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How do you analyze and diagnose misbehaving systems? Is there any way or method to detect bottlenecks as early as possible?
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This is an intermediate conversion course for C++, suitable for second year computing students who may have learned Java or another language in first year.
This presentation is a part of the COP2272C college level course taught at the Florida Polytechnic University located in Lakeland Florida. The purpose of this course is to introduce students to the C++ language and the fundamentals of object orientated programming..
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Field Employee Tracking System| MiTrack App| Best Employee Tracking Solution|...informapgpstrackings
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3. Agenda
• The Java Memory Model
• What do concurrent and parallel mean?
• How does the heap work?
• How do we protect shared state on the heap?
Mutability Matrix of Pain 3
4. Scaling in the Multicore Era
• We have more more cores than ever (Intel Xeon E5-2699-v3 has 18
cores!)
• Shared mutable state, and the contention between threads of
execution vying to update them simultaneously, is a performance
killer
• Blocking
• Locking
Mutability Matrix of Pain 4
5. The JVM is awesome!
• The power to leverage all cores on a box through a single, unified
process
• The first formal memory model, with well-defined semantics for
visibility
Mutability Matrix of Pain 5
Diagram by Juan Pablo Francisconi
http://www.researchbeta.com/?p=334
6. The Java Memory Model
• Two primary concepts:
• Happens-Before – if A happens before B, the A's result should be
visible to B
• Synchronize-With – action results in write-through to RAM before next
action
Mutability Matrix of Pain 6
7. The Java Memory Model
• There are no visibility guarantees between threads in a JVM without
locks or memory barriers (volatile)
• Something may end up being visible to another thread by pure
happenstance
• Contended locks are arbitrated at the kernel level, leading to
expensive context switches
Mutability Matrix of Pain 7
9. Name Versus Value
Mutability Matrix of Pain 9
• The name is the handle you (or the compiler) bind to a reference
• The value is the actual state stored in the heap
• Therefore, the name is a reference to a location on the heap
Name Value
val me = new Person("Jamie", "Allen”)
10. Name Versus Value
Mutability Matrix of Pain 10
• For instance variables, a heap location for the class instance holds
the reference via the name field
• The value itself is located elsewhere (possibly contiguous, no
guarantee)class Customer {
val me = new Person("Jamie", "Allen")
...
}
me
Person( , , )
String("Jamie") String("Allen")
11. Collections
Mutability Matrix of Pain 11
• Collections are an aggregation of references to values
• Can be lots of “pointer chasing”
val me = new Person("Jamie", "Allen")
val friend = new Person("Jane", "Doe")
val us = List(me, friend)
Person( , , )
Person( , )
us
me
friend
String("Jamie") String("Allen")
String("Jane")
String("Doe")
12. Method-Scoped Name Versus Value
Mutability Matrix of Pain 12
• For variables defined in a method, the reference to the name is on
the stack frame
• The value itself is still located elsewhere (possibly contiguous, no
guarantee)
def myMethod() = {
val me = new Person("Jamie", "Allen")
...
}
me
Person( , , )
String("Jamie") String("Allen")
13. Final
Mutability Matrix of Pain 13
• If we make a reference final in Java, it cannot be reassigned to a
new value
• Easy to forget to use the keyword
• A mutable value remains mutable despite the usage of the final
keyword
final Person me = new Person("Jamie", "Allen");
val me: Person = Person("Jamie", "Allen")
14. Mutability Matrix of Pain 14
The Mutability Matrix of Pain
val
var
ImmutableMutable
NAME
VALUE
@volatile
15. Implications of Immutability
Mutability Matrix of Pain 15
• Uses more Eden/NewGen heap space
• Resizing Eden/NewGen larger means longer stop the world pauses,
may cause Survivor spillover directly into Tenured/OldGen
• Measure the effects of attempts to tune GC at varying loads
• Only optimize where you must, over 99% of Typesafe customers
don't even try and are still wildly successful
16. Volatile is Your Friend
Mutability Matrix of Pain 16
• Use snapshots when mutability must be attained, and publish
updates via volatile with the last write
• Readers should first read the one volatile field of multiple writes
(reverse your order of access)
17. Caveat
• Just because you're using volatile doesn't mean that publishing
cannot happen before you expect
• For greater consistency guarantees, volatile may not be
appropriate
Mutability Matrix of Pain 17
18. Use volatile!
• Don't be mutable, but if you have
to, stay in the snapshot world with
volatile and avoid locks
• Understand the visibility
guarantees you need for your
application, and consider the
impact when you leave visibility to
chance
• You can be more specific with read
and write barriers if you go with
sun.misc.Unsafe
Mutability Matrix of Pain 18