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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.
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"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 -->
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.
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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.
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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.
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|
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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
."
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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
."
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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.
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"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 |
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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.
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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.
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"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.
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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.
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"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.
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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."
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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.
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"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.
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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."
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"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.
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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.
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"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.
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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 -->
|
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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."
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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
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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 983pdf见附件 -
Eclipse Shortcuts
2012-02-29 16:31 894http://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 2405使用spring mvc + velocity做项目时, ... -
java平台启动脚本
2012-07-27 16:37 4158window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 869web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 2120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 1130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 2415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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1、资源项目源码均已通过严格测试验证,保证能够正常运行; 2、项目问题、技术讨论,可以给博主私信或留言,博主看到后会第一时间与您进行沟通; 3、本项目比较适合计算机领域相关的毕业设计课题、课程作业等使用,尤其对于计算机科学与技术等相关专业,更为适合;
1、资源项目源码均已通过严格测试验证,保证能够正常运行; 2、项目问题、技术讨论,可以给博主私信或留言,博主看到后会第一时间与您进行沟通; 3、本项目比较适合计算机领域相关的毕业设计课题、课程作业等使用,尤其对于计算机科学与技术等相关专业,更为适合;
课程设计---基于Android stduio的手机银行开发与设计 现今,手机已经成为人们生活和工作的必备品,在手机各种系统中Android系统是人们用的比较多的系统。手机银行也是人们在生活中比较常用的功能之一。本项目基于Android的手机银行开发与设计主要功能有登录注册、转账、转账记录查询、修改及查询个人信息、添加好友、向好友转账的功能。本项目主要用Android Studio 开发,数据库SQLite数据库,和夜神模拟器。 基于Android stduio的手机银行开发与设计项目主要功能有登录注册、转账、转账记录查询、修改及查询个人信息、添加好友、向好友转账的功能。。内容来源于网络分享,如有侵权请联系我删除。另外如果没有积分的同学需要下载,请私信我。
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轮式移动机器人轨迹跟踪的MATHLAB程序,运用运动学和动力学模型的双闭环控制,借鉴自抗扰控制技术结合了非线性ESO,跟踪效果良好,控制和抗扰效果较优,可分享控制结构图。 这段程序主要是一个小车的动力学仿真程序,用于模拟小车在参考轨迹下的运动。下面我将对程序进行详细的分析解释。 首先,程序开始时使用`clear`、`clc`和`close all`命令来清除工作空间、命令窗口和图形窗口中的内容。 接下来,程序定义了一系列参数和变量,用于设置仿真的参数和存储仿真过程中的数据。这些参数包括小车的质量、车宽、驱动轮半径等,还有参考轨迹的振幅和频率,仿真步长,仿真时间等。 然后,程序定义了一些元胞数组,用于存储不同阶段的数据。这些数组包括参考轨迹位姿、真实运动轨迹位姿、参考轨迹一阶导数、参考轨迹速度、期望速度、真实速度、控制器输出的控制力矩、控制输入、期望速度与真实速度误差、摩擦值、外界扰动值、总扰动、位姿跟踪误差、扰动观测值等。 接下来,程序给这些变量赋初始值,包括小车的初始位姿和速度,初始速度,期望初始速度,控制器输出的控制力矩,扰动观测值等。 然后,程序进入一个循环,仿真时间从
1、资源项目源码均已通过严格测试验证,保证能够正常运行; 2、项目问题、技术讨论,可以给博主私信或留言,博主看到后会第一时间与您进行沟通; 3、本项目比较适合计算机领域相关的毕业设计课题、课程作业等使用,尤其对于计算机科学与技术等相关专业,更为适合;
这是一份来自开源的全球新冠肺炎数据集,每日时间序列汇总,包括确诊、死亡和治愈。所有数据来自每日病例报告。数据持续更新中。 由于数据集中没有美国的治愈数据,所以在统计全球的现有确诊人员和治愈率的时候会有很大误差,代码里面先不做这个处理,期待数据集的完善。
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1、资源项目源码均已通过严格测试验证,保证能够正常运行; 2、项目问题、技术讨论,可以给博主私信或留言,博主看到后会第一时间与您进行沟通; 3、本项目比较适合计算机领域相关的毕业设计课题、课程作业等使用,尤其对于计算机科学与技术等相关专业,更为适合;
本次开发一套基于微信小程序的生签到系统,有管理员,教师,学生三个角色。管理员功能有个人中心,学生管理,教师管理,签到管理,学生签到管理,班课信息管理,加入班课管理,请假信息管理,审批信息管理,销假信息管理,系统管理。教师和学生都可以在微信端注册和登录,教师可以管理签到信息,管理班课信息,审批请假信息,查看学生签到,查看加入班级,查看审批信息和销假信息。学生可以查看教师发布的学生签到信息,可以自己选择加入班课信息,添加请假信息,查看审批信息,进行销假操作。基于微信小程序的生签到系统服务端用Java开发的网站后台,接收并且处理微信小程序端传入的json数据,数据库用到了MySQL数据库作为数据的存储。
**脚本描述**:本脚本围绕着新年这个充满欢乐与希望的时刻展开。故事发生在一个热闹的小镇,主要角色有在外打拼多年的年轻人小李,他的父母,以及一群充满活力的小镇居民。新年将至,小李踏上回家的旅途,满心期待与家人团聚。在小镇上,大家都在积极筹备新年,贴春联、挂灯笼、准备年夜饭。小李与家人重逢后,一起分享着彼此的故事和喜悦。同时,他们也和小镇居民一起举办了热闹的庆祝活动,在欢声笑语中迎接新年的到来。这个新年不仅让小李重新感受到了家的温暖,也让他对未来充满了信心和希望,他决定和小镇一起成长发展。通过这个脚本,展现新年带给人们的幸福、温暖和对未来的憧憬。
Python 自动办公- Python分类汇总278张Excel表中的数据
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