Postgres表現
[英]Postgres performance
問題描述
我需要有關Postgresql性能的幫助
我已經配置了我的postgresql文件來調整服務器，但是速度很慢，CPU資源高於120％
我不知道如何解決此問題，我試圖在Google上搜索更多信息，但還不夠，我也嘗試過autovacuum語句和reindex db，但是它仍然很慢
我的應用程序是一個gps偵聽器，它使用在python Twisted上開發的tcp服務器每分鍾插入6000條記錄，這沒有問題，問題是當我嘗試在Relatime上跟蹤地圖上的gps設備時，從django應用程序每6秒向我的數據庫查詢一次，以使用存儲過程請求最后一個位置，但是查詢在50多個設備上變慢，並且CPU開始使用其120％以上的資源
Django App直接連接postgres數據庫，設備的tcp監聽器服務器使用pgbouncer以線程方式連接數據庫，我沒有在pgbouncer上使用django web應用程序，因為我不想使pgbouncer上的gps設備連接崩潰
我希望您能幫助您獲得更好的表現
我要附加存儲過程，conf文件和cpu，內存信息
存儲過程
CREATE OR REPLACE FUNCTION gps_get_live_location (
_imeis varchar(8)
)
RETURNS TABLE (
imei varchar,
device_id integer,
date_time_process timestamp with time zone,
latitude double precision,
longitude double precision,
course smallint,
speed smallint,
mileage integer,
gps_signal smallint,
gsm_signal smallint,
alarm_status boolean,
gsm_status boolean,
vehicle_status boolean,
alarm_over_speed boolean,
other text,
address varchar
) AS $func$
DECLARE
arr varchar[];
BEGIN
arr := regexp_split_to_array(_imeis, E'\\s+');
FOR i IN 1..array_length(arr, 1) LOOP
RETURN QUERY
SELECT
gpstracking_device_tracks.imei,
gpstracking_device_tracks.device_id,
gpstracking_device_tracks.date_time_process,
gpstracking_device_tracks.latitude,
gpstracking_device_tracks.longitude,
gpstracking_device_tracks.course,
gpstracking_device_tracks.speed,
gpstracking_device_tracks.mileage,
gpstracking_device_tracks.gps_signal,
gpstracking_device_tracks.gsm_signal,
gpstracking_device_tracks.alarm_status,
gpstracking_device_tracks.gps_status,
gpstracking_device_tracks.vehicle_status,
gpstracking_device_tracks.alarm_over_speed,
gpstracking_device_tracks.other,
gpstracking_device_tracks.address
FROM gpstracking_device_tracks
WHERE gpstracking_device_tracks.imei = arr[i]::VARCHAR
AND gpstracking_device_tracks.date_time_process >= date_trunc('hour', now())
AND gpstracking_device_tracks.date_time_process <= NOW()
ORDER BY gpstracking_device_tracks.date_time_process DESC
LIMIT 1;
END LOOP;
RETURN;
END;
$func$
LANGUAGE plpgsql VOLATILE SECURITY DEFINER;
$ cat less /etc/sysctl.conf
kernel.shmmax = 6871947673
kernel.shmall = 6871947673
fs.file-max = 4194304
$ cat /etc/postgresql/9.1/main/postgresql.conf
data_directory = '/var/lib/postgresql/9.1/main' # use data in another directory
hba_file = '/etc/postgresql/9.1/main/pg_hba.conf' # host-based authentication file
ident_file = '/etc/postgresql/9.1/main/pg_ident.conf' # ident configuration file
external_pid_file = '/var/run/postgresql/9.1-main.pid' # write an extra PID file
listen_addresses = 'localhost' # what IP address(es) to listen on;
port = 5432 # (change requires restart)
max_connections = 80 # (change requires restart)
superuser_reserved_connections = 3 # (change requires restart)
unix_socket_directory = '/var/run/postgresql' # (change requires restart)
#unix_socket_group = '' # (change requires restart)
#unix_socket_permissions = 0777 # begin with 0 to use octal notation
#bonjour = off # advertise server via Bonjour
#bonjour_name = '' # defaults to the computer name
ssl = true # (change requires restart)
#ssl_ciphers = 'ALL:!ADH:!LOW:!EXP:!MD5:@STRENGTH' # allowed SSL ciphers
#ssl_renegotiation_limit = 512MB # amount of data between renegotiations
#password_encryption = on
#db_user_namespace = off
#krb_server_keyfile = ''
#krb_srvname = 'postgres' # (Kerberos only)
#krb_caseins_users = off
#tcp_keepalives_idle = 0 # TCP_KEEPIDLE, in seconds;
#tcp_keepalives_interval = 0 # TCP_KEEPINTVL, in seconds;
#tcp_keepalives_count = 0 # TCP_KEEPCNT;
# shared_buffers = 4096MB # min 128kB
temp_buffers = 16MB # min 800kB
