{"id":13607,"date":"2020-03-08T14:48:13","date_gmt":"2020-03-08T13:48:13","guid":{"rendered":"https:\/\/www.dbi-services.com\/blog\/yugabytedb-2-1\/"},"modified":"2020-03-08T14:48:13","modified_gmt":"2020-03-08T13:48:13","slug":"yugabytedb-2-1","status":"publish","type":"post","link":"https:\/\/www.dbi-services.com\/blog\/yugabytedb-2-1\/","title":{"rendered":"YugaByteDB 2.1: the Open Source multi-region distributed database with PostgreSQL API is in GA with huge performance improvement"},"content":{"rendered":"<h2>By Franck Pachot<\/h2>\n<p>.<br \/>\n9 months ago I was looking at YugaByteDB which was still in beta version for its &#8216;YSQL&#8217; API. I published my first test on Medium: <a href=\"https:\/\/medium.com\/@FranckPachot\/running-pgbench-on-yugabytedb-1-3-3a15450dfa42\" rel=\"noopener noreferrer\" target=\"_blank\">https:\/\/medium.com\/@FranckPachot\/running-pgbench-on-yugabytedb-1-3-3a15450dfa42<\/a>. I have been very enthusiastic about the idea, the architecture, the way they open-sourced it and how all was documented in their blog. I&#8217;ve even met them in Sunnyvale when I traveled to California for Oracle Open World. Great people with a great vision on the future of databases. From this first test, I was not impressed by the performance but it was an early beta and a multi-master\/multi-index database has many challenges to solve before tuning the details of implementation. This tuning task has been done for the General Availability version 2.1 released in February. I was eager to test it, but this first month back to dbi-services consulting was very busy. So finally here it is.<br \/>\n<!--more--><br \/>\nThis post takes the same test I did last July and the result is impressive: the pgbench initialization time is fully fixed and the pgbench run shows 9x higher throughput. <\/p>\n<p>I&#8217;m on the same VM which, as funny as it might sound, is an Oracle Linux 7 running on the Oracle Cloud.<\/p>\n<h3>Install and start:<\/h3>\n<p>I install this version 2.1 in the same way I installed the 1.3 in the past. All is documented: <a href=\"https:\/\/docs.yugabyte.com\/latest\/quick-start\/install\/linux\/\" rel=\"noopener noreferrer\" target=\"_blank\">https:\/\/docs.yugabyte.com\/latest\/quick-start\/install\/linux\/<\/a><\/p>\n<pre><code>\nwget -O yugabyte-2.1.0.0-linux.tar.gz  https:\/\/downloads.yugabyte.com\/yugabyte-2.1.0.0-linux.tar.gz\ntar -xzvf yugabyte-2.1.0.0-linux.tar.gz\nyugabyte-2.1.0.0\/bin\/post_install.sh\nexport PATH=\"~\/yugabyte-2.1.0.0\/bin:~\/yugabyte-2.1.0.0\/postgresql\/bin:$PATH\"\n<\/code><\/pre>\n<p>I create a 3 nodes cluster with replication factor 3, with all nodes in the same host for this test:<\/p>\n<pre><code>\nyb-ctl --rf 3 create\nyb-ctl status\n<\/code><\/pre>\n<p><a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-06-142758.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-06-142758.png\" alt=\"\" width=\"1024\" height=\"743\" class=\"aligncenter size-large wp-image-38010\" \/><\/a><\/p>\n<p>I create database for this:<\/p>\n<pre><code>\nysqlsh\n \\timing on\n drop database if exists franck;\n create database franck;\n \\q\n<\/code><\/pre>\n<p><a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-06-142900.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-06-142900.png\" alt=\"\" width=\"1024\" height=\"290\" class=\"aligncenter size-large wp-image-38008\" \/><\/a><\/p>\n<h3>pgbench initialization<\/h3>\n<p>I use pgbench that I have from a &#8220;normal&#8221; PostgreSQL installation on the same server.<\/p>\n<pre><code>\n[opc@db192 ~]$ type pgbench\npgbench is hashed (\/usr\/pgsql-11\/bin\/pgbench)\ntime pgbench --initialize --host localhost -p 5433 -U postgres franck\n<\/code><\/pre>\n<p><a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-06-143108.