From 929e6be8e9bc113fb4364a72c9ebee76efbb15a7 Mon Sep 17 00:00:00 2001 From: GuiSim Date: Mon, 27 Jan 2014 17:28:59 -0500 Subject: [PATCH 001/303] text cleanup --- docs/content/Coordinator.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/content/Coordinator.md b/docs/content/Coordinator.md index da6559b6cbc..bee85e14fd1 100644 --- a/docs/content/Coordinator.md +++ b/docs/content/Coordinator.md @@ -102,7 +102,7 @@ io.druid.cli.Main server coordinator Rules ----- -Segments are loaded and dropped from the cluster based on a set of rules. Rules indicate how segments should be assigned to different historical node tiers and how many replicants of a segment should exist in each tier. Rules may also indicate when segments should be dropped entirely from the cluster. The coordinator loads a set of rules from the database. Rules may be specific to a certain datasource and/or a default set of rules can be configured. Rules are read in order and hence the ordering of rules is important. The coordinator will cycle through all available segments and match each segment with the first rule that applies. Each segment may only match a single rule +Segments are loaded and dropped from the cluster based on a set of rules. Rules indicate how segments should be assigned to different historical node tiers and how many replicants of a segment should exist in each tier. Rules may also indicate when segments should be dropped entirely from the cluster. The coordinator loads a set of rules from the database. Rules may be specific to a certain datasource and/or a default set of rules can be configured. Rules are read in order and hence the ordering of rules is important. The coordinator will cycle through all available segments and match each segment with the first rule that applies. Each segment may only match a single rule. For more information on rules, see [Rule Configuration](Rule-Configuration.html). @@ -218,4 +218,4 @@ FAQ No. If the Druid coordinator is not started up, no new segments will be loaded in the cluster and outdated segments will not be dropped. However, the coordinator node can be started up at any time, and after a configurable delay, will start running coordinator tasks. - This also means that if you have a working cluster and all of your coordinators die, the cluster will continue to function, it just won’t experience any changes to its data topology. \ No newline at end of file + This also means that if you have a working cluster and all of your coordinators die, the cluster will continue to function, it just won’t experience any changes to its data topology. From 8d024a5e9aecd45967040fa5e396e549c0150e90 Mon Sep 17 00:00:00 2001 From: GuiSim Date: Tue, 28 Jan 2014 09:56:38 -0500 Subject: [PATCH 002/303] typo fix --- docs/content/GroupByQuery.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/content/GroupByQuery.md b/docs/content/GroupByQuery.md index dd7f49f7179..0443b525844 100644 --- a/docs/content/GroupByQuery.md +++ b/docs/content/GroupByQuery.md @@ -1,7 +1,7 @@ --- layout: doc_page --- -These types of queries take a groupBy query object and return an array of JSON objects where each object represents a grouping asked for by the query. Note: If you only want to do straight aggreagates for some time range, we highly recommend using [TimeseriesQueries](TimeseriesQuery.html) instead. The performance will be substantially better. +These types of queries take a groupBy query object and return an array of JSON objects where each object represents a grouping asked for by the query. Note: If you only want to do straight aggregates for some time range, we highly recommend using [TimeseriesQueries](TimeseriesQuery.html) instead. The performance will be substantially better. An example groupBy query object is shown below: ``` json @@ -86,4 +86,4 @@ To pull it all together, the above query would return *n\*m* data points, up to }, ... ] -``` \ No newline at end of file +``` From 9831401c7da8d56cf0bd07deeb2f309e13bf18ab Mon Sep 17 00:00:00 2001 From: GuiSim Date: Tue, 28 Jan 2014 10:17:49 -0500 Subject: [PATCH 003/303] missing word --- docs/content/SearchQuery.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/content/SearchQuery.md b/docs/content/SearchQuery.md index 2cfc726d60b..52a271e44db 100644 --- a/docs/content/SearchQuery.md +++ b/docs/content/SearchQuery.md @@ -36,7 +36,7 @@ There are several main parts to a search query: |intervals|A JSON Object representing ISO-8601 Intervals. This defines the time ranges to run the query over.|yes| |searchDimensions|The dimensions to run the search over. Excluding this means the search is run over all dimensions.|no| |query|See [SearchQuerySpec](SearchQuerySpec.html).|yes| -|sort|How the results of the search should sorted. Two possible types here are "lexicographic" and "strlen".|yes| +|sort|How the results of the search should be sorted. Two possible types here are "lexicographic" and "strlen".|yes| |context|An additional JSON Object which can be used to specify certain flags.|no| The format of the result is: From 374904ce202950de3d9549ac6ee6cbede7ce01e0 Mon Sep 17 00:00:00 2001 From: GuiSim Date: Tue, 28 Jan 2014 10:34:13 -0500 Subject: [PATCH 004/303] Removed trailing comma --- docs/content/SegmentMetadataQuery.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/content/SegmentMetadataQuery.md b/docs/content/SegmentMetadataQuery.md index c65e6957d43..26a3b08a6f5 100644 --- a/docs/content/SegmentMetadataQuery.md +++ b/docs/content/SegmentMetadataQuery.md @@ -14,7 +14,7 @@ Segment metadata queries return per segment information about: { "queryType":"segmentMetadata", "dataSource":"sample_datasource", - "intervals":["2013-01-01/2014-01-01"], + "intervals":["2013-01-01/2014-01-01"] } ``` From 624b13e8f546dbbbf91d7939607e3f23c0cc3c25 Mon Sep 17 00:00:00 2001 From: Guillaume Simard Date: Tue, 28 Jan 2014 11:04:19 -0500 Subject: [PATCH 005/303] Fixed JSON --- docs/content/TopNQuery.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/content/TopNQuery.md b/docs/content/TopNQuery.md index d418799d29c..cfb603705f7 100644 --- a/docs/content/TopNQuery.md +++ b/docs/content/TopNQuery.md @@ -9,6 +9,7 @@ TopN queries return a sorted set of results for the values in a given dimension A topN query object looks like: ```json +{ "queryType": "topN", "dataSource": "sample_data", "dimension": "sample_dim", From b6d9619db090f387a3c0b7d7c1c0b20472b53143 Mon Sep 17 00:00:00 2001 From: Igal Levy Date: Tue, 4 Mar 2014 16:14:19 -0800 Subject: [PATCH 006/303] fixed markdown rendering issue (literal '<' are interpreted) --- docs/content/Ingestion-FAQ.