# work_mem = 80MB # min 64kB
# maintenance_work_mem = 2048MB # min 1MB
max_stack_depth = 4MB # min 100kB
#max_files_per_process = 1000 # min 25
#vacuum_cost_delay = 0ms # 0-100 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 # 1-10000 credits
#bgwriter_delay = 200ms # 10-10000ms between rounds
#bgwriter_lru_maxpages = 100 # 0-1000 max buffers written/round
#bgwriter_lru_multiplier = 2.0 # 0-10.0 multipler on buffers scanned/round
#effective_io_concurrency = 1 # 1-1000. 0 disables prefetching
#wal_level = minimal # minimal, archive, or hot_standby
#fsync = on # turns forced synchronization on or off
#synchronous_commit = on # synchronization level; on, off, or local
#wal_sync_method = fsync # the default is the first option
#full_page_writes = on # recover from partial page writes
#wal_buffers = -1 # min 32kB, -1 sets based on shared_buffers
#wal_writer_delay = 200ms # 1-10000 milliseconds
#commit_delay = 0 # range 0-100000, in microseconds
#commit_siblings = 5 # range 1-1000
# checkpoint_segments = 64 # in logfile segments, min 1, 16MB each
checkpoint_timeout = 5min # range 30s-1h
# checkpoint_completion_target = 0.5 # checkpoint target duration, 0.0 - 1.0
#checkpoint_warning = 30s # 0 disables
#archive_mode = off # allows archiving to be done
#archive_command = '' # command to use to archive a logfile segment
#archive_timeout = 0 # force a logfile segment switch after this
#max_wal_senders = 0 # max number of walsender processes
#wal_sender_delay = 1s # walsender cycle time, 1-10000 milliseconds
#wal_keep_segments = 0 # in logfile segments, 16MB each; 0 disables
#vacuum_defer_cleanup_age = 0 # number of xacts by which cleanup is delayed
#replication_timeout = 60s # in milliseconds; 0 disables
#synchronous_standby_names = '' # standby servers that provide sync rep
#hot_standby = off # "on" allows queries during recovery
#max_standby_archive_delay = 30s # max delay before canceling queries
#max_standby_streaming_delay = 30s # max delay before canceling queries
#wal_receiver_status_interval = 10s # send replies at least this often
#hot_standby_feedback = off # send info from standby to prevent
#enable_bitmapscan = on
#enable_hashagg = on
#enable_hashjoin = on
#enable_indexscan = on
#enable_material = on
#enable_mergejoin = on
#enable_nestloop = on
#enable_seqscan = on
#enable_sort = on
#enable_tidscan = on
#seq_page_cost = 1.0 # measured on an arbitrary scale
#random_page_cost = 4.0 # same scale as above
cpu_tuple_cost = 0.01 # same scale as above
cpu_index_tuple_cost = 0.005 # same scale as above
#cpu_operator_cost = 0.0025 # same scale as above
# effective_cache_size = 8192MB
#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
#geqo_seed = 0.0 # range 0.0-1.0
#default_statistics_target = 100 # range 1-10000
#constraint_exclusion = partition # on, off, or partition
#cursor_tuple_fraction = 0.1 # range 0.0-1.0
#from_collapse_limit = 8
#join_collapse_limit = 8 # 1 disables collapsing of explicit
#log_destination = 'stderr' # Valid values are combinations of
#logging_collector = off # Enable capturing of stderr and csvlog
# These are only used if logging_collector is on:
#log_directory = 'pg_log' # directory where log files are written,
#log_filename = 'postgresql-%Y-%m-%d_%H%M%S.log' # log file name pattern,
#log_file_mode = 0600 # creation mode for log files,
#log_truncate_on_rotation = off # If on, an existing log file with the
#log_rotation_age = 1d # Automatic rotation of logfiles will
#log_rotation_size = 10MB # Automatic rotation of logfiles will
#syslog_facility = 'LOCAL0'
#syslog_ident = 'postgres'
#silent_mode = off # Run server silently.
