The document discusses the adoption of GraalVM for improved performance in running programs, emphasizing its capabilities like Just-In-Time (JIT) and Ahead-Of-Time (AOT) compilation. It highlights challenges associated with using GraalVM, such as library support limitations and dynamic class loading issues, particularly with Scala integration. The document also references benchmarks comparing GraalVM's performance against traditional Java execution, presenting insights on the efficiency of primality testing.

1. Adopting GraalVM
@petr_zapletal

3. GraalVM: Run Programs Faster Anywhere

5. Graal CE x Graal EE

6. Compiling with GraalVM

8. sbt --java-home <path-to-graal-vm>

9. -XX:+UnlockExperimentalVMOptions
-XX:+EnableJVMCI
-XX:+UseJVMCICompiler

10. ● JDK 10/11 requires Scala 2.13
Limitations & Challenges

11. ● JDK 10/11 requires Scala 2.13
● Limited library support
Limitations & Challenges

12. ● JDK 10/11 requires Scala 2.13
● Limited library support
● Scaladex
Limitations & Challenges

13. ● JDK 10/11 requires Scala 2.13
● Limited library support
● Scaladex
● Disabling compiler optimization
Limitations & Challenges

15. JDK 11
[success] Total time: 571 s, ...
real 12m48.492s
user45m40.264s
sys 2m31.045s
vs.
Graal
(using the flags)
[success] Total time: 507 s, ...
real 11m34.191s
user41m52.512s
sys 2m12.863s
Stopwatch Compiling

16. GraalVM Runtime
Just-in-time compilation

17. Compilation & JVM
Just-in-time (JIT)
● Compiles while running
● Dynamic compilation
● Runtime information
● De-optimization
● Typical for JVM
Ahead-of-time (AOT)
● Compiles before running
● Static compilation
● More resources
● Way more time
● Uncommon for JVM (JDK 9+)

18. java -XX:+UnlockExperimentalVMOptions
-XX:+EnableJVMCI
-XX:+UseJVMCICompiler

19. object Main extends App {
val max = 10000000
def isPrime(n: Int): Boolean =
primes.takeWhile(p => p*p <= n).forall(n % _ != 0)
val primes = 2 #:: Stream.from(3,2).filter(isPrime)
primes.takeWhile(_ <= max).toList
}
Primes

20. Primes
object Main extends App {
val max = 10000000
def isPrime(n: Int): Boolean =
primes.takeWhile(p => p*p <= n).forall(n % _ != 0)
val primes = 2 #:: Stream.from(3,2).filter(isPrime)
primes.takeWhile(_ <= max).toList
}

21. Primes
object Main extends App {
val max = 10000000
def isPrime(n: Int): Boolean =
primes.takeWhile(p => p*p <= n).forall(n % _ != 0)
val primes = 2 #:: Stream.from(3,2).filter(isPrime)
primes.takeWhile(_ <= max).toList
}

22. Primes
object Main extends App {
val max = 10000000
def isPrime(n: Int): Boolean =
primes.takeWhile(p => p*p <= n).forall(n % _ != 0)
val primes = 2 #:: Stream.from(3,2).filter(isPrime)
primes.takeWhile(_ <= max).toList
}

23. jdk 1.8.0_161-b12
time <path-to-java>/java -jar
primes.jar
real 0m11.646s
user0m14.286s
sys 0m0.657s
vs.
graalvm-ee-1.0.0-rc8
time <path-to-graal>/java
-XX:+UnlockExperimentalVMO
ptions
-XX:+EnableJVMCI
-XX:+UseJVMCICompiler
-jar primes.jar
real 0m13.478s
user0m29.199s
sys 0m0.975s
Primes

25. class Primes {
@Benchmark
@BenchmarkMode(Array(Mode.AverageTime))
@OutputTimeUnit(TimeUnit.MICROSECONDS)
def getPrimes() = primes.takeWhile(_ <= max).toList
}
object Main extends App {
new Primes().getPrimes()
}
Primes II

26. class Primes {
@Benchmark
@BenchmarkMode(Array(Mode.AverageTime))
@OutputTimeUnit(TimeUnit.MICROSECONDS)
def getPrimes() = primes.takeWhile(_ <= max).toList
}
object Main extends App {
new Primes().getPrimes()
}
Primes II

