෍ʹϚοϐϯά
    ਖ਼ৗ ҟৗ
    ҟৗ
    

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13. ֎Ε஋ॱʹiframeάϥϑΛදࣔ
    

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14. ϝϦοτ
    • มಈ͕େ͖͍ϝτϦοΫ͕෼͔Δ

    (ฏৗൺ)
    • ઈର஋ʹදΘΕͳ͍ஹީΛݕग़Ͱ͖Δ
    • ෆௐ࣌ʹݪҼϝτϦοΫΛൃݟ͠΍͘͢
    

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15. ͍ͣΕ΋ϒϩάʹ͋Γ·͢
    • ઢܗճؼ෼ੳ
    • https://mackerel.io/ja/blog/entry/
    2015/12/20/233224
    • Anomalyݕग़
    • http://blog.stanaka.org/entry/
    2016/04/15/140949
    

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16. ଞͷʮػցֶश ὑ Mackerelʯ
    • Outliner Detection
    • ଟ਺ͷαʔόʔ͕ଘࡏ͢ΔࡍʹͲΕ͕ෆௐͳͷ͔ൃݟ͢Δ
    • Alert Summarization
    • ঢ়گΛཁ໿ɻࣅͨΞϥʔτΛ·ͱΊΔ
    • Capacity Planning
    • ߏ੒࠷దԽɾద੾ͳΠϯελϯεΛબఆ
    • Auto-tuning Threshold
    • ΞϥʔτͷS/NൺΛߴΊΔͨΊʹࣗಈͰௐ੔
    

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17. mackerel.io
    

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