#client_min_messages = notice # values in order of decreasing detail:
#log_min_messages = warning # values in order of decreasing detail:
#log_min_error_statement = error # values in order of decreasing detail:
#log_min_duration_statement = -1 # -1 is disabled, 0 logs all statements
#debug_print_parse = off
#debug_print_rewritten = off
#debug_print_plan = off
#debug_pretty_print = on
#log_checkpoints = off
#log_connections = off
#log_disconnections = off
#log_duration = off
#log_error_verbosity = default # terse, default, or verbose messages
#log_hostname = off
log_line_prefix = '%t ' # special values:
#log_lock_waits = off # log lock waits >= deadlock_timeout
#log_statement = 'none' # none, ddl, mod, all
#log_temp_files = -1 # log temporary files equal or larger
#log_timezone = '(defaults to server environment setting)'
#track_activities = on
#track_counts = on
#track_functions = none # none, pl, all
#track_activity_query_size = 1024 # (change requires restart)
#update_process_title = on
#stats_temp_directory = 'pg_stat_tmp'
#log_parser_stats = off
#log_planner_stats = off
#log_executor_stats = off
#log_statement_stats = off
#autovacuum = on # Enable autovacuum subprocess? 'on'
#log_autovacuum_min_duration = -1 # -1 disables, 0 logs all actions and
#autovacuum_max_workers = 3 # max number of autovacuum subprocesses
#autovacuum_naptime = 1min # time between autovacuum runs
#autovacuum_vacuum_threshold = 50 # min number of row updates before
#autovacuum_analyze_threshold = 50 # min number of row updates before
#autovacuum_vacuum_scale_factor = 0.2 # fraction of table size before vacuum
#autovacuum_analyze_scale_factor = 0.1 # fraction of table size before analyze
#autovacuum_freeze_max_age = 200000000 # maximum XID age before forced vacuum
#autovacuum_vacuum_cost_delay = 20ms # default vacuum cost delay for
#autovacuum_vacuum_cost_limit = -1 # default vacuum cost limit for
#search_path = '"$user",public' # schema names
#default_tablespace = '' # a tablespace name, '' uses the default
#temp_tablespaces = '' # a list of tablespace names, '' uses
#check_function_bodies = on
#default_transaction_isolation = 'read committed'
#default_transaction_read_only = off
#default_transaction_deferrable = off
#session_replication_role = 'origin'
#statement_timeout = 0 # in milliseconds, 0 is disabled
#vacuum_freeze_min_age = 50000000
#vacuum_freeze_table_age = 150000000
#bytea_output = 'hex' # hex, escape
#xmlbinary = 'base64'
#xmloption = 'content'
datestyle = 'iso, mdy'
#intervalstyle = 'postgres'
#timezone = '(defaults to server environment setting)'
#timezone_abbreviations = 'Default' # Select the set of available time zone
#extra_float_digits = 0 # min -15, max 3
#client_encoding = sql_ascii # actually, defaults to database
lc_messages = 'en_US.UTF-8' # locale for system error message
lc_monetary = 'en_US.UTF-8' # locale for monetary formatting
lc_numeric = 'en_US.UTF-8' # locale for number formatting
lc_time = 'en_US.UTF-8' # locale for time formatting
default_text_search_config = 'pg_catalog.english'
#dynamic_library_path = '$libdir'
#local_preload_libraries = ''
#deadlock_timeout = 1s
#max_locks_per_transaction = 64 # min 10
#max_pred_locks_per_transaction = 64 # min 10
#array_nulls = on
#backslash_quote = safe_encoding # on, off, or safe_encoding
#default_with_oids = off
#escape_string_warning = on
#lo_compat_privileges = off
#quote_all_identifiers = off
#sql_inheritance = on
#standard_conforming_strings = on
#synchronize_seqscans = on
#transform_null_equals = off
#exit_on_error = off # terminate session on any error?
