use of com.tencent.angel.psagent.matrix.MatrixClient in project angel by Tencent.
the class UpdateRowsTest method testSparseIntLongKeyUDF.
public void testSparseIntLongKeyUDF() throws Exception {
Worker worker = LocalClusterContext.get().getWorker(workerAttempt0Id).getWorker();
MatrixClient client1 = worker.getPSAgent().getMatrixClient(SPARSE_INT_LONG_MAT, 0);
int matrixW1Id = client1.getMatrixId();
long[] index = genLongIndexs(feaNum, nnz);
LongIntVector deltaVec = null;
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = new LongIntVector(feaNum, new LongIntSparseVectorStorage(feaNum));
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], (int) index[i]);
}
client1.update(rowId, deltaVec);
}
int[] rowIds = new int[rowNum];
for (int i = 0; i < rowNum; i++) {
rowIds[i] = i;
}
Vector[] rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (long id : index) {
Assert.assertEquals(((LongIntVector) rows[i]).get(id), deltaVec.get(id), zero);
}
}
client1.zero();
LongIntVector[] deltaVecs = new LongIntVector[rowNum];
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = VFactory.sparseLongKeyIntVector(feaNum, index.length);
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], (int) index[i]);
}
deltaVecs[rowId] = deltaVec;
}
client1.update(rowIds, deltaVecs);
rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (long id : index) {
Assert.assertEquals(((LongIntVector) rows[i]).get(id), deltaVecs[i].get(id), zero);
}
}
client1.zero();
deltaVecs = new LongIntVector[rowNum];
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = VFactory.sparseLongKeyIntVector(feaNum, index.length);
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], (int) index[i]);
}
deltaVecs[rowId] = deltaVec;
}
client1.increment(rowIds, deltaVecs, true);
rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (long id : index) {
Assert.assertEquals(((LongIntVector) rows[i]).get(id), deltaVecs[i].get(id), zero);
}
}
}
use of com.tencent.angel.psagent.matrix.MatrixClient in project angel by Tencent.
the class UpdateRowsTest method testDenseIntUDF.
public void testDenseIntUDF() throws Exception {
Worker worker = LocalClusterContext.get().getWorker(workerAttempt0Id).getWorker();
MatrixClient client1 = worker.getPSAgent().getMatrixClient(DENSE_INT_MAT, 0);
int matrixW1Id = client1.getMatrixId();
int[] index = genIndexs(feaNum, nnz);
IntIntVector deltaVec = null;
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = new IntIntVector(feaNum, new IntIntDenseVectorStorage(feaNum));
for (int i = 0; i < feaNum; i++) deltaVec.set(i, i);
client1.update(rowId, deltaVec);
}
int[] rowIds = new int[rowNum];
for (int i = 0; i < rowNum; i++) {
rowIds[i] = i;
}
Vector[] rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (int id : index) {
Assert.assertEquals(((IntIntVector) rows[i]).get(id), deltaVec.get(id), zero);
}
}
client1.zero();
IntIntVector[] deltaVecs = new IntIntVector[rowNum];
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = VFactory.sparseIntVector(feaNum, index.length);
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], index[i]);
}
deltaVecs[rowId] = deltaVec;
}
client1.update(rowIds, deltaVecs);
rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (int id : index) {
Assert.assertEquals(((IntIntVector) rows[i]).get(id), deltaVecs[i].get(id), zero);
}
}
client1.zero();
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = VFactory.sparseIntVector(feaNum, index.length);
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], index[i]);
}
deltaVecs[rowId] = deltaVec;
}
client1.increment(rowIds, deltaVecs, true);
rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (int id : index) {
Assert.assertEquals(((IntIntVector) rows[i]).get(id), deltaVecs[i].get(id), zero);
}
}
}
use of com.tencent.angel.psagent.matrix.MatrixClient in project angel by Tencent.
the class UpdateRowsTest method testDenseLongUDF.
