Loading CHANGELOG.md +4 −1 Original line number Diff line number Diff line Loading @@ -8,13 +8,16 @@ Please mark all change in change log and use the ticket from JIRA. - \#246 - Exclude src/external folder from code coverage for jenkin ci - \#248 - Reside src/external in thirdparty - \#316 - Some files not merged after vectors added - \#327 - Search does not use GPU when index type is FLAT - \#340 - Test cases run failed on 0.6.0 - \#353 - Rename config.h.in to version.h.in - \#374 - sdk_simple return empty result ## Feature - \#12 - Pure CPU version for Milvus - \#77 - Support table partition - \#226 - Experimental shards middleware for Milvus - \#127 - Support new Index type IVFPQ ## Improvement - \#275 - Rename C++ SDK IndexType Loading core/src/db/engine/ExecutionEngine.h +3 −1 Original line number Diff line number Diff line Loading @@ -26,6 +26,7 @@ namespace milvus { namespace engine { // TODO(linxj): replace with VecIndex::IndexType enum class EngineType { INVALID = 0, FAISS_IDMAP = 1, Loading @@ -33,7 +34,8 @@ enum class EngineType { FAISS_IVFSQ8, NSG_MIX, FAISS_IVFSQ8H, MAX_VALUE = FAISS_IVFSQ8H, FAISS_PQ, MAX_VALUE = FAISS_PQ, }; enum class MetricType { Loading core/src/db/engine/ExecutionEngineImpl.cpp +8 −0 Original line number Diff line number Diff line Loading @@ -116,6 +116,14 @@ ExecutionEngineImpl::CreatetVecIndex(EngineType type) { index = GetVecIndexFactory(IndexType::FAISS_IVFSQ8_HYBRID); break; } case EngineType::FAISS_PQ: { #ifdef MILVUS_CPU_VERSION index = GetVecIndexFactory(IndexType::FAISS_IVFPQ_CPU); #else index = GetVecIndexFactory(IndexType::FAISS_IVFPQ_MIX); #endif break; } default: { ENGINE_LOG_ERROR << "Unsupported index type"; return nullptr; Loading core/src/grpc/gen-milvus/milvus.pb.h +41 −16 Original line number Diff line number Diff line Loading @@ -1321,7 +1321,8 @@ class RowRecord : void clear_vector_data(); float vector_data(int index) const; void set_vector_data(int index, float value); void add_vector_data(float value); // void add_vector_data(float value); void add_vector_data(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& vector_data() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >* Loading Loading @@ -1473,7 +1474,9 @@ class InsertParam : void clear_row_id_array(); ::PROTOBUF_NAMESPACE_ID::int64 row_id_array(int index) const; void set_row_id_array(int index, ::PROTOBUF_NAMESPACE_ID::int64 value); void add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value); // void add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value); void add_row_id_array(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& row_id_array() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >* Loading Loading @@ -2136,7 +2139,9 @@ class TopKQueryResult : void clear_ids(); ::PROTOBUF_NAMESPACE_ID::int64 ids(int index) const; void set_ids(int index, ::PROTOBUF_NAMESPACE_ID::int64 value); void add_ids(::PROTOBUF_NAMESPACE_ID::int64 value); // void add_ids(::PROTOBUF_NAMESPACE_ID::int64 value); void add_ids(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& ids() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >* Loading @@ -2147,7 +2152,8 @@ class TopKQueryResult : void clear_distances(); float distances(int index) const; void set_distances(int index, float value); void add_distances(float value); // void add_distances(float value); void add_distances(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& distances() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >* Loading Loading @@ -3922,8 +3928,13 @@ inline void RowRecord::set_vector_data(int index, float value) { vector_data_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.RowRecord.vector_data) } inline void RowRecord::add_vector_data(float value) { vector_data_.Add(value); //inline void RowRecord::add_vector_data(float value) { // vector_data_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.RowRecord.vector_data) //} inline void