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Beyond JVM - YOW! Sydney 2013

headius
December 12, 2013

Beyond JVM - YOW! Sydney 2013

"Beyond JVM; or How to Boil the Ocean in Seven Years" as delivered at YOW! 2013 in Sydney.

headius

December 12, 2013
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  1. +

  2. Things We Like About JVM • Bytecode intermediate form •

    Freedom from native libraries • Optimizing JIT • It just works (usually)
  3. Things That Make JRuby Difficult • Bytecode intermediate form •

    Optimizing JIT • Freedom from native libraries • It just works (usually)
  4. Things That Make JRuby Difficult • Startup time sucks •

    JNI is a massive pain to use • Hard to get unusual languages to optimize • Core is in C++ that we can’t touch
  5. Java-Heavy JDK • + Less native code to maintain •

    + Easier portability • + Easier to swap out native side • – Takes longer to warm up
  6. Save JITed Code? • Code will change across runs •

    Often has specific memory addresses • May optimize object layout differently • Which JIT output? • Client, Server, Tiered (1-4)
  7. Tweaking Flags • -client mode • -XX:+TieredCompilation -XX:TieredStopAtLevel=1 • -X-C

    to disable JRuby’s compiler • Heap sizes, code verification, etc etc
  8. JRuby Startup -e 1 gem --help rake -T 0 2.5

    5 7.5 10 C Ruby JRuby JRuby (best)
  9. Nailgun? • Keep a single JVM running in background •

    Toss commands over to it • It stays hot, so code starts faster • Hard to clean up all state (e.g. threads) • Can’t get access to user’s terminal
  10. Drip • Start a new JVM after each command •

    Pre-boot JVM plus optional code • Analyze command line for differences • Age out unused instances • https://github.com/flatland/drip
  11. $ export JAVACMD=`which drip` ! $ time jruby -e 1

    ! real 0m1.655s user 0m4.486s sys 0m0.231s ! $ time jruby -e 1 ! real 0m0.577s user 0m0.052s sys 0m0.065s
  12. JRuby Startup -e 1 gem --help rake -T 0 2.5

    5 7.5 10 C Ruby JRuby JRuby (best) JRuby (drip)
  13. $ export DRIP_INIT_CLASS=org.jruby.main.DripMain ! $ export DRIP_INIT="" ! $ time

    jruby -e 1 ! real 0m0.580s user 0m0.052s sys 0m0.063s ! $ time jruby -e 1 ! real 0m0.155s user 0m0.049s sys 0m0.058s
  14. public class DripMain {! public static RubyInstanceConfig DRIP_CONFIG;! public static

    Ruby DRIP_RUNTIME;! ! public static final String JRUBY_DRIP_WARMUP_ENV = "JRUBY_DRIP_WARMUP";! public static final String JRUBY_DRIP_WARMUP_DEFAULT = "1 + 1";! public static final String JRUBY_DRIP_PREBOOT_FILE = "./dripmain.rb";! ! public static void main(String[] args) throws IOException {! // warmup JVM first! Ruby ruby = Ruby.newInstance();! ! String envWarmup = System.getenv(JRUBY_DRIP_WARMUP_ENV);! if (envWarmup != null && envWarmup.length() > 0) {! ruby.evalScriptlet(envWarmup);! } else {! ruby.evalScriptlet(JRUBY_DRIP_WARMUP_DEFAULT);! }! ! // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);! ! RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);! ! if (dripMain.exists()) {! FileInputStream fis = new FileInputStream(dripMain);! try {! ruby.getLoadService().load(dripMain.getAbsolutePath(), false);! } finally {! fis.close();! }! }! ! // use config and runtime from preboot process! DRIP_CONFIG = config;! DRIP_RUNTIME = ruby;! }! }!
  15. public static final String JRUBY_DRIP_WARMUP_ENV = "JRUBY_DRI public static final

