use of com.tencent.angel.master.matrixmeta.AMMatrixMetaManager in project angel by Tencent.
the class MasterService method releaseMatrices.
/**
* Release matrices
* @param controller
* @param request
* @return
* @throws ServiceException
*/
@Override
public ReleaseMatricesResponse releaseMatrices(RpcController controller, ReleaseMatricesRequest request) throws ServiceException {
AMMatrixMetaManager matrixMetaManager = context.getMatrixMetaManager();
List<String> matrixNames = request.getMatrixNamesList();
int size = matrixNames.size();
for (int i = 0; i < size; i++) {
matrixMetaManager.releaseMatrix(matrixNames.get(i));
}
return ReleaseMatricesResponse.newBuilder().build();
}
use of com.tencent.angel.master.matrixmeta.AMMatrixMetaManager in project angel by Tencent.
the class AppStateStorage method loadMatrixMeta.
/**
* load matrix meta from file
* @return MatrixMetaManager matrix meta storage
* @throws IOException, ClassNotFoundException, InvalidParameterException
*/
public AMMatrixMetaManager loadMatrixMeta() throws IOException, ClassNotFoundException, InvalidParameterException {
try {
matrixMetaLock.lock();
Path matrixFilePath = null;
try {
matrixFilePath = findFilePathUsePrefix(matrixMetaFileNamePrefix);
} catch (Exception x) {
LOG.error("find matrix meta file failed.", x);
return null;
}
if (matrixFilePath == null) {
return null;
}
FSDataInputStream inputStream = fs.open(new Path(writeDir, matrixFilePath));
AMMatrixMetaManager matrixMetaManager = new AMMatrixMetaManager(context);
matrixMetaManager.deserialize(inputStream);
return matrixMetaManager;
} finally {
matrixMetaLock.unlock();
}
}
use of com.tencent.angel.master.matrixmeta.AMMatrixMetaManager in project angel by Tencent.
the class MatrixMetaManagerTest method testCreateMatrix.
@Test
public void testCreateMatrix() throws Exception {
try {
LOG.info("===========================testCreateMatrix===============================");
Worker worker = LocalClusterContext.get().getWorker(worker0Attempt0Id).getWorker();
MasterClient masterClient = worker.getPSAgent().getMasterClient();
int w3Id = -1;
int w4Id = -1;
// add matrix
MatrixContext mMatrix = new MatrixContext();
mMatrix.setName("w3");
mMatrix.setRowNum(1);
mMatrix.setColNum(100000);
mMatrix.setMaxRowNumInBlock(1);
mMatrix.setMaxColNumInBlock(50000);
mMatrix.setRowType(RowType.T_DOUBLE_DENSE);
mMatrix.set(MatrixConf.MATRIX_OPLOG_ENABLEFILTER, "false");
mMatrix.set(MatrixConf.MATRIX_HOGWILD, "true");
mMatrix.set(MatrixConf.MATRIX_AVERAGE, "false");
mMatrix.set(MatrixConf.MATRIX_OPLOG_TYPE, "DENSE_DOUBLE");
masterClient.createMatrix(mMatrix, 10000);
mMatrix.setName("w4");
mMatrix.setRowNum(1);
mMatrix.setColNum(100000);
mMatrix.setMaxRowNumInBlock(1);
mMatrix.setMaxColNumInBlock(50000);
mMatrix.setRowType(RowType.T_DOUBLE_DENSE);
mMatrix.set(MatrixConf.MATRIX_OPLOG_ENABLEFILTER, "false");
mMatrix.set(MatrixConf.MATRIX_HOGWILD, "true");
mMatrix.set(MatrixConf.MATRIX_AVERAGE, "false");
mMatrix.set(MatrixConf.MATRIX_OPLOG_TYPE, "DENSE_DOUBLE");
masterClient.createMatrix(mMatrix, 10000);
MatrixMeta w3Meta = worker.getPSAgent().getMatrixMetaManager().getMatrixMeta("w3");
MatrixMeta w4Meta = worker.getPSAgent().getMatrixMetaManager().getMatrixMeta("w4");
assertEquals(w3Meta.getRowNum(), 1);
assertEquals(w3Meta.getColNum(), 100000);
