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Example 21 with LongFloatSortedVectorStorage

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

the class MixedBinaryInNonZAExecutor method apply.

private static Vector apply(CompLongFloatVector v1, LongDummyVector v2, Binary op) {
    LongFloatVector[] parts = v1.getPartitions();
    Storage[] resParts = StorageSwitch.applyComp(v1, v2, op);
    if (!op.isKeepStorage()) {
        for (int i = 0; i < parts.length; i++) {
            if (parts[i].getStorage() instanceof LongFloatSortedVectorStorage) {
                resParts[i] = new LongFloatSparseVectorStorage(parts[i].getDim(), parts[i].getStorage().getIndices(), parts[i].getStorage().getValues());
            }
        }
    }
    long subDim = (v1.getDim() + v1.getNumPartitions() - 1) / v1.getNumPartitions();
    long[] v2Indices = v2.getIndices();
    for (int i = 0; i < v2Indices.length; i++) {
        long gidx = v2Indices[i];
        int pidx = (int) (gidx / subDim);
        long subidx = gidx % subDim;
        ((LongFloatVectorStorage) resParts[pidx]).set(subidx, op.apply(parts[pidx].get(subidx), 1));
    }
    LongFloatVector[] res = new LongFloatVector[parts.length];
    int i = 0;
    for (LongFloatVector part : parts) {
        res[i] = new LongFloatVector(part.getMatrixId(), part.getRowId(), part.getClock(), part.getDim(), (LongFloatVectorStorage) resParts[i]);
        i++;
    }
    v1.setPartitions(res);
    return v1;
}
Also used : LongFloatVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatVectorStorage) IntIntVectorStorage(com.tencent.angel.ml.math2.storage.IntIntVectorStorage) Storage(com.tencent.angel.ml.math2.storage.Storage) IntDoubleSparseVectorStorage(com.tencent.angel.ml.math2.storage.IntDoubleSparseVectorStorage) LongIntVectorStorage(com.tencent.angel.ml.math2.storage.LongIntVectorStorage) LongLongSparseVectorStorage(com.tencent.angel.ml.math2.storage.LongLongSparseVectorStorage) IntDoubleSortedVectorStorage(com.tencent.angel.ml.math2.storage.IntDoubleSortedVectorStorage) LongDoubleSparseVectorStorage(com.tencent.angel.ml.math2.storage.LongDoubleSparseVectorStorage) LongDoubleSortedVectorStorage(com.tencent.angel.ml.math2.storage.LongDoubleSortedVectorStorage) LongLongVectorStorage(com.tencent.angel.ml.math2.storage.LongLongVectorStorage) LongFloatVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatVectorStorage) IntLongVectorStorage(com.tencent.angel.ml.math2.storage.IntLongVectorStorage) IntIntSortedVectorStorage(com.tencent.angel.ml.math2.storage.IntIntSortedVectorStorage) LongIntSortedVectorStorage(com.tencent.angel.ml.math2.storage.LongIntSortedVectorStorage) IntLongSortedVectorStorage(com.tencent.angel.ml.math2.storage.IntLongSortedVectorStorage) IntLongSparseVectorStorage(com.tencent.angel.ml.math2.storage.IntLongSparseVectorStorage) LongIntSparseVectorStorage(com.tencent.angel.ml.math2.storage.LongIntSparseVectorStorage) IntFloatVectorStorage(com.tencent.angel.ml.math2.storage.IntFloatVectorStorage) IntFloatSortedVectorStorage(com.tencent.angel.ml.math2.storage.IntFloatSortedVectorStorage) LongLongSortedVectorStorage(com.tencent.angel.ml.math2.storage.LongLongSortedVectorStorage) LongDoubleVectorStorage(com.tencent.angel.ml.math2.storage.LongDoubleVectorStorage) IntDoubleVectorStorage(com.tencent.angel.ml.math2.storage.IntDoubleVectorStorage) IntIntSparseVectorStorage(com.tencent.angel.ml.math2.storage.IntIntSparseVectorStorage) IntFloatSparseVectorStorage(com.tencent.angel.ml.math2.storage.IntFloatSparseVectorStorage) LongFloatSparseVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatSparseVectorStorage) LongFloatSortedVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatSortedVectorStorage) LongFloatSortedVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatSortedVectorStorage) LongFloatVector(com.tencent.angel.ml.math2.vector.LongFloatVector) CompLongFloatVector(com.tencent.angel.ml.math2.vector.CompLongFloatVector) LongFloatSparseVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatSparseVectorStorage)

Example 22 with LongFloatSortedVectorStorage

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

the class HashRouterUtils method splitLongFloatVector.