public void testDenseLongUDF() throws Exception {
Worker worker = LocalClusterContext.get().getWorker(workerAttempt0Id).getWorker();
MatrixClient client1 = worker.getPSAgent().getMatrixClient(DENSE_LONG_MAT, 0);
int matrixW1Id = client1.getMatrixId();
int[] index = genIndexs(feaNum, nnz);
IntLongVector deltaVec = null;
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = new IntLongVector(feaNum, new IntLongDenseVectorStorage(feaNum));
for (int i = 0; i < feaNum; i++) deltaVec.set(i, i);
client1.update(rowId, deltaVec);
}
int[] rowIds = new int[rowNum];
for (int i = 0; i < rowNum; i++) {
rowIds[i] = i;
}
Vector[] rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (int id : index) {
Assert.assertEquals(((IntLongVector) rows[i]).get(id), deltaVec.get(id), zero);
}
}
client1.zero();
IntLongVector[] deltaVecs = new IntLongVector[rowNum];
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = VFactory.sparseLongVector(feaNum, index.length);
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], index[i]);
}
deltaVecs[rowId] = deltaVec;
}
client1.update(rowIds, deltaVecs);
rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (int id : index) {
Assert.assertEquals(((IntLongVector) rows[i]).get(id), deltaVecs[i].get(id), zero);
}
}
client1.zero();
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = VFactory.sparseLongVector(feaNum, index.length);
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], index[i]);
}
deltaVecs[rowId] = deltaVec;
}
client1.increment(rowIds, deltaVecs, true);
rows = client1.get(rowIds, index);
for (int i = 0; i < rowNum; i++) {
for (int id : index) {
Assert.assertEquals(((IntLongVector) rows[i]).get(id), deltaVecs[i].get(id), zero);
}
}
}
use of com.tencent.angel.psagent.matrix.MatrixClient in project angel by Tencent.
the class PSManagerTest method testPSError.
@Test
public void testPSError() throws Exception {
try {
int heartbeatInterval = LocalClusterContext.get().getConf().getInt(AngelConf.ANGEL_PS_HEARTBEAT_INTERVAL_MS, AngelConf.DEFAULT_ANGEL_PS_HEARTBEAT_INTERVAL_MS);
AngelApplicationMaster angelAppMaster = LocalClusterContext.get().getMaster().getAppMaster();
ParameterServerManager psManager = angelAppMaster.getAppContext().getParameterServerManager();
AMParameterServer amPs = psManager.getParameterServer(psId);
PSAttempt psAttempt0 = amPs.getPSAttempt(psAttempt0Id);
ParameterServer ps = LocalClusterContext.get().getPS(psAttempt0Id).getPS();
Worker worker = LocalClusterContext.get().getWorker(worker0Attempt0Id).getWorker();
int w1Id = angelAppMaster.getAppContext().getMatrixMetaManager().getMatrix("w1").getId();
int w2Id = angelAppMaster.getAppContext().getMatrixMetaManager().getMatrix("w2").getId();
Location masterLoc = LocalClusterContext.get().getMaster().getAppMaster().getAppContext().getMasterService().getLocation();
TConnection connection = TConnectionManager.getConnection(ps.getConf());
MasterProtocol master = connection.getMasterService(masterLoc.getIp(), masterLoc.getPort());
int task0Iteration = 2;
int task1Iteration = 1;
int task0w1Clock = 10;
int task0w2Clock = 20;
int task1w1Clock = 9;
int task1w2Clock = 19;
int w1Clock = (task0w1Clock < task1w1Clock) ? task0w1Clock : task1w1Clock;
int w2Clock = (task0w2Clock < task1w2Clock) ? task0w2Clock : task1w2Clock;
TaskContext task0Context = worker.getTaskManager().getRunningTask().get(task0Id).getTaskContext().getContext();
TaskContext task1Context = worker.getTaskManager().getRunningTask().get(task1Id).getTaskContext().getContext();
master.taskIteration(null, TaskIterationRequest.newBuilder().setIteration(task0Iteration).setTaskId(ProtobufUtil.convertToIdProto(task0Id)).build());
master.taskIteration(null, TaskIterationRequest.newBuilder().setIteration(task1Iteration).setTaskId(ProtobufUtil.convertToIdProto(task1Id)).build());
