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  #1 (permalink)  
Old 04-19-2008, 06:53 AM
David Scott
 
Posts: n/a
Default Performance hit on large row counts

We are trying to ascertain if we are up against the limits of what
postgres can accomplish without having the tables clustered. We would
prefer not to have to cluster our tables because according to the
documentation this is a one time operation and not maintained. Is there
any other performance tweaks that can be done to avoid clustering? Is
there any way to force the cluster maintenance (even with a performance
hit on load)?
We are aware that there is a minimum time that is required to resolve
the index values against the table to ascertain that they are live rows,
and we believe we are circumventing that time to some extent by taking
advantage of the rows being in physical order with the cluster. So does
this lead us to the conclusion that the differences in the query times
is how long is takes us to check on disk whether or not these rows are live?

Thanks for any help, thoughts, tips or suggestions.


All of these commands are after a vacuum full analyze and the config
file is attached. Different values were used for the queries so no
caching would confuse our stats. The box is running gentoo with
postgres 8.1.0, has raid 0, 9 gigs of ram, 2 hyperthreaded procs, x86_64.

/Three tables with row counts:/
lookup1.count = 3,306,930
lookup2.count = 4,189,734
stuff.count = 3,423,994

/The first attempt (after index adjustments, no hits to cached results)/

explain analyze select col2, count(*) as cnt from stuff where col1 =
56984 group by col2

HashAggregate (cost=14605.68..14605.88 rows=16 width=4) (actual
time=6980.752..6985.893 rows=6389 loops=1)
-> Bitmap Heap Scan on stuff (cost=60.97..14571.44 rows=6848
width=4) (actual time=371.215..6965.742 rows=6389 loops=1)
Recheck Cond: (col1 = 56984)
-> Bitmap Index Scan on stuff_pair_idx (cost=0.00..60.97
rows=6848 width=0) (actual time=361.237..361.237 rows=6389 loops=1)
Index Cond: (col1 = 56984)
Total runtime: 6988.105 ms

/After clustering:/

explain analyze select col2, count(*) as cnt from stuff where col1 =
3540634 group by col2;
QUERY PLAN
-----------------------------------------------------------------------------------------------------------------------------------
HashAggregate (cost=1399.62..1399.63 rows=1 width=4) (actual
time=11.376..15.282 rows=5587 loops=1)
-> Bitmap Heap Scan on stuff (cost=4.36..1397.68 rows=389 width=4)
(actual time=1.029..4.538 rows=5587 loops=1)
Recheck Cond: (col1 = 3540634)
-> Bitmap Index Scan on stuff_col1_idx (cost=0.00..4.36
rows=389 width=0) (actual time=1.003..1.003 rows=5587 loops=1)
Index Cond: (col1 = 3540634)
Total runtime: 17.113 ms



/Using this in the next layer of querying:/

explain analyze SELECT col1,col2, value AS val,
coalesce(coalesce(lookup1.col3, lookup2.col3),0) AS dollars FROM (select
col1, col2, value from stuff where col1 = 95350) stuff LEFT JOIN
lookup1 ON (stuff.col2 = lookup1.pkey) LEFT JOIN lookup2 ON (stuff.col2
= lookup2.pkey);

Nested Loop Left Join (cost=0.00..10325.15 rows=857 width=20) (actual
time=84.223..9306.228 rows=2296 loops=1)
-> Nested Loop Left Join (cost=0.00..5183.25 rows=857 width=16)
(actual time=56.623..1710.655 rows=2296 loops=1)
-> Index Scan using stuff_col1_idx on stuff (cost=0.00..21.57
rows=857 width=12) (actual time=40.531..57.160 rows=2296 loops=1)
Index Cond: (col1 = 4528383)
-> Index Scan using lookup2_pkey on lookup2 (cost=0.00..6.01
rows=1 width=8) (actual time=0.717..0.717 rows=0 loops=2296)
Index Cond: ("outer".col2 = lookup2.pkey)
-> Index Scan using lookup1_pkey on lookup1 (cost=0.00..5.99 rows=1
width=8) (actual time=3.304..3.305 rows=1 loops=2296)
Index Cond: ("outer".col2 = lookup1.pkey)
Total runtime: 9307.569 ms