RowRecord::add_vector_data(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end) { vector_data_.Add(begin, end); // @@protoc_insertion_point(field_add:milvus.grpc.RowRecord.vector_data) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& Loading Loading @@ -4037,8 +4048,13 @@ inline void InsertParam::set_row_id_array(int index, ::PROTOBUF_NAMESPACE_ID::in row_id_array_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.InsertParam.row_id_array) } inline void InsertParam::add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value) { row_id_array_.Add(value); //inline void InsertParam::add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value) { // row_id_array_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.InsertParam.row_id_array) //} inline void InsertParam::add_row_id_array(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end) { row_id_array_.Add(begin, end); // @@protoc_insertion_point(field_add:milvus.grpc.InsertParam.row_id_array) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& Loading Loading @@ -4588,8 +4604,13 @@ inline void TopKQueryResult::set_ids(int index, ::PROTOBUF_NAMESPACE_ID::int64 v ids_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.TopKQueryResult.ids) } inline void TopKQueryResult::add_ids(::PROTOBUF_NAMESPACE_ID::int64 value) { ids_.Add(value); //inline void TopKQueryResult::add_ids(::PROTOBUF_NAMESPACE_ID::int64 value) { // ids_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.ids) //} inline void TopKQueryResult::add_ids(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end) { ids_.Add(begin,end); // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.ids) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& Loading Loading @@ -4618,8 +4639,12 @@ inline void TopKQueryResult::set_distances(int index, float value) { distances_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.TopKQueryResult.distances) } inline void TopKQueryResult::add_distances(float value) { distances_.Add(value); //inline void TopKQueryResult::add_distances(float value) { // distances_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.distances) //} inline void TopKQueryResult::add_distances(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end) { distances_.Add(begin, end); // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.distances) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& Loading core/src/index/knowhere/knowhere/index/vector_index/IndexGPUIVFPQ.cpp +21 −12 Original line number Diff line number Diff line Loading @@ -39,17 +39,19 @@ GPUIVFPQ::Train(const DatasetPtr& dataset, const Config& config) { GETTENSOR(dataset) // TODO(linxj): set device here. // TODO(linxj): set gpu resource here. faiss::gpu::StandardGpuResources res; faiss::gpu::GpuIndexIVFPQ device_index(&res, dim, build_cfg->nlist, build_cfg->m, build_cfg->nbits, auto temp_resource = FaissGpuResourceMgr::GetInstance().GetRes(gpu_id_); if (temp_resource != nullptr) { ResScope rs(temp_resource, gpu_id_, true); auto device_index = new faiss::gpu::GpuIndexIVFPQ(temp_resource->faiss_res.get(), dim, build_cfg->nlist, build_cfg->m, build_cfg->nbits, GetMetricType(build_cfg->metric_type)); // IP not support device_index.train(rows, (float*)p_data); device_index->train(rows, (float*)p_data); std::shared_ptr<faiss::Index> host_index = nullptr; host_index.reset(faiss::gpu::index_gpu_to_cpu(&device_index)); host_index.reset(faiss::gpu::index_gpu_to_cpu(device_index)); return std::make_shared<IVFIndexModel>(host_index); } else { KNOWHERE_THROW_MSG("Build IVFSQ can't get gpu resource"); } } std::shared_ptr<faiss::IVFSearchParameters> Loading @@ -66,7 +68,14 @@ GPUIVFPQ::GenParams(const Config& config) { VectorIndexPtr GPUIVFPQ::CopyGpuToCpu(const Config& config) { KNOWHERE_THROW_MSG("not support yet"); std::lock_guard<std::mutex> lk(mutex_); faiss::Index* device_index = index_.get(); faiss::Index* host_index = faiss::gpu::index_gpu_to_cpu(device_index); std::shared_ptr<faiss::Index> new_index; new_index.reset(host_index); return std::make_shared<IVFPQ>(new_index); } } // namespace knowhere Loading
