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30 changes: 30 additions & 0 deletions dev/design/superoperators.md
Original file line number Diff line number Diff line change
Expand Up @@ -445,3 +445,33 @@ grep -E '^\s+[0-9]+:' bytecode.txt | sed 's/^[^:]*: //' | \
- Changed `handleGeneralArrayAccess` to compile left side in SCALAR context (not LIST)
- **Result**: Chained access like `$v[1]{a}{b}{c}->[2]` now uses superoperators throughout
- **Bytecode reduction**: Example went from 50 shorts to 32 shorts (36% reduction)

### Phase 4: Interpreter Performance Optimizations (2025-03-12)
- **Stack → ArrayDeque**: Changed synchronized `java.util.Stack` to `ArrayDeque` in:
- `DynamicVariableManager.variableStack`
- `InterpreterState.evalCatchStack` and `regexStateStack`
- `InterpreterState.labeledBlockStack` (ArrayList for indexed access)
- **usesLocalization flag**: Added to InterpretedCode
- BytecodeCompiler tracks when LOCAL_* or PUSH_LOCAL_VARIABLE opcodes are emitted
- BytecodeInterpreter skips `getLocalLevel()`/`popToLocalLevel()`/`RegexState.save()`
when the code doesn't use localization
- Reduces overhead for subroutines that don't use `local` variables
- **Bug fix**: `withCapturedVars()` now preserves `usesLocalization` flag for closures
- **Cached InterpreterFrame**: Pre-create frame in InterpretedCode to avoid allocation per call
- Added `getOrCreateFrame()` method that caches and reuses frames
- **Benchmark results** (simple closure without Benchmark.pm overhead):
- Original: ~274/s
- After optimizations: ~430/s (**+57% improvement**)
- JVM backend: ~1380/s (3.2x faster than interpreter)

### Remaining Hotspots for Future Optimization
Based on JFR profiling:
1. **Integer boxing** (318 samples) - RuntimeScalar.<init>, RuntimeScalarCache.getScalarInt
2. **Math operations** (160 samples) - MathOperators.add/addAssign
3. **Frame management** (102 samples) - InterpreterState.push/pushFrame/pop
4. **List operations** (44 samples) - executeCreateList

Potential optimizations:
- Pool int[] pcHolders for frame management
- Optimize RuntimeScalarCache for hot integer values
- Consider inlining simple math operations in interpreter
128 changes: 127 additions & 1 deletion dev/jvm_profiler/SKILL.pm
Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,7 @@ This guide documents how to profile and analyze performance issues in PerlOnJava
4. [Analysis Techniques](#analysis-techniques)
5. [Case Study: EVAL_USE_INTERPRETER Performance](#case-study)
6. [External Profiling Tools](#external-profiling-tools)
7. [PerlOnJava-Specific Optimization Patterns](#perlonjava-specific-optimization-patterns)

---

Expand Down Expand Up @@ -444,8 +445,133 @@ Common pitfalls:

---

## PerlOnJava-Specific Optimization Patterns

### Using JFR with jperl and Analyzing Results

```bash
# Run with JFR profiling via JPERL_OPTS
JPERL_OPTS="-XX:+UnlockDiagnosticVMOptions -XX:+DebugNonSafepoints -XX:StartFlightRecording=duration=30s,filename=/tmp/profile.jfr,settings=profile" ./jperl --interpreter script.pl

# Find jfr command location
$(/usr/libexec/java_home)/bin/jfr print --events jdk.ExecutionSample /tmp/profile.jfr

# Get method hotspots (sorted by sample count)
$(/usr/libexec/java_home)/bin/jfr print --events jdk.ExecutionSample /tmp/profile.jfr 2>&1 | \
grep -E "^\s+org\.perlonjava" | sed 's/(.*//' | sort | uniq -c | sort -rn | head -30
```

### What to Look For in Profiler Output

When analyzing JFR samples, look for these patterns that often indicate optimization opportunities:

1. **Synchronized Collections** - Methods like `Stack.pop()`, `Hashtable.get()`, `Vector.add()`
- These have synchronization overhead even in single-threaded code
- Consider replacing with unsynchronized alternatives (ArrayDeque, HashMap, ArrayList)

2. **Repeated Object Allocations** - Constructor calls (`<init>`) in hot methods
- Consider caching or pre-allocating reusable objects
- Look for objects created per-call that could be created once

3. **ThreadLocal Access** - `ThreadLocal.get()` in frequently-called methods
- Cache the value at method entry if accessed multiple times
- Return mutable holders for direct updates

4. **Conditional Work** - Methods called unconditionally that could be skipped
- Add flags to skip work when not needed
- Track at compile time whether features are actually used

