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代理模式,静态代理与动态代理
Chuk-Munn Lee of Sun Microsystems Troubleshoots Java SE 6 Deployment
![]() |
![]() |
This article is adapted from a talk that Sun Microsystems Java technology evangelist Chuk-Munn Lee presented at Sun Tech Days in Sydney, Australia, in March 2008. Based in Singapore, Lee works frequently with individual developers and software vendors, helping them to architect and prototype both their server and desktop-based Java applications. His more recent work has focused on Swing-based client applications. He also keeps ISVs up-to-date on the latest developments in the Java platform and what's on the horizon. |
The talk explored ways to troubleshoot running Java applications, with a focus on Java SE 6 .
Contents
- Troubleshooting and the Java SE 6 Platform
- An Overview of Memory Management
-
Tools:
jps
,jinfo
, andjstat
- HPROF
-
The
jhat
Object Query Language -
Visual Tools:
JConsole
and Java VisualVM - Common Problems
- Causes of Memory Problems
- Determining Memory-Retention Problems
- Get a Copy of the Heap to Monitor
- Finding Object Retention
- Finalizers
- Summary
- For More Information
![]() |
Lee first defined troubleshooting as "locating the source of the problem and engaging in a postmortem analysis of what caused it." He pointed to many troubleshooting improvements in Java SE 6 that Sun developer Mandy Chung described in her blog.
With JDK 6, said Lee:
- Developers are no longer required to start applications with special options attached by JDK 6 tools. The Attach API enables users to build their own tools to attach to a running Java Virtual Machine (JVM)* and load a Java or native agent.
- Memory problems are easier to diagnose. The Java HotSpot VM
enables developers to request a heap dump on demand from the
jmap
tool. A heap analysis tool,jhat
, was added in JDK 6 to browse the heap dump snapshot. - It's easier to diagnose an
OutOfMemoryError
thanks to a stack trace to where the allocation failed. The new-XX:+HeapDumpOnOutOfMemoryError
option tells the HotSpot VM to generate a heap dump when an allocation from the Java heap or the permanent generation cannot be satisfied. In addition, a new-XX:-OnOutOfMemoryError=<command>
option has been added, allowing developers to specify a command that the HotSpot VM will invoke when theOutOfMemoryError
is thrown. - The JDK 6 HotSpot VM provides built-in DTrace probes, enabling developers to trace the complete stack of any running Java application on the Solaris 10 OS.
- In addition, the Java SE Troubleshooting Guide has been updated to include troubleshooting information for JDK 6.
![]() |
Lee first summarized garbage collection. The garbage collector (GC) detects garbage , defined as objects that are no longer reachable, then reclaims it and makes space available to the running program. The GC typically works in a stop-the-world fashion -- that is, it freezes the heap when working. It has various algorithms, like copying, mark-sweep, mark-compact, and others.
Lee then pointed to a common mistake: Garbage collection is not always the cause of an application's slowness, and adding more memory will not always improve its performance. "Giving it more memory may actually make the system slower if memory is not an issue," he observed. "The GCs in the Java HotSpot VM are built around the idea that objects die young. This is empirical data, and some applications may not conform to this. But by and large, most Java applications do. So the HotSpot VM is optimized for this scenario."
Lee advised developers to favor short-lived objects that are used briefly and then discarded, instead of long-lived objects that are repeatedly updated. Long-lived older objects should be managed as little as possible and will be moved to the old generation by the GC.
The Java HotSpot VM keeps old and young objects in separate spaces, with the goal of making the allocate-manage-deallocate cycle as fast and efficient as possible. Developers can exploit different GC algorithms, based on their hardware, to better manage the objects in these spaces. With J2SE 5.0, Sun introduced ergonomics into the HotSpot VM. JVM ergonomics enables developers to specify desired behaviors, for example, that the VM's GC pauses last no longer than 750 milliseconds. The GC will then try to dynamically tune its behavior to meet the stated specification.
Figure 1 shows how the latest version of the JDK enables developers to specify different algorithms on different spaces with the HotSpot VM heap layout, which is broken up into three areas.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 1.