master.taskClock(null, TaskClockRequest.newBuilder().setTaskId(ProtobufUtil.convertToIdProto(task0Id)).setMatrixClock(MatrixClock.newBuilder().setMatrixId(w1Id).setClock(task0w1Clock).build()).build());
master.taskClock(null, TaskClockRequest.newBuilder().setTaskId(ProtobufUtil.convertToIdProto(task0Id)).setMatrixClock(MatrixClock.newBuilder().setMatrixId(w2Id).setClock(task0w2Clock).build()).build());
master.taskClock(null, TaskClockRequest.newBuilder().setTaskId(ProtobufUtil.convertToIdProto(task1Id)).setMatrixClock(MatrixClock.newBuilder().setMatrixId(w1Id).setClock(task1w1Clock).build()).build());
master.taskClock(null, TaskClockRequest.newBuilder().setTaskId(ProtobufUtil.convertToIdProto(task1Id)).setMatrixClock(MatrixClock.newBuilder().setMatrixId(w2Id).setClock(task1w2Clock).build()).build());
assertEquals(amPs.getMaxAttempts(), 4);
PSAttemptId psAttempt1Id = new PSAttemptId(psId, 1);
PSAttemptId psAttempt2Id = new PSAttemptId(psId, 2);
PSAttemptId psAttempt3Id = new PSAttemptId(psId, 3);
// attempt 0
ps.stop(-1);
PSErrorRequest request = PSErrorRequest.newBuilder().setPsAttemptId(ProtobufUtil.convertToIdProto(psAttempt0Id)).setMsg("out of memory").build();
master.psError(null, request);
Thread.sleep(heartbeatInterval * 2);
PSAttempt psAttempt1 = amPs.getPSAttempt(psAttempt1Id);
assertTrue(psAttempt1 != null);
assertEquals(psAttempt0.getInternalState(), PSAttemptStateInternal.FAILED);
assertEquals(psAttempt1.getInternalState(), PSAttemptStateInternal.RUNNING);
assertEquals(amPs.getState(), AMParameterServerState.RUNNING);
assertEquals(amPs.getNextAttemptNumber(), 2);
assertEquals(amPs.getRunningAttemptId(), psAttempt1Id);
assertNull(amPs.getSuccessAttemptId());
assertEquals(amPs.getPSAttempts().size(), 2);
List<String> diagnostics = amPs.getDiagnostics();
assertEquals(diagnostics.size(), 1);
assertEquals(diagnostics.get(0), psAttempt0Id + " failed due to: out of memory");
ps = LocalClusterContext.get().getPS(psAttempt1Id).getPS();
checkMatrixInfo(ps, w1Id, w2Id, w1Clock, w2Clock);
MatrixClient w1Task0Client = worker.getPSAgent().getMatrixClient("w1", 0);
MatrixClient w1Task1Client = worker.getPSAgent().getMatrixClient("w1", 1);
int matrixW1Id = w1Task0Client.getMatrixId();
int[] delta = new int[100000];
for (int i = 0; i < 100000; i++) {
delta[i] = 2;
}
IntIntVector deltaVec = new IntIntVector(100000, new IntIntDenseVectorStorage(delta));
deltaVec.setMatrixId(matrixW1Id);
deltaVec.setRowId(0);
w1Task0Client.increment(deltaVec);
deltaVec = new IntIntVector(100000, new IntIntDenseVectorStorage(delta));
deltaVec.setMatrixId(matrixW1Id);
deltaVec.setRowId(0);
w1Task1Client.increment(deltaVec);
w1Task0Client.clock().get();
w1Task1Client.clock().get();
ps = LocalClusterContext.get().getPS(psAttempt1Id).getPS();
int snapshotInterval = LocalClusterContext.get().getConf().getInt(AngelConf.ANGEL_PS_BACKUP_INTERVAL_MS, AngelConf.DEFAULT_ANGEL_PS_BACKUP_INTERVAL_MS);
Thread.sleep(snapshotInterval * 2);
// attempt1
ps.stop(-1);
request = PSErrorRequest.newBuilder().setPsAttemptId(ProtobufUtil.convertToIdProto(psAttempt1Id)).setMsg("out of memory").build();
master.psError(null, request);
Thread.sleep(heartbeatInterval * 2);
PSAttempt psAttempt2 = amPs.getPSAttempt(psAttempt2Id);
assertTrue(psAttempt2 != null);
assertEquals(psAttempt1.getInternalState(), PSAttemptStateInternal.FAILED);
assertEquals(psAttempt2.getInternalState(), PSAttemptStateInternal.RUNNING);
assertEquals(amPs.getState(), AMParameterServerState.RUNNING);
assertEquals(amPs.getNextAttemptNumber(), 3);
assertEquals(amPs.getRunningAttemptId(), psAttempt2Id);
assertNull(amPs.getSuccessAttemptId());
assertEquals(amPs.getPSAttempts().size(), 3);
