| | |
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|
| | #include "inc/CLRCoreInterface.h" |
| |
|
| |
|
| | namespace Microsoft |
| | { |
| | namespace ANN |
| | { |
| | namespace SPTAGManaged |
| | { |
| | RIterator::RIterator(std::shared_ptr<ResultIterator> result_iterator) : |
| | ManagedObject(result_iterator) |
| | { |
| | } |
| |
|
| | array<BasicResult^>^ RIterator::Next(int p_batch) |
| | { |
| | array<BasicResult^>^ res; |
| | if (m_Instance == nullptr) |
| | return res; |
| |
|
| | std::shared_ptr<QueryResult> results = (*m_Instance)->Next(p_batch); |
| |
|
| | res = gcnew array<BasicResult^>(results->GetResultNum()); |
| | for (int i = 0; i < results->GetResultNum(); i++) |
| | res[i] = gcnew BasicResult(new SPTAG::BasicResult(*(results->GetResult(i)))); |
| |
|
| | return res; |
| | } |
| |
|
| | bool RIterator::GetRelaxedMono() |
| | { |
| | return (*m_Instance)->GetRelaxedMono(); |
| | } |
| |
|
| | void RIterator::Close() |
| | { |
| | (*m_Instance)->Close(); |
| | } |
| |
|
| | AnnIndex::AnnIndex(std::shared_ptr<SPTAG::VectorIndex> p_index) : |
| | ManagedObject(p_index) |
| | { |
| | m_dimension = p_index->GetFeatureDim(); |
| | m_inputVectorSize = SPTAG::GetValueTypeSize(p_index->GetVectorValueType()) * m_dimension; |
| | } |
| |
|
| | AnnIndex::AnnIndex(String^ p_algoType, String^ p_valueType, int p_dimension) : |
| | ManagedObject(SPTAG::VectorIndex::CreateInstance(string_to<SPTAG::IndexAlgoType>(p_algoType), string_to<SPTAG::VectorValueType>(p_valueType))) |
| | { |
| | m_dimension = p_dimension; |
| | m_inputVectorSize = SPTAG::GetValueTypeSize((*m_Instance)->GetVectorValueType()) * m_dimension; |
| | } |
| |
|
| | void AnnIndex::SetBuildParam(String^ p_name, String^ p_value, String^ p_section) |
| | { |
| | if (m_Instance != nullptr) |
| | (*m_Instance)->SetParameter(string_to_char_array(p_name), string_to_char_array(p_value), string_to_char_array(p_section)); |
| | } |
| |
|
| | void AnnIndex::SetSearchParam(String^ p_name, String^ p_value, String^ p_section) |
| | { |
| | if (m_Instance != nullptr) |
| | (*m_Instance)->SetParameter(string_to_char_array(p_name), string_to_char_array(p_value), string_to_char_array(p_section)); |
| | } |
| |
|
| | bool AnnIndex::LoadQuantizer(String^ p_quantizerFile) |
| | { |
| | if (m_Instance == nullptr) return false; |
| | |
| | auto ret = ((*m_Instance)->LoadQuantizer(string_to_char_array(p_quantizerFile)) == SPTAG::ErrorCode::Success); |
| | if (ret) |
| | { |
| | m_inputVectorSize = (*m_Instance)->m_pQuantizer->QuantizeSize(); |
| | } |
| | return ret; |
| | } |
| |
|
| | void AnnIndex::SetQuantizerADC(bool p_adc) |
| | { |
| | if (m_Instance != nullptr) |
| | (*m_Instance)->SetQuantizerADC(p_adc); |
| | } |
| |
|
| | array<Byte>^ AnnIndex::QuantizeVector(array<Byte>^ p_data, int p_num) { |
| | array<Byte>^ res; |
| | if (m_Instance != nullptr && (*m_Instance)->GetQuantizer() != nullptr) { |
| | res = gcnew array<Byte>((*m_Instance)->GetQuantizer()->GetNumSubvectors() * (size_t)p_num); |
| | pin_ptr<Byte> ptr = &res[0], optr = &p_data[0]; |
