java - 我要如何检查是哪里使用过多内存？

Question

在 windows server 2016 中通过 tomcat 部署了 springmvc 的项目，数据库是 mysql5.7
项目运行大概一周内存占用非常多，客户反映操作速度慢，下图是任务管理器中按照内存占用排序的图片：

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下图是 tomcat 关于内存的设置

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下面是 mysql5.7 的配置文件 my.ini 的完整代码

# Other default tuning values# MySQL Server Instance Configuration File# ----------------------------------------------------------------------# Generated by the MySQL Server Instance Configuration Wizard### Installation Instructions# ----------------------------------------------------------------------## On Linux you can copy this file to /etc/my.cnf to set global options,# mysql-data-dir/my.cnf to set server-specific options# (@localstatedir@ for this installation) or to# ~/.my.cnf to set user-specific options.## On Windows you should keep this file in the installation directory # of your server (e.g. C:\Program Files\MySQL\MySQL Server X.Y). To# make sure the server reads the config file use the startup option # "--defaults-file". ## To run the server from the command line, execute this in a # command line shell, e.g.# mysqld --defaults-file="C:\Program Files\MySQL\MySQL Server X.Y\my.ini"## To install the server as a Windows service manually, execute this in a # command line shell, e.g.# mysqld --install MySQLXY --defaults-file="C:\Program Files\MySQL\MySQL Server X.Y\my.ini"## And then execute this in a command line shell to start the server, e.g.# net start MySQLXY### Guidelines for editing this file# ----------------------------------------------------------------------## In this file, you can use all long options that the program supports.# If you want to know the options a program supports, start the program# with the "--help" option.## More detailed information about the individual options can also be# found in the manual.## For advice on how to change settings please see# https://dev.mysql.com/doc/refman/5.7/en/server-configuration-defaults.html### CLIENT SECTION# ----------------------------------------------------------------------## The following options will be read by MySQL client applications.# Note that only client applications shipped by MySQL are guaranteed# to read this section. If you want your own MySQL client program to# honor these values, you need to specify it as an option during the# MySQL client library initialization.#[client]# pipe=# socket=MYSQLport=3306[mysql]no-beep# default-character-set=# SERVER SECTION# ----------------------------------------------------------------------## The following options will be read by the MySQL Server. Make sure that# you have installed the server correctly (see above) so it reads this # file.## server_type=3[mysqld]# The next three options are mutually exclusive to SERVER_PORT below.# skip-networking# enable-named-pipe# shared-memory# shared-memory-base-name=MYSQL# The Pipe the MySQL Server will use# socket=MYSQL# The TCP/IP Port the MySQL Server will listen onport=3306# Path to installation directory. All paths are usually resolved relative to this.# basedir="C:/Program Files/MySQL/MySQL Server 5.7/"# Path to the database rootdatadir=C:/ProgramData/MySQL/MySQL Server 5.7/Data# The default character set that will be used when a new schema or table is# created and no character set is defined# character-set-server=# The default storage engine that will be used when create new tables whendefault-storage-engine=INNODB# Set the SQL mode to strictsql-mode="STRICT_TRANS_TABLES,NO_AUTO_CREATE_USER,NO_ENGINE_SUBSTITUTION"# General and Slow logging.log-output=FILEgeneral-log=0general_log_file="WIN-NJOD9PDUME4.log"slow-query-log=1slow_query_log_file="WIN-NJOD9PDUME4-slow.log"long_query_time=10# Binary Logging.# log-bin# Error Logging.log-error="WIN-NJOD9PDUME4.err"# Server Id.server-id=1# Indicates how table and database names are stored on disk and used in MySQL.# Value = 0: Table and database names are stored on disk using the lettercase specified in the#            CREATE TABLE or CREATE DATABASE statement. Name comparisons are case sensitive.#            You should not set this variable to 0 if you are running MySQL on a system that has#            case-insensitive file names (such as Windows or macOS).# Value = 1: Table names are stored in lowercase on disk and name comparisons are not#            case-sensitive. MySQL converts all table names to lowercase on storage and lookup.#            This behavior also applies to database names and table aliases.# Value = 3, Table and database names are stored on disk using the lettercase specified in the#            CREATE TABLE or CREATE DATABASE statement, but MySQL converts them to lowercase on#            lookup. Name comparisons are not case sensitive. This works only on file systems#            that are not case-sensitive! InnoDB table names and view names are stored in#            lowercase, as for Value = 1.