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/content/Ingestion-FAQ.md b/docs/content/Ingestion-FAQ.md index 5fdb29733c4..90abbcc676f 100644 --- a/docs/content/Ingestion-FAQ.md +++ b/docs/content/Ingestion-FAQ.md @@ -22,7 +22,7 @@ druid.storage.baseKey=sample ``` ## I don't see my Druid segments on my historical nodes -You can check the coordinator console located at :/cluster.html. Make sure that your segments have actually loaded on [historical nodes](Historical.html). If your segments are not present, check the coordinator logs for messages about capacity of replication errors. One reason that segments are not downloaded is because historical nodes have maxSizes that are too small, making them incapable of downloading more data. You can change that with (for example): +You can check the coordinator console located at `:/cluster.html`. Make sure that your segments have actually loaded on [historical nodes](Historical.html). If your segments are not present, check the coordinator logs for messages about capacity of replication errors. One reason that segments are not downloaded is because historical nodes have maxSizes that are too small, making them incapable of downloading more data. You can change that with (for example): ``` -Ddruid.segmentCache.locations=[{"path":"/tmp/druid/storageLocation","maxSize":"500000000000"}] @@ -31,7 +31,7 @@ You can check the coordinator console located at :/cluster ## My queries are returning empty results -You can check :/druid/v2/datasources/ for the dimensions and metrics that have been created for your datasource. Make sure that the name of the aggregators you use in your query match one of these metrics. Also make sure that the query interval you specify match a valid time range where data exists. +You can check `:/druid/v2/datasources/` for the dimensions and metrics that have been created for your datasource. Make sure that the name of the aggregators you use in your query match one of these metrics. Also make sure that the query interval you specify match a valid time range where data exists. ## More information From 71818288e20de4831661f964ddf7fc64aabdc2d8 Mon Sep 17 00:00:00 2001 From: Igal Levy Date: Thu, 13 Mar 2014 17:55:45 -0700 Subject: [PATCH 007/303] syntax and grammar fixes; tightened up language and flow --- docs/content/Granularities.md | 20 ++++++++------------ 1 file changed, 8 insertions(+), 12 deletions(-) diff --git a/docs/content/Granularities.md b/docs/content/Granularities.md index ae0ffe2105d..d4f3ea73141 100644 --- a/docs/content/Granularities.md +++ b/docs/content/Granularities.md @@ -2,13 +2,13 @@ layout: doc_page --- # Aggregation Granularity -The granularity field determines how data gets bucketed across the time dimension, i.e how it gets aggregated by hour, day, minute, etc. +The granularity field determines how data gets bucketed across the time dimension, or how it gets aggregated by hour, day, minute, etc. It can be specified either as a string for simple granularities or as an object for arbitrary granularities. ### Simple Granularities -Simple granularities are specified as a string and bucket timestamps by their UTC time (i.e. days start at 00:00 UTC). +Simple granularities are specified as a string and bucket timestamps by their UTC time (e.g., days start at 00:00 UTC). Supported granularity strings are: `all`, `none`, `minute`, `fifteen_minute`, `thirty_minute`, `hour` and `day` @@ -35,25 +35,21 @@ This chunks up every hour on the half-hour. ### Period Granularities -Period granularities are specified as arbitrary period combinations of years, months, weeks, hours, minutes and seconds (e.g. P2W, P3M, PT1H30M, PT0.750S) in ISO8601 format. +Period granularities are specified as arbitrary period combinations of years, months, weeks, hours, minutes and seconds (e.g. P2W, P3M, PT1H30M, PT0.750S) in ISO8601 format. They support specifying a time zone which determines where period boundaries start as well as the timezone of the returned timestamps. By default, years start on the first of January, months start on the first of the month and weeks start on Mondays unless an origin is specified. -They support specifying a time zone which determines where period boundaries start and also determines the timezone of the returned timestamps. - -By default years start on the first of January, months start on the first of the month and weeks start on Mondays unless an origin is specified. - -Time zone is optional (defaults to UTC) -Origin is optional (defaults to 1970-01-01T00:00:00 in the given time zone) +Time zone is optional (defaults to UTC). Origin is optional (defaults to 1970-01-01T00:00:00 in the given time zone). ``` {"type": "period", "period": "P2D", "timeZone": "America/Los_Angeles"} ``` -This will bucket by two day chunks in the Pacific timezone. +This will bucket by two-day chunks in the Pacific timezone. ``` {"type": "period", "period": "P3M", "timeZone": "America/Los_Angeles", "origin": "2012-02-01T00:00:00-08:00"} ``` -This will bucket by 3 month chunks in the Pacific timezone where the three-month quarters are defined as starting from February. +This will bucket by 3-month chunks in the Pacific timezone where the three-month quarters are defined as starting from February. -Supported time zones: timezone support is provided by the [Joda Time library](http://www.joda.org), which uses the standard IANA time zones. [Joda Time supported timezones](http://joda-time.sourceforge.net/timezones.html) +#### Supported Time Zones +Timezone support is provided by the [Joda Time library](http://www.joda.org), which uses the standard IANA time zones. See the [Joda Time supported timezones](http://joda-time.sourceforge.net/timezones.html). From 6259420affa5c802acad8505a0f1584f30b9980c Mon Sep 17 00:00:00 2001 From: fjy Date: Sun, 16 Mar 2014 15:36:38 -0700 Subject: [PATCH 008/303] new demo paper --- publications/demo/Makefile | 12 + publications/demo/druid_demo.aux | 54 + publications/demo/druid_demo.bbl | 27 + publications/demo/druid_demo.bib | 420 +++++ publications/demo/druid_demo.blg | 46 + publications/demo/druid_demo.out | 18 + publications/demo/druid_demo.pdf | Bin 0 -> 274376 bytes publications/demo/druid_demo.tex | 445 ++++++ publications/demo/figures/90th_percentile.pdf | Bin 0 -> 6265 bytes publications/demo/figures/95th_percentile.pdf | Bin 0 -> 6285 bytes publications/demo/figures/99th_percentile.pdf | Bin 0 -> 6261 bytes .../demo/figures/avg_query_latency.pdf | Bin 0 -> 6233 bytes publications/demo/figures/caching.png | Bin 0 -> 