| | (*m_Instance)->QuantizeVector(optr, p_num, SPTAG::ByteArray(ptr, res->LongLength, false)); |
| | } |
| | return res; |
| | } |
| |
|
| | array<Byte>^ AnnIndex::ReconstructVector(array<Byte>^ p_data, int p_num) { |
| | array<Byte>^ res; |
| | if (m_Instance != nullptr && (*m_Instance)->GetQuantizer() != nullptr) { |
| | res = gcnew array<Byte>((*m_Instance)->GetQuantizer()->ReconstructSize() * (size_t)p_num); |
| | pin_ptr<Byte> ptr = &res[0], optr = &p_data[0]; |
| | (*m_Instance)->ReconstructVector(optr, p_num, SPTAG::ByteArray(ptr, res->LongLength, false)); |
| | } |
| | return res; |
| | } |
| |
|
| | bool AnnIndex::BuildSPANN(bool p_normalized) |
| | { |
| | if (m_Instance == nullptr || (*m_Instance)->GetIndexAlgoType() != SPTAG::IndexAlgoType::SPANN) return false; |
| |
|
| | return (*m_Instance)->BuildIndex(p_normalized) == SPTAG::ErrorCode::Success; |
| | } |
| |
|
| | bool AnnIndex::BuildSPANNWithMetaData(array<Byte>^ p_meta, int p_num, bool p_withMetaIndex, bool p_normalized) |
| | { |
| | if (m_Instance == nullptr || (*m_Instance)->GetIndexAlgoType() != SPTAG::IndexAlgoType::SPANN) return false; |
| |
|
| | pin_ptr<Byte> metaptr = &p_meta[0]; |
| | std::uint64_t* offsets = new std::uint64_t[p_num + 1]{ 0 }; |
| | if (!SPTAG::MetadataSet::GetMetadataOffsets(metaptr, p_meta->LongLength, offsets, p_num + 1, '\n')) return false; |
| | (*m_Instance)->SetMetadata(new SPTAG::MemMetadataSet(SPTAG::ByteArray(metaptr, p_meta->LongLength, false), |
| | SPTAG::ByteArray((std::uint8_t*)offsets, (p_num + 1) * sizeof(std::uint64_t), true), p_num, |
| | (*m_Instance)->m_iDataBlockSize, (*m_Instance)->m_iDataCapacity, (*m_Instance)->m_iMetaRecordSize)); |
| |
|
| | if (p_withMetaIndex) (*m_Instance)->BuildMetaMapping(false); |
| |
|
| | return (SPTAG::ErrorCode::Success == (*m_Instance)->BuildIndex(p_normalized)); |
| | } |
| |
|
| | bool AnnIndex::Build(array<Byte>^ p_data, int p_num) |
| | { |
| | return Build(p_data, p_num, false); |
| | } |
| |
|
| | bool AnnIndex::Build(array<Byte>^ p_data, int p_num, bool p_normalized) |
| | { |
| | if (m_Instance == nullptr || p_num == 0 || m_dimension == 0 || p_data->LongLength != p_num * m_inputVectorSize) |
| | return false; |
| |
|
| | pin_ptr<Byte> ptr = &p_data[0]; |
| | return (SPTAG::ErrorCode::Success == (*m_Instance)->BuildIndex(ptr, p_num, m_dimension, p_normalized)); |
| | } |
| |
|
| | bool AnnIndex::BuildWithMetaData(array<Byte>^ p_data, array<Byte>^ p_meta, int p_num, bool p_withMetaIndex) |
| | { |
| | return BuildWithMetaData(p_data, p_meta, p_num, p_withMetaIndex, false); |
| | } |
| |
|
| | bool AnnIndex::BuildWithMetaData(array<Byte>^ p_data, array<Byte>^ p_meta, int p_num, bool p_withMetaIndex, bool p_normalized) |
| | { |
| | if (m_Instance == nullptr || p_num == 0 || m_dimension == 0 || p_data->LongLength != p_num * m_inputVectorSize) |
| | return false; |
| |
|
| | pin_ptr<Byte> dataptr = &p_data[0]; |
| | auto vectorType = (*m_Instance)->m_pQuantizer ? SPTAG::VectorValueType::UInt8 : (*m_Instance)->GetVectorValueType(); |
| | auto vectorSize = (*m_Instance)->m_pQuantizer ? (*m_Instance)->m_pQuantizer->GetNumSubvectors() : m_dimension; |
