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org.nd4j.linalg.profiler.OpProfiler Maven / Gradle / Ivy
package org.nd4j.linalg.profiler;
import org.apache.commons.lang3.ArrayUtils;
import org.nd4j.linalg.api.buffer.DataBuffer;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.factory.Nd4j;
import org.nd4j.linalg.profiler.data.StackAggregator;
import org.nd4j.linalg.profiler.data.StringAggregator;
import org.nd4j.linalg.profiler.data.StringCounter;
import org.nd4j.linalg.api.ops.*;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.concurrent.atomic.AtomicLong;
import static org.nd4j.linalg.profiler.OpProfiler.PenaltyCause.NONE;
/**
* This class is suited for execution statistics gathering on Op/Array level: number of sequential ops executed on the same data
*
* PLEASE NOTE: This isn't thread-safe implementation.
*
* @author [email protected]
*/
public class OpProfiler {
public enum PenaltyCause {
NONE,
NON_EWS_ACCESS,
STRIDED_ACCESS,
MIXED_ORDER,
TAD_NON_EWS_ACCESS,
TAD_STRIDED_ACCESS,
}
private static AtomicLong invocationsCount = new AtomicLong(0);
private static OpProfiler ourInstance = new OpProfiler();
private static StringAggregator classAggergator = new StringAggregator();
private static StringAggregator longAggergator = new StringAggregator();
private static StringCounter classCounter = new StringCounter();
private static StringCounter opCounter = new StringCounter();
private static StringCounter classPairsCounter = new StringCounter();
private static StringCounter opPairsCounter = new StringCounter();
private static StringCounter matchingCounter = new StringCounter();
private static StringCounter matchingCounterDetailed = new StringCounter();
private static StringCounter matchingCounterInverted = new StringCounter();
private static StringCounter orderCounter = new StringCounter();
private static StackAggregator methodsAggregator = new StackAggregator();
// this aggregator holds getScalar/putScalar entries
private static StackAggregator scalarAggregator = new StackAggregator();
private static StackAggregator mixedOrderAggregator = new StackAggregator();
private static StackAggregator nonEwsAggregator = new StackAggregator();
private static StackAggregator stridedAggregator = new StackAggregator();
private static StackAggregator tadStridedAggregator = new StackAggregator();
private static StackAggregator tadNonEwsAggregator = new StackAggregator();
private static StackAggregator blasAggregator = new StackAggregator();
private static StringCounter blasOrderCounter = new StringCounter();
private static Logger logger = LoggerFactory.getLogger(OpProfiler.class);
private static final long THRESHOLD = 100000;
private String prevOpClass = "";
private String prevOpName = "";
private String prevOpMatching = "";
private String prevOpMatchingDetailed = "";
private String prevOpMatchingInverted = "";
private long lastZ = 0;
/**
* This method resets all counters
*/
public void reset() {
invocationsCount.set(0);
classAggergator.reset();
longAggergator.reset();
classCounter.reset();
opCounter.reset();
classPairsCounter.reset();
opPairsCounter.reset();
matchingCounter.reset();
matchingCounterDetailed.reset();
matchingCounterInverted.reset();
methodsAggregator.reset();
scalarAggregator.reset();
nonEwsAggregator.reset();
stridedAggregator.reset();
tadNonEwsAggregator.reset();
tadStridedAggregator.reset();
mixedOrderAggregator.reset();
blasAggregator.reset();
blasOrderCounter.reset();
orderCounter.reset();
}
public static OpProfiler getInstance() {
return ourInstance;
}
private OpProfiler() {
}
/**
* This method returns op class name
*
* @param op
* @return
*/
protected String getOpClass(Op op) {
if (op instanceof ScalarOp) {
return "ScalarOp";
} else if (op instanceof MetaOp) {
return "MetaOp";
} else if (op instanceof GridOp) {
return "GridOp";
} else if (op instanceof BroadcastOp) {
return "BroadcastOp";
} else if (op instanceof RandomOp) {
return "RandomOp";
} else if (op instanceof Accumulation) {
return "AccumulationOp";
} else if (op instanceof TransformOp) {
if (op.y() == null) {
return "TransformOp";
} else return "PairWiseTransformOp";
} else if (op instanceof IndexAccumulation) {
return "IndexAccumulationOp";
} else return "Unknown Op calls";
}
/**