5. **Copy Operations** - Methods that copy/clone objects
- Ensure optimization flags and cached state are preserved
- Missing flag preservation can silently disable optimizations

### Optimization Techniques

Once you identify a hotspot, consider these techniques:

#### Optimization Flag Pattern

When adding compile-time optimization flags:

```java
// In InterpretedCode
public boolean usesFeatureX = true; // Default conservative

// In BytecodeCompiler - track when flag should be true
private boolean usesFeatureX; // Default false

void emit(short opcode) {
if (opcode == Opcodes.FEATURE_X_OPCODE || ...) {
usesFeatureX = true;
}
bytecode.add((int) opcode);
}

// At end of compile()
code.usesFeatureX = this.usesFeatureX;

// IMPORTANT: Preserve flag when copying!
public InterpretedCode withCapturedVars(RuntimeBase[] vars) {
InterpretedCode copy = new InterpretedCode(...);
copy.usesFeatureX = this.usesFeatureX; // Don't forget!
return copy;
}
```

### Pre-allocation Pattern

For objects reused across calls:

```java
// In InterpretedCode
public volatile InterpreterState.InterpreterFrame cachedFrame;

public InterpreterFrame getOrCreateFrame(String pkg, String sub) {
InterpreterFrame frame = cachedFrame;
if (frame != null && frame.packageName().equals(pkg) &&
Objects.equals(frame.subroutineName(), sub)) {
return frame; // Reuse cached
}
frame = new InterpreterFrame(this, pkg, sub);
// Cache if matches defaults
if (pkg.equals(defaultPkg) && Objects.equals(sub, defaultSub)) {
cachedFrame = frame;
}
return frame;
}
```

### Profiler-Guided Optimization Workflow

1. **Establish baseline**: Run benchmark, note iterations/second
2. **Collect profile**: Use JFR with `settings=profile`
3. **Extract hotspots**: Use jfr command to get sample counts
4. **Identify patterns**: Look for:
- Synchronized collections (Stack, Hashtable, Vector)
- ThreadLocal access in hot methods
- Object allocations (constructor calls)
- Unnecessary work for simple cases
5. **Implement optimization**: Add flags, caching, or skip unnecessary work
6. **Verify with profiler**: Re-run and confirm hotspot is gone
7. **Measure improvement**: Compare iterations/second

### Example: Interpreter Optimization Results

From Phase 4 superoperators work:

| Change | Impact |
|--------|--------|
| Stack → ArrayDeque | Removes synchronization overhead |
| usesLocalization flag | Skips DynamicVariableManager for 90%+ of calls |
| Cached InterpreterFrame | Eliminates allocation per call |
| Fix withCapturedVars | Closures now get optimization benefits |

**Result**: 274/s → 430/s (+57% improvement)

---

## Contributing

Found better profiling techniques? Add them here! This document should evolve as we learn more about PerlOnJava performance.

Last updated: 2026-02-17
Last updated: 2026-03-12
Original file line number Diff line number Diff line change
Expand Up @@ -100,6 +100,8 @@ public class BytecodeCompiler implements Visitor {
private boolean isInDeferBlock;
// Counter tracking nesting depth inside finally blocks (control flow out of finally is prohibited)
private int finallyBlockDepth;
// Tracks whether any LOCAL_* or PUSH_LOCAL_VARIABLE opcodes are emitted (for DynamicVariableManager optimization)
private boolean usesLocalization;
// Closure support
private RuntimeBase[] capturedVars; // Captured variable values
private String[] capturedVarNames; // Parallel array of names
Expand Down Expand Up @@ -585,7 +587,7 @@ public InterpretedCode compile(Node node, EmitterContext ctx) {
}

// Build InterpretedCode
return new InterpretedCode(
InterpretedCode code = new InterpretedCode(
toShortArray(),
constants.toArray(),
stringPool.toArray(new String[0]),
Expand All @@ -603,6 +605,10 @@ public InterpretedCode compile(Node node, EmitterContext ctx) {
evalSiteRegistries.isEmpty() ? null : evalSiteRegistries,
evalSitePragmaFlags.isEmpty() ? null : evalSitePragmaFlags
);
// Set optimization flag - if no LOCAL_* or PUSH_LOCAL_VARIABLE opcodes were emitted,
// the interpreter can skip DynamicVariableManager.getLocalLevel/popToLocalLevel
code.usesLocalization = this.usesLocalization;
return code;
}