27. jdk 1.8.0_161-b12
jmh:run -i 10 -wi 10 -f4 -t4
Primes
[info] Benchmark Mode Cnt
Score Error Units
**[info] Primes.getPrimes
avgt 40 45652.951 ±
2083.281 us/op**
vs.
graalvm-ee-1.0.0-rc8
jmh:run -i 10 -wi 10 -f4 -t4
Primes
[info] Benchmark Mode Cnt
Score Error Units
**[info] Primes.getPrimes
avgt 40 40535.844 ±
1977.021 us/op**
Primes II

28. (Early) Adopters

29. GraalVM Runtime
Ahead-of-time compilation

30. <path-to-graal>/bin/native-image

31. ● JVM starts slowly
● Scala makes it worse
● JARs bloat up quickly
JVM Shortcomings

32. JDK 1.8 (JIT)
time java -jar primes.jar
real 0m0.555s
user 0m0.613s
sys 0m0.075s
vs.
GraalVM (AOT)
<path-to-graal>/bin/native-i
mage -jar primes.jar
time ./primes
real 0m0.039s
user 0m0.004s
sys 0m0.010s
Counting Primes

33. JDK 1.8 (JIT)
time java -jar primes.jar
real 0m11.954s
user 0m14.077s
sys 0m0.739s
vs.
GraalVM (AOT)
<path-to-graal>/bin/native-i
mage -jar primes.jar
time ./primes
Segmentation fault: 11
real 0m0.324s
user 0m0.245s
sys 0m0.077s
Counting Primes

34. Limitations & Challenges

35. ● Dynamic class loading
Limitations & Challenges

36. ● Dynamic class loading
● InvokeDynamic
Limitations & Challenges

37. ● Dynamic class loading
● InvokeDynamic
● Reflection
Limitations & Challenges

38. ● Dynamic class loading
● InvokeDynamic
● Reflection
● JVMTI, JMX, other native VM
interfaces
Limitations & Challenges

39. ● Dynamic class loading
● InvokeDynamic
● Reflection
● JVMTI, JMX, other native VM
interfaces
● And the list goes on
Limitations & Challenges

40. ● Small programs/scripts
● Alexa apps
● AWS Lambdas (using GO
runtime)
Use Cases

41. Do you want to use Scala
in cases like these?

42. There is More

43. There is More
● Truffle (~ language implementation framework)
○ Implementations of JavaScript, Ruby, R, Python or C
○ Helps when designing additional languages
○ Polyglot programming made easy
○ Common tooling

44. There is More
● Truffle (~ language implementation framework)
○ Implementations of JavaScript, Ruby, R, Python or C
○ Helps when designing additional languages
○ Polyglot programming made easy
○ Common tooling
● Sulong (~ an engine for running LLVM bitcode)

45. There is More
● Truffle (~ language implementation framework)
○ Implementations of JavaScript, Ruby, R, Python or C
○ Helps when designing additional languages
○ Polyglot programming made easy
○ Common tooling
● Sulong (~ an engine for running LLVM bitcode)
● Multilingual Engine (MLE) (~ using GraalVM languages and
modules from SQL)

46. Summary

47. Questions

48. References

49. References
● https://github.com/scala/make-release-notes/blob/2.13.x/projects-2.13.md
● https://index.scala-lang.org/search?q=fullScalaVersion%3A2.13.0-M5
● https://github.com/oracle/graal/blob/master/substratevm/LIMITATIONS.md
● https://www.youtube.com/watch?v=Rvb-kvuPzqI
● https://github.com/chrisseaton/graalvm-ten-things
● https://www.youtube.com/watch?v=wBegU4d4GRc
● https://engineering.opsgenie.com/run-native-java-using-graalvm-in-aws-lambda-with-golan
g-ba86e27930bf
● https://medium.com/graalvm/instant-netty-startup-using-graalvm-native-image-generation-
ed6f14ff7692
● https://www.infoq.com/articles/Graal-Java-JIT-Compiler
● https://medium.com/graalvm/compiling-scala-faster-with-graalvm-86c5c0857fa3

50. Images
● https://cdn.app.compendium.com/uploads/user/e7c690e8-6ff9-102a-ac6d-e4aebca50
425/d7eaeb73-4b9e-4764-ad10-b5785d99d114/Image/497cab5d0638a34c8a08194ef
b83b2fc/announcing_graalvm_version7.png
● https://cdn-images-1.medium.com/max/2000/1*rHZFwj8uu-x8KVCItuu53Q.png
● https://unsplash.com/photos/4m7gmLNr3M0
● https://www.tecflow.com/uk/images/slechte-koude-start-tecflow.jpg