/After clustering the two left join tables (lookup1 and lookup2):/

explain analyze SELECT col1,col2, value AS val,
coalesce(coalesce(lookup1.col3, lookup2.col3),0) AS dollars FROM (select
col1, col2, value from stuff where col1 = 95350) stuff LEFT JOIN
lookup1 ON (stuff.col2 = lookup1.pkey) LEFT JOIN lookup2 ON (stuff.col2
= lookup2.pkey);

Nested Loop Left Join (cost=0.00..10325.15 rows=857 width=20) (actual
time=24.444..84.114 rows=1727 loops=1)
-> Nested Loop Left Join (cost=0.00..5163.47 rows=857 width=16)
(actual time=24.392..62.787 rows=1727 loops=1)
-> Index Scan using stuff_col1_idx on stuff (cost=0.00..21.57
rows=857 width=12) (actual time=24.332..27.455 rows=1727 loops=1)
Index Cond: (col1 = 95350)
-> Index Scan using lookup1_pkey on lookup1 (cost=0.00..5.99
rows=1 width=8) (actual time=0.018..0.018 rows=1 loops=1727)
Index Cond: ("outer".col2 = lookup1.pkey)
-> Index Scan using lookup2_pkey on lookup2 (cost=0.00..6.01 rows=1
width=8) (actual time=0.010..0.010 rows=0 loops=1727)
Index Cond: ("outer".col2 = lookup2.pkey)
Total runtime: 84.860 ms



# -----------------------------
# PostgreSQL configuration file
# -----------------------------
#
# This file consists of lines of the form:
#
# name = value
#
# (The '=' is optional.) White space may be used. Comments are introduced
# with '#' anywhere on a line. The complete list of option names and
# allowed values can be found in the PostgreSQL documentation. The
# commented-out settings shown in this file represent the default values.
#
# Please note that re-commenting a setting is NOT sufficient to revert it
# to the default value, unless you restart the postmaster.
#
# Any option can also be given as a command line switch to the
# postmaster, e.g. 'postmaster -c log_connections=on'. Some options
# can be changed at run-time with the 'SET' SQL command.
#
# This file is read on postmaster startup and when the postmaster
# receives a SIGHUP. If you edit the file on a running system, you have
# to SIGHUP the postmaster for the changes to take effect, or use
# "pg_ctl reload". Some settings, such as listen_address, require
# a postmaster shutdown and restart to take effect.


#---------------------------------------------------------------------------
# FILE LOCATIONS
#---------------------------------------------------------------------------

# The default values of these variables are driven from the -D command line
# switch or PGDATA environment variable, represented here as ConfigDir.

#data_directory = 'ConfigDir' # use data in another directory
#hba_file = 'ConfigDir/pg_hba.conf' # host-based authentication file
#ident_file = 'ConfigDir/pg_ident.conf # IDENT configuration file

# If external_pid_file is not explicitly set, no extra pid file is written.
#external_pid_file = '(none)' # write an extra pid file


#---------------------------------------------------------------------------
# CONNECTIONS AND AUTHENTICATION
#---------------------------------------------------------------------------

# - Connection Settings -

listen_addresses = '*' # what IP address(es) to listen on;
# comma-separated list of addresses;
# defaults to 'localhost', '*' = all
#port = 5432
max_connections = 100
# note: increasing max_connections costs ~400 bytes of shared memory per
# connection slot, plus lock space (see max_locks_per_transaction). You
# might also need to raise shared_buffers to support more connections.
superuser_reserved_connections = 3
#unix_socket_directory = ''
#unix_socket_group = ''
#unix_socket_permissions = 0777 # octal
#bonjour_name = '' # defaults to the computer name