    String JRUBY_DRIP_WARMUP_DEFAULT = "1 + 1 public static final String JRUBY_DRIP_PREBOOT_FILE = "./dripm public static void main(String[] args) throws IOException {! // warmup JVM first! Ruby ruby = Ruby.newInstance();! String envWarmup = System.getenv(JRUBY_DRIP_WARMUP_ENV);! if (envWarmup != null && envWarmup.length() > 0) {! ruby.evalScriptlet(envWarmup);! } else {! ruby.evalScriptlet(JRUBY_DRIP_WARMUP_DEFAULT);! }! // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);! RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);!
  16. public static final String JRUBY_DRIP_WARMUP_ENV = "JRUBY_DRI public static final

    String JRUBY_DRIP_WARMUP_DEFAULT = "1 + 1 public static final String JRUBY_DRIP_PREBOOT_FILE = "./dripm public static void main(String[] args) throws IOException {! // warmup JVM first! Ruby ruby = Ruby.newInstance();! String envWarmup = System.getenv(JRUBY_DRIP_WARMUP_ENV);! if (envWarmup != null && envWarmup.length() > 0) {! ruby.evalScriptlet(envWarmup);! } else {! ruby.evalScriptlet(JRUBY_DRIP_WARMUP_DEFAULT);! }! // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);! RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);!
  17. public static final String JRUBY_DRIP_WARMUP_ENV = "JRUBY_DRI public static final

    String JRUBY_DRIP_WARMUP_DEFAULT = "1 + 1 public static final String JRUBY_DRIP_PREBOOT_FILE = "./dripm public static void main(String[] args) throws IOException {! // warmup JVM first! Ruby ruby = Ruby.newInstance();! String envWarmup = System.getenv(JRUBY_DRIP_WARMUP_ENV);! if (envWarmup != null && envWarmup.length() > 0) {! ruby.evalScriptlet(envWarmup);! } else {! ruby.evalScriptlet(JRUBY_DRIP_WARMUP_DEFAULT);! }! // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);! RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);!
  18. // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);!

    RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);! if (dripMain.exists()) {! FileInputStream fis = new FileInputStream(dripMain);! try {! ruby.getLoadService().load(dripMain.getAbsolutePa } finally {! fis.close();! }! }! // use config and runtime from preboot process! DRIP_CONFIG = config;! DRIP_RUNTIME = ruby;! }!
  19. // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);!

    RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);! if (dripMain.exists()) {! FileInputStream fis = new FileInputStream(dripMain);! try {! ruby.getLoadService().load(dripMain.getAbsolutePa } finally {! fis.close();! }! }! // use config and runtime from preboot process! DRIP_CONFIG = config;! DRIP_RUNTIME = ruby;! }!
  20. // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);!

    RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);! if (dripMain.exists()) {! FileInputStream fis = new FileInputStream(dripMain);! try {! ruby.getLoadService().load(dripMain.getAbsolutePa } finally {! fis.close();! }! }! // use config and runtime from preboot process! DRIP_CONFIG = config;! DRIP_RUNTIME = ruby;! }!
  21. // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);!

    RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);! if (dripMain.exists()) {! FileInputStream fis = new FileInputStream(dripMain);! try {! ruby.getLoadService().load(dripMain.getAbsolutePa } finally {! fis.close();! }! }! // use config and runtime from preboot process! DRIP_CONFIG = config;! DRIP_RUNTIME = ruby;! }!
  22. // preboot actual runtime! Ruby.clearGlobalRuntime();! File dripMain = new File(JRUBY_DRIP_PREBOOT_FILE);!

