On 3/31/22 13:50, wakandavision@xxxxxxxxxxx wrote: > Hi everyone, > > I am a bachelor's student and writing my thesis about the scaling and > performance of an application. The application is using postgresql as a > database but we can't scale any further currently as it seems postgres > is hitting the limit. > > With the application, as well as with pgbench, we don't get more than > (max) 70k TPS on postgres. But the servers' resources are not utilized > completely (more below). > > I've tried many different configurations but none of them had any major > performance impact (unless fsync and synchronous_commit = off). > > This is the (custom) configuration I am using: > > shared_buffers=65551953kB > effective_cache_size=147491895kB > huge_pages=on > min_wal_size=20GB > max_wal_size=200GB > wal_buffers=1GB > max_wal_senders=0 > archive_mode=off > wal_level=minimal > work_mem=2GB > maintenance_work_mem=4GB > checkpoint_completion_target=0.9 > checkpoint_timeout = 30min > random_page_cost=1.1 > bgwriter_flush_after = 2MB > effective_io_concurrency = 200 > # Disabled just for performance experiments > fsync = off > synchronous_commit = off > full_page_writes = on > max_worker_processes=64 > max_parallel_workers=64 > max_parallel_workers_per_gather=10 > max_parallel_maintenance_workers=12 > > The system is as follows: > > * 64 Cores (Intel Xeon Gold 6130 (Skylake, 2.10GHz, 2 CPUs/node, 16 > cores/CPU)) > * 192 GiB RAM (12 * 16GiB DIMM DDR4 Synchronous Registered (Buffered) > 2666 MHz (0.4 ns)) > * 2 * SSD SATA Samsung MZ7KM240HMHQ0D3 (one is used for the WAL and the > other for the data) > * 10 Gbps network link > * OS: Debian 11 > * Postgres 13 from apt > > (I've also written a stackoverflow post about it - > https://stackoverflow.com/questions/71631348/postgresql-bottleneck-neither-cpu-network-nor-i-o > <https://stackoverflow.com/questions/71631348/postgresql-bottleneck-neither-cpu-network-nor-i-o> > ) > <https://stackoverflow.com/questions/71631348/postgresql-bottleneck-neither-cpu-network-nor-i-o> > > performance - Postgresql bottleneck neither CPU, network nor I/O - Stack > Overflow > <https://stackoverflow.com/questions/71631348/postgresql-bottleneck-neither-cpu-network-nor-i-o> > We are testing our application for performance, which is using > Postgresql 13 as a database. It is very insert and update heavy and we > cannot get more than 65k TPS on the database. But none of the m... > stackoverflow.com > > > > Below is just an example of the pgbench I ran: > > pgbench -i -s 50 -U postgres -h <DB_HOST> -d <DB_NAME> > pgbench -c 64 -j 32 -t 100000 -h <DB_HOST> -U postgres <DB_NAME> > I'd bet you need to use "pgbench -N" because the regular transaction updates the "branch" table, and you only have 50 branches. Which probably means a lot of conflicts and locking. The other thing you might try is "-M prepared" which saves time on query planning. FWIW I really doubt "fsync=off" will give you any meaningful results. Maybe try assessing the hardware capability first, using tools like fio to measure IOPS with different workloads. Then try pgbench with a single client, and finally increase the number of clients and see how it behaves and compare it to what you expect. In any case, every system has a bottleneck. You're clearly hitting one, otherwise the numbers would go faster. Usually, it's either CPU bound, in which case "perf top" might tell us more, or it's IO bound, in which case try e.g. "iostat -x -k 1" or something. regards -- Tomas Vondra EnterpriseDB: http://www.enterprisedb.com The Enterprise PostgreSQL Company
