Examples with Storage com.tencent.angel.ml.math2.storage.Storage used on opensource projects

Example 81 with Storage

use of com.tencent.angel.ml.math2.storage.Storage in project angel by Tencent.

the class IntDoubleVector method average.

public double average() {
    IntDoubleVectorStorage dstorage = (IntDoubleVectorStorage) storage;
    if (dstorage.size() == 0)
        return 0;
    double sumval = 0.0;
    if (dstorage.isSparse()) {
        DoubleIterator iter = dstorage.valueIterator();
        while (iter.hasNext()) {
            sumval += iter.nextDouble();
        }
    } else {
        for (double val : dstorage.getValues()) {
            sumval += val;
        }
    }
    sumval /= getDim();
    return sumval;
}

Example 82 with Storage

use of com.tencent.angel.ml.math2.storage.Storage in project angel by Tencent.

the class IntDoubleVector method numZeros.

public int numZeros() {
    IntDoubleVectorStorage dstorage = (IntDoubleVectorStorage) storage;
    if (dstorage.size() == 0)
        return (int) dim;
    int numZero = 0;
    if (dstorage.isSparse()) {
        DoubleIterator iter = dstorage.valueIterator();
        while (iter.hasNext()) {
            if (iter.nextDouble() != 0) {
                numZero += 1;
            }
        }
    } else {
        for (double val : dstorage.getValues()) {
            if (val != 0) {
                numZero += 1;
            }
        }
    }
    return (int) getDim() - numZero;
}

Example 83 with Storage

use of com.tencent.angel.ml.math2.storage.Storage in project angel by Tencent.

the class ColumnFormat method saveIntDoubleRows.

private void saveIntDoubleRows(ServerPartition part, ServerRow[] rows, MatrixPartitionMeta partMeta, PSMatrixSaveContext saveContext, DataOutputStream output) throws IOException {
    Vector vec = ServerRowUtils.getVector((ServerIntDoubleRow) rows[0]);
    // int size = rows.length;
    int indexOffset = (int) part.getPartitionKey().getStartCol();
    IntDoubleVectorStorage storage = ((IntDoubleVector) vec).getStorage();
    IntDoublesCol col = new IntDoublesCol(0, new double[rows.length]);
    int startCol = (int) rows[0].getStartCol();
    int endCol = (int) rows[0].getEndCol();
    if (storage.isDense()) {
        for (int i = startCol; i < endCol; i++) {
            col.colId = i;
            for (int j = 0; j < rows.length; j++) {
                col.colElems[j] = ((ServerIntDoubleRow) (rows[j])).get(col.colId);
            }
            save(col, output);
        }
    } else {
        if (saveContext.sortFirst()) {
            int[] indices = storage.getIndices();
            Sort.quickSort(indices, 0, indices.length - 1);
            for (int i = 0; i < indices.length; i++) {
                col.colId = indices[i] + indexOffset;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerIntDoubleRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        } else {
            ObjectIterator<Int2DoubleMap.Entry> iter = storage.entryIterator();
            while (iter.hasNext()) {
                col.colId = iter.next().getIntKey() + indexOffset;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerIntDoubleRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        }
    }
}

Example 84 with Storage

use of com.tencent.angel.ml.math2.storage.Storage in project angel by Tencent.

the class ColumnFormat method saveLongFloatRows.