diagnostics = amPs.getDiagnostics();
assertEquals(diagnostics.size(), 2);
assertEquals(diagnostics.get(0), psAttempt0Id + " failed due to: out of memory");
assertEquals(diagnostics.get(1), psAttempt1Id + " failed due to: out of memory");
ps = LocalClusterContext.get().getPS(psAttempt2Id).getPS();
checkMatrixInfo(ps, w1Id, w2Id, w1Clock + 1, w2Clock);
assertEquals(sum((IntIntVector) w1Task0Client.getRow(0)), 400000);
// attempt1
ps.stop(-1);
request = PSErrorRequest.newBuilder().setPsAttemptId(ProtobufUtil.convertToIdProto(psAttempt2Id)).setMsg("out of memory").build();
master.psError(null, request);
Thread.sleep(heartbeatInterval * 2);
PSAttempt psAttempt3 = amPs.getPSAttempt(psAttempt3Id);
assertTrue(psAttempt3 != null);
assertEquals(psAttempt2.getInternalState(), PSAttemptStateInternal.FAILED);
assertEquals(psAttempt3.getInternalState(), PSAttemptStateInternal.RUNNING);
assertEquals(amPs.getState(), AMParameterServerState.RUNNING);
assertEquals(amPs.getNextAttemptNumber(), 4);
assertEquals(amPs.getRunningAttemptId(), psAttempt3Id);
assertNull(amPs.getSuccessAttemptId());
assertEquals(amPs.getPSAttempts().size(), 4);
diagnostics = amPs.getDiagnostics();
assertEquals(diagnostics.size(), 3);
assertEquals(diagnostics.get(0), psAttempt0Id + " failed due to: out of memory");
assertEquals(diagnostics.get(1), psAttempt1Id + " failed due to: out of memory");
assertEquals(diagnostics.get(2), psAttempt2Id + " failed due to: out of memory");
ps = LocalClusterContext.get().getPS(psAttempt3Id).getPS();
checkMatrixInfo(ps, w1Id, w2Id, w1Clock + 1, w2Clock);
ps.stop(-1);
request = PSErrorRequest.newBuilder().setPsAttemptId(ProtobufUtil.convertToIdProto(psAttempt3Id)).setMsg("out of memory").build();
master.psError(null, request);
Thread.sleep(heartbeatInterval * 2);
assertEquals(psAttempt3.getInternalState(), PSAttemptStateInternal.FAILED);
assertEquals(amPs.getState(), AMParameterServerState.FAILED);
assertEquals(angelAppMaster.getAppContext().getApp().getExternAppState(), AppState.FAILED);
assertEquals(amPs.getNextAttemptNumber(), 4);
assertNull(amPs.getRunningAttemptId());
assertNull(amPs.getSuccessAttemptId());
assertEquals(amPs.getPSAttempts().size(), 4);
diagnostics = amPs.getDiagnostics();
assertEquals(diagnostics.size(), 4);
assertEquals(diagnostics.get(0), psAttempt0Id + " failed due to: out of memory");
assertEquals(diagnostics.get(1), psAttempt1Id + " failed due to: out of memory");
assertEquals(diagnostics.get(2), psAttempt2Id + " failed due to: out of memory");
assertEquals(diagnostics.get(3), psAttempt3Id + " failed due to: out of memory");
} catch (Exception x) {
LOG.error("run testPSError failed ", x);
throw x;
}
}
use of com.tencent.angel.psagent.matrix.MatrixClient in project angel by Tencent.
the class GetRowsTest method testSparseFloatUDF.
public void testSparseFloatUDF() throws Exception {
Worker worker = LocalClusterContext.get().getWorker(workerAttempt0Id).getWorker();
MatrixClient client1 = worker.getPSAgent().getMatrixClient(SPARSE_FLOAT_MAT, 0);
int[] index = genIndexs(feaNum, nnz);
IntFloatVector deltaVec = null;
for (int rowId = 0; rowId < rowNum; rowId++) {
deltaVec = new IntFloatVector(feaNum, new IntFloatSparseVectorStorage(feaNum));
for (int i = 0; i < index.length; i++) {
deltaVec.set(index[i], index[i]);
}
client1.increment(rowId, deltaVec, true);
}
int[] rowIds = new int[rowNum];
for (int i = 0; i < rowNum; i++) {
rowIds[i] = i;
}
Vector[] rows = client1.getRows(rowIds);
for (int i = 0; i < rowNum; i++) {
for (int id : index) {
Assert.assertEquals(((IntFloatVector) rows[i]).get(id), deltaVec.get(id), zero);
}
Assert.assertEquals(index.length, ((IntFloatVector) rows[i]).size());
}
}
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