HotSpot VM Heap Layout
|
<!-- END IMAGE WITH CAPTION -->
"The perm generation is basically for class loading," explained Lee. "Next are the old and young generation. The young generation is further broken up into three spaces: Eden, Survivor Space 1 (SS#1) and Survivor Space 2 (SS#2). How are they used? I'll give a simplistic explanation. When you have a new object, the object gets created in Eden space. So after running for a while, Eden space will fill up."
Lee pointed out that a minor garbage collection occurs, in which all the objects alive in Eden are copied over to SS#1. Eden is then empty and ready to receive new objects. After the minor GC, objects are allocated to Eden again. After a time, the Eden space fills up again, and another minor GC occurs. The objects surviving in SS#1 and Eden are copied to SS#2, and both SS#1 and Eden are reset. Although objects are frequently recopied, either from Eden or from one SS to another, at any one time, only Eden and one SS are operating.
Every time an object moves from Eden to SS or from one SS to another, a counter and its header is incremented. By default, if the copying occurs 16 times or more, the HotSpot VM stops copying them and moves them to the old generation.
If an object can't be created in Eden, it goes directly to the old generation. Moving an object from SS to the old generation because of its age is called tenuring. Because of tenuring, the old generation becomes full over time. This calls for garbage collection of the old generation, which is called a full GC. A full GC is a compaction process that is slower than a minor GC.
<!-- BEGIN TABLE -->
|
![]() |
||
OutOfMemoryError
|
||
Growing use of memory
Frequent garbage collection |
||
|
A class with a high growth rate
A class with an unexpected number of instances |
|
|
An object is being referenced unintentionally
|
JConsole
or jmap
with jhat
See jmap -dump
option |
Objects are pending for finalization
|
JConsole
jmap -dump
with jhat
|
|
Threads block on object monitor or
java.util.concurrent
locks |
||
Thread CPU time is continuously increasing
|
JConsole
with JTop
|
|
Thread with high contention statistics
|
JConsole
|
|
![]() |
<!-- END TABLE -->
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A variety of tools enable developers to look at running Java applications.
The Java Virtual Machine Process Status Tool (jps
)
, the Java equivalent of the Unix ps
command, lists the running VMs, including embedded ones. It then gives
them a process number, which is the name of the application or class,
and digs down to differing levels of detail with command lines. It is
started by the browser, not explicitly by the developer. "jps
is typically the entry point to most diagnostics -- you need to find out your process number first," said Lee.
jps -s
gives slightly more information. jps -l
gives both the class name and command line that was run. See Figure 2.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 2.
jps
|
<!-- END IMAGE WITH CAPTION -->
The jinfo
tool extracts configuration information from the VM or core file. It can only read core files collected by jinfo
running on the same operating system instance. Other options include
looking at the file separator or getting information on the VM flags
that are set with the core file. See Figure 3.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 3.
jinfo
|
<!-- END IMAGE WITH CAPTION -->
The Java Virtual Machine Statistics Monitoring Tool (jstat
)
displays potentially detailed performance statistics for the JVM with
two basic options. With the general option, instead of listing numbers,
jstat
provides one line with the current status. Output options determine the content and format of jstat
's output.
The -gcutil
output option, which provides a summary of GC statistics, is among the
most commonly used. Figure 4 shows SS#0 and SS#1, Survivor Space 0 and
Survivor Space 1, Eden and the percentage that is full. "It provides
young GC and young GCT times and full GC, focal GCT time spans," said
Lee.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 4.
jstat
|
<!-- END IMAGE WITH CAPTION -->
The -gccause
output option displays the same summary of garbage collection statistics as the -gcutil
option, but it includes the causes of the last GC event and, where
applicable, the current GC event. It adds a column that identifies why
the GC has happened. When it shows allocation failed
, the heap is too small.