* This method tracks INDArray.putScalar()/getScalar() calls
*/
public void processScalarCall() {
invocationsCount.incrementAndGet();
scalarAggregator.incrementCount();
}
/**
* This method tracks op calls
*
* @param op
*/
public void processOpCall(Op op) {
// total number of invocations
invocationsCount.incrementAndGet();
// number of invocations for this specific op
opCounter.incrementCount(op.name());
// number of invocations for specific class
String opClass = getOpClass(op);
classCounter.incrementCount(opClass);
if (op.x().data().address() == lastZ && op.z() == op.x() && op.y() == null) {
// we have possible shift here
matchingCounter.incrementCount(prevOpMatching + " -> " + opClass);
matchingCounterDetailed.incrementCount(prevOpMatchingDetailed + " -> " + opClass + " " + op.name());
} else {
matchingCounter.totalsIncrement();
matchingCounterDetailed.totalsIncrement();
if (op.y() != null && op.y().data().address() == lastZ) {
matchingCounterInverted.incrementCount(prevOpMatchingInverted + " -> " + opClass + " " + op.name());
} else {
matchingCounterInverted.totalsIncrement();
}
}
lastZ = op.z().data().address();
prevOpMatching = opClass;
prevOpMatchingDetailed = opClass + " " + op.name();
prevOpMatchingInverted = opClass + " " + op.name();
updatePairs(op.name(), opClass);
PenaltyCause[] causes = processOperands(op.x(), op.y(), op.z());
for (PenaltyCause cause: causes) {
switch (cause) {
case NON_EWS_ACCESS:
nonEwsAggregator.incrementCount();
break;
case STRIDED_ACCESS:
stridedAggregator.incrementCount();
break;
case MIXED_ORDER:
mixedOrderAggregator.incrementCount();
break;
case NONE:
default:
break;
}
}
}
public void processOpCall(Op op, DataBuffer... tadBuffers) {
processOpCall(op);
PenaltyCause[] causes = processTADOperands(tadBuffers);
for (PenaltyCause cause: causes) {
switch (cause) {
case TAD_NON_EWS_ACCESS:
tadNonEwsAggregator.incrementCount();
break;
case TAD_STRIDED_ACCESS:
tadStridedAggregator.incrementCount();
break;
case NONE:
default:
break;
}
}
}
/**
* Dev-time method.
*
* @return
*/
public StackAggregator getMixedOrderAggregator() {
// FIXME: remove this method, or make it protected
return mixedOrderAggregator;
}
public StackAggregator getScalarAggregator(){
return scalarAggregator;
}
protected void updatePairs(String opName, String opClass) {
// now we save pairs of ops/classes
String cOpNameKey = prevOpName + " -> " + opName;
String cOpClassKey = prevOpClass + " -> " + opClass;
classPairsCounter.incrementCount(cOpClassKey);
opPairsCounter.incrementCount(cOpNameKey);
prevOpName = opName;
prevOpClass = opClass;
}
public void timeOpCall(Op op, long startTime) {
long currentTime = System.nanoTime() - startTime;
classAggergator.putTime(getOpClass(op), op, currentTime);
if (currentTime > THRESHOLD) {
String keyExt = getOpClass(op) + " " + op.name() + " (" + op.opNum() + ")";
longAggergator.putTime(keyExt, currentTime);
}
}
/**
* This method tracks blasCalls
*/
@Deprecated
public void processBlasCall(String blasOpName) {
String key = "BLAS";
invocationsCount.incrementAndGet();
// using blas function name as key
opCounter.incrementCount(blasOpName);
// all blas calls share the same key
classCounter.incrementCount(key);
updatePairs(blasOpName, key);
prevOpMatching = "";
lastZ = 0;
}
public void timeBlasCall() {
}
/**
* This method prints out dashboard state
*/
public void printOutDashboard() {
logger.info("---Total Op Calls: {}", invocationsCount.get());
System.out.println();
logger.info("--- OpClass calls statistics: ---");
System.out.println(classCounter.asString());
System.out.println();
logger.info("--- OpClass pairs statistics: ---");
System.out.println(classPairsCounter.asString());
System.out.println();
logger.info("--- Individual Op calls statistics: ---");
System.out.println(opCounter.asString());
System.out.println();
logger.info("--- Matching Op calls statistics: ---");
System.out.println(matchingCounter.asString());
System.out.println();
logger.info("--- Matching detailed Op calls statistics: ---");
System.out.println(matchingCounterDetailed.asString());
System.out.println();
logger.info("--- Matching inverts Op calls statistics: ---");
System.out.println(matchingCounterInverted.asString());
System.out.println();
logger.info("--- Time for OpClass calls statistics: ---");