CHANGELOG.md +4 −1 Original line number Diff line number Diff line Loading @@ -8,13 +8,16 @@ Please mark all change in change log and use the ticket from JIRA. - \#246 - Exclude src/external folder from code coverage for jenkin ci - \#248 - Reside src/external in thirdparty - \#316 - Some files not merged after vectors added - \#327 - Search does not use GPU when index type is FLAT - \#340 - Test cases run failed on 0.6.0 - \#353 - Rename config.h.in to version.h.in - \#374 - sdk_simple return empty result ## Feature - \#12 - Pure CPU version for Milvus - \#77 - Support table partition - \#226 - Experimental shards middleware for Milvus - \#127 - Support new Index type IVFPQ ## Improvement - \#275 - Rename C++ SDK IndexType Loading
core/src/db/engine/ExecutionEngine.h +3 −1 Original line number Diff line number Diff line Loading @@ -26,6 +26,7 @@ namespace milvus { namespace engine { // TODO(linxj): replace with VecIndex::IndexType enum class EngineType { INVALID = 0, FAISS_IDMAP = 1, Loading @@ -33,7 +34,8 @@ enum class EngineType { FAISS_IVFSQ8, NSG_MIX, FAISS_IVFSQ8H, MAX_VALUE = FAISS_IVFSQ8H, FAISS_PQ, MAX_VALUE = FAISS_PQ, }; enum class MetricType { Loading
core/src/db/engine/ExecutionEngineImpl.cpp +8 −0 Original line number Diff line number Diff line Loading @@ -116,6 +116,14 @@ ExecutionEngineImpl::CreatetVecIndex(EngineType type) { index = GetVecIndexFactory(IndexType::FAISS_IVFSQ8_HYBRID); break; } case EngineType::FAISS_PQ: { #ifdef MILVUS_CPU_VERSION index = GetVecIndexFactory(IndexType::FAISS_IVFPQ_CPU); #else index = GetVecIndexFactory(IndexType::FAISS_IVFPQ_MIX); #endif break; } default: { ENGINE_LOG_ERROR << "Unsupported index type"; return nullptr; Loading
core/src/grpc/gen-milvus/milvus.pb.h +41 −16 Original line number Diff line number Diff line Loading @@ -1321,7 +1321,8 @@ class RowRecord : void clear_vector_data(); float vector_data(int index) const; void set_vector_data(int index, float value); void add_vector_data(float value); // void add_vector_data(float value); void add_vector_data(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& vector_data() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >* Loading Loading @@ -1473,7 +1474,9 @@ class InsertParam : void clear_row_id_array(); ::PROTOBUF_NAMESPACE_ID::int64 row_id_array(int index) const; void set_row_id_array(int index, ::PROTOBUF_NAMESPACE_ID::int64 value); void add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value); // void add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value); void add_row_id_array(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& row_id_array() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >* Loading Loading @@ -2136,7 +2139,9 @@ class TopKQueryResult : void clear_ids(); ::PROTOBUF_NAMESPACE_ID::int64 ids(int index) const; void set_ids(int index, ::PROTOBUF_NAMESPACE_ID::int64 value); void add_ids(::PROTOBUF_NAMESPACE_ID::int64 value); // void add_ids(::PROTOBUF_NAMESPACE_ID::int64 value); void add_ids(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& ids() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >* Loading @@ -2147,7 +2152,8 @@ class TopKQueryResult : void clear_distances(); float distances(int index) const; void set_distances(int index, float value); void add_distances(float value); // void add_distances(float value); void add_distances(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end); const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& distances() const; ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >* Loading Loading @@ -3922,8 +3928,13 @@ inline void RowRecord::set_vector_data(int index, float value) { vector_data_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.RowRecord.vector_data) } inline void RowRecord::add_vector_data(float value) { vector_data_.Add(value); //inline void RowRecord::add_vector_data(float value) { // vector_data_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.RowRecord.vector_data) //} inline void RowRecord::add_vector_data(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end) { vector_data_.Add(begin, end); // @@protoc_insertion_point(field_add:milvus.grpc.RowRecord.vector_data) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& Loading