assertEquals(w3Meta.getRowType(), RowType.T_DOUBLE_DENSE);
assertEquals(w4Meta.getRowNum(), 1);
assertEquals(w4Meta.getColNum(), 100000);
assertEquals(w4Meta.getRowType(), RowType.T_DOUBLE_DENSE);
w3Id = w3Meta.getId();
w4Id = w4Meta.getId();
AngelApplicationMaster angelAppMaster = LocalClusterContext.get().getMaster().getAppMaster();
assertTrue(angelAppMaster != null);
AMMatrixMetaManager matrixMetaManager = angelAppMaster.getAppContext().getMatrixMetaManager();
MatrixMeta matrixw3Proto = matrixMetaManager.getMatrix("w3");
MatrixMeta matrixw4Proto = matrixMetaManager.getMatrix("w4");
assertNotNull(matrixw3Proto);
assertNotNull(matrixw4Proto);
assertEquals(matrixw3Proto.getRowNum(), 1);
assertEquals(matrixw3Proto.getColNum(), 100000);
assertEquals(matrixw3Proto.getPartitionMetas().size(), 2);
Map<Integer, PartitionMeta> w3Parts = matrixw3Proto.getPartitionMetas();
assertEquals(w3Parts.get(0).getPss().get(0), psId);
assertEquals(w3Parts.get(0).getPartId(), 0);
assertEquals(w3Parts.get(0).getStartRow(), 0);
assertEquals(w3Parts.get(0).getEndRow(), 1);
assertEquals(w3Parts.get(0).getStartCol(), 0);
assertEquals(w3Parts.get(0).getEndCol(), 50000);
assertEquals(w3Parts.get(1).getPartId(), 1);
assertEquals(w3Parts.get(1).getStartRow(), 0);
assertEquals(w3Parts.get(1).getEndRow(), 1);
assertEquals(w3Parts.get(1).getStartCol(), 50000);
assertEquals(w3Parts.get(1).getEndCol(), 100000);
Map<Integer, PartitionMeta> w4Parts = matrixw4Proto.getPartitionMetas();
assertEquals(w4Parts.get(0).getPss().get(0), psId);
assertEquals(w4Parts.get(0).getPartId(), 0);
assertEquals(w4Parts.get(0).getStartRow(), 0);
assertEquals(w4Parts.get(0).getEndRow(), 1);
assertEquals(w4Parts.get(0).getStartCol(), 0);
assertEquals(w4Parts.get(0).getEndCol(), 50000);
assertEquals(w4Parts.get(1).getPartId(), 1);
assertEquals(w4Parts.get(1).getStartRow(), 0);
assertEquals(w4Parts.get(1).getEndRow(), 1);
assertEquals(w4Parts.get(1).getStartCol(), 50000);
assertEquals(w4Parts.get(1).getEndCol(), 100000);
ParameterServer ps = LocalClusterContext.get().getPS(psAttempt0Id).getPS();
PSMatrixMetaManager matrixPartManager = ps.getMatrixMetaManager();
PartitionMeta w3Part0 = matrixPartManager.getPartMeta(w3Id, 0);
PartitionMeta w3Part1 = matrixPartManager.getPartMeta(w3Id, 1);
assertTrue(w3Part0 != null);
assertTrue(w3Part1 != null);
assertEquals(w3Part0.getPartitionKey().getStartRow(), 0);
assertEquals(w3Part0.getPartitionKey().getEndRow(), 1);
assertEquals(w3Part0.getPartitionKey().getStartCol(), 0);
assertEquals(w3Part0.getPartitionKey().getEndCol(), 50000);
assertEquals(w3Part1.getPartitionKey().getStartRow(), 0);
assertEquals(w3Part1.getPartitionKey().getEndRow(), 1);
assertEquals(w3Part1.getPartitionKey().getStartCol(), 50000);
assertEquals(w3Part1.getPartitionKey().getEndCol(), 100000);
PartitionMeta w4Part0 = matrixPartManager.getPartMeta(w4Id, 0);
PartitionMeta w4Part1 = matrixPartManager.getPartMeta(w4Id, 1);
assertTrue(w4Part0 != null);
assertTrue(w4Part1 != null);
assertEquals(w4Part0.getPartitionKey().getStartRow(), 0);
assertEquals(w4Part0.getPartitionKey().getEndRow(), 1);
assertEquals(w4Part0.getPartitionKey().getStartCol(), 0);
assertEquals(w4Part0.getPartitionKey().getEndCol(), 50000);
assertEquals(w4Part1.getPartitionKey().getStartRow(), 0);
assertEquals(w4Part1.getPartitionKey().getEndRow(), 1);