    RubyInstanceConfig config = new RubyInstanceConfig();! ruby = Ruby.newInstance(config);! if (dripMain.exists()) {! FileInputStream fis = new FileInputStream(dripMain);! try {! ruby.getLoadService().load(dripMain.getAbsolutePa } finally {! fis.close();! }! }! // use config and runtime from preboot process! DRIP_CONFIG = config;! DRIP_RUNTIME = ruby;! }!
  23. JRuby Startup -e 1 gem --help rake -T 0 2.5

    5 7.5 10 C Ruby JRuby JRuby (best) JRuby (drip) JRuby (drip init)
  24. $ cat dripmain.rb # Preload some code Rails always needs

    require File.expand_path('../config/application', __FILE__)
  25. JRuby Startup rake -T 0 2.5 5 7.5 10 C

    Ruby JRuby JRuby (best) JRuby (drip) JRuby (drip init) JRuby (dripmain)
  26. JNI

  27. public class GetPidJNI {! public static native long getpid();! !

    public static void main( String[] args ) {! getpid();! }! ! static {! System.load(! System.getProperty("user.dir") +! "/getpidjni.dylib");! }! } JNI
  28. /* DO NOT EDIT THIS FILE - it is machine

    generated */! #include <jni.h>! /* Header for class com_headius_jnr_presentation_GetPidJNI */! ! #ifndef _Included_com_headius_jnr_presentation_GetPidJNI! #define _Included_com_headius_jnr_presentation_GetPidJNI! #ifdef __cplusplus! extern "C" {! #endif! /*! * Class: com_headius_jnr_presentation_GetPidJNI! * Method: getpid! * Signature: ()J! */! JNIEXPORT jlong JNICALL Java_com_headius_jnr_1presentation_GetPidJNI_getpid! (JNIEnv *, jclass);! ! #ifdef __cplusplus! }! #endif! #endif JNI
  29. $ gcc -I $JAVA_HOME/include -I $JAVA_HOME/include/darwin -L $JAVA_HOME/jre/lib/ -dynamiclib -ljava

    -o getpidjni.dylib com_headius_jnr_presentation_GetPidJNI. c! ! $ java -Djava.library.path=`pwd` -cp target/jnr_presentation-1.0- SNAPSHOT.jar com.headius.jnr_presentation.GetPidJNI JNI
  30. Java Native Runtime • Java API • for calling Native

    code • supported by a rich Runtime library • You may be familiar with JNA • Foreign Function Interface (FFI) • https://github.com/jnr
  31. import jnr.ffi.LibraryLoader;! import jnr.ffi.annotations.IgnoreError;! ! public class GetPidJNRExample {! public

    interface GetPid {! long getpid();! }! ! public static void main( String[] args ) {! GetPid getpid = LibraryLoader! .create(GetPid.class)! .load("c");! ! getpid.getpid();! }! } JNR
  32. jffi Platforms • Darwin (OS X): universal (+ppc?) • Linux:

    i386, x86_64, arm, ppc, ppc64, s390x • Windows: i386, x86_64 • FreeBSD, OpenBSD: i386, x86_64 • SunOS: i386, x86_64, sparc, sparcv9 • AIX: ppc • OpenVMS, AS/400: builds out there somewhere • If your platform isn't here, contribute a build
  33. jnr-ffi • User-oriented API • Roughly equivalent to what JNA

    gives you • Functions, structs, callbacks, memory • https://github.com/jnr/jnr-ffi
  34. jnr-posix • Pre-bound set of POSIX functions • Mostly driven

    by what JRuby, Jython use • Goal: 100% of POSIX bound to Java
  35. public int chmod(String string, int i);! public int chown(String string,

    int i, int i1);! public int execv(String string, String[] strings);! public int execve(String string, String[] strings, String[] strings1);! public int fork();! public int seteuid(int i);! public int getgid();! public String getlogin();! public int getpgid();! public int getpgid(int i);! public int getpgrp();! public int getpid();! public int getppid();! public Passwd getpwent();! public Passwd getpwuid(int i);! public Passwd getpwnam(String string);! public Group getgrgid(int i);! public Group getgrnam(String string);! public int getuid();! public boolean isatty(FileDescriptor fd);! public int kill(int i, int i1);! public int symlink(String string, String string1);! public int link(String string, String string1);! public String readlink(String string) throws IOException;! public String getenv(String string);! public int setenv(String string, String string1, int i);! public int unsetenv(String string);! public int getpriority(int i, int i1);! public int setpriority(int i, int i1, int i2);! public int setuid(int i);! public FileStat stat(String string);! public int stat(String string, FileStat fs);! public int umask(int i);! public Times times();! public int utimes(String string, long[] longs, long[] longs1);! public int waitpid(int i, int[] ints, int i1);! public int wait(int[] ints);! public int errno();! public void errno(int i);! public int posix_spawnp(String string, List<? extends SpawnFileAction> list, List<? extends CharSequence> list1, List<? extends CharSequence> list2);
  36. public interface POSIXHandler {! public void error(Errno errno, String string);!