# NOTE: lower_case_table_names can only be configured when initializing the server.#       Changing the lower_case_table_names setting after the server is initialized is prohibited.lower_case_table_names=1# Secure File Priv.secure-file-priv="C:/ProgramData/MySQL/MySQL Server 5.7/Uploads"# The maximum amount of concurrent sessions the MySQL server will# allow. One of these connections will be reserved for a user with# SUPER privileges to allow the administrator to login even if the# connection limit has been reached.max_connections=151# The number of open tables for all threads. Increasing this value# increases the number of file descriptors that mysqld requires.# Therefore you have to make sure to set the amount of open files# allowed to at least 4096 in the variable "open-files-limit" in# section [mysqld_safe]table_open_cache=2000# Maximum size for internal (in-memory) temporary tables. If a table# grows larger than this value, it is automatically converted to disk# based table This limitation is for a single table. There can be many# of them.tmp_table_size=121M# How many threads we should keep in a cache for reuse. When a client# disconnects, the client's threads are put in the cache if there aren't# more than thread_cache_size threads from before.  This greatly reduces# the amount of thread creations needed if you have a lot of new# connections. (Normally this doesn't give a notable performance# improvement if you have a good thread implementation.)thread_cache_size=10#*** MyISAM Specific options# The maximum size of the temporary file MySQL is allowed to use while# recreating the index (during REPAIR, ALTER TABLE or LOAD DATA INFILE.# If the file-size would be bigger than this, the index will be created# through the key cache (which is slower).myisam_max_sort_file_size=100G# If the temporary file used for fast index creation would be bigger# than using the key cache by the amount specified here, then prefer the# key cache method.  This is mainly used to force long character keys in# large tables to use the slower key cache method to create the index.myisam_sort_buffer_size=232M# Size of the Key Buffer, used to cache index blocks for MyISAM tables.# Do not set it larger than 30% of your available memory, as some memory# is also required by the OS to cache rows. Even if you're not using# MyISAM tables, you should still set it to 8-64M as it will also be# used for internal temporary disk tables.key_buffer_size=8M# Size of the buffer used for doing full table scans of MyISAM tables.# Allocated per thread, if a full scan is needed.read_buffer_size=64Kread_rnd_buffer_size=256K#*** INNODB Specific options ***# innodb_data_home_dir=# Use this option if you have a MySQL server with InnoDB support enabled# but you do not plan to use it. This will save memory and disk space# and speed up some things.# skip-innodb# If set to 1, InnoDB will flush (fsync) the transaction logs to the# disk at each commit, which offers full ACID behavior. If you are# willing to compromise this safety, and you are running small# transactions, you may set this to 0 or 2 to reduce disk I/O to the# logs. Value 0 means that the log is only written to the log file and# the log file flushed to disk approximately once per second. Value 2# means the log is written to the log file at each commit, but the log# file is only flushed to disk approximately once per second.innodb_flush_log_at_trx_commit=1# The size of the buffer InnoDB uses for buffering log data. As soon as# it is full, InnoDB will have to flush it to disk. As it is flushed# once per second anyway, it does not make sense to have it very large# (even with long transactions).innodb_log_buffer_size=1M# InnoDB, unlike MyISAM, uses a buffer pool to cache both indexes and# row data. The bigger you set this the less disk I/O is needed to# access data in tables. On a dedicated database server you may set this# parameter up to 80% of the machine physical memory size. Do not set it# too large, though, because competition of the physical memory may# cause paging in the operating system.  Note that on 32bit systems you# might be limited to 2-3.5G of user level memory per process, so do not# set it too high.innodb_buffer_pool_size=16Ginnodb_buffer_pool_chunk_size=1024Minnodb_buffer_pool_instances=16# Size of each log file in a log group. You should set the combined size# of log files to about 25%-100% of your buffer pool size to avoid# unneeded buffer pool flush activity on log file overwrite. However,# note that a larger logfile size will increase the time needed for the# recovery process.innodb_log_file_size=48M# Number of threads allowed inside the InnoDB kernel. The optimal value# depends highly on the application, hardware as well as the OS# scheduler properties. A too high value may lead to thread thrashing.innodb_thread_concurrency=9# The increment size (in MB) for extending the size of an auto-extend InnoDB system tablespace file when it becomes full.innodb_autoextend_increment=64# The number of regions that the InnoDB buffer pool is divided into.