System.out.println(classAggergator.asString());
System.out.println();
logger.info("--- Time for long Op calls statistics: ---");
System.out.println(longAggergator.asString());
System.out.println();
logger.info("--- Time spent for Op calls statistics: ---");
System.out.println(classAggergator.asPercentageString());
System.out.println();
logger.info("--- Time spent for long Op calls statistics: ---");
System.out.println(longAggergator.asPercentageString());
System.out.println();
logger.info("--- Time spent within methods: ---");
methodsAggregator.renderTree(true);
System.out.println();
logger.info("--- Bad strides stack tree: ---");
System.out.println("Unique entries: " + stridedAggregator.getUniqueBranchesNumber());
stridedAggregator.renderTree();
System.out.println();
logger.info("--- non-EWS access stack tree: ---");
System.out.println("Unique entries: " + nonEwsAggregator.getUniqueBranchesNumber());
nonEwsAggregator.renderTree();
System.out.println();
logger.info("--- Mixed orders access stack tree: ---");
System.out.println("Unique entries: " + mixedOrderAggregator.getUniqueBranchesNumber());
mixedOrderAggregator.renderTree();
System.out.println();
logger.info("--- TAD bad strides stack tree: ---");
System.out.println("Unique entries: " + tadStridedAggregator.getUniqueBranchesNumber());
tadStridedAggregator.renderTree();
System.out.println();
logger.info("--- TAD non-EWS access stack tree: ---");
System.out.println("Unique entries: " + tadNonEwsAggregator.getUniqueBranchesNumber());
tadNonEwsAggregator.renderTree();
System.out.println();
logger.info("--- Scalar access stack tree: ---");
System.out.println("Unique entries: " + scalarAggregator.getUniqueBranchesNumber());
scalarAggregator.renderTree(false);
System.out.println();
logger.info("--- Blas GEMM odrders count: ---");
System.out.println(blasOrderCounter.asString());
System.out.println();
logger.info("--- BLAS access stack trace: ---");
System.out.println("Unique entries: " + blasAggregator.getUniqueBranchesNumber());
blasAggregator.renderTree(false);
System.out.println();
}
public long getInvocationsCount() {
return invocationsCount.get();
}
/**
* This method builds
* @param op
*/
public void processStackCall(Op op, long timeStart ) {
//StackTraceElement stack[] = Thread.currentThread().getStackTrace();
long timeSpent = (System.nanoTime() - timeStart) / 1000;
/*
basically we want to unroll stack trace for few levels ABOVE nd4j classes
and update invocations list for last few levels, to keep that stat on few levels
*/
methodsAggregator.incrementCount(timeSpent);
/*
int level = 0;
String level1 = null;
String level2 = null;
for (int e = 1; e < stack.length; e++) {
boolean isNd4j = false;
String cClass = stack[e].getClassName();
if (cClass == null|| cClass.isEmpty())
continue;
String split[] = cClass.split("\\.");
// TODO: add optional mode here probably, saving results for subset of stack trace only
if (split[1].equals("nd4j"))
isNd4j = true;
else
level++;
if (level == 1)
level1 = cClass + "#" + stack[e].getMethodName();
else if (level == 2)
level2 = cClass + "#" + stack[e].getMethodName();
long timeSpent = System.nanoTime() - timeStart;
// methodsAggregator.putTime(cClass + "." + stack[e].getMethodName() + "() :" + stack[e].getLineNumber(), timeSpent);
}
*/
}
public String processOrders(INDArray... operands) {
StringBuffer buffer = new StringBuffer();
for (int e = 0; e < operands.length; e++) {
if (operands[e] == null)
buffer.append("null");
else
buffer.append(new String("" + operands[e].ordering()).toUpperCase());
if (e < operands.length - 1)
buffer.append(" x ");
}
orderCounter.incrementCount(buffer.toString());
return buffer.toString();
}
public void processBlasCall(boolean isGemm, INDArray... operands) {
if (isGemm) {
/**
* but for gemm we also care about equal orders case: FF, CC
*/
String key = processOrders(operands);
blasOrderCounter.incrementCount(key);
PenaltyCause[] causes = processOperands(operands);
for (PenaltyCause cause : causes) {
switch (cause) {
case NON_EWS_ACCESS:
case STRIDED_ACCESS:
case NONE: {
blasAggregator.incrementCount();
}
break;
case MIXED_ORDER: // we wo nothing for gemm in this case
default:
break;
}
}
} else {
/**
*
* by default we only care about strides.