#restart_after_crash = on # reinitialize after backend crash?
#custom_variable_classes = '' # list of custom variable class names
default_statistics_target = 50 # pgtune wizard 2013-09-24
maintenance_work_mem = 960MB # pgtune wizard 2013-09-24
constraint_exclusion = on # pgtune wizard 2013-09-24
checkpoint_completion_target = 0.9 # pgtune wizard 2013-09-24
effective_cache_size = 11GB # pgtune wizard 2013-09-24
work_mem = 96MB # pgtune wizard 2013-09-24
wal_buffers = 8MB # pgtune wizard 2013-09-24
checkpoint_segments = 16 # pgtune wizard 2013-09-24
shared_buffers = 3840MB # pgtune wizard 2013-09-24
$ cat /etc/pgbouncer/pgbouncer.ini
[databases]
anfitrion = host=127.0.0.1 port=5432 dbname=**** user=**** password=**** client_encoding=UNICODE datestyle=ISO connect_query='SELECT 1'
[pgbouncer]
logfile = /var/log/postgresql/pgbouncer.log
pidfile = /var/run/postgresql/pgbouncer.pid
listen_addr = 127.0.0.1
listen_port = 6432
unix_socket_dir = /var/run/postgresql
auth_type = trust
auth_file = /etc/pgbouncer/userlist.txt
;admin_users = user2, someadmin, otheradmin
;stats_users = stats, root
pool_mode = statement
server_reset_query = DISCARD ALL
;ignore_startup_parameters = extra_float_digits
;server_check_query = select 1
;server_check_delay = 30
; total number of clients that can connect
max_client_conn = 1000
default_pool_size = 80
;reserve_pool_size = 5
;reserve_pool_timeout = 3
;log_connections = 1
;log_disconnections = 1
;log_pooler_errors = 1
;server_round_robin = 0
;server_lifetime = 1200
;server_idle_timeout = 60
;server_connect_timeout = 15
;server_login_retry = 15
;query_timeout = 0
;query_wait_timeout = 0
;client_idle_timeout = 0
;client_login_timeout = 60
;autodb_idle_timeout = 3600
;pkt_buf = 2048
;listen_backlog = 128
;tcp_defer_accept = 0
;tcp_socket_buffer = 0
;tcp_keepalive = 1
;tcp_keepcnt = 0
;tcp_keepidle = 0
;tcp_keepintvl = 0
;dns_max_ttl = 15
;dns_zone_check_period = 0
$ free -h
total used free shared buffers cached
Mem: 15G 11G 4.1G 0B 263M 10G
-/+ buffers/cache: 1.2G 14G
Swap: 30G 0B 30G
$ cat / proc / cpuinfo
processor : 0
vendor_id : GenuineIntel
cpu family : 6
model : 58
model name : Intel(R) Xeon(R) CPU E3-1220 V2 @ 3.10GHz
stepping : 9
microcode : 0x15
cpu MHz : 3101.000
cache size : 8192 KB
physical id : 0
siblings : 4
core id : 0
cpu cores : 4
apicid : 0
initial apicid : 0
fpu : yes
fpu_exception : yes
cpuid level : 13
wp : yes
flags : fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx rdtscp lm constant_tsc arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 cx16 xtpr pdcm pcid sse4_1 sse4_2 x2apic popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm ida arat epb xsaveopt pln pts dtherm tpr_shadow vnmi flexpriority ept vpid fsgsbase smep erms
bogomips : 6186.05
clflush size : 64
cache_alignment : 64
address sizes : 36 bits physical, 48 bits virtual
power management:
processor : 1
vendor_id : GenuineIntel