Loading @@ -4037,8 +4048,13 @@ inline void InsertParam::set_row_id_array(int index, ::PROTOBUF_NAMESPACE_ID::in row_id_array_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.InsertParam.row_id_array) } inline void InsertParam::add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value) { row_id_array_.Add(value); //inline void InsertParam::add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value) { // row_id_array_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.InsertParam.row_id_array) //} inline void InsertParam::add_row_id_array(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end) { row_id_array_.Add(begin, end); // @@protoc_insertion_point(field_add:milvus.grpc.InsertParam.row_id_array) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& Loading Loading @@ -4588,8 +4604,13 @@ inline void TopKQueryResult::set_ids(int index, ::PROTOBUF_NAMESPACE_ID::int64 v ids_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.TopKQueryResult.ids) } inline void TopKQueryResult::add_ids(::PROTOBUF_NAMESPACE_ID::int64 value) { ids_.Add(value); //inline void TopKQueryResult::add_ids(::PROTOBUF_NAMESPACE_ID::int64 value) { // ids_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.ids) //} inline void TopKQueryResult::add_ids(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin, std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end) { ids_.Add(begin,end); // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.ids) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >& Loading Loading @@ -4618,8 +4639,12 @@ inline void TopKQueryResult::set_distances(int index, float value) { distances_.Set(index, value); // @@protoc_insertion_point(field_set:milvus.grpc.TopKQueryResult.distances) } inline void TopKQueryResult::add_distances(float value) { distances_.Add(value); //inline void TopKQueryResult::add_distances(float value) { // distances_.Add(value); // // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.distances) //} inline void TopKQueryResult::add_distances(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end) { distances_.Add(begin, end); // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.distances) } inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >& Loading
core/src/index/knowhere/knowhere/index/vector_index/IndexGPUIVFPQ.cpp +21 −12 Original line number Diff line number Diff line Loading @@ -39,17 +39,19 @@ GPUIVFPQ::Train(const DatasetPtr& dataset, const Config& config) { GETTENSOR(dataset) // TODO(linxj): set device here. // TODO(linxj): set gpu resource here. faiss::gpu::StandardGpuResources res; faiss::gpu::GpuIndexIVFPQ device_index(&res, dim, build_cfg->nlist, build_cfg->m, build_cfg->nbits, auto temp_resource = FaissGpuResourceMgr::GetInstance().GetRes(gpu_id_); if (temp_resource != nullptr) { ResScope rs(temp_resource, gpu_id_, true); auto device_index = new faiss::gpu::GpuIndexIVFPQ(temp_resource->faiss_res.get(), dim, build_cfg->nlist, build_cfg->m, build_cfg->nbits, GetMetricType(build_cfg->metric_type)); // IP not support device_index.train(rows, (float*)p_data); device_index->train(rows, (float*)p_data); std::shared_ptr<faiss::Index> host_index = nullptr; host_index.reset(faiss::gpu::index_gpu_to_cpu(&device_index)); host_index.reset(faiss::gpu::index_gpu_to_cpu(device_index)); return std::make_shared<IVFIndexModel>(host_index); } else { KNOWHERE_THROW_MSG("Build IVFSQ can't get gpu resource"); } } std::shared_ptr<faiss::IVFSearchParameters> Loading @@ -66,7 +68,14 @@ GPUIVFPQ::GenParams(const Config& config) { VectorIndexPtr GPUIVFPQ::CopyGpuToCpu(const Config& config) { KNOWHERE_THROW_MSG("not support yet"); std::lock_guard<std::mutex> lk(mutex_); faiss::Index* device_index = index_.get(); faiss::Index* host_index = faiss::gpu::index_gpu_to_cpu(device_index); std::shared_ptr<faiss::Index> new_index; new_index.reset(host_index); return std::make_shared<IVFPQ>(new_index); } } // namespace knowhere