Examples with IntLongVector com.tencent.angel.ml.math2.vector.IntLongVector used on opensource projects

Example 46 with IntLongVector

use of com.tencent.angel.ml.math2.vector.IntLongVector in project angel by Tencent.

the class RowSplitCombineUtils method combineIntLongIndexRowSplits.

// //////////////////////////////////////////////////////////////////////////////
// Combine Int key Long value vector
// //////////////////////////////////////////////////////////////////////////////
public static Vector combineIntLongIndexRowSplits(int matrixId, int rowId, int resultSize, KeyPart[] keyParts, ValuePart[] valueParts, MatrixMeta matrixMeta) {
    IntLongVector vector = VFactory.sparseLongVector((int) matrixMeta.getColNum(), resultSize);
    for (int i = 0; i < keyParts.length; i++) {
        mergeTo(vector, keyParts[i], (LongValuesPart) valueParts[i]);
    }
    vector.setRowId(rowId);
    vector.setMatrixId(matrixId);
    return vector;
}

Example 47 with IntLongVector

use of com.tencent.angel.ml.math2.vector.IntLongVector in project angel by Tencent.

the class MergeUtils method combineServerIntLongRowSplits.

private static Vector combineServerIntLongRowSplits(List<ServerRow> rowSplits, MatrixMeta matrixMeta, int rowIndex) {
    int colNum = (int) matrixMeta.getColNum();
    int elemNum = 0;
    int size = rowSplits.size();
    for (int i = 0; i < size; i++) {
        elemNum += rowSplits.get(i).size();
    }
    IntLongVector row;
    if (matrixMeta.isHash()) {
        row = VFactory.sparseLongVector(colNum, elemNum);
    } else {
        if (elemNum >= (int) (storageConvFactor * colNum)) {
            row = VFactory.denseLongVector(colNum);
        } else {
            row = VFactory.sparseLongVector(colNum, elemNum);
        }
    }
    row.setMatrixId(matrixMeta.getId());
    row.setRowId(rowIndex);
    Collections.sort(rowSplits, serverRowComp);
    for (int i = 0; i < size; i++) {
        if (rowSplits.get(i) == null) {
            continue;
        }
        ((ServerIntLongRow) rowSplits.get(i)).mergeTo(row);
    }
    return row;
}

Example 48 with IntLongVector

use of com.tencent.angel.ml.math2.vector.IntLongVector in project angel by Tencent.

the class CompIntLongVectorSplitter method split.

@Override
public Map<PartitionKey, RowUpdateSplit> split(Vector vector, List<PartitionKey> parts) {
    IntLongVector[] vecParts = ((CompIntLongVector) vector).getPartitions();
    assert vecParts.length == parts.size();
    Map<PartitionKey, RowUpdateSplit> updateSplitMap = new HashMap<>(parts.size());
    for (int i = 0; i < vecParts.length; i++) {
        updateSplitMap.put(parts.get(i), new CompIntLongRowUpdateSplit(vector.getRowId(), vecParts[i], (int) (parts.get(i).getEndCol() - parts.get(i).getStartCol())));
    }
    return updateSplitMap;
}

Example 49 with IntLongVector

use of com.tencent.angel.ml.math2.vector.IntLongVector in project angel by Tencent.

the class RowSplitCombineUtils method combineServerIntLongRowSplits.

private static Vector combineServerIntLongRowSplits(List<ServerRow> rowSplits, MatrixMeta matrixMeta, int rowIndex) {
    int colNum = (int) matrixMeta.getColNum();
    int elemNum = 0;
    int size = rowSplits.size();
    for (int i = 0; i < size; i++) {
        elemNum += rowSplits.get(i).size();
    }
    IntLongVector row;
    if (elemNum >= (int) (storageConvFactor * colNum)) {
        row = VFactory.denseLongVector(colNum);
    } else {
        row = VFactory.sparseLongVector(colNum, elemNum);
    }
    row.setMatrixId(matrixMeta.getId());
    row.setRowId(rowIndex);
    Collections.sort(rowSplits, serverRowComp);
    int clock = Integer.MAX_VALUE;
    for (int i = 0; i < size; i++) {
        if (rowSplits.get(i) == null) {
            continue;
        }
        if (rowSplits.get(i).getClock() < clock) {
            clock = rowSplits.get(i).getClock();
        }
        ((ServerIntLongRow) rowSplits.get(i)).mergeTo(row);
    }
    row.setClock(clock);
    return row;
}

Example 50 with IntLongVector

use of com.tencent.angel.ml.math2.vector.IntLongVector in project angel by Tencent.

the class MixedBinaryOutNonZAExecutor method apply.

