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https://github.com/pgvector/pgvector.git
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Moved type-specific code to separate functions
This commit is contained in:
106
src/ivfkmeans.c
106
src/ivfkmeans.c
@@ -251,27 +251,14 @@ ShowMemoryUsage(MemoryContext context, Size estimatedSize)
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#endif
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/*
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* Compute new centers
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* Sum centers
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*/
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static void
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ComputeNewCenters(VectorArray samples, VectorArray aggCenters, VectorArray newCenters, int *centerCounts, int *closestCenters, FmgrInfo *normprocinfo, FmgrInfo *normalizeprocinfo, Oid collation, IvfflatType type)
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SumCenters(VectorArray samples, VectorArray aggCenters, int *closestCenters, IvfflatType type)
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{
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int dimensions = aggCenters->dim;
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int numCenters = aggCenters->maxlen;
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int numSamples = samples->length;
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/* Reset sum and count */
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for (int j = 0; j < numCenters; j++)
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{
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Vector *vec = (Vector *) VectorArrayGet(aggCenters, j);
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for (int k = 0; k < dimensions; k++)
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vec->x[k] = 0.0;
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centerCounts[j] = 0;
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}
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/* Increment sum of closest center */
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if (type == IVFFLAT_TYPE_VECTOR)
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{
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for (int j = 0; j < numSamples; j++)
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@@ -307,6 +294,68 @@ ComputeNewCenters(VectorArray samples, VectorArray aggCenters, VectorArray newCe
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}
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else
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elog(ERROR, "Unsupported type");
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}
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/*
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* Set new centers
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*/
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static void
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SetNewCenters(VectorArray aggCenters, VectorArray newCenters, IvfflatType type)
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{
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int dimensions = aggCenters->dim;
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int numCenters = aggCenters->maxlen;
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if (type == IVFFLAT_TYPE_HALFVEC)
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{
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for (int j = 0; j < numCenters; j++)
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{
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Vector *aggCenter = (Vector *) VectorArrayGet(aggCenters, j);
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HalfVector *newCenter = (HalfVector *) VectorArrayGet(newCenters, j);
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for (int k = 0; k < dimensions; k++)
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newCenter->x[k] = Float4ToHalfUnchecked(aggCenter->x[k]);
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}
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}
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else if (type == IVFFLAT_TYPE_BIT)
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{
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for (int j = 0; j < numCenters; j++)
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{
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Vector *aggCenter = (Vector *) VectorArrayGet(aggCenters, j);
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VarBit *newCenter = (VarBit *) VectorArrayGet(newCenters, j);
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unsigned char *nx = VARBITS(newCenter);
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for (uint32 k = 0; k < VARBITBYTES(newCenter); k++)
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nx[k] = 0;
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for (int k = 0; k < dimensions; k++)
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nx[k / 8] |= (aggCenter->x[k] > 0.5) << (7 - (k % 8));
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}
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}
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}
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/*
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* Compute new centers
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*/
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static void
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ComputeNewCenters(VectorArray samples, VectorArray aggCenters, VectorArray newCenters, int *centerCounts, int *closestCenters, FmgrInfo *normprocinfo, FmgrInfo *normalizeprocinfo, Oid collation, IvfflatType type)
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{
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int dimensions = aggCenters->dim;
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int numCenters = aggCenters->maxlen;
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int numSamples = samples->length;
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/* Reset sum and count */
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for (int j = 0; j < numCenters; j++)
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{
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Vector *vec = (Vector *) VectorArrayGet(aggCenters, j);
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for (int k = 0; k < dimensions; k++)
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vec->x[k] = 0.0;
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centerCounts[j] = 0;
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}
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/* Increment sum of closest center */
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SumCenters(samples, aggCenters, closestCenters, type);
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/* Increment count of closest center */
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for (int j = 0; j < numSamples; j++)
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@@ -339,32 +388,7 @@ ComputeNewCenters(VectorArray samples, VectorArray aggCenters, VectorArray newCe
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}
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/* Set new centers if different from agg centers */
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if (type == IVFFLAT_TYPE_HALFVEC)
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{
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for (int j = 0; j < numCenters; j++)
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{
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Vector *aggCenter = (Vector *) VectorArrayGet(aggCenters, j);
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HalfVector *newCenter = (HalfVector *) VectorArrayGet(newCenters, j);
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for (int k = 0; k < dimensions; k++)
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newCenter->x[k] = Float4ToHalfUnchecked(aggCenter->x[k]);
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}
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}
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else if (type == IVFFLAT_TYPE_BIT)
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{
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for (int j = 0; j < numCenters; j++)
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{
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Vector *aggCenter = (Vector *) VectorArrayGet(aggCenters, j);
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VarBit *newCenter = (VarBit *) VectorArrayGet(newCenters, j);
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unsigned char *nx = VARBITS(newCenter);
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for (uint32 k = 0; k < VARBITBYTES(newCenter); k++)
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nx[k] = 0;
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for (int k = 0; k < dimensions; k++)
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nx[k / 8] |= (aggCenter->x[k] > 0.5) << (7 - (k % 8));
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}
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}
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SetNewCenters(aggCenters, newCenters, type);
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/* Normalize if needed */
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if (normprocinfo != NULL)
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