The jstack
tool provides the stack traces of all the threads attached to a VM,
such as application threads and interval VM threads, as shown in Figure
5. It also performs deadlock detection and will perform a stack trace
if the VM is hung. "It will perform deadlock detection with -l
,"
explained Lee, "but this provides only a hint when assessing whether
many threads are waiting on an object. If your VM has hung, you can
force a stack trace out of it by doing a -F
."
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 5.
jstack
|
<!-- END IMAGE WITH CAPTION -->
Lee turned to Figure 6, which provides an example of a Java source
worker thread from a Linux machine. "You can see that it is timed
waiting and locked. What does that mean? Lock
means it is locked on an external process or resource. For instance, it may be waiting for a port to become free. But from the jstack
output, we do not know this. You may have to use an external tool like DTrace on Solaris to correlate this. Wait
means it is internally waiting for a monitor. In this case, it is waiting on something from JDK 5 called ReentrantLock
."
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 6.
jstack -- Sample Output
|
<!-- END IMAGE WITH CAPTION -->
The jmap
tool, as shown in Figure 7, prints shared object memory maps or heap memory details of a given process, core file, or remote debug server
. It offers an inclusive, detailed memory configuration and information on free space capacity.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 7.
jmap -- Sample Output
|
<!-- END IMAGE WITH CAPTION -->
"Figure 7 tells us we are using the mark and sweep collector, how much free space we have, or how much of the heap is used," said Lee. "When we have a certain amount of the heap, it begins requesting memory from the OS. Typically, for large applications, we set this so the VM doesn't do a lot of extra work. Then we have the Eden space, the current capacity, used and free space data, and so on."
![]() |
The Heap and CPU Profiling Agent (HPROF ), a heap-CPU profiling tool that collects information on CPU usage, heap dumps, and thread states, uses the JVM Tool Interface (JVMTI) , so every JVM has a diagnostic interface.
"To start HPROF, go to -Xrunhprof Java
, provide
options, and run Java," explained Lee. "By default, HPROF will only
dump out information after you exit the application. The information
can be in text or binaries. For binaries, use -Xrunhprof:format=b
, and then specify the file name with file=<filename>
. By default, the file name is java.hprof
. There are two ways to collect an HPROF dump: You can force it by typing Ctrl-\
on Windows or by sending a SIGHUP
on Solaris and other Unixen. The other method is to wait for the Java
application to end and HPROF will write out the dump. The latter is the
default behavior. While jmap
and HPROF collect the same information that jhat
analyzes, jmap
is much faster than HPROF because jmap
is built into the HotSpot VM."
Lee warned that if developers are working with a big heap, HPROF can
take a long time to dump something out. Once developers have collected
the information using jhat
or HPROF, the information is mounted as follows:
<!-- BEGIN VCD7 CODE SAMPLE COMPONENT -->
jhat dump: format=b,file=heap_dump_file |
<!-- END VCD7 CODE SAMPLE COMPONENT -->
Once jhat
starts a web server internally and parses the
information, it can be browsed through a standard browser. See Figure
8. A set of predefined queries shows all the classes, objects, and
instances -- all the objects reachable from a root set. "Remember,"
cautioned Lee, "when you are tracking down memory, look at instances.
Do not look at the classes." Lee explained that the first time he used
the tool, he looked at classes and could not locate the source of his
problem.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 8.
jhat
|
<!-- END IMAGE WITH CAPTION -->
The jhat
tool initially provides a set of standard
queries to click on for information. To run a nonstandard query -- for
example, to look for all objects A, B, C, and get all current
references from another object -- developers can create a custom query
through a hot button on an HTML page.
![]() |
The jhat
Object Query Language (OQL) is SQL-like and similar to the Java Database Connectivity (JDBC)
object-oriented OQL, with built-in functions such as heap, referrers, reachables, sizeof
, and others. It can structure queries such as these: Find all String
instances that are greater than 1K in size, or find all URL instances that are referenced by two or more objects.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 9.
jhat
Object Query Language
|
<!-- END IMAGE WITH CAPTION -->
"Be careful," warned Lee, "because if you have a big heap, you must run this on a fast machine! If you have a really complex query on a really big heap, it can take a very long time."