# - Security & Authentication -

#authentication_timeout = 60 # 1-600, in seconds
#ssl = off
#password_encryption = on
#db_user_namespace = off

# Kerberos
#krb_server_keyfile = ''
#krb_srvname = 'postgres'
#krb_server_hostname = '' # empty string matches any keytab entry
#krb_caseins_users = off

# - TCP Keepalives -
# see 'man 7 tcp' for details

#tcp_keepalives_idle = 0 # TCP_KEEPIDLE, in seconds;
# 0 selects the system default
#tcp_keepalives_interval = 0 # TCP_KEEPINTVL, in seconds;
# 0 selects the system default
#tcp_keepalives_count = 0 # TCP_KEEPCNT;
# 0 selects the system default


#---------------------------------------------------------------------------
# RESOURCE USAGE (except WAL)
#---------------------------------------------------------------------------

# - Memory -

shared_buffers = 16384 # min 16 or max_connections*2, 8KB each
temp_buffers = 10000 # min 100, 8KB each
#max_prepared_transactions = 5 # can be 0 or more
# note: increasing max_prepared_transactions costs ~600 bytes of shared memory
# per transaction slot, plus lock space (see max_locks_per_transaction).
work_mem = 2097152 # min 64, size in KB
maintenance_work_mem = 4194304 # min 1024, size in KB
#max_stack_depth = 2048 # min 100, size in KB

# - Free Space Map -

max_fsm_pages = 200000 # min max_fsm_relations*16, 6 bytes each
#max_fsm_relations = 1000 # min 100, ~70 bytes each

# - Kernel Resource Usage -

#max_files_per_process = 1000 # min 25
#preload_libraries = ''

# - Cost-Based Vacuum Delay -

#vacuum_cost_delay = 0 # 0-1000 milliseconds
#vacuum_cost_page_hit = 1 # 0-10000 credits
#vacuum_cost_page_miss = 10 # 0-10000 credits
#vacuum_cost_page_dirty = 20 # 0-10000 credits
#vacuum_cost_limit = 200 # 0-10000 credits

# - Background writer -

#bgwriter_delay = 200 # 10-10000 milliseconds between rounds
#bgwriter_lru_percent = 1.0 # 0-100% of LRU buffers scanned/round
#bgwriter_lru_maxpages = 5 # 0-1000 buffers max written/round
#bgwriter_all_percent = 0.333 # 0-100% of all buffers scanned/round
#bgwriter_all_maxpages = 5 # 0-1000 buffers max written/round


#---------------------------------------------------------------------------
# WRITE AHEAD LOG
#---------------------------------------------------------------------------

# - Settings -

fsync = off # turns forced synchronization on or off
#wal_sync_method = fsync # the default is the first option
# supported by the operating system:
# open_datasync
# fdatasync
# fsync
# fsync_writethrough
# open_sync
#full_page_writes = on # recover from partial page writes
wal_buffers = 42 # min 4, 8KB each
#commit_delay = 0 # range 0-100000, in microseconds
#commit_siblings = 5 # range 1-1000

# - Checkpoints -

checkpoint_segments = 42 # in logfile segments, min 1, 16MB each
#checkpoint_timeout = 300 # range 30-3600, in seconds
#checkpoint_warning = 30 # in seconds, 0 is off

# - Archiving -

#archive_command = '' # command to use to archive a logfile
# segment


#---------------------------------------------------------------------------
# QUERY TUNING
#---------------------------------------------------------------------------

# - Planner Method Configuration -

#enable_bitmapscan = on
#enable_hashagg = on
#enable_hashjoin = on
#enable_indexscan = on
#enable_mergejoin = on
#enable_nestloop = on
#enable_seqscan = on
#enable_sort = on
#enable_tidscan = on

