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18 changes: 15 additions & 3 deletions AnnService/src/BalancedDataPartition/main.cpp
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.
// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.

#include <mpi.h>
#include <thread>
Expand Down Expand Up @@ -156,6 +156,8 @@ inline float MultipleClustersAssign(const COMMON::Dataset<T>& data,
for (int k = 0; k < args._K; k++) avgCount += args.counts[k];
avgCount /= args._K;

std::vector<float> dist_total(args._K * args._T, 0);

auto func = [&](int tid)
{
SizeType istart = first + tid * subsize;
Expand All @@ -165,6 +167,7 @@ inline float MultipleClustersAssign(const COMMON::Dataset<T>& data,
float* inewCenters = args.newCenters + tid * args._K * args._D;
SizeType* iclusterIdx = args.clusterIdx + tid * args._K;
float* iclusterDist = args.clusterDist + tid * args._K;
float* idist_total = dist_total.data() + tid * args._K;
float idist = 0;
std::vector<SPTAG::NodeDistPair> centerDist(args._K, SPTAG::NodeDistPair());
for (SizeType i = istart; i < iend; i++) {
Expand All @@ -184,6 +187,7 @@ inline float MultipleClustersAssign(const COMMON::Dataset<T>& data,
inewCounts[centerDist[k].node]++;
inewWeightedCounts[centerDist[k].node] += weights[indices[i]];
idist += centerDist[k].distance;
idist_total[centerDist[k].node] += centerDist[k].distance;

if (updateCenters) {
const T* v = (const T*)data[indices[i]];
Expand Down Expand Up @@ -217,9 +221,15 @@ inline float MultipleClustersAssign(const COMMON::Dataset<T>& data,
for (int k = 0; k < args._K; k++) {
args.newCounts[k] += args.newCounts[i*args._K + k];
args.newWeightedCounts[k] += args.newWeightedCounts[i*args._K + k];
dist_total[k] += dist_total[i * args._K + k];
}
}

LOG(Helper::LogLevel::LL_Info, "start printing dist_total\n");
for (int k = 0; k < args._K; k++) {
LOG(Helper::LogLevel::LL_Info, "cluster %d: dist_total:%f \n", k, dist_total[k]);
}

if (updateCenters) {
for (int i = 1; i < args._T; i++) {
float* currCenter = args.newCenters + i*args._K*args._D;
Expand Down Expand Up @@ -768,7 +778,9 @@ void ProcessWithoutMPI() {
COMMON::KmeansArgs<T> args(options.m_clusterNum, vectors->Dimension(), vectors->Count(), options.m_threadNum, options.m_distMethod);
COMMON::Dataset<LabelType> label(vectors->Count(), options.m_clusterassign, vectors->Count(), vectors->Count());
std::vector<SizeType> localindices(data.R(), 0);
for (SizeType i = 0; i < data.R(); i++) localindices[i] = i;
for (SizeType i = 0; i < data.R(); i++) {
localindices[i] = i;
}
args.ClearCounts();

unsigned long long totalCount;
Expand Down