![]() |
The Java Monitoring and Management Console (JConsole
)
,
a visual tool that is bundled with the JDK, offers a graphical console
that enables developers to monitor and manage Java applications. The JConsolePlugin API
lets developers create their own plug-ins. JConsole
provides information on memory usage and GC activities, threads, thread
stack traces, locks, and objects pending finalization. It also provides
runtime information such as uptime and CPU time, as well as JVM
information such as classpath, properties, command-line arguments, and
so on.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 10.
JConsole
|
<!-- END IMAGE WITH CAPTION -->
Java VisualVM
relies on tools such as jstat
, jinfo
, jstack
, and jmap
to obtain detailed information about applications running inside a JVM.
It then presents the data in a unified, graphically rich manner. Java
VisualVM helps Java application developers to troubleshoot applications
and to monitor and improve the applications' performance. Java VisualVM
can allow developers to generate and analyze heap dumps, track down
memory leaks, perform and monitor garbage collection, and perform
lightweight memory and CPU profiling. Plug-ins also exist that expand
the functionality of Java VisualVM. For example, most of the
functionality of the JConsole
tool is available through the MBeans Tab and JConsole
Plug-in Wrapper plug-ins
.
In July 2008, Sun announced that it had bundled Java VisualVM with
JDK 6 update 7 so that the Java VisualVM can be executed by invoking
the jvisualvm
command under the JDK's main executable
directory. Java VisualVM is bundled together with the latest FCS
version of JDK 6 update 7 as jvisualvm
. See Figure 11.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 11.
Visual Tool -- Java VisualVM
|
<!-- END IMAGE WITH CAPTION -->
"We've known for a long time that people have used the NetBeans Profiler to identify memory problems," observed Lee. "So essentially, now it's a stand-alone profiler."
Java VisualVM, according to Lee, looks better than JConsole
and goes well with a plug-in architecture, such as the NetBeans IDE
,
enabling developers to create and download a plug-in and maneuver it
around with the NetBeans window. Lee underscored the point that as
applications grow in sophistication, it's important for developers to
have their own tools, because standard tools will only take them so far.
![]() |
Lacking enough heap space to accommodate new objects results in the java heap space
error. This can happen when there is insufficient memory to run an
application. A more common cause might be memory retention by the
application of objects that have outlived their usefulness but for some
reason cannot be freed by the GC. See Figure 12.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 12.
Insufficient Memory
|
<!-- END IMAGE WITH CAPTION -->
A common nonheap error, the PermGen space
error, occurs
when the JVM runs out of space in the permanent generation heap.
Because permanent generation and interned strings are stored in the
permanent generation heap, when it is full, it cannot load classes.
"Large JavaServer Pages (JSP)
applications can cause this problem because JSP is compiled into
classes, and you're using many classes from many libraries," said Lee.
"But generally, it's not a problem. Developers writing Java Native
Interface (JNI) code are prone to see native memory errors, which
doesn't necessarily mean a memory leak has occurred. But it does mean
that the system doesn't have enough memory. It may just mean that you
have sized the heap incorrectly. So don't jump to conclusions and
assume that you have a memory leak. Try a bigger-size heap, or look at
the consumption in a graph. Memory error messages are simply
indications of what may be wrong."
![]() |
Event listeners can cause memory leaks, particularly when developers add them to the pattern and forget about them until they cause leaks. See Figure 13. "Values in maps means we have a key and a value and lose reference to the key," said Lee. "So the value it points to gets retained in a map. Use rich hash map, which tells you when your key is no longer referenceable -- then the value and function will be removed."
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 13.
Possible Causes of Memory Problems
|
<!-- END IMAGE WITH CAPTION -->
At times, various resources, such as graphics, JFrame
,
socket connection, and result sets are not freed. Because finalizers
from legacy code may cause the GC to run slowly as the GC finds and
runs them, finalizers should be put somewhere else. "Memory pressure
causes the GC to run the finalizers -- it takes at least two GC cycles
to clear objects with finalizers that aren't guaranteed to run in any
particular order," said Lee. He pointed out that there is in fact no
guarantee that they will run at all, and he advised against using
finalizers. He insisted that if there are resources to be cleared,
developers should use explicit methods to clear the resources before
nulling the object.
