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Can anyone know if there are tools/apps for representing the objects/classes/methods in the JVM in pictorial way?

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rational rose and ibm software architect can be used for design and representation
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Selenium Trainer

There are many,I prefer Microsoft Visio
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Software Engineer with 15 years of Professional experience in MNCs (JP Morgan, TCS, Mastek)

You'll need a Java profiling software. JProfiler's heap walker lets you identify memory leaks visually and find out why an object is not being garbage collected.
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You can use kibana, logstash and stagemonitor together
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Use rational rose
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Microsoft Visio
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Visual VM will help you to debug all the things running on JVM. you can find this tool in the installed folder.
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