*
*/
PenaltyCause[] causes = processOperands(operands);
for (PenaltyCause cause : causes) {
switch (cause) {
case NON_EWS_ACCESS:
nonEwsAggregator.incrementCount();
break;
case STRIDED_ACCESS:
stridedAggregator.incrementCount();
break;
case MIXED_ORDER:
mixedOrderAggregator.incrementCount();
break;
case NONE:
default:
break;
}
}
}
}
public PenaltyCause[] processOperands(INDArray x, INDArray y) {
List penalties = new ArrayList<>();
if (x.ordering() != y.ordering()) {
penalties.add(PenaltyCause.MIXED_ORDER);
}
if (x.elementWiseStride() < 1) {
penalties.add(PenaltyCause.NON_EWS_ACCESS);
} else if (y.elementWiseStride() < 1) {
penalties.add(PenaltyCause.NON_EWS_ACCESS);
}
if (x.elementWiseStride() > 1) {
penalties.add(PenaltyCause.STRIDED_ACCESS);
} else if (y.elementWiseStride() > 1) {
penalties.add(PenaltyCause.STRIDED_ACCESS);
}
if (penalties.isEmpty())
penalties.add(NONE);
return penalties.toArray(new PenaltyCause[0]);
}
public PenaltyCause[] processTADOperands(DataBuffer... tadBuffers) {
List causes = new ArrayList<>();
for (DataBuffer tadBuffer: tadBuffers) {
if (tadBuffer == null)
continue;
int rank = tadBuffer.getInt(0);
int length = rank * 2 + 4;
int ews = tadBuffer.getInt(length - 2);
if ((ews < 1 || rank > 2 || (rank == 2 && tadBuffer.getInt(1) > 1 && tadBuffer.getInt(2) > 1)) && !causes.contains(PenaltyCause.TAD_NON_EWS_ACCESS))
causes.add(PenaltyCause.TAD_NON_EWS_ACCESS);
else if (ews > 1 && !causes.contains(PenaltyCause.TAD_STRIDED_ACCESS))
causes.add(PenaltyCause.TAD_STRIDED_ACCESS);
}
if (causes.isEmpty())
causes.add(NONE);
return causes.toArray(new PenaltyCause[0]);
}
public PenaltyCause[] processOperands(INDArray x, INDArray y, INDArray z) {
if (y == null)
return processOperands(x, z);
if (x == z || y == z) {
return processOperands(x, y);
} else {
PenaltyCause causeXY[] = processOperands(x, y);
PenaltyCause causeXZ[] = processOperands(x, z);
if ((causeXY.length == 1 && causeXY[0] == NONE) && (causeXZ.length == 1 && causeXZ[0] == NONE)) {
return causeXY;
} else if (causeXY.length == 1 && causeXY[0] == NONE) {
return causeXZ;
} else if (causeXZ.length == 1 && causeXZ[0] == NONE) {
return causeXY;
} else return joinDistinct(causeXY, causeXZ);
}
}
protected PenaltyCause[] joinDistinct(PenaltyCause[] a, PenaltyCause[] b) {
List causes = new ArrayList<>();
for (PenaltyCause cause: a) {
if (cause != null && !causes.contains(cause))
causes.add(cause);
}
for (PenaltyCause cause: b) {
if (cause != null && !causes.contains(cause))
causes.add(cause);
}
return causes.toArray(new PenaltyCause[0]);
}
/**
* This method checks for something somewhere
*
* @param operands
*/
public PenaltyCause[] processOperands(INDArray... operands) {
if (operands == null)
return new PenaltyCause[]{NONE};
List causes = new ArrayList<>();
for (int e = 0; e < operands.length - 1; e++) {
if (operands[e] == null && operands[e+1] == null)
continue;
PenaltyCause lc[] = processOperands(operands[e], operands[e+1]);
for (PenaltyCause cause: lc) {
if (cause != NONE && !causes.contains(cause))
causes.add(cause);
}
}
if (causes.isEmpty())
causes.add(NONE);
return causes.toArray(new PenaltyCause[0]);
}
public void processMemoryAccess() {
}
}