| | std::shared_ptr<SPTAG::VectorSet> vectors(new SPTAG::BasicVectorSet(SPTAG::ByteArray(dataptr, p_data->LongLength, false), vectorType, vectorSize, p_num)); |
| |
|
| | pin_ptr<Byte> metaptr = &p_meta[0]; |
| | std::uint64_t* offsets = new std::uint64_t[p_num + 1]{ 0 }; |
| | if (!SPTAG::MetadataSet::GetMetadataOffsets(metaptr, p_meta->LongLength, offsets, p_num + 1, '\n')) return false; |
| | std::shared_ptr<SPTAG::MetadataSet> meta(new SPTAG::MemMetadataSet(SPTAG::ByteArray(metaptr, p_meta->LongLength, false), |
| | SPTAG::ByteArray((std::uint8_t*)offsets, (p_num + 1) * sizeof(std::uint64_t), true), p_num, |
| | (*m_Instance)->m_iDataBlockSize, (*m_Instance)->m_iDataCapacity, (*m_Instance)->m_iMetaRecordSize)); |
| | return (SPTAG::ErrorCode::Success == (*m_Instance)->BuildIndex(vectors, meta, p_withMetaIndex, p_normalized)); |
| | } |
| |
|
| | array<BasicResult^>^ AnnIndex::Search(array<Byte>^ p_data, int p_resultNum) |
| | { |
| | array<BasicResult^>^ res; |
| | if (m_Instance == nullptr) |
| | return res; |
| |
|
| | pin_ptr<Byte> ptr = &p_data[0]; |
| | SPTAG::QueryResult results(ptr, p_resultNum, false); |
| | (*m_Instance)->SearchIndex(results); |
| |
|
| | res = gcnew array<BasicResult^>(p_resultNum); |
| | for (int i = 0; i < p_resultNum; i++) |
| | res[i] = gcnew BasicResult(new SPTAG::BasicResult(*(results.GetResult(i)))); |
| |
|
| | return res; |
| | } |
| |
|
| | array<BasicResult^>^ AnnIndex::SearchWithMetaData(array<Byte>^ p_data, int p_resultNum) |
| | { |
| | array<BasicResult^>^ res; |
| | if (m_Instance == nullptr) |
| | return res; |
| |
|
| | pin_ptr<Byte> ptr = &p_data[0]; |
| | SPTAG::QueryResult results(ptr, p_resultNum, true); |
| | (*m_Instance)->SearchIndex(results); |
| |
|
| | res = gcnew array<BasicResult^>(p_resultNum); |
| | for (int i = 0; i < p_resultNum; i++) |
| | res[i] = gcnew BasicResult(new SPTAG::BasicResult(*(results.GetResult(i)))); |
| |
|
| | return res; |
| | } |
| |
|
| | RIterator^ AnnIndex::GetIterator(array<Byte>^ p_data) |
| | { |
| | RIterator^ res; |
| | if (m_Instance == nullptr || m_dimension == 0 || p_data->LongLength != m_inputVectorSize) |
| | return res; |
| |
|
| | pin_ptr<Byte> ptr = &p_data[0]; |
| | std::shared_ptr<ResultIterator> result_iterator = (*m_Instance)->GetIterator(ptr); |
| |
|
| | res = gcnew RIterator(result_iterator); |
| | return res; |
| | } |
| |
|
| | void AnnIndex::UpdateIndex() |
| | { |
| | if (m_Instance != nullptr) (*m_Instance)->UpdateIndex(); |
| | } |
| |
|
| | bool AnnIndex::Save(String^ p_saveFile) |
| | { |
| | return SPTAG::ErrorCode::Success == (*m_Instance)->SaveIndex(string_to_char_array(p_saveFile)); |
| | } |
| |
|
| | array<array<Byte>^>^ AnnIndex::Dump() |
| | { |
| | std::shared_ptr<std::vector<std::uint64_t>> buffersize = (*m_Instance)->CalculateBufferSize(); |
| | array<array<Byte>^>^ res = gcnew array<array<Byte>^>(buffersize->size() + 1); |
| | std::vector<SPTAG::ByteArray> indexBlobs; |
| | for (int i = 1; i < res->Length; i++) |
| | { |
| | res[i] = gcnew array<Byte>(buffersize->at(i-1)); |