assertEquals(w4Part1.getPartitionKey().getStartCol(), 50000);
assertEquals(w4Part1.getPartitionKey().getEndCol(), 100000);
MatrixClient w4ClientForTask0 = worker.getPSAgent().getMatrixClient("w4", 0);
MatrixClient w4ClientForTask1 = worker.getPSAgent().getMatrixClient("w4", 1);
TaskContext task0Context = w4ClientForTask0.getTaskContext();
TaskContext task1Context = w4ClientForTask1.getTaskContext();
double[] delta = new double[100000];
for (int i = 0; i < delta.length; i++) {
delta[i] = 1.0;
}
int iterIndex = 0;
while (iterIndex < 5) {
DenseDoubleVector row1 = (DenseDoubleVector) w4ClientForTask0.getRow(0);
double sum1 = sum(row1.getValues());
LOG.info("taskid=" + task0Context.getIndex() + ", matrixId=" + w4ClientForTask0.getMatrixId() + ", rowIndex=0, local row sum=" + sum1);
DenseDoubleVector deltaRow1 = new DenseDoubleVector(delta.length, delta);
deltaRow1.setMatrixId(w4ClientForTask0.getMatrixId());
deltaRow1.setRowId(0);
w4ClientForTask0.increment(deltaRow1);
w4ClientForTask0.clock().get();
task0Context.increaseEpoch();
DenseDoubleVector row2 = (DenseDoubleVector) w4ClientForTask1.getRow(0);
double sum2 = sum(row2.getValues());
LOG.info("taskid=" + task1Context.getIndex() + ", matrixId=" + w4ClientForTask1.getMatrixId() + ", rowIndex=1, local row sum=" + sum2);
DenseDoubleVector deltaRow2 = new DenseDoubleVector(delta.length, delta);
deltaRow2.setMatrixId(w4ClientForTask1.getMatrixId());
deltaRow2.setRowId(0);
w4ClientForTask1.increment(deltaRow2);
w4ClientForTask1.clock().get();
task1Context.increaseEpoch();
iterIndex++;
}
AMTaskManager amTaskManager = angelAppMaster.getAppContext().getTaskManager();
AMTask amTask0 = amTaskManager.getTask(task0Id);
AMTask amTask1 = amTaskManager.getTask(task1Id);
assertEquals(amTask0.getIteration(), 5);
assertEquals(amTask1.getIteration(), 5);
Int2IntOpenHashMap task0MatrixClocks = amTask0.getMatrixClocks();
assertEquals(task0MatrixClocks.size(), 1);
assertEquals(task0MatrixClocks.get(w4Id), 5);
Int2IntOpenHashMap task1MatrixClocks = amTask1.getMatrixClocks();
assertEquals(task1MatrixClocks.size(), 1);
assertEquals(task1MatrixClocks.get(w4Id), 5);
DenseDoubleVector row1 = (DenseDoubleVector) w4ClientForTask0.getRow(0);
double sum1 = sum(row1.getValues());
assertEquals(sum1, 1000000.0, 0.000001);
DenseDoubleVector row2 = (DenseDoubleVector) w4ClientForTask1.getRow(0);
double sum2 = sum(row2.getValues());
assertEquals(sum2, 1000000.0, 0.000001);
masterClient.releaseMatrix(w3Meta.getName());
Thread.sleep(10000);
matrixw3Proto = matrixMetaManager.getMatrix("w3");
assertTrue(matrixw3Proto == null);
MatrixStorageManager matrixStorageManager = LocalClusterContext.get().getPS(psAttempt0Id).getPS().getMatrixStorageManager();
ServerMatrix sw3 = matrixStorageManager.getMatrix(w3Id);
assertTrue(sw3 == null);
w4ClientForTask0.clock().get();
w4ClientForTask1.clock().get();
row1 = (DenseDoubleVector) w4ClientForTask0.getRow(0);
sum1 = sum(row1.getValues());
assertEquals(sum1, 1000000.0, 0.000001);
row2 = (DenseDoubleVector) w4ClientForTask1.getRow(0);
sum2 = sum(row2.getValues());
assertEquals(sum2, 1000000.0, 0.000001);
} catch (Exception x) {
LOG.error("run testCreateMatrix failed ", x);
throw x;
}
}
use of com.tencent.angel.master.matrixmeta.AMMatrixMetaManager in project angel by Tencent.
the class MatrixMetaManagerTest method testMatrixMetaManager.