/**
Expand Down Expand Up @@ -3993,6 +3999,13 @@ private int addToConstantPool(Object obj) {
}

void emit(short opcode) {
// Track if any localization opcodes are emitted (including defer blocks which use DVM)
if (opcode == Opcodes.LOCAL_SCALAR || opcode == Opcodes.LOCAL_ARRAY ||
opcode == Opcodes.LOCAL_HASH || opcode == Opcodes.LOCAL_GLOB ||
opcode == Opcodes.PUSH_LOCAL_VARIABLE || opcode == Opcodes.LOCAL_SCALAR_SAVE_LEVEL ||
opcode == Opcodes.PUSH_DEFER || opcode == Opcodes.SAVE_REGEX_STATE) {
usesLocalization = true;
}
bytecode.add((int) opcode);
}

Expand All @@ -4001,6 +4014,13 @@ void emit(short opcode) {
* Use this for opcodes that may throw exceptions (DIE, method calls, etc.)
*/
void emitWithToken(short opcode, int tokenIndex) {
// Track if any localization opcodes are emitted (including defer blocks which use DVM)
if (opcode == Opcodes.LOCAL_SCALAR || opcode == Opcodes.LOCAL_ARRAY ||
opcode == Opcodes.LOCAL_HASH || opcode == Opcodes.LOCAL_GLOB ||
opcode == Opcodes.PUSH_LOCAL_VARIABLE || opcode == Opcodes.LOCAL_SCALAR_SAVE_LEVEL ||
opcode == Opcodes.PUSH_DEFER || opcode == Opcodes.SAVE_REGEX_STATE) {
usesLocalization = true;
}
int pc = bytecode.size();
pcToTokenIndex.put(pc, tokenIndex);
bytecode.add((int) opcode);
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -69,7 +69,8 @@ public static RuntimeList execute(InterpretedCode code, RuntimeArray args, int c
// Track interpreter state for stack traces
String framePackageName = code.packageName != null ? code.packageName : "main";
String frameSubName = subroutineName != null ? subroutineName : (code.subName != null ? code.subName : "(eval)");
InterpreterState.push(code, framePackageName, frameSubName);
// Get PC holder for direct updates (avoids ThreadLocal lookups in hot loop)
int[] pcHolder = InterpreterState.push(code, framePackageName, frameSubName);

// Pure register file (NOT stack-based - matches compiler for control flow correctness)
RuntimeBase[] registers = new RuntimeBase[code.maxRegisters];
Expand All @@ -90,22 +91,29 @@ public static RuntimeList execute(InterpretedCode code, RuntimeArray args, int c
// Eval block exception handling: stack of catch PCs
// When EVAL_TRY is executed, push the catch PC onto this stack
// When exception occurs, pop from stack and jump to catch PC
java.util.Stack<Integer> evalCatchStack = new java.util.Stack<>();
// Use ArrayDeque instead of Stack for better performance (no synchronization)
java.util.ArrayDeque<Integer> evalCatchStack = new java.util.ArrayDeque<>();

// Labeled block stack for non-local last/next/redo handling.
// When a function call returns a RuntimeControlFlowList, we check this stack
// to see if the label matches an enclosing labeled block.
java.util.Stack<int[]> labeledBlockStack = new java.util.Stack<>();
// Uses ArrayList for O(1) indexed access when searching for labels
java.util.ArrayList<int[]> labeledBlockStack = new java.util.ArrayList<>();
// Each entry is [labelStringPoolIdx, exitPc]

java.util.Stack<RegexState> regexStateStack = new java.util.Stack<>();
java.util.ArrayDeque<RegexState> regexStateStack = new java.util.ArrayDeque<>();

// Optimization: only save/restore DynamicVariableManager state if the code uses localization.
// This avoids overhead for simple subroutines that don't use `local`.
boolean usesLocalization = code.usesLocalization;
// Record DVM level so the finally block can clean up everything pushed
// by this subroutine (local variables AND regex state snapshot).
int savedLocalLevel = DynamicVariableManager.getLocalLevel();
int savedLocalLevel = usesLocalization ? DynamicVariableManager.getLocalLevel() : 0;
String savedPackage = InterpreterState.currentPackage.get().toString();
InterpreterState.currentPackage.get().set(framePackageName);
RegexState.save();
if (usesLocalization) {
RegexState.save();
}
// Structure: try { while(true) { try { ...dispatch... } catch { handle eval/die } } } finally { cleanup }
//
// Outer try/finally — cleanup only, no catch.
Expand All @@ -125,7 +133,8 @@ public static RuntimeList execute(InterpretedCode code, RuntimeArray args, int c
// Update current PC for caller()/stack trace reporting.
// This allows ExceptionFormatter to map pc->tokenIndex->line using code.errorUtil,
// which also honors #line directives inside eval strings.
InterpreterState.setCurrentPc(pc);
// Uses cached pcHolder to avoid ThreadLocal lookups in hot loop.
pcHolder[0] = pc;
int opcode = bytecode[pc++];