| | pin_ptr<Byte> ptr = &res[i][0]; |
| | indexBlobs.push_back(SPTAG::ByteArray((std::uint8_t*)ptr, res[i]->LongLength, false)); |
| | } |
| | std::string config; |
| | if (SPTAG::ErrorCode::Success != (*m_Instance)->SaveIndex(config, indexBlobs)) |
| | { |
| | array<array<Byte>^>^ null; |
| | return null; |
| | } |
| | res[0] = gcnew array<Byte>(config.size()); |
| | Marshal::Copy(IntPtr(&config[0]), res[0], 0, config.size()); |
| | return res; |
| | } |
| |
|
| | bool AnnIndex::Add(array<Byte>^ p_data, int p_num) |
| | { |
| | return Add(p_data, p_num, false); |
| | } |
| |
|
| |
|
| | bool AnnIndex::Add(array<Byte>^ p_data, int p_num, bool p_normalized) |
| | { |
| | if (m_Instance == nullptr || p_num == 0 || m_dimension == 0 || p_data->LongLength != p_num * m_inputVectorSize) |
| | return false; |
| |
|
| | pin_ptr<Byte> ptr = &p_data[0]; |
| | return (SPTAG::ErrorCode::Success == (*m_Instance)->AddIndex(ptr, p_num, m_dimension, nullptr, false, p_normalized)); |
| | } |
| |
|
| |
|
| | bool AnnIndex::AddWithMetaData(array<Byte>^ p_data, array<Byte>^ p_meta, int p_num, bool p_withMetaIndex) |
| | { |
| | return AddWithMetaData(p_data, p_meta, p_num, p_withMetaIndex, false); |
| | } |
| |
|
| | bool AnnIndex::AddWithMetaData(array<Byte>^ p_data, array<Byte>^ p_meta, int p_num, bool p_withMetaIndex, bool p_normalized) |
| | { |
| | if (m_Instance == nullptr || p_num == 0 || m_dimension == 0 || p_data->LongLength != p_num * m_inputVectorSize) |
| | return false; |
| |
|
| | pin_ptr<Byte> dataptr = &p_data[0]; |
| | std::shared_ptr<SPTAG::VectorSet> vectors(new SPTAG::BasicVectorSet(SPTAG::ByteArray(dataptr, p_data->LongLength, false), (*m_Instance)->GetVectorValueType(), m_dimension, p_num)); |
| |
|
| | pin_ptr<Byte> metaptr = &p_meta[0]; |
| | std::uint64_t* offsets = new std::uint64_t[p_num + 1]{ 0 }; |
| | if (!SPTAG::MetadataSet::GetMetadataOffsets(metaptr, p_meta->LongLength, offsets, p_num + 1, '\n')) return false; |
| | std::shared_ptr<SPTAG::MetadataSet> meta(new SPTAG::MemMetadataSet(SPTAG::ByteArray(metaptr, p_meta->LongLength, false), SPTAG::ByteArray((std::uint8_t*)offsets, (p_num + 1) * sizeof(std::uint64_t), true), p_num)); |
| | return (SPTAG::ErrorCode::Success == (*m_Instance)->AddIndex(vectors, meta, p_withMetaIndex, p_normalized)); |
| | } |
| |
|
| | bool AnnIndex::Delete(array<Byte>^ p_data, int p_num) |
| | { |
| | if (m_Instance == nullptr || p_num == 0 || m_dimension == 0 || p_data->LongLength != p_num * m_inputVectorSize) |
| | return false; |
| |
|
| | pin_ptr<Byte> ptr = &p_data[0]; |
| | return (SPTAG::ErrorCode::Success == (*m_Instance)->DeleteIndex(ptr, p_num)); |
| | } |
| |
|
| | bool AnnIndex::DeleteByMetaData(array<Byte>^ p_meta) |
| | { |
| | if (m_Instance == nullptr) |
| | return false; |
| |
|
| | pin_ptr<Byte> metaptr = &p_meta[0]; |
| | return (SPTAG::ErrorCode::Success == (*m_Instance)->DeleteIndex(SPTAG::ByteArray(metaptr, p_meta->LongLength, false))); |
| | } |
| |
|
| | AnnIndex^ AnnIndex::Load(String^ p_loaderFile) |
| | { |
| | std::shared_ptr<SPTAG::VectorIndex> vecIndex; |
| | AnnIndex^ res; |
