NVIDIA DGX
https://www.nvidia.com/en-us/data-center/dgx-systems/
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In this light here is a comparison of…
In this light, here is a comparison of Open Source NOSQL databases Cassandra, Mongodb, CouchDB, Redis, Riak, RethinkDB, Couchbase (ex-Membase), Hypertable, ElasticSearch, Accumulo, VoltDB, Kyoto Tycoon, Scalaris, OrientDB, Aerospike, Neo4j and HBase:
https://kkovacs.eu/cassandra-vs-mongodb-vs-couchdb-vs-redis/ -
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PoC of Apache Druid
As we have some business requirements about data aggregation and online processing, so we did a quick PoC on Apache Druid. Next I will show how to build druid quickly and start your ingestion task.
1.Select release version which is compatible to your existing system and download the package.
2.Choose what kind of druid service you want to start with
- For single node, just execute the script under bin directory which is start with start-single-server-, or you can execute start-micro-quickstart
- For multiple node cluster, please update the configuration files under start-micro-quickstart in one node and sync to other nodes. If you want to connect to your hadoop cluster, please copy corresponding hadoop xml files and kerberos keytab under druid.
Then you start druid service in every node by execute start-cluster script.
3.Visit druid through browser, http://IP:8888
Next I load the data from local file and can ingest the data file as a datasource, and finally query data by SQL.
Task configuration
{ "type": "index_parallel", "id": "index_parallel_wikiticker-2015-09-12-sampled_2020-02-18T11:17:29.236Z", "resource": { "availabilityGroup": "index_parallel_wikiticker-2015-09-12-sampled_2020-02-18T11:17:29.236Z", "requiredCapacity": 1 }, "spec": { "dataSchema": { "dataSource": "wikiticker-2015-09-12-sampled", "parser": { "type": "string", "parseSpec": { "format": "json", "timestampSpec": { "column": "time", "format": "iso" }, "dimensionsSpec": { "dimensions": [ "channel", "cityName", "comment", "countryIsoCode", "countryName", "isAnonymous", "isMinor", "isNew", "isRobot", "isUnpatrolled", "namespace", "page", "regionIsoCode", "regionName", "user" ] } } }, "metricsSpec": [ { "type": "count", "name": "count" }, { "type": "longSum", "name": "sum_added", "fieldName": "added", "expression": null }, { "type": "longSum", "name": "sum_deleted", "fieldName": "deleted", "expression": null }, { "type": "longSum", "name": "sum_delta", "fieldName": "delta", "expression": null }, { "type": "longSum", "name": "sum_metroCode", "fieldName": "metroCode", "expression": null } ], "granularitySpec": { "type": "uniform", "segmentGranularity": "DAY", "queryGranularity": "HOUR", "rollup": true, "intervals": null }, "transformSpec": { "filter": null, "transforms": [] } }, "ioConfig": { "type": "index_parallel", "firehose": { "type": "local", "baseDir": "/opt/druid-0.16.0/quickstart/tutorial", "filter": "wikiticker-2015-09-12-sampled.json.gz", "parser": null }, "appendToExisting": false }, "tuningConfig": { "type": "index_parallel", "maxRowsPerSegment": null, "maxRowsInMemory": 1000000, "maxBytesInMemory": 0, "maxTotalRows": null, "numShards": null, "partitionsSpec": null, "indexSpec": { "bitmap": { "type": "concise" }, "dimensionCompression": "lz4", "metricCompression": "lz4", "longEncoding": "longs" }, "indexSpecForIntermediatePersists": { "bitmap": { "type": "concise" }, "dimensionCompression": "lz4", "metricCompression": "lz4", "longEncoding": "longs" }, "maxPendingPersists": 0, "forceGuaranteedRollup": false, "reportParseExceptions": false, "pushTimeout": 0, "segmentWriteOutMediumFactory": null, "maxNumConcurrentSubTasks": 1, "maxRetry": 3, "taskStatusCheckPeriodMs": 1000, "chatHandlerTimeout": "PT10S", "chatHandlerNumRetries": 5, "maxNumSegmentsToMerge": 100, "totalNumMergeTasks": 10, "logParseExceptions": false, "maxParseExceptions": 2147483647, "maxSavedParseExceptions": 0, "partitionDimensions": [], "buildV9Directly": true } }, "context": { "forceTimeChunkLock": true }, "groupId": "index_parallel_wikiticker-2015-09-12-sampled_2020-02-18T11:17:29.236Z", "dataSource": "wikiticker-2015-09-12-sampled" }Task running status
Task finished, you can see the item in datasource/segment/query
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