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Mackerel loves Machine Learnings

Mackerel loves Machine Learnings

Mackerel meetup #7
May 12, 2016

Shinji Tanaka

May 12, 2016
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  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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