public static void splitLongFloatVector(KeyHash hasher, MatrixMeta matrixMeta, LongFloatVector vector, KeyValuePart[] dataParts) {
    int dataPartNum = dataParts.length;
    int dataPartNumMinus1 = dataPartNum - 1;
    if (isPow2(dataPartNum)) {
        LongFloatVectorStorage storage = vector.getStorage();
        if (storage.isSparse()) {
            // Use iterator
            LongFloatSparseVectorStorage sparseStorage = (LongFloatSparseVectorStorage) storage;
            ObjectIterator<Long2FloatMap.Entry> iter = sparseStorage.entryIterator();
            while (iter.hasNext()) {
                Long2FloatMap.Entry keyValue = iter.next();
                int partId = computeHashCode(hasher, keyValue.getLongKey()) & dataPartNumMinus1;
                ((HashLongKeysFloatValuesPart) dataParts[partId]).add(keyValue.getLongKey(), keyValue.getFloatValue());
            }
        } else {
            // Key and value array pair
            LongFloatSortedVectorStorage sortStorage = (LongFloatSortedVectorStorage) storage;
            long[] keys = sortStorage.getIndices();
            float[] values = sortStorage.getValues();
            for (int i = 0; i < keys.length; i++) {
                int partId = computeHashCode(hasher, keys[i]) & dataPartNumMinus1;
                ((HashLongKeysFloatValuesPart) dataParts[partId]).add(keys[i], values[i]);
            }
        }
    } else {
        LongFloatVectorStorage storage = vector.getStorage();
        if (storage.isSparse()) {
            // Use iterator
            LongFloatSparseVectorStorage sparseStorage = (LongFloatSparseVectorStorage) storage;
            ObjectIterator<Long2FloatMap.Entry> iter = sparseStorage.entryIterator();
            while (iter.hasNext()) {
                Long2FloatMap.Entry keyValue = iter.next();
                int partId = computeHashCode(hasher, keyValue.getLongKey()) % dataPartNum;
                ((HashLongKeysFloatValuesPart) dataParts[partId]).add(keyValue.getLongKey(), keyValue.getFloatValue());
            }
        } else {
            // Key and value array pair
            LongFloatSortedVectorStorage sortStorage = (LongFloatSortedVectorStorage) storage;
            long[] keys = sortStorage.getIndices();
            float[] values = sortStorage.getValues();
            for (int i = 0; i < keys.length; i++) {
                int partId = computeHashCode(hasher, keys[i]) % dataPartNum;
                ((HashLongKeysFloatValuesPart) dataParts[partId]).add(keys[i], values[i]);
            }
        }
    }
}
Also used : LongFloatVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatVectorStorage) Long2FloatMap(it.unimi.dsi.fastutil.longs.Long2FloatMap) LongFloatSortedVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatSortedVectorStorage) LongFloatSparseVectorStorage(com.tencent.angel.ml.math2.storage.LongFloatSparseVectorStorage)

Aggregations

LongFloatSortedVectorStorage (com.tencent.angel.ml.math2.storage.LongFloatSortedVectorStorage)22 LongFloatVectorStorage (com.tencent.angel.ml.math2.storage.LongFloatVectorStorage)22 LongFloatSparseVectorStorage (com.tencent.angel.ml.math2.storage.LongFloatSparseVectorStorage)19 LongFloatVector (com.tencent.angel.ml.math2.vector.LongFloatVector)19 IntDoubleSortedVectorStorage (com.tencent.angel.ml.math2.storage.IntDoubleSortedVectorStorage)16 IntDoubleSparseVectorStorage (com.tencent.angel.ml.math2.storage.IntDoubleSparseVectorStorage)16 IntDoubleVectorStorage (com.tencent.angel.ml.math2.storage.IntDoubleVectorStorage)16 IntFloatSortedVectorStorage (com.tencent.angel.ml.math2.storage.IntFloatSortedVectorStorage)16 IntFloatSparseVectorStorage (com.tencent.angel.ml.math2.storage.IntFloatSparseVectorStorage)16 IntFloatVectorStorage (com.tencent.angel.ml.math2.storage.IntFloatVectorStorage)16 IntIntSortedVectorStorage (com.tencent.angel.ml.math2.storage.IntIntSortedVectorStorage)16 IntIntSparseVectorStorage (com.tencent.angel.ml.math2.storage.IntIntSparseVectorStorage)16 IntIntVectorStorage (com.tencent.angel.ml.math2.storage.IntIntVectorStorage)16 IntLongSortedVectorStorage (com.tencent.angel.ml.math2.storage.IntLongSortedVectorStorage)16 IntLongSparseVectorStorage (com.tencent.angel.ml.math2.storage.IntLongSparseVectorStorage)16 IntLongVectorStorage (com.tencent.angel.ml.math2.storage.IntLongVectorStorage)16 LongDoubleSortedVectorStorage (com.tencent.angel.ml.math2.storage.LongDoubleSortedVectorStorage)16 LongDoubleSparseVectorStorage (com.tencent.angel.ml.math2.storage.LongDoubleSparseVectorStorage)16 LongDoubleVectorStorage (com.tencent.angel.ml.math2.storage.LongDoubleVectorStorage)16 LongIntSortedVectorStorage (com.tencent.angel.ml.math2.storage.LongIntSortedVectorStorage)16