# - Planner Cost Constants -

#effective_cache_size = 1000 # typically 8KB each
#random_page_cost = 4 # units are one sequential page fetch
# cost
#cpu_tuple_cost = 0.01 # (same)
#cpu_index_tuple_cost = 0.001 # (same)
#cpu_operator_cost = 0.0025 # (same)

# - Genetic Query Optimizer -

#geqo = on
#geqo_threshold = 12
#geqo_effort = 5 # range 1-10
#geqo_pool_size = 0 # selects default based on effort
#geqo_generations = 0 # selects default based on effort
#geqo_selection_bias = 2.0 # range 1.5-2.0

# - Other Planner Options -

#default_statistics_target = 10 # range 1-1000
#constraint_exclusion = off
#from_collapse_limit = 8
#join_collapse_limit = 8 # 1 disables collapsing of explicit
# JOINs


#---------------------------------------------------------------------------
# ERROR REPORTING AND LOGGING
#---------------------------------------------------------------------------

# - Where to Log -

#log_destination = 'stderr' # Valid values are combinations of
# stderr, syslog and eventlog,
# depending on platform.

# This is used when logging to stderr:
#redirect_stderr = off # Enable capturing of stderr into log
# files

# These are only used if redirect_stderr is on:
#log_directory = 'pg_log' # Directory where log files are written
# Can be absolute or relative to PGDATA
#log_filename = 'postgresql-%Y-%m-%d_%H%M%S.log' # Log file name pattern.
# Can include strftime() escapes
#log_truncate_on_rotation = off # If on, any existing log file of the same
# name as the new log file will be
# truncated rather than appended to. But
# such truncation only occurs on
# time-driven rotation, not on restarts
# or size-driven rotation. Default is
# off, meaning append to existing files
# in all cases.
#log_rotation_age = 1440 # Automatic rotation of logfiles will
# happen after so many minutes. 0 to
# disable.
#log_rotation_size = 10240 # Automatic rotation of logfiles will
# happen after so many kilobytes of log
# output. 0 to disable.

# These are relevant when logging to syslog:
#syslog_facility = 'LOCAL0'
#syslog_ident = 'postgres'


# - When to Log -

#client_min_messages = notice # Values, in order of decreasing detail:
# debug5
# debug4
# debug3
# debug2
# debug1
# log
# notice
# warning
# error

#log_min_messages = notice # Values, in order of decreasing detail:
# debug5
# debug4
# debug3
# debug2
# debug1
# info
# notice
# warning
# error
# log
# fatal
# panic

#log_error_verbosity = default # terse, default, or verbose messages

#log_min_error_statement = panic # Values in order of increasing severity:
# debug5
# debug4
# debug3
# debug2
# debug1
# info
# notice
# warning
# error
# panic(off)

#log_min_duration_statement = -1 # -1 is disabled, 0 logs all statements
# and their durations, in milliseconds.

#silent_mode = off # DO NOT USE without syslog or
# redirect_stderr

# - What to Log -

#debug_print_parse = off
#debug_print_rewritten = off
#debug_print_plan = off
#debug_pretty_print = off
#log_connections = off
#log_disconnections = off
#log_duration = off
#log_line_prefix = '' # Special values:
# %u = user name
# %d = database name
# %r = remote host and port
# %h = remote host
# %p = PID
# %t = timestamp (no milliseconds)
# %m = timestamp with milliseconds
# %i = command tag
# %c = session id
# %l = session line number
# %s = session start timestamp
# %x = transaction id
# %q = stop here in non-session
# processes
# %% = '%'
# e.g. '<%u%%%d> '
#log_statement = 'none' # none, mod, ddl, all
#log_hostname = off


#---------------------------------------------------------------------------
# RUNTIME STATISTICS
#---------------------------------------------------------------------------

# - Statistics Monitoring -

#log_parser_stats = off
#log_planner_stats = off
#log_executor_stats = off
#log_statement_stats = off

# - Query/Index Statistics Collector -

stats_start_collector = on
#stats_command_string = off
#stats_block_level = off
stats_row_level = on
#stats_reset_on_server_start = off