    public void unimplementedError(String string);! public void warn(WARNING_ID wrngd, String string, Object[] os);! public boolean isVerbose();! public File getCurrentWorkingDirectory();! public String[] getEnv();! public InputStream getInputStream();! public PrintStream getOutputStream();! public int getPID();! public PrintStream getErrorStream();! }
  37. public int chmod(String string, int i);! public int chown(String string,

    int i, int i1);! public int kill(int i, int i1);! public int getpriority(int i, int i1);! public int setpriority(int i, int i1, int i2);! public int waitpid(int i, int[] ints, int i1);! public int wait(int[] ints);! public int errno();! public void errno(int i);
  38. jnr-constants • C/preprocessor constants in enum form • Generator code

    to run on each platform • Several pregenerated sets for jnr-posix
  39. jnr-enxio • Extended Native X-platform IO • NIO-compatible JNR-backed IO

    library • Read, write, select (kqueue, epoll, etc) • Low-level fcntl control • https://github.com/jnr/jnr-enxio
  40. public class NativeSocketChannel! extends AbstractSelectableChannel! implements ByteChannel, NativeSelectableChannel {! public

    NativeSocketChannel(int fd);! public NativeSocketChannel(int fd, int ops);! public final int validOps();! public final int getFD();! public int read(ByteBuffer dst) throws IOException;! public int write(ByteBuffer src) throws IOException! public void shutdownInput() throws IOException;! public void shutdownOutput() throws IOException;! }
  41. jnr-unixsocket • UNIX sockets for NIO • Built atop jnr-enxio

    • Fully selectable, etc • https://github.com/jnr/jnr-unixsocket
  42. What Else? • NIO, NIO.2 • Native IO, symlinks, FS-walking,

    • Unmanaged memory • Selectable stdio, process IO • Low-level or other sockets (UNIX, ICMP, ...) • New APIs (graphics, crypto, OS, ...)
  43. Performance • Generated code leading to JNI call • Generated

    assembly version of native part • jnr-x86asm: Generate and link ASM • Used internally by jnr • https://github.com/jnr/jnr-x86asm
  44. import jnr.ffi.LibraryLoader;! import jnr.ffi.annotations.IgnoreError;! ! public class GetPidJNRExample {! public

    interface GetPid {! @IgnoreError! long getpid();! }! ! public static void main( String[] args ) {! GetPid getpid = LibraryLoader! .create(GetPid.class)! .load("c");! ! getpid.getpid();! }! } @IgnoreError
  45. getpid calls, 100M times 0ms 500ms 1000ms 1500ms 2000ms JNR

    getpid JNI JNR @IgnoreError GCC -O3 But There's More to Do
  46. JVM Help is Coming • Standard FFI API in JDK

    • JIT intelligence • Drop JNI overhead where possible • Bind native call directly at call site • Security policies, segv protection, etc • Time for an FFI JSR
  47. History • JVM authors mentioned non-Java languages • Language authors

    have targeted JVM • Hundreds of JVM languages now • But JVM was a mismatch for many of them • Usually required tricks that defeated JVM optimizations • Or required features JDK could not provide
  48. JVM Opcodes Invocation invokevirtual! invokeinterface! invokestatic! invokespecial Field Access getfield!

    setfield! getstatic! setstatic Array Access *aload! *astore! b,s,c,i,l,d,f,a Stack Local Vars Flow Control Allocation Boolean and Numeric
  49. Goals of JSR 292 • A user-definable bytecode • Full

    freedom to define VM behavior • Fast method pointers + adapters • Optimizable like normal Java code • Avoid future modifications
  50. Invoke // Static! System.currentTimeMillis()! Math.log(1.0)! ! // Virtual! "hello".toUpperCase()! System.out.println()!