private void saveLongFloatRows(ServerPartition part, ServerRow[] rows, MatrixPartitionMeta partMeta, PSMatrixSaveContext saveContext, DataOutputStream output) throws IOException {
    Vector vec = ServerRowUtils.getVector((ServerLongFloatRow) rows[0]);
    // int size = rows.size();
    long indexOffset = part.getPartitionKey().getStartCol();
    LongFloatsCol col = new LongFloatsCol(0, new float[rows.length]);
    if (vec instanceof IntFloatVector) {
        IntFloatVectorStorage storage = ((IntFloatVector) vec).getStorage();
        long startCol = rows[0].getStartCol();
        long endCol = rows[0].getEndCol();
        if (storage.isDense()) {
            for (long i = startCol; i < endCol; i++) {
                col.colId = i;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerLongFloatRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        } else {
            if (saveContext.sortFirst()) {
                int[] indices = storage.getIndices();
                Sort.quickSort(indices, 0, indices.length - 1);
                for (int i = 0; i < indices.length; i++) {
                    col.colId = indices[i] + indexOffset;
                    for (int j = 0; j < rows.length; j++) {
                        col.colElems[j] = ((ServerLongFloatRow) (rows[j])).get(col.colId);
                    }
                    save(col, output);
                }
            } else {
                ObjectIterator<Int2FloatMap.Entry> iter = storage.entryIterator();
                while (iter.hasNext()) {
                    col.colId = iter.next().getIntKey() + indexOffset;
                    for (int j = 0; j < rows.length; j++) {
                        col.colElems[j] = ((ServerLongFloatRow) (rows[j])).get(col.colId);
                    }
                    save(col, output);
                }
            }
        }
    } else {
        LongFloatVectorStorage storage = ((LongFloatVector) vec).getStorage();
        if (saveContext.sortFirst()) {
            long[] indices = storage.getIndices();
            Sort.quickSort(indices, 0, indices.length - 1);
            for (int i = 0; i < indices.length; i++) {
                col.colId = indices[i] + indexOffset;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerLongFloatRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        } else {
            ObjectIterator<Long2FloatMap.Entry> iter = storage.entryIterator();
            while (iter.hasNext()) {
                col.colId = iter.next().getLongKey() + indexOffset;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerLongFloatRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        }
    }
}

Example 85 with Storage

use of com.tencent.angel.ml.math2.storage.Storage in project angel by Tencent.

the class ColumnFormat method saveLongIntRows.

private void saveLongIntRows(ServerPartition part, ServerRow[] rows, MatrixPartitionMeta partMeta, PSMatrixSaveContext saveContext, DataOutputStream output) throws IOException {
    Vector vec = ServerRowUtils.getVector((ServerLongIntRow) rows[0]);
    // int size = rows.size();
    long indexOffset = part.getPartitionKey().getStartCol();
    LongIntsCol col = new LongIntsCol(0, new int[rows.length]);
    if (vec instanceof IntIntVector) {
        IntIntVectorStorage storage = ((IntIntVector) vec).getStorage();
        long startCol = rows[0].getStartCol();
        long endCol = rows[0].getEndCol();
        if (storage.isDense()) {
            for (long i = startCol; i < endCol; i++) {
                col.colId = i;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerLongIntRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        } else {
            if (saveContext.sortFirst()) {
                int[] indices = storage.getIndices();
                Sort.quickSort(indices, 0, indices.length - 1);
                for (int i = 0; i < indices.length; i++) {
                    col.colId = indices[i] + indexOffset;
                    for (int j = 0; j < rows.length; j++) {
                        col.colElems[j] = ((ServerLongIntRow) (rows[j])).get(col.colId);
                    }
                    save(col, output);
                }
            } else {
                ObjectIterator<Int2IntMap.Entry> iter = storage.entryIterator();
                while (iter.hasNext()) {
                    col.colId = iter.next().getIntKey() + indexOffset;
                    for (int j = 0; j < rows.length; j++) {
                        col.colElems[j] = ((ServerLongIntRow) (rows[j])).get(col.colId);
                    }
                    save(col, output);
                }
            }
        }
    } else {
        LongIntVectorStorage storage = ((LongIntVector) vec).getStorage();
        if (saveContext.sortFirst()) {
            long[] indices = storage.getIndices();
            Sort.quickSort(indices, 0, indices.length - 1);
            for (int i = 0; i < indices.length; i++) {
                col.colId = indices[i] + indexOffset;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerLongIntRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        } else {
            ObjectIterator<Long2IntMap.Entry> iter = storage.entryIterator();
            while (iter.hasNext()) {
                col.colId = iter.next().getLongKey() + indexOffset;
                for (int j = 0; j < rows.length; j++) {
                    col.colElems[j] = ((ServerLongIntRow) (rows[j])).get(col.colId);
                }
                save(col, output);
            }
        }
    }
}