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Mackerel loves Machine Learnings

Mackerel loves Machine Learnings

Mackerel meetup #7
May 12, 2016

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Shinji Tanaka

May 12, 2016
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  1. ػցֶश ὑ Mackerel Hatena Co., Ltd. Shinji Tanaka @stanaka

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

  3. ࠷ۙങͬͨ΋ͷ: ErgoDox

  4. ػցֶश ྲྀߦͬͯ·͢Ͷ • Coursera ͷίʔεमྃ͠·ͨ͠

  5. ػցֶश ὑ Mackerel • ઢܗճؼ෼ੳͰকདྷ༧ଌ • Anomalyݕग़

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


    →ʮ͋ͱԿ೔อͭͷ͔ʯ͕ຊ࣭ • ※: ػցֶशͱݴ͏΄ͲͰ͸ͳ͍
  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
  8. None
  9. ϝϦοτ • 1िؒҎ಺ʹຒ·ΔͳΒCRITICAL
 ͱͰ͖Δ • ᮢ஋ͷࡉ͔͍νϡʔχϯά͕ෆཁʹ

  10. Anomalyݕग़ • Ϣʔεέʔε • Ұ཯ͷᮢ஋ઃఆ͸Ϝζ͍
 ˠ ฏ೔ɾٳ೔Ͱෛՙ͕ҟͳΔ
 ˠ ஋Ҭ͸ਖ਼ৗͰ΋มԽ͕ٸܹ

  11. τϨʔχϯά & ςετ       

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

  13. ֎Ε஋ॱʹiframeάϥϑΛදࣔ

  14. ϝϦοτ • มಈ͕େ͖͍ϝτϦοΫ͕෼͔Δ
 (ฏৗൺ) • ઈର஋ʹදΘΕͳ͍ஹީΛݕग़Ͱ͖Δ • ෆௐ࣌ʹݪҼϝτϦοΫΛൃݟ͠΍͘͢

  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
  16. ଞͷʮػցֶश ὑ Mackerelʯ • Outliner Detection • ଟ਺ͷαʔόʔ͕ଘࡏ͢ΔࡍʹͲΕ͕ෆௐͳͷ͔ൃݟ͢Δ • Alert

    Summarization • ঢ়گΛཁ໿ɻࣅͨΞϥʔτΛ·ͱΊΔ • Capacity Planning • ߏ੒࠷దԽɾద੾ͳΠϯελϯεΛબఆ • Auto-tuning Threshold • ΞϥʔτͷS/NൺΛߴΊΔͨΊʹࣗಈͰௐ੔
  17. mackerel.io