cpu family : 6
model : 58
model name : Intel(R) Xeon(R) CPU E3-1220 V2 @ 3.10GHz
stepping : 9
microcode : 0x15
cpu MHz : 3101.000
cache size : 8192 KB
physical id : 0
siblings : 4
core id : 1
cpu cores : 4
apicid : 2
initial apicid : 2
fpu : yes
fpu_exception : yes
cpuid level : 13
wp : yes
flags : fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx rdtscp lm constant_tsc arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 cx16 xtpr pdcm pcid sse4_1 sse4_2 x2apic popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm ida arat epb xsaveopt pln pts dtherm tpr_shadow vnmi flexpriority ept vpid fsgsbase smep erms
bogomips : 6185.65
clflush size : 64
cache_alignment : 64
address sizes : 36 bits physical, 48 bits virtual
power management:
processor : 2
vendor_id : GenuineIntel
cpu family : 6
model : 58
model name : Intel(R) Xeon(R) CPU E3-1220 V2 @ 3.10GHz
stepping : 9
microcode : 0x15
cpu MHz : 3101.000
cache size : 8192 KB
physical id : 0
siblings : 4
core id : 2
cpu cores : 4
apicid : 4
initial apicid : 4
fpu : yes
fpu_exception : yes
cpuid level : 13
wp : yes
flags : fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx rdtscp lm constant_tsc arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 cx16 xtpr pdcm pcid sse4_1 sse4_2 x2apic popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm ida arat epb xsaveopt pln pts dtherm tpr_shadow vnmi flexpriority ept vpid fsgsbase smep erms
bogomips : 6185.66
clflush size : 64
cache_alignment : 64
address sizes : 36 bits physical, 48 bits virtual
power management:
1 個解決方案
解決方案1
1 已采納 2013-09-30 15:23:15
FOR i IN 1..array_length(arr, 1) LOOP
永遠不要這樣做。 您的存儲過程只是迭代地建立結果集。 實際上，您正在為每個目標設備運行一個查詢。 相反，請使用ANY + ROW_NUMBER ：
arr := regexp_split_to_array(_imeis, E'\\s+');
RETURN QUERY
SELECT * FROM (
SELECT
ROW_NUMBER() OVER(PARTITION BY dt.imei ORDER BY dt.date_time_process DESC) as rnumber
--other fields here
FROM gpstracking_device_tracks dt --added alias
WHERE dt.imei = ANY(arr)
AND dt.date_time_process >= date_trunc('hour', now())
AND dt.date_time_process <= NOW()
)
where rnumber = 1
我沒有手頭的Postgres和您的數據庫來驗證解決方案的正確性，但是我認為您應該可以調試它到正確的位置。 至少，這是一個可以遵循的方向。
為了進一步提高響應速度，請考慮僅獲取位置更新。 因此，與其每6秒獲取一次所有歷史記錄，不如在頁面加載/應用程序初始化/無論什么時候獲取一次歷史記錄，而不是僅輪詢服務器以獲取更新 。 內部查詢如下所示：
SELECT
ROW_NUMBER() OVER(PARTITION BY dt.imei ORDER BY dt.date_time_process DESC) as rnumber
--other fields here
FROM gpstracking_device_tracks dt --added alias
WHERE dt.imei = ANY(arr)
AND dt.date_time_process >= @last_poll_timestamp
AND dt.date_time_process <= NOW()
為 mariadb 和 postgres 數據庫啟用 ssl 是否會導致服務器過載或影響性能？
[英]does enabling ssl to mariadb and postgres databases introduce server overload or impact performance?
當使用 postgres 將三元組相似性和全文搜索與 Q ind django 結合時，性能不佳
[英]Poor Performance when trigram similarity and full-text-search were combined with Q ind django using postgres
聲明:本站的技術帖子網頁，遵循CC BY-SA 4.0協議，如果您需要轉載，請注明本站網址或者原文地址。任何問題請咨詢:yoyou2525@163.com.