Common deadlocks include threads waiting for resources not yet freed
and high lock contention, which means that a lot of thread is accepting
a particular locked object. "Synchronized code is slower, so change it
to ReentrantLock
, and it will be faster than synchronized code," Lee explained.
High lock contention causes numerous blocked and waiting threads, which may not mean the application has frozen. The key point is that excessively synchronized resources in a heavily threaded environment can lead to unresponsiveness.
![]() |
How can you best collect information and analyze the situation? An
application that is running out of memory may not have a
memory-retention problem. It may mean that there is not enough memory.
Lee advised developers to run JConsole
visually if the heap is growing. See Figure 14.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 14.
Determining Memory Retention
|
<!-- END IMAGE WITH CAPTION -->
"To run troubleshooting tools remotely, you need to set up your remote server
to accept JMX
connections," remarked Lee. "Generally, you want to run tools through
accessing the local system. The tool produces a nice graph but no data
that can be used to size the memory. Size the memory with printGC
details, capture that to a local file, and run the application. It's
usually best to write a shell script or a PERL script and filter out
the minor GCs and the full GCs. Then pull up information from the before
and after
GC column, and then you do an average on them and add perhaps 20 percent to 30 percent to the memory."
Lee advised developers to use jmap -histo
to get a
histogram of all the objects in use and then look for suspiciously
large allocations for objects, as seen in Figure 15.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 15.
Get a Copy of the Heap -- 1
|
<!-- END IMAGE WITH CAPTION -->
![]() |
Once developers determine that they have a problem, Lee recommended
that they get a copy of the heap and monitor it, either when the app is
running or when it dies, as long as the application is in a steady
state and no longer loading or initializing. "If you are using JConsole
," said Lee, "you go to the MBeans tab as you see in Figure 16. This will download the heap in the directory that starts JConsole
. Alternatively, if the jps
is on command line, go to jmap -dump:format=b
and then give the process ID and file name."
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 16.
Get a Copy of the Heap -- 2
|
<!-- END IMAGE WITH CAPTION -->
"If an application dies on an OutOfMemoryException
, then you can find out how the memory is allocated by restarting your JVM with the -XX:+HeapDumpOnOutfMemoryError
option. What this does is that when the JVM is out of memory again, it
will generate a heap dump before it exits. If developers have forgotten
to set, use jinfo
and then give the heap dump and the process ID. The jmap
histogram will look something like Figure 16. There are many ways to collect heap information, but typically we use jmap
and HPROF," concluded Lee.
Lee offered a third option (Figure 17): Use the JVMTI heap-walker
demo application under the demo JVM directory to start the application,
and send a SIGQUIT
signal to dump out information, though he pointed out that this is more like a learning tool.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 17.
Get a Copy of the Heap -- 3
|
<!-- END IMAGE WITH CAPTION -->
![]() |
Next, use jhat
on the binary file. Analyze the
information by looking at the heap. What objects are still alive? What
is keeping them alive? Where are they allocated? If they are alive,
where were they created? See Figure 18.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 18.
Finding Object Retention
|
<!-- END IMAGE WITH CAPTION -->
"Typically," said Lee, "analyze the binary dump file in jhat
, open a browser, and look for a line called show instance count of all classes excluding platform
.
'Show all instances of my application. Don't show platform classes.'
Get a list, and look at those objects that are quite large, and click
on any of the instances. You will see more information on the
particular instance. Look at the object allocated from
,
which is the trace of the object and the track of its creation, in
addition to other objects that reference this object. In HPROF, when
you don't optimize during compilation (-O
), you will also get to know which line and from what file the object is created."