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-06-143108.png\" alt=\"\" width=\"1024\" height=\"423\" class=\"aligncenter size-large wp-image-38007\" \/><\/a> <\/p>\n<p>If you compare with the previous post on version 1.3 you will see many differences.<\/p>\n<ul>\n<li>No &#8220;ERROR: DROP multiple objects not supported yet&#8221; here. This issue has been fixed.<\/li>\n<li>No &#8220;ERROR: VACUUM not supported yet&#8221; but just a warning because there&#8217;s no vaccum here in the YugaByteDB storage layer<\/li>\n<li>And the best: 8 seconds instead of the 2 minutes we had before<\/li>\n<\/ul>\n<p>However the &#8220;ALTER TABLE&#8221; to add the constraints afterward is still not supported so I run the same manually with the FOREIGN KEY declaration in the CREATE TABLE:<\/p>\n<pre><code>\nysqlsh franck\n drop table if exists pgbench_history;\n drop table if exists pgbench_tellers;\n drop table if exists pgbench_accounts;\n drop table if exists pgbench_branches;\nCREATE TABLE pgbench_branches (\n    bid integer NOT NULL\n   ,bbalance integer\n   ,filler character(88)\n   ,CONSTRAINT pgbench_branches_pkey PRIMARY KEY (bid)\n );\nCREATE TABLE pgbench_accounts (\n    aid integer NOT NULL\n   ,bid integer references pgbench_branches\n   ,abalance integer\n   ,filler character(84)\n   ,CONSTRAINT pgbench_accounts_pkey PRIMARY KEY (aid)\n );\nCREATE TABLE pgbench_tellers (\n    tid integer NOT NULL\n   ,bid integer references pgbench_branches\n   ,tbalance integer\n   ,filler character(84)\n   ,CONSTRAINT pgbench_tellers_pkey PRIMARY KEY (tid)\n );\nCREATE TABLE pgbench_history (\n    tid integer references pgbench_tellers\n   ,bid integer references pgbench_branches\n   ,aid integer references pgbench_accounts\n   ,delta integer\n   ,mtime timestamp without time zone\n   ,filler character(22)\n );\n\\q\n<\/code><\/pre>\n<p>Now remains to insert the rows there. This was very long (about an hour) in 1.3:<\/p>\n<pre><code>\ntime pgbench --initialize --init-steps=g -h localhost -p 5433 -U postgres franck\n<\/code><\/pre>\n<p><a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-184013.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-184013.jpg\" alt=\"\" width=\"1024\" height=\"183\" class=\"aligncenter size-large wp-image-38054\" \/><\/a><\/p>\n<p>No foreign key error and 6 seconds only!<\/p>\n<p>Do you remember that I had to switch to SERIALIZABLE isolation level? I don&#8217;t have to here:<\/p>\n<p><a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-185958.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-185958.jpg\" alt=\"\" width=\"1024\" height=\"355\" class=\"aligncenter size-large wp-image-38056\" \/><\/a><\/p>\n<p>This has been fixed with the support of SELECT locks, so no need to go to optimistic locking with SERIALIZABLE (which requires that the application implements a &#8216;retry&#8217; logic).<\/p>\n<h3>Simple Update in 1 thread<\/h3>\n<p>Then, as I did before, I run a Simple Update workload from one session during 30 seconds:<\/p>\n<pre><code>\npgbench --no-vacuum --builtin=simple-update --protocol=prepared --time 30 -h localhost -p 5433 -U postgres franck\n<\/code><\/pre>\n<p><a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-191625.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-191625.jpg\" alt=\"\" width=\"1024\" height=\"218\" class=\"aligncenter size-large wp-image-38059\" \/><\/a><\/p>\n<p>When compared with the <a href=\"https:\/\/miro.medium.com\/max\/3736\/1*I4Ypc0PUFUCLEB-9NK_mSA.png\" rel=\"noopener noreferrer\" target=\"_blank\">previous run<\/a> on 1.3 I&#8217;ve updated 9x more transactions. Yes, that&#8217;s exactly what has been announced for this version: huge performance imprevements:<\/p>\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\">\n<p lang=\"en\" dir=\"ltr\">What we&#39;ve been up to over the last few month &#8211; YugabyteDB 2.1 has a ton of perf improvements and a lot of other goodies! <a href=\"https:\/\/t.co\/wwwhVG7bPd\">https:\/\/t.co\/wwwhVG7bPd<\/a><\/p>\n<p>PS: Please do give it a spin, would love your feedback.