36103 bytes publications/demo/figures/cluster.png | Bin 0 -> 53840 bytes .../demo/figures/cluster_scan_rate.pdf | Bin 0 -> 5907 bytes publications/demo/figures/concise_plot.pdf | 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publications/demo/figures/tpch_scaling.png create mode 100644 publications/demo/flies.pdf create mode 100644 publications/demo/fly.pdf create mode 100644 publications/demo/rosette.pdf create mode 100644 publications/demo/vldb.cls diff --git a/publications/demo/Makefile b/publications/demo/Makefile new file mode 100644 index 00000000000..66e52924773 --- /dev/null +++ b/publications/demo/Makefile @@ -0,0 +1,12 @@ +all : druid_demo.pdf + +clean : + @rm -f *.aux *.bbl *.blg *.log + +%.tex : %.bib + +%.pdf : %.tex %.bib + lualatex $(*F) + bibtex $(*F) + lualatex $(*F) + lualatex $(*F) diff --git a/publications/demo/druid_demo.aux b/publications/demo/druid_demo.aux new file mode 100644 index 00000000000..566512fd280 --- /dev/null +++ b/publications/demo/druid_demo.aux @@ -0,0 +1,54 @@ +\relax +\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument} +\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined +\global\let\oldcontentsline\contentsline +\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}} +\global\let\oldnewlabel\newlabel +\gdef\newlabel#1#2{\newlabelxx{#1}#2} +\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}} +\AtEndDocument{\ifx\hyper@anchor\@undefined +\let\contentsline\oldcontentsline +\let\newlabel\oldnewlabel +\fi} +\fi} +\global\let\hyper@last\relax +\gdef\HyperFirstAtBeginDocument#1{#1} +\providecommand\HyField@AuxAddToFields[1]{} +\citation{hunt2010zookeeper} +\@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}{section.1}} +\@writefile{toc}{\contentsline {subsection}{\numberline {1.1}The Need for Druid}{1}{subsection.1.1}} +\@writefile{toc}{\contentsline {section}{\numberline {2}Architecture}{1}{section.2}} +\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces An overview of a Druid cluster and the flow of data through the cluster.}}{2}{figure.1}} +\newlabel{fig:cluster}{{1}{2}{An overview of a Druid cluster and the flow of data through the cluster}{figure.1}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Real-time Nodes}{2}{subsection.2.1}} +\@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Historical Nodes}{2}{subsection.2.2}} +\@writefile{toc}{\contentsline {subsection}{\numberline {2.3}Broker Nodes}{2}{subsection.2.3}} +\@writefile{toc}{\contentsline {subsection}{\numberline {2.4}Coordinator Nodes}{2}{subsection.2.4}} +\@writefile{toc}{\contentsline {subsection}{\numberline {2.5}Query Processing}{2}{subsection.2.5}} +\citation{abadi2008column} +\citation{tomasic1993performance} +\citation{colantonio2010concise} +\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces Sample sales data set.}}{3}{table.1}} +\newlabel{tab:sample_data}{{1}{3}{Sample sales data set}{table.1}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {2.6}Query Capabilities}{3}{subsection.2.6}} +\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces Query latencies of production data sources.}}{3}{figure.2}} +\newlabel{fig:query_latency}{{2}{3}{Query latencies of production data sources}{figure.2}{}} +\@writefile{toc}{\contentsline {section}{\numberline {3}Performance}{3}{section.3}} +\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Query Performance}{3}{subsection.3.1}} +\bibstyle{abbrv} +\bibdata{druid_demo} +\bibcite{abadi2008column}{1} +\bibcite{colantonio2010concise}{2} +\bibcite{hunt2010zookeeper}{3} +\bibcite{tomasic1993performance}{4} +\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces Druid \& MySQL benchmarks -- 100GB TPC-H data.}}{4}{figure.3}} +\newlabel{fig:tpch_100gb}{{3}{4}{Druid \& MySQL benchmarks -- 100GB TPC-H data}{figure.3}{}} +\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces Combined cluster ingestion rates.}}{4}{figure.4}} +\newlabel{fig:ingestion_rate}{{4}{4}{Combined cluster ingestion rates}{figure.4}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Data Ingestion Performance}{4}{subsection.3.2}} +\@writefile{toc}{\contentsline {section}{\numberline {4}Demonstration Details}{4}{section.4}} +\@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Demo Setup}{4}{subsection.4.1}} +\@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Story}{4}{subsection.4.2}} +\@writefile{toc}{\contentsline {section}{\numberline {5}Acknowledgments}{4}{section.5}} +\@writefile{toc}{\contentsline {section}{\numberline {6}Additional Authors}{4}{section.6}} +\@writefile{toc}{\contentsline {section}{\numberline {7}References}{4}{section.7}} diff --git a/publications/demo/druid_demo.bbl b/publications/demo/druid_demo.bbl new file mode 100644 index 00000000000..019345a714e --- /dev/null +++ b/publications/demo/druid_demo.bbl @@ -0,0 +1,27 @@ +\begin{thebibliography}{1} + +\bibitem{abadi2008column} +D.~J. Abadi, S.~R. Madden, and N.~Hachem. +\newblock Column-stores vs. row-stores: How different are they really? +\newblock In {\em Proceedings of the 2008 ACM SIGMOD international conference + on Management of data}, pages 967--980. ACM, 2008. + +\bibitem{colantonio2010concise} +A.~Colantonio and R.~Di~Pietro. +\newblock Concise: Compressed ‘n’composable integer set. +\newblock {\em Information Processing Letters}, 110(16):644--650, 2010. + +\bibitem{hunt2010zookeeper} +P.~Hunt, M.~Konar, F.~P. Junqueira, and B.~Reed. +\newblock Zookeeper: Wait-free coordination for internet-scale systems. +\newblock In {\em USENIX ATC}, volume~10, 2010. + +\bibitem{tomasic1993performance} +A.~Tomasic and H.~Garcia-Molina. +\newblock Performance of inverted indices in shared-nothing distributed text + document information retrieval systems. +\newblock In {\em Parallel and Distributed Information Systems, 1993., + Proceedings of the Second International Conference on}, pages 8--17. IEEE, + 1993. + +\end{thebibliography} diff --git a/publications/demo/druid_demo.bib b/publications/demo/druid_demo.bib new file mode 100644 index 00000000000..07b824f3f94 --- /dev/null +++ b/publications/demo/druid_demo.bib @@ -0,0 +1,420 @@ + @article{cattell2011scalable, + title={Scalable SQL and NoSQL data stores}, + author={Cattell, Rick}, + journal={ACM SIGMOD Record}, + volume={39}, + number={4}, + pages={12--27}, + year={2011}, + publisher={ACM} + } + + @article{chang2008bigtable, + title={Bigtable: A distributed storage system for structured data}, + author={Chang, Fay and Dean, Jeffrey and Ghemawat, Sanjay and Hsieh, Wilson C and Wallach, Deborah A and Burrows, Mike and Chandra, Tushar and Fikes, Andrew and Gruber, Robert E}, + journal={ACM Transactions on Computer Systems (TOCS)}, + volume={26}, + number={2}, + pages={4}, + year={2008}, + publisher={ACM} + } + + @inproceedings{decandia2007dynamo, + title={Dynamo: amazon's highly available key-value store}, + author={DeCandia, Giuseppe and Hastorun, Deniz and Jampani, Madan and Kakulapati, Gunavardhan and Lakshman, Avinash and Pilchin, Alex and Sivasubramanian, Swaminathan and Vosshall, Peter and Vogels, Werner}, + booktitle={ACM SIGOPS Operating Systems Review}, + volume={41}, + number={6}, + pages={205--220}, + year={2007}, + organization={ACM} + } + + @inproceedings{abadi2008column, + title={Column-Stores vs. Row-Stores: How different are they really?