#---------------------------------------------------------------------------
# AUTOVACUUM PARAMETERS
#---------------------------------------------------------------------------

autovacuum = on # enable autovacuum subprocess?
#autovacuum_naptime = 60 # time between autovacuum runs, in secs
#autovacuum_vacuum_threshold = 1000 # min # of tuple updates before
# vacuum
#autovacuum_analyze_threshold = 500 # min # of tuple updates before
# analyze
#autovacuum_vacuum_scale_factor = 0.4 # fraction of rel size before
# vacuum
#autovacuum_analyze_scale_factor = 0.2 # fraction of rel size before
# analyze
#autovacuum_vacuum_cost_delay = -1 # default vacuum cost delay for
# autovac, -1 means use
# vacuum_cost_delay
#autovacuum_vacuum_cost_limit = -1 # default vacuum cost limit for
# autovac, -1 means use
# vacuum_cost_limit


#---------------------------------------------------------------------------
# CLIENT CONNECTION DEFAULTS
#---------------------------------------------------------------------------

# - Statement Behavior -

#search_path = '$user,public' # schema names
#default_tablespace = '' # a tablespace name, '' uses
# the default
#check_function_bodies = on
#default_transaction_isolation = 'read committed'
#default_transaction_read_only = off
#statement_timeout = 0 # 0 is disabled, in milliseconds

# - Locale and Formatting -

#datestyle = 'iso, mdy'
#timezone = unknown # actually, defaults to TZ
# environment setting
#australian_timezones = off
#extra_float_digits = 0 # min -15, max 2
#client_encoding = sql_ascii # actually, defaults to database
# encoding

# These settings are initialized by initdb -- they might be changed
lc_messages = 'C' # locale for system error message
# strings
lc_monetary = 'C' # locale for monetary formatting
lc_numeric = 'C' # locale for number formatting
lc_time = 'C' # locale for time formatting

# - Other Defaults -

#explain_pretty_print = on
#dynamic_library_path = '$libdir'


#---------------------------------------------------------------------------
# LOCK MANAGEMENT
#---------------------------------------------------------------------------

#deadlock_timeout = 1000 # in milliseconds
#max_locks_per_transaction = 64 # min 10
# note: each lock table slot uses ~220 bytes of shared memory, and there are
# max_locks_per_transaction * (max_connections + max_prepared_transactions)
# lock table slots.


#---------------------------------------------------------------------------
# VERSION/PLATFORM COMPATIBILITY
#---------------------------------------------------------------------------

# - Previous Postgres Versions -

#add_missing_from = off
#regex_flavor = advanced # advanced, extended, or basic
#sql_inheritance = on
#default_with_oids = off
#escape_string_warning = off

# - Other Platforms & Clients -

#transform_null_equals = off


#---------------------------------------------------------------------------
# CUSTOMIZED OPTIONS
#---------------------------------------------------------------------------

#custom_variable_classes = '' # list of custom variable class names


---------------------------(end of broadcast)---------------------------
TIP 6: explain analyze is your friend

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  #2 (permalink)  
Old 04-19-2008, 06:53 AM
Tom Lane
 
Posts: n/a
Default Re: Performance hit on large row counts

David Scott <davids@apptechsys.com> writes:
> We are trying to ascertain if we are up against the limits of what
> postgres can accomplish without having the tables clustered. ...


> We are aware that there is a minimum time that is required to resolve
> the index values against the table to ascertain that they are live rows,
> and we believe we are circumventing that time to some extent by taking
> advantage of the rows being in physical order with the cluster. So does
> this lead us to the conclusion that the differences in the query times
> is how long is takes us to check on disk whether or not these rows are live?


Both of your initial examples are bitmap scans, which should be pretty
insensitive to index correlation effects --- certainly the planner
assumes so. What I'd want to know about is why the planner is picking
different indexes for the queries. The CLUSTER may be affecting things
in some other way, like by squeezing out dead tuples causing a
reduction in the total table and index sizes.