<\/p>\n<p>&mdash; Karthik Ranganathan (@karthikr) <a href=\"https:\/\/twitter.com\/karthikr\/status\/1232356784343400449?ref_src=twsrc%5Etfw\">February 25, 2020<\/a><\/p><\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h3>Simple Update in 10 threads<\/h3>\n<p>Then, as I did before I&#8217;m running with 10 concurrent threads<\/p>\n<pre><code>\npgbench --no-vacuum --protocol=prepared --builtin=simple-update --time 30 --jobs=10 --client=10 -h localhost -p 5433 -U postgres franck\n<\/code><\/pre>\n<p><a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-195106.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-195106.jpg\" alt=\"\" width=\"1024\" height=\"150\" class=\"aligncenter size-large wp-image-38065\" \/><\/a><\/p>\n<p>Again, that 7x better than my test on 1.3 and still in read commited isolation level.<\/p>\n<p>Note that I was lucky here but it can happen that we get a serialization error even in read commited like in this second run of the same:<br \/>\n<a href=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-195420.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/Annotation-2020-03-07-195420.jpg\" alt=\"\" width=\"1024\" height=\"200\" class=\"aligncenter size-large wp-image-38067\" \/><\/a><\/p>\n<p>The community implementation of pgbench has no retry logic. Once an error is enountered the thead finishes, and that&#8217;s unusable for a benchmark. The patch proposed many times was, unfortunately, always rejected: <a href=\"https:\/\/commitfest.postgresql.org\/18\/1645\/\" rel=\"noopener noreferrer\" target=\"_blank\">https:\/\/commitfest.postgresql.org\/18\/1645\/<\/a>.<\/p>\n<p>But YugaByteDB has a solution for that, which I&#8217;ll show in the next post: <a href=\"https:\/\/www.dbi-services.com\/blog\/ysql_bench\/\" rel=\"noopener noreferrer\" target=\"_blank\">https:\/\/www.dbi-services.com\/blog\/ysql_bench\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>By Franck Pachot . 9 months ago I was looking at YugaByteDB which was still in beta version for its &#8216;YSQL&#8217; API. I published my first test on Medium: https:\/\/medium.com\/@FranckPachot\/running-pgbench-on-yugabytedb-1-3-3a15450dfa42. I have been very enthusiastic about the idea, the architecture, the way they open-sourced it and how all was documented in their blog. I&#8217;ve even [&hellip;]<\/p>\n","protected":false},"author":28,"featured_media":13610,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[83],"tags":[1740,1856,77,1857],"type_dbi":[],"class_list":["post-13607","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-postgresql","tag-newsql","tag-pgbench","tag-postgresql","tag-yugabytedb"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>YugaByteDB 2.1: the Open Source multi-region distributed database with PostgreSQL API is in GA with huge performance improvement - dbi Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dbi-services.com\/blog\/yugabytedb-2-1\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YugaByteDB 2.1: the Open Source multi-region distributed database with PostgreSQL API is in GA with huge performance improvement\" \/>\n<meta property=\"og:description\" content=\"By Franck Pachot . 9 months ago I was looking at YugaByteDB which was still in beta version for its &#8216;YSQL&#8217; API. 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