}, + author={Abadi, Daniel J and Madden, Samuel R and Hachem, Nabil}, + booktitle={Proceedings of the 2008 ACM SIGMOD international conference on Management of data}, + pages={967--980}, + year={2008}, + organization={ACM} + } + + @inproceedings{bear2012vertica, + title={The vertica database: SQL RDBMS for managing big data}, + author={Bear, Chuck and Lamb, Andrew and Tran, Nga}, + booktitle={Proceedings of the 2012 workshop on Management of big data systems}, + pages={37--38}, + year={2012}, + organization={ACM} + } + + @article{lakshman2010cassandra, + title={Cassandra—A decentralized structured storage system}, + author={Lakshman, Avinash and Malik, Prashant}, + journal={Operating systems review}, + volume={44}, + number={2}, + pages={35}, + year={2010} + } + + @article{melnik2010dremel, + title={Dremel: interactive analysis of web-scale datasets}, + author={Melnik, Sergey and Gubarev, Andrey and Long, Jing Jing and Romer, Geoffrey and Shivakumar, Shiva and Tolton, Matt and Vassilakis, Theo}, + journal={Proceedings of the VLDB Endowment}, + volume={3}, + number={1-2}, + pages={330--339}, + year={2010}, + publisher={VLDB Endowment} + } + + @article{hall2012processing, + title={Processing a trillion cells per mouse click}, + author={Hall, Alexander and Bachmann, Olaf and B{\"u}ssow, Robert and G{\u{a}}nceanu, Silviu and Nunkesser, Marc}, + journal={Proceedings of the VLDB Endowment}, + volume={5}, + number={11}, + pages={1436--1446}, + year={2012}, + publisher={VLDB Endowment} + } + + @inproceedings{shvachko2010hadoop, + title={The hadoop distributed file system}, + author={Shvachko, Konstantin and Kuang, Hairong and Radia, Sanjay and Chansler, Robert}, + booktitle={Mass Storage Systems and Technologies (MSST), 2010 IEEE 26th Symposium on}, + pages={1--10}, + year={2010}, + organization={IEEE} + } + + @article{colantonio2010concise, + title={Concise: Compressed ‘n’Composable Integer Set}, + author={Colantonio, Alessandro and Di Pietro, Roberto}, + journal={Information Processing Letters}, + volume={110}, + number={16}, + pages={644--650}, + year={2010}, + publisher={Elsevier} + } + + @inproceedings{stonebraker2005c, + title={C-store: a column-oriented DBMS}, + author={Stonebraker, Mike and Abadi, Daniel J and Batkin, Adam and Chen, Xuedong and Cherniack, Mitch and Ferreira, Miguel and Lau, Edmond and Lin, Amerson and Madden, Sam and O'Neil, Elizabeth and others}, + booktitle={Proceedings of the 31st international conference on Very large data bases}, + pages={553--564}, + year={2005}, + organization={VLDB Endowment} + } + + @inproceedings{engle2012shark, + title={Shark: fast data analysis using coarse-grained distributed memory}, + author={Engle, Cliff and Lupher, Antonio and Xin, Reynold and Zaharia, Matei and Franklin, Michael J and Shenker, Scott and Stoica, Ion}, + booktitle={Proceedings of the 2012 international conference on Management of Data}, + pages={689--692}, + year={2012}, + organization={ACM} + } + + @inproceedings{zaharia2012discretized, + title={Discretized streams: an efficient and fault-tolerant model for stream processing on large clusters}, + author={Zaharia, Matei and Das, Tathagata and Li, Haoyuan and Shenker, Scott and Stoica, Ion}, + booktitle={Proceedings of the 4th USENIX conference on Hot Topics in Cloud Computing}, + pages={10--10}, + year={2012}, + organization={USENIX Association} + } + + @misc{marz2013storm, + author = {Marz, Nathan}, + title = {Storm: Distributed and Fault-Tolerant Realtime 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title={Optimizing bitmap indices with efficient compression}, + author={Wu, Kesheng and Otoo, Ekow J and Shoshani, Arie}, + journal={ACM Transactions on Database Systems (TODS)}, + volume={31}, + number={1}, + pages={1--38}, + year={2006}, + publisher={ACM} + } + + @misc{twitter2013, + key = {Twitter Public Streams}, + title = {Twitter Public Streams}, + month = {March}, + year = {2013}, + howpublished = "\url{https://dev.twitter.com/docs/streaming-apis/streams/public}" + } + + @article{fitzpatrick2004distributed, + title={Distributed caching with memcached}, + author={Fitzpatrick, Brad}, + journal={Linux journal}, + number={124}, + pages={72--74}, + year={2004} + } + @inproceedings{amdahl1967validity, + title={Validity of the single processor approach to achieving large scale computing capabilities}, + author={Amdahl, Gene M}, + booktitle={Proceedings of the April 18-20, 1967, spring joint computer conference}, + pages={483--485}, + year={1967}, + organization={ACM} + } + @book{sarawagi1998discovery, + title={Discovery-driven exploration of OLAP data cubes}, + author={Sarawagi, Sunita and Agrawal, Rakesh and Megiddo, Nimrod}, + year={1998}, + publisher={Springer} + } + @article{hu2011stream, + title={Stream Database Survey}, + author={Hu, Bo}, + year={2011} + } + + @article{dean2008mapreduce, + title={MapReduce: simplified data processing on large clusters}, + author={Dean, Jeffrey and Ghemawat, Sanjay}, + journal={Communications of the ACM}, + volume={51}, + number={1}, + pages={107--113}, + year={2008}, + publisher={ACM} + } + + @misc{linkedin2013senseidb, + author = {LinkedIn}, + title = {SenseiDB}, + month = {July}, + year = {2013}, + howpublished = "\url{http://www.senseidb.com/}" + } + + @misc{apache2013solr, + author = {Apache}, + title = {Apache Solr}, + month = {February}, + year = {2013}, + howpublished = "\url{http://lucene.apache.org/solr/}" + } + + @misc{banon2013elasticsearch, + author = {Banon, Shay}, + title = {ElasticSearch}, + month = 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+ publisher={Springer} +} + +@inproceedings{o1997improved, + title={Improved query performance with variant indexes}, + author={O'Neil, Patrick and Quass, Dallan}, + booktitle={ACM Sigmod Record}, + volume={26}, + number={2}, + pages={38--49}, + year={1997}, + organization={ACM} +} + +@inproceedings{cipar2012lazybase, + title={LazyBase: trading freshness for performance in a scalable database}, + author={Cipar, James and Ganger, Greg and Keeton, Kimberly and Morrey III, Charles B and Soules, Craig AN and Veitch, Alistair}, + booktitle={Proceedings of the 7th ACM european conference on Computer Systems}, + pages={169--182}, + year={2012}, + organization={ACM} +} diff --git a/publications/demo/druid_demo.blg b/publications/demo/druid_demo.blg new file mode 100644 index 00000000000..62d6915ffd0 --- /dev/null +++ b/publications/demo/druid_demo.blg @@ -0,0 +1,46 @@ +This is BibTeX, Version 0.99d (TeX Live 2012) +Capacity: max_strings=35307, hash_size=35307, hash_prime=30011 +The top-level auxiliary file: druid_demo.aux +The style file: abbrv.bst +Database file #1: druid_demo.bib +You've used 4 entries, + 2118 wiz_defined-function locations, + 524 strings with 4556 characters, +and the built_in function-call counts, 1592 in all, are: += -- 160 +> -- 67 +< -- 3 ++ -- 26 +- -- 22 +* -- 105 +:= -- 251 +add.period$ -- 14 +call.type$ -- 4 +change.case$ -- 23 +chr.to.int$ -- 0 +cite$ -- 4 +duplicate$ -- 67 +empty$ -- 133 +format.name$ -- 22 +if$ -- 349 +int.to.chr$ -- 0 +int.to.str$ -- 4 +missing$ -- 4 +newline$ -- 23 +num.names$ -- 8 +pop$ -- 30 +preamble$ -- 1 +purify$ -- 19 +quote$ -- 0 +skip$ -- 47 +stack$ -- 0 +substring$ -- 96 +swap$ -- 22 +text.length$ -- 3 +text.prefix$ -- 0 +top$ -- 0 +type$ -- 16 +warning$ -- 0 +while$ -- 16 +width$ -- 5 +write$ -- 48 diff --git a/publications/demo/druid_demo.out b/publications/demo/druid_demo.out new file mode 100644 index 00000000000..7d084ec636c --- /dev/null +++ b/publications/demo/druid_demo.out @@ -0,0 +1,18 @@ +\BOOKMARK [1][-]{section.1}{Introduction}{}% 1 +\BOOKMARK [2][-]{subsection.1.1}{The Need for Druid}{section.1}% 2 +\BOOKMARK [1][-]{section.2}{Architecture}{}% 3 +\BOOKMARK [2][-]{subsection.2.1}{Real-time Nodes}{section.2}% 4 +\BOOKMARK [2][-]{subsection.2.2}{Historical Nodes}{section.2}% 5 +\BOOKMARK [2][-]{subsection.2.3}{Broker Nodes}{section.2}% 6 +\BOOKMARK [2][-]{subsection.2.4}{Coordinator Nodes}{section.2}% 7 +\BOOKMARK [2][-]{subsection.2.5}{Query Processing}{section.2}% 8 +\BOOKMARK [2][-]{subsection.2.6}{Query Capabilities}{section.2}% 9 +\BOOKMARK [1][-]{section.3}{Performance}{}% 10 +\BOOKMARK [2][-]{subsection.3.1}{Query Performance}{section.3}% 11 +\BOOKMARK [2][-]{subsection.3.2}{Data Ingestion Performance}{section.3}% 12 +\BOOKMARK [1][-]{section.4}{Demonstration Details}{}% 13 +\BOOKMARK [2][-]{subsection.4.1}{Demo Setup}{section.4}% 14 +\BOOKMARK [2][-]{subsection.4.2}{Story}{section.4}% 15 +\BOOKMARK [1][-]{section.5}{Acknowledgments}{}% 16 +\BOOKMARK [1][-]{section.6}{Additional Authors}{}% 17 +\BOOKMARK [1][-]{section.7}{References}{}% 18 diff --git a/publications/demo/druid_demo.pdf b/publications/demo/druid_demo.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6b3bb6961bfd2ed94550988b3a79b67aff579684 GIT binary patch literal 274376 zcmdSAWmH{D(=JK~kl^m_5Zv9}-QC^Y1Hm=8LxQ`z1_ zY#ba!|6DK(;#Rh$4yI->{QNL3uFhsgb}*hRjl8SQWX*0DPmx|^ z<#mkbn2TsKS=snnRhr+bkID*c1!~+&(G%ATg`IXEEQ=qA$I>@7bo@CE2^N*v0M~x$Xg-oc#W+ z0q@VF8Y5v*CzGkw1whQrcVCUS+rGZkL78EOjrAVjYWr$jK;i)JdcZe_DuGS^4zz=v zT!s4!|3Hnw)#6p=*W>N0^Xm(afM~|juZe~|Sld*xLd?}33)&bcHP8jKh1;0TxdJbP zet|oi3?UN^E6Rb8G?fJM#hy!ACh5pHDNnQOvuDMtgQFVAz3;MLT7A9=`U4*>_YY;v z=-(i7x?f*n?L+{0K#HI;E|=ckCjtF$5Vt1^H5$SS`d<&BtJ0!nw2nzv$Ym@3i2hk> z4^vo&E49rs@~P+uR9Wl(?CId|bq`W8yS_^yU%)Q={E3?5{^G*l-}7OJfIz^OPzz>! z$NX_D1#@b*>tb`0-~W}B{zrXM>X`QIk9UXWEwZnsal(mPE)3R|f+M zmYXvrnXZV|$~FWgM16eB!uo zhP)J5@8R?9cz>xG|4kwdx%&D2-77x9rwBbu85a@PH{5ZD?yh|-HsfLW`K@5Ey*(FJ 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z{ZgmqBrnV*hOhf=R2ZJ-?Ua*(@f<=2imyhCz2iFPY&8~pW*y0W+EO`<12 zwqyH*ZpJ7Gz=jrDQF7C_A)zI*sUW%HIsU&thnF|Z)7u}rc>@rY6qAsE0`A{e)l~!h EAI+YNegFUf literal 0 HcmV?d00001 diff --git a/publications/demo/druid_demo.tex b/publications/demo/druid_demo.tex new file mode 100644 index 00000000000..888e66d70c0 --- /dev/null +++ b/publications/demo/druid_demo.tex @@ -0,0 +1,445 @@ +% THIS IS AN EXAMPLE DOCUMENT FOR VLDB 2012 +% based on ACM SIGPROC-SP.TEX VERSION 2.7 +% Modified by Gerald Weber +% Removed the requirement to include *bbl file in here. (AhmetSacan, Sep2012) +% Fixed the equation on page 3 to prevent line overflow. (AhmetSacan, Sep2012) + +\documentclass{vldb} +\usepackage{graphicx} +\usepackage{balance} % for \balance command ON LAST PAGE (only there!) +\usepackage{fontspec} +\usepackage{hyperref} +\graphicspath{{figures/}} +\usepackage{enumitem} + +\begin{document} + +% ****************** TITLE **************************************** + +\title{Druid: An Open Source Real-time Analytics Data Store} + +% possible, but not really needed or used for PVLDB: +%\subtitle{[Extended Abstract] +%\titlenote{A full version of this paper is available as\textit{Author's Guide to Preparing ACM SIG Proceedings Using \LaTeX$2_\epsilon$\ and BibTeX} at \texttt{www.acm.org/eaddress.htm}}} + +% ****************** AUTHORS ************************************** + +% You need the command \numberofauthors to handle the 'placement +% and alignment' of the authors beneath the title. +% +% For aesthetic reasons, we recommend 'three authors at a time' +% i.e. three 'name/affiliation blocks' be placed beneath the title. +% +% NOTE: You are NOT restricted in how many 'rows' of +% "name/affiliations" may appear. We just ask that you restrict +% the number of 'columns' to three. +% +% Because of the available 'opening page real-estate' +% we ask you to refrain from putting more than six authors +% (two rows with three columns) beneath the article title. +% More than six makes the first-page appear very cluttered indeed. +% +% Use the \alignauthor commands to handle the names +% and affiliations for an 'aesthetic maximum' of six authors. +% Add names, affiliations, addresses for +% the seventh etc. author(s) as the argument for the +% \additionalauthors command. +% These 'additional authors' will be output/set for you +% without further effort on your part as the last section in +% the body of your article BEFORE References or any Appendices. + +\numberofauthors{6} % in this sample file, there are a *total* +% of EIGHT authors. SIX appear on the 'first-page' (for formatting +% reasons) and the remaining two appear in the \additionalauthors section. + +\author{ +% You can go ahead and credit any number of authors here, +% e.g. one 'row of three' or two rows (consisting of one row of three +% and a second row of one, two or three). +% +% The command \alignauthor (no curly braces needed) should +% precede each author name, affiliation/snail-mail address and +% e-mail address. Additionally, tag each line of +% affiliation/address with \affaddr, and tag the +% e-mail address with \email. +% +% 1st. author +\alignauthor +Fangjin Yang\\ + \affaddr{Metamarkets Group, Inc.