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Storage"],"published-print":{"date-parts":[[2023,11,30]]},"abstract":"<jats:p>\n            The newly emerging \u201cfail-slow\u201d failures plague both software and hardware where the victim components are still functioning yet with degraded performance. To address this problem, this article presents\n            <jats:sc>Perseus<\/jats:sc>\n            , a practical fail-slow detection framework for storage devices.\n            <jats:sc>Perseus<\/jats:sc>\n            leverages a light regression-based model to quickly pinpoint and analyze fail-slow failures at the granularity of drives. Within a 10-month close monitoring on 248K drives,\n            <jats:sc>Perseus<\/jats:sc>\n            managed to find 304 fail-slow cases. Isolating them can reduce the (node-level) 99.99th tail latency by 48%. We assemble a large-scale fail-slow dataset (including 41K normal drives and 315 verified fail-slow drives) from our production traces, based on which we provide root cause analysis on fail-slow drives covering a variety of ill-implemented scheduling, hardware defects, and environmental factors. We have released the dataset to the public for fail-slow study.\n          <\/jats:p>","DOI":"10.1145\/3617690","type":"journal-article","created":{"date-parts":[[2023,9,11]],"date-time":"2023-09-11T11:51:42Z","timestamp":1694433102000},"page":"1-28","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["From Missteps to Milestones: A Journey to Practical Fail-Slow Detection"],"prefix":"10.1145","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4236-289X","authenticated-orcid":false,"given":"Ruiming","family":"Lu","sequence":"first","affiliation":[{"name":"Shanghai Jiao Tong University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6654-4364","authenticated-orcid":false,"given":"Erci","family":"Xu","sequence":"additional","affiliation":[{"name":"Alibaba Inc. and Shanghai Jiao Tong University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6450-8485","authenticated-orcid":false,"given":"Yiming","family":"Zhang","sequence":"additional","affiliation":[{"name":"Xiamen University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-3207-4418","authenticated-orcid":false,"given":"Fengyi","family":"Zhu","sequence":"additional","affiliation":[{"name":"Alibaba Inc., China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8889-0507","authenticated-orcid":false,"given":"Zhaosheng","family":"Zhu","sequence":"additional","affiliation":[{"name":"Alibaba Inc., China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-0877-0391","authenticated-orcid":false,"given":"Mengtian","family":"Wang","sequence":"additional","affiliation":[{"name":"Alibaba Inc., China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-2618-8314","authenticated-orcid":false,"given":"Zongpeng","family":"Zhu","sequence":"additional","affiliation":[{"name":"Alibaba Inc., China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1617-3593","authenticated-orcid":false,"given":"Guangtao","family":"Xue","sequence":"additional","affiliation":[{"name":"Shanghai Jiao Tong University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7362-2789","authenticated-orcid":false,"given":"Jiwu","family":"Shu","sequence":"additional","affiliation":[{"name":"Xiamen University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1751-9418","authenticated-orcid":false,"given":"Minglu","family":"Li","sequence":"additional","affiliation":[{"name":"Shanghai Jiao Tong University and Zhejiang Normal University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7417-5469","authenticated-orcid":false,"given":"Jiesheng","family":"Wu","sequence":"additional","affiliation":[{"name":"Alibaba Inc., China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,11]]},"reference":[{"key":"e_1_3_3_2_2","unstructured":"(n.d.). 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