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diff --git a/documentation/research/database.md b/documentation/research/database.md new file mode 100644 index 000000000..17a201ef5 --- /dev/null +++ b/documentation/research/database.md @@ -0,0 +1,441 @@ +# Reference + +1. https://cstack.github.io/db_tutorial/ +1. http://www.sql-workbench.eu/dbms_comparison.html +1. http://www.interdb.jp/pg/index.html +1. Foundations of Databases + + http://webdam.inria.fr/Alice/ +1. https://medium.com/textileio/building-the-firebase-for-crdts-7dd8dea8953a + +# Query + +1. https://www.influxdata.com/blog/why-were-building-flux-a-new-data-scripting-and-query-language/ +1. https://crate.io/a/lab-notes-how-we-made-joins-23-thousand-times-faster-part-two/ +1. GC: A Graph Caching System for Subgraph/Supergraph Queries + + http://www.vldb.org/pvldb/vol11/p2022-wang.pdf +1. How to Architect a Query Compiler, Revisited + + https://www.cs.purdue.edu/homes/rompf/papers/tahboub-sigmod18.pdf +1. https://gql.today/ +1. Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask + + http://www.vldb.org/pvldb/vol11/p2209-kersten.pdf +1. https://github.com/efficient/SuRF +1. http://www.try-alf.org/blog/2013-10-21-relations-as-first-class-citizen +1. https://icfp18.sigplan.org/event/hope-2018-papers-finding-fixed-points-faster +1. Froid: Optimization of Imperative Programs in a Relational Database + + http://www.vldb.org/pvldb/vol11/p432-ramachandra.pdf +1. Query Combinators + + https://arxiv.org/abs/1702.08409 +1. https://github.com/medmain/deepr +1. https://edgedb.com/blog/we-can-do-better-than-sql/ +1. https://github.com/ollef/sixten/blob/master/docs/QueryCompilerDriver.md + +# Optimization + +1. Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last + + https://db.cs.cmu.edu/papers/2017/p1-menon.pdf +1. https://medium.com/connect-the-dots/optimizing-queries-in-rethinkdb-584d7f660cb +1. https://blog.acolyer.org/2019/01/18/towards-a-hands-free-query-optimizer-through-deep-learning/ +1. http://blog.felipe.rs/2019/01/29/demystifying-join-algorithms/ +1. https://corecursive.com/030-rethinking-databases-with-jon-gjengset/ + +# Index + +1. https://en.wikipedia.org/wiki/Fractal_tree_index +1. Beating hash tables with trees? The ART-ful radix trie + + https://www.the-paper-trail.org/post/art-paper-notes/ +1. https://www.ristret.com/s/gnd4yr/brief_history_log_structured_merge_trees + +# Relational Algebra + +1. https://slamdata.com/what-is-multidimensional-relational-algebra/ +1. https://github.com/slamdata/purescript-mra + +# Time traveling + +1. https://www.arangodb.com/2018/07/time-traveling-with-graph-databases/ + +# Data processing +1. https://medium.com/@gauthierleonard/apache-beam-a-unified-programming-model-for-data-processing-pipelines-4de9fb6ede6d + +# Philosophy +1. http://dhickey.ie/2016/01/03/commercial-suicide-integration-at-the-database-level/ + +# Storage + +1. http://www.benstopford.com/2015/02/14/log-structured-merge-trees/ +1. A Comparison of Adaptive Radix Trees and Hash Tables + + https://bigdata.uni-saarland.de/publications/ARCD15.pdf +1. HashKV: Enabling Efficient Updates in KV Storage via Hashing + + https://www.usenix.org/system/files/conference/atc18/atc18-chan.pdf +1. https://akumuli.org/akumuli/2018/08/03/high-cardinality-support/ +1. Ideal Hash Trees + + https://github.com/papers-we-love/papers-we-love/blob/master/data_structures/ideal-hash-trees.pdf +1. https://clemenswinter.com/2018/08/13/how-read-100s-of-millions-of-records-per-second-from-a-single-disk/ +1. https://github.com/vmxdev/tkvdb +1. https://blog.acolyer.org/2018/09/28/columnstore-and-b-tree-are-hybrid-physical-designs-important/ +1. http://sergeiturukin.com/2017/06/07/storage-engine-introduction.html +1. https://accumulo.apache.org/ +1. http://www.mit.edu/~kepner/D4M/ +1. Achieving 100,000,000 database inserts per second using Accumulo and D4M + + http://www.ieee-hpec.org/2014/CD/index_htm_files/FinalPapers/31.pdf +1. Lambda World 2018 - The Radix Trees How IntMap Works - Tikhon Jelvis + + https://www.youtube.com/watch?v=0udjkEiCjog +1. FineLine: Log-structured Transactional Storage and Recovery + + http://www.vldb.org/pvldb/vol11/p2249-sauer.pdf +1. Storm: a fast transactional dataplane forremote data structures + + http://www.cs.technion.ac.il/~dan/papers/storm-systor-2019.pdf + +# Exemplar + +## General + +1. https://learndb.net/ +1. http://orientdb.com/ +1. https://ignite.apache.org/ +1. http://www.datomic.com/ +1. https://eventsourcing.com/ +1. https://geteventstore.com/ +1. http://cassandra.apache.org/ +1. https://kafka.apache.org/ +1. http://basho.com/products/riak-kv/ +1. https://www.influxdata.com/time-series-platform/influxdb/ +1. https://prestodb.io/ +1. https://github.com/mozilla/datomish +1. http://sqream.com/ +1. http://pelotondb.io/ +1. https://github.com/tidwall/summitdb +1. https://github.com/facebookincubator/beringei + + https://code.facebook.com/posts/952820474848503/beringei-a-high-performance-time-series-storage-engine +1. https://github.com/tonsky/datascript +1. https://github.com/biokoda/actordb +1. https://www.slashdb.com/ +1. https://realm.io/ +1. https://www.bigchaindb.com/ +1. http://samza.apache.org/ +1. https://www.umiacs.umd.edu/~zhangyp/papers/IntegriDB.pdf +1. https://github.com/PumpkinDB/PumpkinDB +1. https://symas.com/offerings/lightning-memory-mapped-database/ +1. http://gun.js.org/ +1. https://open.dgraph.io/post/benchmark-neo4j/ + + 1. https://github.com/dgraph-io/dgraph + 1. https://dgraph.io/ +1. https://www.spreadsheetdb.io/ +1. http://www.openio.io/ +1. https://github.com/pingcap/tidb +1. http://druid.io/ +1. http://hsqldb.org/ +1. http://siridb.net/blog/time-series-with-siridb/ +1. https://github.com/jankotek/mapdb +1. https://github.com/NationalSecurityAgency/lemongraph +1. https://twobithistory.org/2017/10/07/the-most-important-database.html +1. https://github.com/couchbase/forestdb +1. https://www.nuodb.com/ +1. https://edgedb.com/ +1. https://www.harperdb.io/ +1. https://www.antidotedb.eu/ +1. https://tech.marksblogg.com/minimalist-guide-tutorial-foundationdb.html +1. https://www.foundationdb.org/blog/announcing-document-layer/ +1. https://www.foundationdb.org/ + + 1. https://en.wikipedia.org/wiki/FoundationDB +1. https://github.com/orbitdb/orbit-db +1. https://www.aerospike.com/ +1. https://sirix.io/ + +## Graph + +1. https://github.com/hugegraph/hugegraph +1. https://github.com/Microsoft/GraphEngine +1. https://redislabs.com/blog/release-redisgraph-v1-0-preview/ +1. https://github.com/JanusGraph/janusgraph +1. https://www.slideshare.net/RoiLipman/graph-algebra +1. https://juxt.pro/crux/docs/index.html +1. https://github.com/juxt/crux + +## Column + +1. https://blog.acolyer.org/2018/09/26/the-design-and-implementation-of-modern-column-oriented-database-systems/ + +## Log + +1. https://code.fb.com/core-data/logdevice-a-distributed-data-store-for-logs/ + +## Key-Value + +1. https://github.com/yahoo/HaloDB +1. https://chronicle.software/products/map/ + +## Blockchain + +1. https://flur.ee/ + +## Time-series + +1. https://github.com/alpacahq/marketstore +1. https://www.outlyer.com/blog/why-not-to-build-a-time-series-database/ + +## GPU + +1. https://blazingdb.com/#/ + +## Tree + +1. A Novel Method for Representing Hierarchies in a Relational Database Using Bignums and SQLite + + https://s3.amazonaws.com/pub.xhuntley.net/Huntley_Tcl2011.pdf + +# CQRS | Event-Sourcing + +1. https://blog.wallaroolabs.com/2018/06/implementing-time-windowing-in-an-evented-streaming-system/ +1. https://data-artisans.com/blog/a-practical-guide-to-broadcast-state-in-apache-flink +1. https://medium.com/@hugo.oliveira.rocha/what-they-dont-tell-you-about-event-sourcing-6afc23c69e9a +1. https://vvvvalvalval.github.io/posts/2018-11-12-datomic-event-sourcing-without-the-hassle.html +1. https://chriskiehl.com/article/event-sourcing-is-hard + +# Architecture + +1. https://www.sqlite.org/arch.html + +# Criticism + +1. https://codeburst.io/doing-without-databases-in-the-21st-century-6e25cf495373 + +# Geo-spatial + +1. H3: Uber’s Hexagonal Hierarchical Spatial Index + + https://eng.uber.com/h3/ +1. http://s2geometry.io/ +1. https://github.com/mourner/flatbush + +# Transaction +1. MixT: An embedded, domain-specific language for Mixed-Consistency Transactions + + https://mpmilano.github.io/MixT/ +1. The Case for Shared Nothing + + http://db.cs.berkeley.edu/papers/hpts85-nothing.pdf + +# Consistency + +1. https://jepsen.io/consistency +1. http://muratbuffalo.blogspot.com/2018/08/the-many-faces-of-consistency.html +1. https://fauna.com/blog/consistency-without-clocks-faunadb-transaction-protocol + +# P2P Networking + +1. https://medium.com/perlin-network/noise-an-opinionated-p2p-networking-stack-for-decentralized-protocols-in-go-bfc6fecf157d +1. https://xorro-p2p.github.io/ + +# Data Visualization + +1. https://www.tadviewer.com/ + +# _Temporary cache_ + +1. https://github.com/pubkey/rxdb +1. https://hackernoon.com/execute-millions-of-sql-statements-in-milliseconds-in-the-browser-with-webassembly-and-web-workers-3e0b25c3f1a6#.w8w8qi8b3 +1. https://github.com/kripken/sql.js +1. http://zmtp.org/ +1. https://github.com/agentm/project-m36 +1. http://graphql.org/ +1. https://docs.microsoft.com/en-us/azure/documentdb/documentdb-introduction +1. http://storm.apache.org/ +1. http://www.intersystems.com/our-products/cache/cache-overview/ +1. https://prometheus.io/ +1. http://www.ragic.com/ +1. https://github.com/bittorrent/sqltorrent +1. https://github.com/bitnine-oss/agensgraph +1. [Comdb2: Bloomberg’s Highly Available Relational Database System](http://www.vldb.org/pvldb/vol9/p1377-scotti.pdf) +1. https://www.pipelinedb.com/ +1. https://fauna.com/home +1. https://fauna.com/blog/a-database-built-like-an-operating-system +1. http://www.timescaledb.com/ +1. https://www.dataengineeringpodcast.com/episode-4-scylladb-with-eyal-gutkind/ +1. http://quickstep.incubator.apache.org/ +1. https://barrel-db.org/ +1. https://misfra.me/2016/04/09/tsdb-list/ +1. https://github.com/cayleygraph/cayley +1. https://deepstreamhub.com/ +1. http://www.spdk.io/ +1. https://github.com/pilosa/pilosa +1. http://sophia.systems/ +1. https://humio.com/ +1. https://medium.com/@uwdb/introducing-cosette-527898504bd6 +1. https://mixmax.com/blog/bee-queue-v1-node-redis-queue +1. http://btrdb.io/ +1. https://clickhouse.yandex/ +1. https://github.com/rqlite/rqlite +1. https://www.confluent.io/blog/ksql-open-source-streaming-sql-for-apache-kafka/ +1. https://github.com/Tencent/paxosstore +1. https://www.ibm.com/us-en/marketplace/project-eventstore +1. [LogDevice: a distributed data store for logs](https://code.facebook.com/posts/357056558062811) +1. https://crate.io/ +1. http://traildb.io/ +1. http://profanedb.gitlab.io/ +1. https://github.com/PyroclastIO/metamorphic +1. https://franchise.cloud/ +1. https://github.com/ssbc/secure-scuttlebutt +1. ["Datafun: a functional query language" by Michael Arntzenius](https://www.youtube.com/watch?v=gC295d3V9gE) +1. https://github.com/neo4j-contrib/spatial +1. https://github.com/agershun/alasql +1. http://www.tiledb.io/ +1. https://databricks.com/product/databricks-delta +1. http://www.geomesa.org/ +1. https://bookkeeper.apache.org/ +1. https://blog.outlyer.com/top10-open-source-time-series-databases +1. https://github.com/qubole/rubix +1. https://github.com/confluentinc/ksql +1. https://www.datanami.com/2018/06/15/streaming-sql-for-real-time-analytics/ +1. https://blog.fauna.com/fauna-topology-operations +1. https://fabianlindfors.se/blog/building-an-object-store-with-foundation-db/ +1. https://use-the-index-luke.com/no-offset +1. [GOTO 2016 • Conflict Resolution for Eventual Consistency • Martin Kleppmann](https://www.youtube.com/watch?v=yCcWpzY8dIA) +1. https://www.thoughts-on-java.org/5-common-hibernate-mistakes-that-cause-dozens-of-unexpected-queries/ +1. https://www.nicolaferraro.me/2018/04/25/saga-pattern-in-apache-camel/ +1. http://augustl.com/blog/2018/datomic_look_at_all_the_things_i_am_not_doing/ +1. https://blog.2ndquadrant.com/application-users-vs-row-level-security/ +1. https://medium.com/databasss/on-ways-to-agree-part-1-links-and-flp-impossibility-f6bd8a6a0980 +1. https://medium.com/@robot_dreams/disk-can-be-faster-than-memory-37c57e7ebca7 +1. http://www.bailis.org/blog/when-is-acid-acid-rarely/ +1. https://hackernoon.com/five-data-models-for-sharding-and-which-is-right-f5c3fa480b00 +1. http://www.aosabook.org/en/500L/an-archaeology-inspired-database.html +1. https://www.clever-cloud.com/blog/engineering/2015/05/20/why-auto-increment-is-a-terrible-idea/ +1. https://samrat.me/posts/2017-11-04-kvstore-linear-hashing/ +1. https://detect.io/news/2017/10/16/three-time-series-that-defeat-typical-anomaly-detection +1. http://blog.memsql.com/scaling-distributed-joins/ +1. http://akumuli.org/akumuli/2017/11/17/indexing/ +1. https://10clouds.com/blog/postgresql-10/ +1. https://cstack.github.io/db_tutorial/ +1. https://msdn.microsoft.com/en-us/library/jj591569.aspx +1. https://chatwithengineers.com/2016/08/29/a-survey-of-query-execution-engines-from-volcano-to-vectorized-processing/ +1. https://martin.kleppmann.com/2015/05/11/please-stop-calling-databases-cp-or-ap.html +1. https://medium.com/the-hoard/building-a-kafka-that-doesnt-depend-on-zookeeper-2c4701b6e961#.paa4pjdtc +1. https://blog.acolyer.org/2017/01/23/ground-a-data-context-service/ +1. https://engineering.instagram.com/sharding-ids-at-instagram-1cf5a71e5a5c#.omhi4kyaj +1. http://rystsov.info/2017/02/15/simple-consensus.html +1. https://blog.jooq.org/2016/10/05/why-you-should-design-your-database-to-optimise-for-statistics/ +1. https://thesquareplanet.com/blog/students-guide-to-raft/ +1. https://rjuju.github.io/postgresql/2015/07/02/how-about-hypothetical-indexes.html +1. http://amitkapila16.blogspot.com/2017/03/hash-indexes-are-faster-than-btree.html +1. http://rhaas.blogspot.com/2017/04/new-features-coming-in-postgresql-10.html +1. https://fabxc.org/blog/2017-04-10-writing-a-tsdb/# +1. https://github.com/confluentinc/bottledwater-pg +1. http://www.postgresonline.com/journal/archives/173-Using-LTree-to-Represent-and-Query-Hierarchy-and-Tree-Structures.html +1. https://juxt.pro/blog/posts/datascript-dom.html +1. https://github.com/agentm/project-m36 +1. https://fortytw2.com/relational-dbs-on-kv-store-pt-1 +1. https://blog.slicingdice.com/want-to-build-a-new-time-series-database-start-here-d4c3fd1517b1 +1. http://akumuli.org/akumuli/2017/04/29/nbplustree/ +1. https://www.hugopicado.com/2017/05/06/what-event-sourcing-is-not.html +1. https://news.realm.io/news/conflict-resolution-for-eventual-consistency-goto/ +1. https://www.citusdata.com/blog/2017/05/11/dynamo-citus-and-tradeoffs-in-distributed-databases/ +1. http://www.cakesolutions.net/teamblogs/how-to-build-a-distributed-counter +1. https://netsil.com/blog/comparison-of-time-series-databases-netsils-use-of-druid/ +1. https://www.infoq.com/interviews/meijer-big-data +1. https://www.cs.cmu.edu/~jarulraj/pages/sigmod_2017_tutorial.html +1. https://speakerdeck.com/caitiem20/distributed-sagas-a-protocol-for-coordinating-microservices +1. https://blog.timescale.com/what-the-heck-is-time-series-data-and-why-do-i-need-a-time-series-database-dcf3b1b18563 +1. https://medium.com/hyrise/the-brain-of-every-database-c622aaba7d75 +1. http://codecapsule.com/2012/11/07/ikvs-implementing-a-key-value-store-table-of-contents/ +1. https://www.cockroachlabs.com/blog/sql-in-cockroachdb-mapping-table-data-to-key-value-storage/ +1. https://blog.acolyer.org/2017/07/07/do-we-need-specialized-graph-databases-benchmarking-real-time-social-networking-applications/ +1. http://vvvvalvalval.github.io/posts/2017-07-08-Datomic-this-is-not-the-history-youre-looking-for.html?t=1&cn=ZmxleGlibGVfcmVjc18y&iid=1e725951a13247d8bdc6fe8c113647d5&uid=2418042062&nid=244+293670920 +1. https://maxdemarzi.com/2017/07/13/using-a-cuckoo-filter-for-unique-relationships/ +1. https://medium.baqend.com/real-time-databases-explained-why-meteor-rethinkdb-parse-and-firebase-dont-scale-822ff87d2f87 +1. http://dawn.cs.stanford.edu/2017/08/07/asap/ +1. [TimescaleDB vs. Postgres for time-series: 20x higher inserts, 2000x faster deletes, 1.2x-14,000x faster queries](https://blog.timescale.com/timescaledb-vs-6a696248104e) +1. https://www.elastic.co/blog/elasticsearch-sequence-ids-6-0 +1. https://neo4j.com/blog/efficient-graph-algorithms-neo4j/ +1. https://blog.jooq.org/2017/05/30/when-to-use-bind-values-and-when-to-use-inline-values-in-sql/ +1. https://fylux.github.io/2017/08/09/VAR_Model_Time_Series/ +1. https://brandur.org/postgres-atomicity +1. [Generative Programming and Verification - Nada Amin](https://www.youtube.com/watch?v=QuJ-cEvH_oI) +1. http://ithare.com/oltp-db-optimizations-101-thinking-in-terms-of-execution-plans/ +1. https://pingcap.github.io/blog/2017/08/15/multi-raft/ +1. https://medium.com/@ajstorm/the-lambda-architecture-simplified-a28e436fa55e +1. http://akumuli.org/akumuli/2016/12/30/compression_part1/ +1. https://en.wikipedia.org/wiki/Codd%27s_12_rules +1. https://blog.jooq.org/2017/09/28/10-cool-sql-optimisations-that-do-not-depend-on-the-cost-model/ +1. https://medium.com/@ifesdjeen/on-disk-storage-part-4-b-trees-30791060741 +1. https://www.cockroachlabs.com/blog/automated-rebalance-and-repair/ +1. http://danielwhittaker.me/2017/10/09/handle-set-based-consistency-validation-cqrs/ +1. http://db.cs.cmu.edu/seminar2017/ +1. https://blog.timescale.com/time-series-data-postgresql-10-vs-timescaledb-816ee808bac5 +1. [Is Datomic strictly better than Facebook's graph datastore?](http://www.dustingetz.com/ezpjb2RlLWRhdGFiYXNlICJzdGFydGVyLWJsb2ctc3JjMiIsIDpsaW5rLWRiaWQgI0RiSWRbMTc1OTIxODYwNDU1NTkgI1VSSSAiZGF0b21pYzpmcmVlOi8vZGF0b21pYzo0MzM0L3N0YXJ0ZXItYmxvZy1zcmMyIl0sIDpxdWVyeS1wYXJhbXMgezplbnRpdHkgI0RiSWRbMTc1OTIxODYwNDYxNDQgI1VSSSAiZGF0b21pYzpmcmVlOi8vZGF0b21pYzo0MzM0L2R1c3RpbmdldHouY29tIl19fQ,,) +1. https://www.citusdata.com/blog/2017/10/17/tour-of-postgres-index-types/ +1. https://blog.grakn.ai/modelling-data-with-hypergraphs-edff1e12edf0 +1. http://www.scylladb.com/2017/10/05/io-access-methods-scylla/ +1. http://code.hootsuite.com/row-stores-vs-column-stores-why-not-use-both/ +1. http://matthewrocklin.com/blog/work/2017/10/16/streaming-dataframes-1 +1. https://brightinventions.pl/blog/database-timeouts/ +1. https://brandur.org/redis-streams +1. https://www.fittedcloud.com/blog/machine-learning-driven-optimization-outperforms-auto-scaling-dynamodb-capacity-management/ +1. https://parquet.apache.org/ +1. https://arrow.apache.org/ +1. https://www.youtube.com/watch?v=6lCVKMQR8Dw +1. https://blog.acolyer.org/2015/10/15/ironfleet-proving-practical-distributed-systems-correc/ +1. https://underscore.io/blog/posts/2017/03/07/refined-data-config-database.html +1. https://www.quickdatabasediagrams.com/ +1. [The Case for Learned Index Structures](https://arxiv.org/abs/1712.01208) +1. https://arxiv.org/abs/0806.3115 +1. https://arxiv.org/abs/1604.03607 +1. https://arxiv.org/abs/1702.07588 +1. [HoTTSQL: Proving Query Rewrites with Univalent SQL Semantics](https://arxiv.org/abs/1607.04822) +1. http://www.vldb.org/pvldb/vol9/p1707-pirk.pdf +1. [Continuous Analytics Over Discontinuous Streams](https://people.eecs.berkeley.edu/~franklin/Papers/sigmod10krishnamurthy.pdf) +1. http://www.vldb.org/ +1. https://blog.acolyer.org/2017/01/30/how-good-are-query-optimizers-really/ +1. http://gun.js.org/distributed/matters.html +1. http://blog.datomic.com/2017/01/the-ten-rules-of-schema-growth.html +1. https://blogs.technet.microsoft.com/dataplatforminsider/2017/01/05/how-six-lines-of-code-sql-server-can-bring-deep-learning-to-any-app/ +1. https://muratbuffalo.blogspot.com/2014/07/hybrid-logical-clocks.html +1. https://yokota.blog/2017/02/17/dont-settle-for-eventual-consistency/ +1. 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