}\\ + \email{fangjin@metamarkets.com} +% 2nd. author +\alignauthor +Eric Tschetter\\ + \affaddr{Tidepool.org}\\ + \email{cheddar@tidepool.org} +% 3rd. author +\alignauthor +Xavier Léauté\\ + \affaddr{Metamarkets Group, Inc.}\\ + \email{xavier@metamarkets.com} +% 4th. author +\alignauthor +Nishant Bangarwa\\ + \affaddr{Metamarkets Group, Inc.}\\ + \email{nishant@metamarkets.com} +\and % use '\and' if you need 'another row' of author names +% 5th. author +\alignauthor +Nelson Ray\\ + \affaddr{Google}\\ + \email{ncray@google.com} +% 6th. author +\alignauthor +Gian Merlino\\ + \affaddr{Metamarkets Group, Inc.}\\ + \email{gian@metamarkets.com} +\alignauthor +Deep Ganguli\\ + \affaddr{Metamarkets Group, Inc.}\\ + \email{gian@metamarkets.com} +\alignauthor +Himadri Singh\\ + \affaddr{Metamarkets Group, Inc.}\\ + \email{gian@metamarkets.com} +} +% There's nothing stopping you putting the seventh, eighth, etc. +% author on the opening page (as the 'third row') but we ask, +% for aesthetic reasons that you place these 'additional authors' +% in the \additional authors block, viz. +\date{14 March 2014} +% Just remember to make sure that the TOTAL number of authors +% is the number that will appear on the first page PLUS the +% number that will appear in the \additionalauthors section. + + +\maketitle + +\begin{abstract} +Druid is an open +source\footnote{\href{https://github.com/metamx/druid}{https://github.com/metamx/druid}} +data store built for exploratory analytics on large data sets. Druid supports +fast data aggregation, low latency data ingestion, and arbitrary data +exploration. The system combines a column-oriented storage layout, a +distributed, shared-nothing architecture, and an advanced indexing structure to +return queries on billion-row tables with sub-second latencies. Druid is +petabyte scale and is deployed in production at several technology companies. +\end{abstract} + +\section{Introduction} +In recent years, the proliferation of internet technology has created a surge +in machine-generated events. Individually, these events contain minimal useful +information and are of low value. Given the time and resources required to +extract meaning from large collections of events, many companies were willing +to discard this data instead. + +A few years ago, Google introduced MapReduce as their mechanism of leveraging +commodity hardware to index the internet and analyze logs. The Hadoop project +soon followed and was largely patterned after the insights that came out of the +original MapReduce paper. Hadoop has contributed much to helping companies +convert their low-value event streams into high-value aggregates for a variety +of applications such as business intelligence and A-B testing. + +As with a lot of great systems, Hadoop has opened our eyes to a new space of +problems. Specifically, Hadoop excels at storing and providing access to large +amounts of data, however, it does not make any performance guarantees around +how quickly that data can be accessed. Furthermore, although Hadoop is a +highly available system, performance degrades under heavy concurrent load. +Lastly, while Hadoop works well for storing data, it is not optimized for +ingesting data and making that data immediately readable. + +\subsection{The Need for Druid} +Druid was originally designed to solve problems around ingesting and exploring +large quantities of transactional events (log data). This form of timeseries +data is commonly found in OLAP workflows and in the business intelligence +space. The nature of the data tends to be very append heavy. Events typically +have three distinct components: a timestamp column indicating when the event +occurred, a set dimension columns indicating various attributes about the +event, and a set of metric columns containing values (usually numeric) that can +be aggregated. Queries are typically issued for the sum of some set of metrics, +filtered by some set of dimensions, over some span of time. + +The need for Druid was facilitated by the fact that existing open source +Relational Database Management Systems (RDBMS), cluster computing frameworks, +and NoSQL key/value stores were unable to provide a low latency data ingestion +and query platform for interactive applications. Druid was first built at +Metamarkets to power a business intelligence dashboard that allowed users to +arbitrary explore and visualize event streams. Queries needed to return fast +enough that the data visualizations in the dashboard could interactively +update. + +In addition to the query latency needs, the system had to be multi-tenant and +highly available. The Metamarkets product is used in a highly concurrent +environment. Downtime is costly and many businesses cannot afford to wait if a +system is unavailable in the face of software upgrades or network failure. +Downtime for startups, who often lack proper internal operations management, +can determine business success or failure. Finally, another key problem that +Metamarkets faced in its early days was to allow users and alerting systems to +be able to make business decisions in ``real-time". The time from when an event +is created to when that event is queryable determines how fast users and +systems are able to react to potentially catastrophic occurrences in their +systems. + +The problems of data exploration, ingestion, and availability span multiple +industries. Since Druid was open sourced in October 2012, it been deployed as a +video, network monitoring, operations monitoring, and online advertising +analytics platform in multiple companies. + +\begin{figure*} +\centering +\includegraphics[width = 4.5in]{cluster} +\caption{An overview of a Druid cluster and the flow of data through the cluster.