The join examples use plain indexscans, which *would* be affected by
correlation ... but again, why are you getting a different scan plan
for "stuff" than in the non-join case?

It's not helping you that the rowcount estimates are so far off.
I think the different plans might be explained by the noise in the
rowcount estimates.

You should try increasing the statistics targets on the columns you use
in the WHERE conditions.

I'm not at all sure I believe your premise that querying for a different
key value excludes cache effects, btw. On modern hardware it's likely
that CLUSTER would leave the *whole* of these tables sitting in kernel
disk cache.

regards, tom lane

---------------------------(end of broadcast)---------------------------
TIP 9: In versions below 8.0, the planner will ignore your desire to
choose an index scan if your joining column's datatypes do not
match

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  #3 (permalink)  
Old 04-19-2008, 06:53 AM
David Scott
 
Posts: n/a
Default Re: Performance hit on large row counts

Tom Lane wrote:

>The CLUSTER may be affecting things in some other way, like by squeezing out dead tuples causing a
>reduction in the total table and index sizes.
>
>

I didn't mention I was the only user with transactions open on the
system during this. Would cluster eliminate more rows then vacuum full
if the only open transaction is the one running the vacuum and it is a
clean transaction?

>You should try increasing the statistics targets on the columns you use
>in the WHERE conditions.
>
>

We set it to 500 and couldn't get it to repeat the plan where it was
using the pair_idx, so that certainly helps.

>I'm not at all sure I believe your premise that querying for a different
>key value excludes cache effects, btw. On modern hardware it's likely
>that CLUSTER would leave the *whole* of these tables sitting in kernel
>disk cache.
>
>

You are exactly right. After rebooting the entire box and running
the query the query time was 15 seconds. Rebooting the box, running
cluster on all three tables and then executing the query was 120 ms. Is
calling cluster the only way to ensure that these tables get loaded into
cache? Running select * appeared to cache some but not all.

Thanks

---------------------------(end of broadcast)---------------------------
TIP 9: In versions below 8.0, the planner will ignore your desire to
choose an index scan if your joining column's datatypes do not
match

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  #4 (permalink)  
Old 04-19-2008, 06:53 AM
Tom Lane
 
Posts: n/a
Default Re: Performance hit on large row counts

David Scott <davids@apptechsys.com> writes:
> I didn't mention I was the only user with transactions open on the
> system during this. Would cluster eliminate more rows then vacuum full
> if the only open transaction is the one running the vacuum and it is a
> clean transaction?


It wouldn't eliminate more rows, but it could nonetheless produce a
smaller table. IIRC, VACUUM FULL stops shrinking as soon as it finds
a row that there is no room for in lower-numbered table pages; so a
large row near the end of the table could block squeezing-out of small
amounts of free space in earlier pages of the table. I doubt this
effect is significant most of the time, but in a table with widely
varying row sizes it might be an issue.

Also, CLUSTER can definitely produce smaller *indexes* than VACUUM FULL.
VACUUM FULL operates at a serious disadvantage when it comes to indexes,
because in order to move a tuple it has to actually make extra index
entries.

>> I'm not at all sure I believe your premise that querying for a different
>> key value excludes cache effects, btw. On modern hardware it's likely
>> that CLUSTER would leave the *whole* of these tables sitting in kernel
>> disk cache.
>>

> You are exactly right. After rebooting the entire box and running
> the query the query time was 15 seconds. Rebooting the box, running
> cluster on all three tables and then executing the query was 120 ms. Is
> calling cluster the only way to ensure that these tables get loaded into
> cache? Running select * appeared to cache some but not all.


Hm, I'd think that SELECT * or SELECT count(*) would cause all of a
table to be cached. It wouldn't do anything about caching the indexes
though, and that might explain your observations.

regards, tom lane

---------------------------(end of broadcast)---------------------------
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