@Test
public void testMatrixMetaManager() throws Exception {
try {
LOG.info("===========================testMatrixMetaManager===============================");
AngelApplicationMaster angelAppMaster = LocalClusterContext.get().getMaster().getAppMaster();
assertTrue(angelAppMaster != null);
AMMatrixMetaManager matrixMetaManager = angelAppMaster.getAppContext().getMatrixMetaManager();
MatrixMeta matrixw1Proto = matrixMetaManager.getMatrix("w1");
MatrixMeta matrixw2Proto = matrixMetaManager.getMatrix("w2");
assertTrue(matrixw1Proto != null);
assertTrue(matrixw2Proto != null);
assertEquals(matrixw1Proto.getRowNum(), 1);
assertEquals(matrixw1Proto.getColNum(), 100000);
assertEquals(matrixw1Proto.getPartitionMetas().size(), 2);
Map<Integer, PartitionMeta> w1Parts = matrixw1Proto.getPartitionMetas();
assertEquals(w1Parts.get(0).getPss().get(0), psId);
assertEquals(w1Parts.get(0).getPartId(), 0);
assertEquals(w1Parts.get(0).getStartRow(), 0);
assertEquals(w1Parts.get(0).getEndRow(), 1);
assertEquals(w1Parts.get(0).getStartCol(), 0);
assertEquals(w1Parts.get(0).getEndCol(), 50000);
assertEquals(w1Parts.get(1).getPartId(), 1);
assertEquals(w1Parts.get(1).getStartRow(), 0);
assertEquals(w1Parts.get(1).getEndRow(), 1);
assertEquals(w1Parts.get(1).getStartCol(), 50000);
assertEquals(w1Parts.get(1).getEndCol(), 100000);
Map<Integer, PartitionMeta> w2Parts = matrixw2Proto.getPartitionMetas();
assertEquals(w2Parts.get(0).getPss().get(0), psId);
assertEquals(w2Parts.get(0).getPartId(), 0);
assertEquals(w2Parts.get(0).getStartRow(), 0);
assertEquals(w2Parts.get(0).getEndRow(), 1);
assertEquals(w2Parts.get(0).getStartCol(), 0);
assertEquals(w2Parts.get(0).getEndCol(), 50000);
assertEquals(w2Parts.get(1).getPartId(), 1);
assertEquals(w2Parts.get(1).getStartRow(), 0);
assertEquals(w2Parts.get(1).getEndRow(), 1);
assertEquals(w2Parts.get(1).getStartCol(), 50000);
assertEquals(w2Parts.get(1).getEndCol(), 100000);
} catch (Exception x) {
LOG.error("run testMatrixMetaManager failed ", x);
throw x;
}
}
use of com.tencent.angel.master.matrixmeta.AMMatrixMetaManager in project angel by Tencent.
the class MasterService method save.
/**
* Save model to files.
*
* @param controller rpc controller of protobuf
* @param request save request that contains all matrices need save
* @throws ServiceException some matrices do not exist or save operation is interrupted
*/
@SuppressWarnings("unchecked")
@Override
public SaveResponse save(RpcController controller, SaveRequest request) throws ServiceException {
List<String> needSaveMatrices = request.getMatrixNamesList();
List<Integer> matrixIds = new ArrayList<Integer>(needSaveMatrices.size());
AMMatrixMetaManager matrixMetaManager = context.getMatrixMetaManager();
int size = needSaveMatrices.size();
for (int i = 0; i < size; i++) {
MatrixMeta matrixMeta = matrixMetaManager.getMatrix(needSaveMatrices.get(i));
if (matrixMeta == null) {
throw new ServiceException("matrix " + needSaveMatrices.get(i) + " does not exist");
}
LOG.info("Need save matrix " + matrixMeta.getName());
matrixIds.add(matrixMeta.getId());
}
context.getEventHandler().handle(new CommitEvent(matrixIds));
context.getEventHandler().handle(new AppEvent(AppEventType.COMMIT));
return SaveResponse.newBuilder().build();
}
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