} +\label{fig:cluster} +\end{figure*} + +\section{Architecture} +A Druid cluster consists of different types of nodes and each node type is +designed to perform a specific set of things. We believe this design separates +concerns and simplifies the complexity of the system. The different node types +operate fairly independent of each other and there is minimal interaction among +them. Hence, intra-cluster communication failures have minimal impact on data +availability. To solve complex data analysis problems, the different node +types come together to form a fully working system. The name Druid comes from +the Druid class in many role-playing games: it is a shape-shifter, capable of +taking on many different forms to fulfill various different roles in a group. +The composition of and flow of data in a Druid cluster are shown in +Figure~\ref{fig:cluster}. All Druid nodes announce their availability and the +data they are serving over Zookeeper\cite{hunt2010zookeeper}. + +\subsection{Real-time Nodes} +Real-time nodes encapsulate the functionality to ingest and query event +streams. Events indexed via these nodes are immediately available for querying. +The nodes are only concerned with events for some small time range and +periodically hand off immutable batches of events they've collected over this +small time range to other nodes in the Druid cluster that are specialized in +dealing with batches of immutable events. + +Real-time nodes maintain an in-memory index buffer for all incoming events. +These indexes are incrementally populated as new events are ingested and the +indexes are also directly queryable. Druid behaves virtually as a row store +for queries on events that exist in this JVM heap-based buffer. To avoid heap +overflow problems, real-time nodes persist their in-memory indexes to disk +either periodically or after some maximum row limit is reached. This persist +process converts data stored in the in-memory buffer to a column oriented +storage format. Each persisted index is immutable and real-time nodes load +persisted indexes into off-heap memory such that they can still be queried. + +\subsection{Historical Nodes} +Historical nodes encapsulate the functionality to load and serve the immutable +blocks of data (segments) created by real-time nodes. In many real-world +workflows, most of the data loaded in a Druid cluster is immutable and hence, +historical nodes are typically the main workers of a Druid cluster. Historical +nodes follow a shared-nothing architecture and there is no single point of +contention among the nodes. The nodes have no knowledge of one another and are +operationally simple; they only know how to load, drop, and serve immutable +segments. + +\subsection{Broker Nodes} +Broker nodes act as query routers to historical and real-time nodes. Broker +nodes understand what segments are queryable and where those segments are +located. Broker nodes route incoming queries such that the queries hit the +right historical or real-time nodes. Broker nodes also merge partial results +from historical and real-time nodes before returning a final consolidated +result to the caller. + +\subsection{Coordinator Nodes} +Druid coordinator nodes are primarily in charge of data management and +distribution on historical nodes. The coordinator nodes tell historical nodes +to load new data, drop outdated data, replicate data, and move data to load +balance. Druid uses a multi-version concurrency control swapping protocol for +managing immutable segments in order to maintain stable views. If any +immutable segment contains data that is wholly obsoleted by newer segments, the +outdated segment is dropped from the cluster. Coordinator nodes undergo a +leader-election process that determines a single node that runs the coordinator +functionality. The remaining coordinator nodes act as redundant backups. + +A coordinator node runs periodically to determine the current state of the +cluster. It makes decisions by comparing the expected state of the cluster with +the actual state of the cluster at the time of the run. Coordinator nodes also +maintain a connection to a MySQL database that contains additional operational +parameters and configurations. One of the key pieces of information located in +the MySQL database is a table that contains a list of all segments that should +be served by historical nodes. This table can be updated by any service that +creates segments, for example, real-time nodes. + +\subsection{Query Processing} +Data tables in Druid (called \emph{data sources}) are collections of +timestamped events and partitioned into a set of segments, where each segment +is typically 5--10 million rows. Formally, we define a segment as a collection +of rows of data that span some period in time. Segments represent the +fundamental storage unit in Druid and replication and distribution are done at +a segment level. + +Druid segments are stored in a column orientation. Given that Druid is best +used for aggregating event streams (all data going into Druid must have a +timestamp), the advantages storing aggregate information as columns rather than +rows are well documented \cite{abadi2008column}. Column storage allows for more +efficient CPU usage as only what is needed is actually loaded and scanned. + +Druid has multiple column types to represent various data formats. Depending on +the column type, different compression methods are used to reduce the cost of +storing a column in memory and on disk. For example, if an entire column only +contains string values, storing the values as strings is unnecessarily costly. +String columns can be dictionary encoded instead. Dictionary encoding is a +common method to compress data in column stores. + +In many real world OLAP workflows, queries are issued for the aggregated +results of some set of metrics where some set of dimension specifications are +met. Consider Table~\ref{tab:sample_data}. An example query for this table may +be: ``How much revenue was generated in the first hour of 2014-01-01 in the +city of San Francisco?". This query is filtering a sales data set based on a +Boolean expression of dimension values. In many real world data sets, dimension +columns contain strings and metric columns contain numeric values. Druid +creates additional lookup indices for string columns such that only those rows +that pertain to a particular query filter are ever scanned. + +\begin{table} + \centering + \begin{tabular}{| l | l | l |} + \hline + \textbf{Timestamp} & \textbf{City} & \textbf{Revenue} \\ \hline + 2014-01-01T01:00:00Z & San Francisco & 25 \\ \hline + 2014-01-01T01:00:00Z & San Francisco & 42 \\ \hline + 2014-01-01T02:00:00Z & New York & 17 \\ \hline + 2014-01-01T02:00:00Z & New York & 170 \\ \hline + \end{tabular} + \caption{Sample sales data set.