DEoptim | Differential evoluation in R | Machine Learning library
kandi X-RAY | DEoptim Summary
kandi X-RAY | DEoptim Summary
DEoptim implements the Differential Evolution algorithm for global optimization of a real-valued function of a real-valued parameter vector. The implementation of Differential Evolution in DEoptim interfaces with C code for efficiency. Moreover, the package is self-contained and does not depend on any other packages.
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QUESTION
I try to put Apache Arrow vector in Ignite, this is working fine when I turn off native persistence, but after I turn on native persistence, JVM is crashed every time. I create IntVector first then put it in Ignite:
...ANSWER
Answered 2021-Jun-01 at 11:11Apache Arrow utilizes a pretty similar idea of Java off-heap storage as Apache Ignite does. For Apache Arrow it means that objects like IntVector
don't actually store data in their on-heap layout. They just store a reference to a buffer containing an off-heap address
of a physical representation. Technically it's a long
offset pointing to a chunk of memory within JVM address space.
When you restart your JVM, address space changes. But in your Apache Ignite native persistence there's a record holding an old pointer. It leads to a SIGSEGV
because it's not in the JVM address anymore (in fact it doesn't even exist after a restart).
You could use Apache Arrow serialization machinery to store data permanently in Apache Ignite or even somewhere else. But in fact after that you're going to lose Apache Arrow preciousness as a fast in-memory columnar store. It was initially designed to share off-heap data across multiple data-processing solutions.
Therefore I believe that technically it could be possible to leverage Apache Ignite binary storage format. In that case a custom BinarySerializer should be implemented. After that it would be possible to use it with the Apache Arrow vector classes.
QUESTION
could someone point me in direction which might lead me to get why JIT deoptimizes my loop? (OSR). It looks like it gets compiled once by C1 and then its deoptimized multiple times (I can see tens or maybe hundred logs which starts with )
This is the class which contains that important loop:
...ANSWER
Answered 2021-Feb-03 at 13:02This was a lucky shot, as @apangin comments. If you want to know what really happens, do not waste time reading this answer.
Although the JIT compiler may inline aggressively in some cases, it still has its own time constraints, and won't inline if that's going to take significant time to do. As a result, a method is eligible for inlining only if its bytecode size is less than 35 bytes (by default).
In your case, your methods are 81 bytes of size, hence not eligible:
Java Performance: The Definitive Guide by Scott Oaks
The basic decision about whether to inline a method depends on how hot
it is and its size. The JVM determines if a method is hot (i.e.,
called frequently) based on an internal calculation; it is not
directly subject to any tunable parameters. If a method is eligible
for inlining because it is called frequently, then it will be inlined
only if its bytecode size is less than 325 bytes (or whatever is
specified as the -XX:MaxFreqInlineSize=N flag). Otherwise, it is
eligible for inlining only if it is small: less than 35 bytes (or
whatever is specified as the -XX:MaxInlineSize=N flag).
In order to make your methods be inlined, you could change the inline size limit by command line, specifying -XX:MaxInlineSize=N
.
As a test, you could try specifying something like
-XX:MaxInlineSize=90
in order to check if those methods are now inlined.
To the reader - the suggestion above "fixed" the issue(not really fixed). How? No idea. I was even given the correct answer tick lol
Appendix
(I'll just let this here as seems cool)
--
Workload characterization of JVM languages
Aibek S. Lukas S. Lubomír B. Andreas S. Andrej P. Yudi Z. Walter B.
QUESTION
Doing a small check, it looks like neither V8 nor spidermonkey unroll loops, even if it is completely obvious, how long they are (literal as condition, declared locally):
...ANSWER
Answered 2021-Feb-06 at 21:30I recommend you read this answer as it explains it quite clearly. In a nutshell, unrolling won't mean that the code will run faster.
For example, if, instead of a simple counter++
, you had a function call (taken from the linked answer):
QUESTION
I have a Microsoft Azure VM Instance Running on which I have minecraft paper server installed. Today I'm not able to start the server due to some java error caused while running the server command via ssh-putty.
Server OS: Ubuntu 18.04.5 LTS
Minecraft Server Run Commands:
...ANSWER
Answered 2021-Jan-22 at 10:05Native memory allocation (mmap) failed to map 31138512896 bytes
- which is about 31,14G, well above your limit of 29G.
QUESTION
I was wondering, with v8, when storing class attributes, is it more performant to use one variable with mixed types or one variable per type? Consider the following snippets (written in TypeScript for making the difference more clear):
...ANSWER
Answered 2020-Dec-24 at 19:20KISS -- Do what is easy for you, the programmer. Interpretive languages such as JS/Perl/PHP/etc have a lot of overhead.