private static Vector apply(CompIntFloatVector v1, IntLongVector v2, Binary op) {
    IntFloatVector[] parts = v1.getPartitions();
    Storage[] resParts = StorageSwitch.applyComp(v1, v2, op);
    if (v2.isDense()) {
        long[] v2Values = v2.getStorage().getValues();
        int base = 0, k = 0;
        for (IntFloatVector part : parts) {
            IntFloatVectorStorage resPart = (IntFloatVectorStorage) resParts[k];
            float[] newValues = resPart.getValues();
            if (part.isDense()) {
                float[] partValue = part.getStorage().getValues();
                for (int i = 0; i < partValue.length; i++) {
                    int idx = i + base;
                    newValues[i] = op.apply(partValue[i], v2Values[idx]);
                }
            } else if (part.isSparse()) {
                if (part.size() < Constant.denseLoopThreshold * part.getDim()) {
                    for (int i = 0; i < part.getDim(); i++) {
                        resPart.set(i, op.apply(0, v2Values[i + base]));
                    }
                    ObjectIterator<Int2FloatMap.Entry> iter = part.getStorage().entryIterator();
                    while (iter.hasNext()) {
                        Int2FloatMap.Entry entry = iter.next();
                        int idx = entry.getIntKey();
                        resPart.set(idx, op.apply(entry.getFloatValue(), v2Values[idx + base]));
                    }
                } else {
                    for (int i = 0; i < newValues.length; i++) {
                        if (part.getStorage().hasKey(i)) {
                            resPart.set(i, op.apply(part.get(i), v2Values[i + base]));
                        } else {
                            resPart.set(i, op.apply(0, v2Values[i + base]));
                        }
                    }
                }
            } else {
                // sorted
                if (op.isKeepStorage()) {
                    int dim = part.getDim();
                    int[] resIndices = resPart.getIndices();
                    float[] resValues = resPart.getValues();
                    int[] partIndices = part.getStorage().getIndices();
                    float[] partValues = part.getStorage().getValues();
                    for (int i = 0; i < dim; i++) {
                        resIndices[i] = i;
                        resValues[i] = op.apply(0, v2Values[i + base]);
                    }
                    int size = part.size();
                    for (int i = 0; i < size; i++) {
                        int idx = partIndices[i];
                        resValues[idx] = op.apply(partValues[i], v2Values[idx + base]);
                    }
                } else {
                    if (part.size() < Constant.denseLoopThreshold * part.getDim()) {
                        int[] partIndices = part.getStorage().getIndices();
                        float[] partValues = part.getStorage().getValues();
                        for (int i = 0; i < part.getDim(); i++) {
                            newValues[i] = op.apply(0, v2Values[i + base]);
                        }
                        int size = part.size();
                        for (int i = 0; i < size; i++) {
                            int idx = partIndices[i];
                            newValues[idx] = op.apply(partValues[i], v2Values[idx + base]);
                        }
                    } else {
                        IntFloatVectorStorage partStorage = part.getStorage();
                        for (int i = 0; i < newValues.length; i++) {
                            if (partStorage.hasKey(i)) {
                                newValues[i] = op.apply(partStorage.get(i), v2Values[i + base]);
                            } else {
                                newValues[i] = op.apply(0, v2Values[i + base]);
                            }
                        }
                    }
                }
            }
            base += part.getDim();
            k++;
        }
    } else {
        if (v2.isSparse()) {
            if (!op.isKeepStorage()) {
                for (int i = 0; i < parts.length; i++) {
                    if (parts[i].getStorage() instanceof IntFloatSortedVectorStorage) {
                        resParts[i] = new IntFloatSparseVectorStorage(parts[i].getDim(), parts[i].getStorage().getIndices(), parts[i].getStorage().getValues());
                    }
                }
            }
            int subDim = (v1.getDim() + v1.getNumPartitions() - 1) / v1.getNumPartitions();
            ObjectIterator<Int2LongMap.Entry> iter = v2.getStorage().entryIterator();
            while (iter.hasNext()) {
                Int2LongMap.Entry entry = iter.next();
                int gidx = entry.getIntKey();
                int pidx = (int) (gidx / subDim);
                int subidx = gidx % subDim;
                ((IntFloatVectorStorage) resParts[pidx]).set(subidx, op.apply(parts[pidx].get(subidx), entry.getLongValue()));
            }
        } else {
            // sorted
            if (!op.isKeepStorage()) {
                for (int i = 0; i < parts.length; i++) {
                    if (parts[i].getStorage() instanceof IntFloatSortedVectorStorage) {
                        resParts[i] = new IntFloatSparseVectorStorage(parts[i].getDim(), parts[i].getStorage().getIndices(), parts[i].getStorage().getValues());
                    }
                }
            }
            int subDim = (v1.getDim() + v1.getNumPartitions() - 1) / v1.getNumPartitions();
            int[] v2Indices = v2.getStorage().getIndices();
            long[] v2Values = v2.getStorage().getValues();
            for (int i = 0; i < v2Indices.length; i++) {
                int gidx = v2Indices[i];
                int pidx = (int) (gidx / subDim);
                int subidx = gidx % subDim;
                ((IntFloatVectorStorage) resParts[pidx]).set(subidx, op.apply(parts[pidx].get(subidx), v2Values[i]));
            }
        }
    }
    IntFloatVector[] res = new IntFloatVector[parts.length];
    int i = 0;
    for (IntFloatVector part : parts) {
        res[i] = new IntFloatVector(part.getMatrixId(), part.getRowId(), part.getClock(), part.getDim(), (IntFloatVectorStorage) resParts[i]);
        i++;
    }
    return new CompIntFloatVector(v1.getMatrixId(), v1.getRowId(), v1.getClock(), v1.getDim(), res, v1.getSubDim());
}