He observed that jvisualvm
also provides similar functions to analyze
the heap dump. Developers who don't want to use HPROF or jmap
can use all the information created by jmap
and Java, and run it in the NetBeans IDE 6 Profiler. When creating a jmap
with NetBeans IDE, use the extension .nps
in the file name. When using HPROF, the file name should end with .HPROF
. The default is java.hprof
.
![]() |
Lee pointed out that one way to look at finalizers is to use jmap -finalizerinfo <pid>
to get a count of the objects that are pending finalization. See Figures 19 and 20. To obtain this information from JConsole
, developers should look at the Pending finalization
field in VM Summary
tab.
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 19.
Finalizers
|
<!-- END IMAGE WITH CAPTION --> <!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 20.
Detecting Deadlocks -- 1
|
<!-- END IMAGE WITH CAPTION -->
The developer can obtain the same information from the command line by starting the VM with this option, as shown in Figure 21:
<!-- BEGIN VCD7 CODE SAMPLE COMPONENT -->
XX:+ PrintConcurrentLocks |
<!-- END VCD7 CODE SAMPLE COMPONENT --> <!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 21.
Detecting Deadlocks -- 2
|
<!-- END IMAGE WITH CAPTION -->
And then inputting
<!-- BEGIN VCD7 CODE SAMPLE COMPONENT -->
jstack -l <pid> |
<!-- END VCD7 CODE SAMPLE COMPONENT -->
Lock contention, by default, is not enabled in the VM. To activate it from JConsole
and attach it to the VM, use MBean, go to thread, and turn it on to get thread-contention information.
Lee concluded by referring to Figure 22, which shows an HPROF example in text form that provides the running methods and threads. "This says that it has sampled the thread 2484 times and found it to be quite active," he said. "In the rest of the HPROF information, look for the trace number and get more information."
<!-- BEGIN IMAGE WITH CAPTION -->
![]()
Figure 22.
Locating CPU Hogs
|
<!-- END IMAGE WITH CAPTION -->
Finally, he mentioned the JTop
tool
, which is included in JDK 6 and provides the thread CPU usage of all threads running in the application. JTop
shows an application's usage of CPU time per thread and allows
developers to easily detect a thread that is using inordinate amounts
of CPU time. If high-thread CPU consumption is not an expected
behavior, the thread may be looping.
![]() |
Lee concluded with three key points.
First, there are lots of options to collect data for analysis. The JDK 6 bundle provides many tools to this end.
Second, recent developments show that Sun is committed not only to
making data collection easier but also to making it easier for
developers to analyze the collection information. JConsole
and more recently jvisualvm
in JDK 6 update 7
offer proof of this.
Third, Sun offers lots of resources for developers.
发表评论
-
member系统
2013-08-05 16:18 0member 系统源码 -
hibernate generate tool
2012-09-06 11:33 0hibernate generate tool -
funcation spec and technical spec of vanceinfo
2012-08-02 11:21 0asdfasdf -
Web大数据量页面优化实践
2012-07-02 15:18 1007pdf见附件 -
Eclipse Shortcuts
2012-02-29 16:31 907http://www.allapplabs.com/eclip ... -
协议的定制
2011-04-19 17:42 0哀伤的发生的发送方的 wireshark 截取发送消 ... -
uc面试
2011-04-14 18:03 0一、综合测试 1、有7 ... -
velocity输出csv的一种做法
2010-10-12 16:36 2427使用spring mvc + velocity做项目时, ... -
java平台启动脚本
2012-07-27 16:37 4170window平台java启动脚本 @e ... -
flex相关资料
2010-04-24 22:05 0http://www.adobe.com/devnet/fle ... -
开放平台的一些思考
2010-03-22 17:22 0开放平台开发人员编写rpc请求,还是直接进行服务代 ... -
web开发中的中文问题
2014-02-22 21:44 878web开发中的中文 ... -
Evaluation_strategy:java call by sharing赋值策略参数传递
2010-02-14 06:25 187关于java call by value or call by ... -
osgi的企业级开发的一些经验
2010-02-05 17:01 2126前面看了论坛里面关 ... -
spring 3.0 应用springmvc 构造RESTful URL 示例
2010-02-04 12:22 0转载自:http://niyong.iteye.com/blo ... -
声明式缓存,View层缓存讨论
2010-02-03 23:19 1138背景:由于理财专区二期的基金数据一天更新一次。并且都是非操作型 ... -
mysql guide
2010-01-31 17:07 0mysql最大能存多少 InnoDB存储引擎将Inno ... -
面试题系列一:exception未被捕获,但有finally,请问打印结果
2010-01-23 23:33 294看代码,猜结果: package jyy.exceti ... -
hello maven
2010-01-23 23:30 2426创建项目 mvn archetype:create - ... -
有趣的实验报告
2009-12-25 12:51 236淘宝一位同事上大学时 ...