I like to count the number of tokens in the source to judge performance. Shorter code also leads to fewer places for me to screw up.
Of course, there are good reasons to make judicious use of functions (methods), classes, etc.
QUESTION
I have a function for the user's login. But it is suspended. I try to get its return value, but I can't. Here's what I tried to do
Code
...ANSWER
Answered 2020-Dec-04 at 11:35Try this code!
override fun onViewCreated(view: View, savedInstanceState: Bundle?) { super.onViewCreated(view, savedInstanceState)
QUESTION
I am trying to search or get the City name from Postal Code using the Geonames API.
However, I am getting a null value expectation.
Below is the code where I get the Postal Code and I have passed it to the AsyncTask to do in the Background
...ANSWER
Answered 2020-Jun-18 at 11:52I bet it is crashing because your lib (from Geonames.org) is trying to http vs https. To workaround (bad!) put this under your manifest tag: android:usesCleartextTraffic="true"
This is all wrong too. You should be executing (.execute()) your AsyncTask in the first place. But actually you better not be using AsyncTask at all and opt for rx or coroutines.
QUESTION
This may not useful. It's just a challenge I have set up for myself.
Let's say you have a big array. What can you do so that the program does not benefit from caching, cache line prefetching or the fact that the next memory access can only be determined after the first access finishes.
So we have our array:
array = [0] * 10000000
What would be the best way to deoptimize the memory access if you had to access all elements in a loop? The idea is to increase the access time of each memory location as much as possible
I'm not looking for a solution which proposes to do "something else" (which takes time) before doing the next access. The idea is really to increase the access time as much as possible. I guess we have to traverse the array in a certain way (perhaps randomly? I'm still looking into it)
...ANSWER
Answered 2020-Nov-14 at 17:58Python interns small integers. Use integers > 255. *
just adds references to the number already in the list when expanded, use unique values instead. Caches hate randomness, so go random.
QUESTION
I've realy though about how can I catch JIT's deoptimization events.
Today, I've read brilliant answer by Andrei Pangin When busy-spining java thread is bound to physical core, can context switch happen by the reason that new branch in code is reached? and thought about it again.
I want to catch JIT's deoptimization events like "unstable_if, class_check and etc" with JNI+JVMTI then send alert to my monitoring system or anything else.
Is it possible? What is it impact on performance JVM ?
...ANSWER
Answered 2020-Oct-19 at 11:41Uncommon traps and deoptimization are HotSpot implementation details. You won't find them in a standard interface like JVM TI (which is designed for a generic virtual machine, not just HotSpot).
As suggested in my previous answer, one possible way to diagnose deoptimization is to add -XX:+UnlockDiagnosticVMOptions -XX:+LogCompilation
options and to look for in the compilation log.
Another approach is to trace deoptimization events with async-profiler.
To do so, use -e Deoptimization::uncommon_trap_inner
.
This will show you the places in Java code where deoptimization happens, and also timestamps, if using jfr
output format.
Since JDK 14, deoptimization events are also reported natively by Flight Recorder (JDK-8216041). Using Event Browser in JMC, you may find all uncommon traps, including method name, bytecode index, deoptimization reason, etc.
The overhead of all the above approaches is small enough. There is usually no problem in using async-profiler in production; JFR is also fine, if the recording settings are not superfluous.
However, there is no much use in profiling deoptimizations, except for very special cases. This is absolutely normal for a typical Java application to recompile methods multiple times, as long as the JVM learns more about the application in runtime. It may sound weird, but uncommon traps is a common technique of the speculative optimization :) As you can see on the above pictures, even basic methods like HashMap.put
may cause deoptimization, and this is fine.
QUESTION
EDIT: Although yukim's workaround does work, I found that by downgrading to JDK 8u251 vs 8u261, the sigar lib works correctly.
- Windows 10 x64 Pro
- Cassandra 3.11.7
NOTE: I have JDK 11.0.7 as my main JDK, so I override JAVA_HOME and PATH in the batch file for Cassandra.
Opened admin prompt and...
java -version
...ANSWER
Answered 2020-Jul-29 at 01:05I think it is sigar-lib that cassandra uses that is causing the problem (especially on the recent JDK8).
It is not necessary to run cassandra, so you can comment out this line from cassandra-env.ps1 in conf directory: https://github.com/apache/cassandra/blob/cassandra-3.11.7/conf/cassandra-env.ps1#L357
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