} + \label{tab:sample_data} +\end{table} + +For each unique city in +Table~\ref{tab:sample_data}, we can form some representation +indicating in which table rows a particular city is seen. We can +store this information in a binary array where the array indices +represent our rows. If a particular page is seen in a certain +row, that array index is marked as \texttt{1}. For example: +{\small\begin{verbatim} +San Francisco -> rows [0, 1] -> [1][1][0][0] +New York -> rows [2, 3] -> [0][0][1][1] +\end{verbatim}} + +\texttt{San Francisco} is seen in rows \texttt{0} and \texttt{1}. This mapping of column values +to row indices forms an inverted index \cite{tomasic1993performance}. To know which +rows contain {\ttfamily San Francisco} or {\ttfamily New York}, we can \texttt{OR} together +the two arrays. +{\small\begin{verbatim} +[0][1][0][1] OR [1][0][1][0] = [1][1][1][1] +\end{verbatim}} + +This approach of performing Boolean operations on large bitmap sets is commonly +used in search engines. Druid compresses each bitmap index using the Concise +algorithm \cite{colantonio2010concise}. All Boolean operations on top of these +Concise sets are done in the set's compressed form. + +\subsection{Query Capabilities} +Druid supports many types of aggregations including double sums, long sums, +minimums, maximums, and complex aggregations such as cardinality estimation and +approximate quantile estimation. The results of aggregations can be combined +in mathematical expressions to form other aggregations. + +\section{Performance} +Druid runs in production at several organizations, and to briefly demonstrate its +performance, we have chosen to share some real world numbers for the main production +cluster running at Metamarkets in early 2014. For comparison with other databases +we also include results from synthetic workloads on TPC-H data. + +\subsection{Query Performance} +Druid query performance can vary signficantly depending on the query +being issued. For example, sorting the values of a high cardinality dimension +based on a given metric is much more expensive than a simple count over a time +range. + +Query latencies are shown in Figure~\ref{fig:query_latency}. The average +queries per minute during this time was approximately 1000. The number of +dimensions the various data sources vary from 25 to 78 dimensions, and 8 to 35 +metrics. Across all the various data sources, average query latency is +approximately 550 milliseconds, with 90\% of queries returning in less than 1 +second, 95\% in under 2 seconds, and 99\% of queries returning in less than 10 +seconds. + +Approximately 30\% of the queries are standard +aggregates involving different types of metrics and filters, 60\% of queries +are ordered group bys over one or more dimensions with aggregates, and 10\% of +queries are search queries and metadata retrieval queries. The number of +columns scanned in aggregate queries roughly follows an exponential +distribution. Queries involving a single column are very frequent, and queries +involving all columns are very rare. + +\begin{figure} +\centering +\includegraphics[width = 2.3in]{avg_query_latency} +\includegraphics[width = 2.3in]{query_percentiles} +\caption{Query latencies of production data sources.} +\label{fig:query_latency} +\end{figure} + +We also present Druid benchmarks on TPC-H data. Most TPC-H queries do +not directly apply to Druid, so we selected queries more typical of Druid's +workload to demonstrate query performance. As a comparison, we also provide the +results of the same queries using MySQL using the MyISAM engine (InnoDB was +slower in our experiments). + +\begin{figure} +\centering +\includegraphics[width = 2.3in]{tpch_100gb} +\caption{Druid \& MySQL benchmarks -- 100GB TPC-H data.} +\label{fig:tpch_100gb} +\end{figure} + +We benchmarked Druid's scan rate at 53,539,211 rows/second/core for +\texttt{select count(*)} equivalent query over a given time interval and +36,246,530 rows/second/core for a \texttt{select sum(float)} type query. + +\subsection{Data Ingestion Performance} +To showcase Druid's data ingestion latency, we selected several production +datasources of varying dimensions, metrics, and event volumes. Druid's data +ingestion latency is heavily dependent on the complexity of the data set being +ingested. The data complexity is determined by the number of dimensions in each +event, the number of metrics in each event, and the types of aggregations we +want to perform on those metrics. + +\begin{figure} +\centering +\includegraphics[width = 2.8in]{ingestion_rate} +\caption{Combined cluster ingestion rates.} +\label{fig:ingestion_rate} +\end{figure} + +For the given datasources, the number of dimensions vary from 5 to 35, and the +number of metrics vary from 2 to 24. The peak ingestion latency we measured in +production was 22914.43 events/second/core on a datasource with 30 dimensions +and 19 metrics. + +The latency measurements we presented are sufficient to address the our stated +problems of interactivity. We would prefer the variability in the latencies to +be less. It is still very possible to possible to decrease latencies by adding +additional hardware, but we have not chosen to do so because infrastructure +costs are still a consideration to us. + +\section{Demonstration Details} +\subsection{Demo Setup} +Get some nodes and stuff +\subsection{Story} +Something about Exploring Twitter or something. +%\end{document} % This is where a 'short' article might terminate + +% ensure same length columns on last page (might need two sub-sequent latex runs) +\balance + +%ACKNOWLEDGMENTS are optional +\section{Acknowledgments} +Druid could not have been built without the help of many great people in the +community. We want to thank everyone that has contributed to the Druid +codebase for their invaluable support. + +% The following two commands are all you need in the +% initial runs of your .tex file to +% produce the bibliography for the citations in your paper. +\bibliographystyle{abbrv} +\bibliography{druid_demo} % vldb_sample.bib is the name of the Bibliography in this case +% You must have a proper ".bib" file +% and remember to run: +% latex bibtex latex latex +% to resolve all references + +\end{document} diff --git a/publications/demo/figures/90th_percentile.pdf b/publications/demo/figures/90th_percentile.pdf new file mode 100644 index 0000000000000000000000000000000000000000..78d53d635711e172029b3a1c6b21dcc3b8a0c9d8 GIT binary patch literal 6265 zcmb7}c|4T++sBoVsq9NahOAkJVHmrNUBcM1W{kmP%wT5h`@SDblw`{;k|zPDTMB5;+_BA#yl! z+`$(h2b2ZkT&@Dt)BqruFA70G3ERvfw~{Uxc>@8i@y*5((Z!0wvAN7w1YuqI{{R@-nhAV2bv$7LF=O05miJD6A{B z3-F)a06~_4-Y6glh9Dp?ICmh(4B?K#1LY|JaNu7FO8-ir#!;hvQCPws;UE|eOQ5{s 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