# For systems with buffer pools in the multi-gigabyte range, dividing the buffer pool into separate instances can improve concurrency,# by reducing contention as different threads read and write to cached pages.#innodb_buffer_pool_instances=8# Determines the number of threads that can enter InnoDB concurrently.innodb_concurrency_tickets=5000# Specifies how long in milliseconds (ms) a block inserted into the old sublist must stay there after its first access before# it can be moved to the new sublist.innodb_old_blocks_time=1000# It specifies the maximum number of .ibd files that MySQL can keep open at one time. The minimum value is 10.innodb_open_files=300# When this variable is enabled, InnoDB updates statistics during metadata statements.innodb_stats_on_metadata=0# When innodb_file_per_table is enabled (the default in 5.6.6 and higher), InnoDB stores the data and indexes for each newly created table# in a separate .ibd file, rather than in the system tablespace.innodb_file_per_table=1# Use the following list of values: 0 for crc32, 1 for strict_crc32, 2 for innodb, 3 for strict_innodb, 4 for none, 5 for strict_none.innodb_checksum_algorithm=0# The number of outstanding connection requests MySQL can have.# This option is useful when the main MySQL thread gets many connection requests in a very short time.# It then takes some time (although very little) for the main thread to check the connection and start a new thread.# The back_log value indicates how many requests can be stacked during this short time before MySQL momentarily# stops answering new requests.# You need to increase this only if you expect a large number of connections in a short period of time.back_log=80# If this is set to a nonzero value, all tables are closed every flush_time seconds to free up resources and# synchronize unflushed data to disk.# This option is best used only on systems with minimal resources.flush_time=0# The minimum size of the buffer that is used for plain index scans, range index scans, and joins that do not use# indexes and thus perform full table scans.join_buffer_size=256K# The maximum size of one packet or any generated or intermediate string, or any parameter sent by the# mysql_stmt_send_long_data() C API function.max_allowed_packet=200M# If more than this many successive connection requests from a host are interrupted without a successful connection,# the server blocks that host from performing further connections.max_connect_errors=100# Changes the number of file descriptors available to mysqld.# You should try increasing the value of this option if mysqld gives you the error "Too many open files".open_files_limit=4161# If you see many sort_merge_passes per second in SHOW GLOBAL STATUS output, you can consider increasing the# sort_buffer_size value to speed up ORDER BY or GROUP BY operations that cannot be improved with query optimization# or improved indexing.sort_buffer_size=256K# The number of table definitions (from .frm files) that can be stored in the definition cache.# If you use a large number of tables, you can create a large table definition cache to speed up opening of tables.# The table definition cache takes less space and does not use file descriptors, unlike the normal table cache.# The minimum and default values are both 400.table_definition_cache=1400# Specify the maximum size of a row-based binary log event, in bytes.# Rows are grouped into events smaller than this size if possible. The value should be a multiple of 256.binlog_row_event_max_size=8K# If the value of this variable is greater than 0, a replication slave synchronizes its master.info file to disk.# (using fdatasync()) after every sync_master_info events.sync_master_info=10000# If the value of this variable is greater than 0, the MySQL server synchronizes its relay log to disk.# (using fdatasync()) after every sync_relay_log writes to the relay log.sync_relay_log=10000# If the value of this variable is greater than 0, a replication slave synchronizes its relay-log.info file to disk.# (using fdatasync()) after every sync_relay_log_info transactions.sync_relay_log_info=10000# Load mysql plugins at start."plugin_x ; plugin_y".# plugin_load# The TCP/IP Port the MySQL Server X Protocol will listen on.# loose_mysqlx_port=33060

我想要知道 mysql 和 java 分别是哪里占用了很多内存，或者说能不能检查出来哪个业务逻辑占用了太多内存，之后可以针对这里逻辑做优化。希望能提供解决思路、方法。

Answer 1

java 可以用 VisualVM 或者用 MAT 去检查内存泄漏。
mysql可以看看这里 innodb_buffer_pool_size=16G ，不知道你服务器总内存大小，看上去这里有点高了。

不知道这个时候是不是速度慢的时候截的图片，感觉看上去应该还好，总的内存和CPU都不太高。我觉得可以等访问慢的时候，再打开资源管理器看看。。

Answer 2

用Java的内存分析工具，如VisualVM或JProfiler