    ! // Interface! myList.add("happy happy")! myRunnable.run()! ! // Constructor and super! new ArrayList()! super.equals(other)
  51. // Static! invokestatic java/lang/System.currentTimeMillis:()J! invokestatic java/lang/Math.log:(D)D! ! // Virtual! invokevirtual

    java/lang/String.toUpperCase:()Ljava/lang/String;! invokevirtual java/io/PrintStream.println:()V! ! // Interface! invokeinterface java/util/List.add:(Ljava/lang/Object;)Z! invokeinterface java/lang/Runnable.add:()V! ! // Special! invokespecial java/util/ArrayList.<init>:()V! invokespecial java/lang/Object.equals:(java/lang/Object)Z invokestatic invokevirtual invokeinterface invokespecial
  52. invokestatic! 1. Confirm arguments are of correct type 2. Look

    up method on Java class 3. Cache method 4. Invoke method invokevirtual! 1. Confirm object is of correct type 2. Confirm arguments are of correct type 3. Look up method on Java class 4. Cache method 5. Invoke method invokeinterface! 1. Confirm object’s type implements interface 2. Confirm arguments are of correct type 3. Look up method on Java class 4. Cache method 5. Invoke method invokespecial! 1. Confirm object is of correct type 2. Confirm arguments are of correct type 3. Confirm target method is visible 4. Look up method on Java class 5. Cache method 6. Invoke method invokestatic invokevirtual invokeinterface invokespecial invokedynamic! 1. Call your bootstrap code 2. Bootstrap wires up a target function 3. Target function invoked directly until you change it
  53. Indy Languages • New language impls • JavaScript: Dyn.js and

    Nashorn • Redline Smalltalk • Improved language performance • JRuby, Groovy, Jython • Java features too!
  54. Times Faster than Ruby 1.9.3 0 1.25 2.5 3.75 5

    base64 richards neural redblack 4.32 3.66 3.44 2.658 1.565 1.914 1.538 1.346 JRuby/Java 6 JRuby/Java 7
  55. red/black tree, pure Ruby versus native ruby-2.0.0 + Ruby ruby-2.0.0

    + C ext jruby + Ruby Runtime per iteration 0 0.75 1.5 2.25 3 0.29s 0.51s 2.48s
  56. Caveat Emptor • Indy was really slow in first Java

    7 release • Got fast in 7u2...and turned out broken • Rewritten for 7u40 • Slow to warm up • Still some issues (memory use, etc) • Java 8 due in March…
  57. Out of our control Written in C++ JVM Bytecode JVM

    Language Bytecode Interpreter Bytecode JIT Native Code
  58. What If… • The JVM’s JIT optimizer were written in

    Java • You could customize how the JIT works for your language or library • JITed code could directly make native calls
  59. Graal • A 100% Java-based JIT framework • Grew out

    of the 100% Java “Maxine” JVM • Backends to assembly or HotSpot IR • Directly control code generation • Build a language without using JVM bytecode • http://openjdk.java.net/projects/graal/
  60. Plain Java APIs Under your control Graal Intermediate Representation JVM

    Language Graal Optimizer Native Code Your Optimizations
  61. However… • Not everyone is a compiler writer • Graal’s

    IR is low-level and nontrivial • Need to understand JVM internals • Need some understanding of CPU
  62. Truffle • Language framework built on Graal • Designed to

    fulfill the dream • Implement interpreter • Truffle feeds that to backend • No compiler expertise needed • https://wiki.openjdk.java.net/display/Graal/Truffle+FAQ+and+Guidelines