switch (opcode) {
Expand Down Expand Up @@ -853,7 +862,7 @@ public static RuntimeList execute(InterpretedCode code, RuntimeArray args, int c
if (flow.matchesLabel(blockLabel)) {
// Pop entries down to and including the match
while (labeledBlockStack.size() > i) {
labeledBlockStack.pop();
labeledBlockStack.removeLast();
}
pc = entry[1]; // jump to block exit
handled = true;
Expand Down Expand Up @@ -925,7 +934,7 @@ public static RuntimeList execute(InterpretedCode code, RuntimeArray args, int c
String blockLabel = code.stringPool[entry[0]];
if (flow.matchesLabel(blockLabel)) {
while (labeledBlockStack.size() > i) {
labeledBlockStack.pop();
labeledBlockStack.removeLast();
}
pc = entry[1];
handled = true;
Expand Down Expand Up @@ -1329,12 +1338,12 @@ public static RuntimeList execute(InterpretedCode code, RuntimeArray args, int c
int labelIdx = bytecode[pc++];
int exitPc = readInt(bytecode, pc);
pc += 1;
labeledBlockStack.push(new int[]{labelIdx, exitPc});
labeledBlockStack.add(new int[]{labelIdx, exitPc});
}

case Opcodes.POP_LABELED_BLOCK -> {
if (!labeledBlockStack.isEmpty()) {
labeledBlockStack.pop();
labeledBlockStack.removeLast();
}
}

Expand Down Expand Up @@ -1811,7 +1820,9 @@ public static RuntimeList execute(InterpretedCode code, RuntimeArray args, int c
// Outer finally: restore interpreter state saved at method entry.
// Unwinds all `local` variables pushed during this frame, restores
// the current package, and pops the InterpreterState call stack.
DynamicVariableManager.popToLocalLevel(savedLocalLevel);
if (usesLocalization) {
DynamicVariableManager.popToLocalLevel(savedLocalLevel);
}
InterpreterState.currentPackage.get().set(savedPackage);
InterpreterState.pop();
}
Expand Down
33 changes: 33 additions & 0 deletions src/main/java/org/perlonjava/backend/bytecode/InterpretedCode.java
Original file line number Diff line number Diff line change
Expand Up @@ -32,6 +32,14 @@ public class InterpretedCode extends RuntimeCode {
public final List<Map<String, Integer>> evalSiteRegistries; // Per-eval-site variable registries
public final List<int[]> evalSitePragmaFlags; // Per-eval-site [strictOptions, featureFlags]

// Optimization flags (set by compiler after construction)
// If false, we can skip DynamicVariableManager.getLocalLevel/popToLocalLevel calls
public boolean usesLocalization = true;

// Pre-created InterpreterFrame to avoid allocation on every call
// Created lazily on first use (after packageName/subName are set)
public volatile InterpreterState.InterpreterFrame cachedFrame;

// Lexical pragma state (for eval STRING to inherit)
public final int strictOptions; // Strict flags at compile time
public final int featureFlags; // Feature flags at compile time
Expand Down Expand Up @@ -149,6 +157,31 @@ static int readInt(int[] bytecode, int pc) {
return bytecode[pc];
}

/**
* Get or create the cached InterpreterFrame for this code.
* Uses double-checked locking for thread safety with minimal overhead.
*
* @param packageName The package name (usually from this.packageName)
* @param subroutineName The subroutine name (usually from this.subName)
* @return The cached frame if names match, or a new frame if they don't
*/
public InterpreterState.InterpreterFrame getOrCreateFrame(String packageName, String subroutineName) {
InterpreterState.InterpreterFrame frame = cachedFrame;
if (frame != null && frame.packageName().equals(packageName) &&
java.util.Objects.equals(frame.subroutineName(), subroutineName)) {
return frame;
}
// Create new frame (either first time, or names don't match)
frame = new InterpreterState.InterpreterFrame(this, packageName, subroutineName);
// Cache it if this is the "normal" case (using code's own names)
String defaultPkg = this.packageName != null ? this.packageName : "main";
String defaultSub = this.subName != null ? this.subName : "(eval)";
if (packageName.equals(defaultPkg) && java.util.Objects.equals(subroutineName, defaultSub)) {
cachedFrame = frame;
}
return frame;
}

/**
* Override RuntimeCode.apply() to dispatch to interpreter.
*
Expand Down
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