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python学习一些项目和资源
python学习资源
python学习资源
python学习教程
python学习教程
【毕业设计】java-springboot+vue会议管理系统实现源码(完整前后端+mysql+说明文档+LunW).zip
内有各个系统的版本全了
分数阶模型辨识,分数阶模型辨识
大数据基于python的电影天堂数据可视化(源码+配套文档) 系统功能: 登录 、首页 、电影数据管理 、我的信息 关键技术:Python、Django、Mysql、Hadoop、Scrapy、Vue、B/S 技术支持:已测试可正常运行,调试问题可联系客服有偿解决。 更多项目:3000+优质源码,支持【定制】、修改、部署、讲解和文档。
【毕业设计】java-springboot+vue疾病防控综合系统的设计与实现源码(完整前后端+mysql+说明文档+LunW).zip
【毕业设计】java-springboot-vue家具销售电商平台实现源码(完整前后端+mysql+说明文档+LunW).zip
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代码说明: 设置结束时间:通过new Date().getTime()获取当前时间戳,并加上10分钟的毫秒数(10 * 60 * 1000),得到倒计时的结束时间。 更新倒计时:updateCountdown函数计算当前时间与结束时间的差值,并将其转换为分钟和秒数。 显示倒计时:通过console.log输出剩余时间,格式为“剩余时间:X分Y秒”。 停止倒计时:当剩余时间小于或等于0时,清除定时器并输出“时间到!”。 定时器:使用setInterval每秒调用一次updateCountdown函数,实现倒计时的动态更新。 扩展说明: 应用场景:倒计时功能常用于限时抢购、考试计时、活动倒计时等场景。 优化建议:可以将倒计时显示在网页的某个元素中,而不是控制台。例如,使用document.getElementById获取DOM元素并更新其内容。 兼容性:该代码在现代浏览器中均可运行,如果需要兼容旧版浏览器,可以使用var代替const和let。 扩展功能:可以添加声音提示、动画效果等,提升用户体验。
该项目是一个大学生校园兼职平台。该平台使用Java语言开发后台业务逻辑,运用了SpringMVC+Spring+MyBatis框架进行搭建,前台使用jQuery、layUI框架,数据库服务器采用MySQL5.6+对数据进行持久化。其主要功能有:兼职招聘、论坛交流、在线聊天、个人中心、信箱留言、登录注册等功能。
图解AUTOSAR-CP-CommunicationStackTypes逻辑图打包
解释程序的逻辑和变量等等
python学习一些项目和资源
最近在基于大型语言模型(LLM)的多智能体系统(MAS)方面的发展展示了其在处理复杂决策任务方面的显著潜力。然而,现有的框架不可避免地依赖于串行执行范式,即智能体必须完成顺序的LLM规划后才能采取行动。这一基本限制严重影响了实时响应和适应能力,而在动态环境中这些能力至关重要。本文提出了一种新的并行化规划-行动框架,用于基于LLM的MAS,该框架具有可中断执行的双线程架构,支持并发规划和行动。具体而言,我们的框架包含两个核心线程:(1) 由集中式内存系统驱动的规划线程,保持环境状态同步和智能体通信以支持动态决策;以及 (2) 配备全面技能库的行动线程,通过递归分解实现自动化任务执行。在具有挑战性的《我的世界》实验中证明了所提框架的有效性。