| | if (SPTAG::ErrorCode::Success != SPTAG::VectorIndex::LoadIndex(string_to_char_array(p_loaderFile), vecIndex) || nullptr == vecIndex) |
| | { |
| | res = gcnew AnnIndex(nullptr); |
| | } |
| | else { |
| | res = gcnew AnnIndex(vecIndex); |
| | } |
| | return res; |
| | } |
| |
|
| | AnnIndex^ AnnIndex::Load(array<array<Byte>^>^ p_index) |
| | { |
| | std::vector<SPTAG::ByteArray> p_indexBlobs; |
| | for (int i = 1; i < p_index->Length; i++) |
| | { |
| | pin_ptr<Byte> ptr = &p_index[i][0]; |
| | p_indexBlobs.push_back(SPTAG::ByteArray((std::uint8_t*)ptr, p_index[i]->LongLength, false)); |
| | } |
| | pin_ptr<Byte> configptr = &p_index[0][0]; |
| |
|
| | std::shared_ptr<SPTAG::VectorIndex> vecIndex; |
| | if (SPTAG::ErrorCode::Success != SPTAG::VectorIndex::LoadIndex(std::string((char*)configptr, p_index[0]->LongLength), p_indexBlobs, vecIndex) || nullptr == vecIndex) |
| | { |
| | return gcnew AnnIndex(nullptr); |
| | } |
| | return gcnew AnnIndex(vecIndex); |
| | } |
| |
|
| | AnnIndex^ AnnIndex::Merge(String^ p_indexFilePath1, String^ p_indexFilePath2) |
| | { |
| | AnnIndex^ res = Load(p_indexFilePath1); |
| | AnnIndex^ add = Load(p_indexFilePath2); |
| | if (*(res->m_Instance) == nullptr || *(add->m_Instance) == nullptr || |
| | SPTAG::ErrorCode::Success != (*(res->m_Instance))->MergeIndex(add->m_Instance->get(), std::atoi((*(res->m_Instance))->GetParameter("NumberOfThreads").c_str()), nullptr)) |
| | { |
| | return gcnew AnnIndex(nullptr); |
| | } |
| | return res; |
| | } |
| |
|
| | MultiIndexScan::MultiIndexScan(std::shared_ptr<SPTAG::MultiIndexScan> multi_index_scan) : |
| | ManagedObject(multi_index_scan) |
| | { |
| | } |
| |
|
| | MultiIndexScan::MultiIndexScan(array<AnnIndex^>^ indice, array<array<Byte>^>^ p_data, array<float>^ weight, int p_resultNum, |
| | bool useTimer, int termCondVal, int searchLimit) : ManagedObject(std::make_shared<SPTAG::MultiIndexScan>()) |
| | { |
| | std::vector<std::shared_ptr<SPTAG::VectorIndex>> vecIndices; |
| | for (int i = 0; i < indice->Length; i++) |
| | { |
| | std::shared_ptr<SPTAG::VectorIndex> index = *(indice[i]->GetInstance()); |
| | vecIndices.push_back(index); |
| | } |
| |
|
| | std::vector<SPTAG::ByteArray> data_array; |
| | for (int i = 0; i < p_data->Length; i++) |
| | { |
| | pin_ptr<Byte> ptr = &p_data[i][0]; |
| | SPTAG::ByteArray byte_target = SPTAG::ByteArray::Alloc(p_data[i]->LongLength); |
| | byte_target.Set((std::uint8_t*)ptr, p_data[i]->LongLength, false); |
| | data_array.push_back(byte_target); |
| | } |
| |
|
| | std::vector<float> weight_array; |
| | for (int i = 0; i < weight->Length; i++) |
| | { |
| | float w = weight[i]; |
| | weight_array.push_back(w); |
| | } |
| |
|
| | (*m_Instance)->Init(vecIndices, data_array, weight_array, p_resultNum, useTimer, termCondVal, searchLimit); |
| | } |
| |
|
| | BasicResult^ MultiIndexScan::Next() |
| | { |
| | SPTAG::BasicResult* result = new SPTAG::BasicResult(); |
| | (*m_Instance)->Next(*result); |
| | return gcnew BasicResult(result); |
| | } |
| |
|
| | void MultiIndexScan::Close() |
| | { |
| | (*m_Instance)->Close(); |
| | } |
| |
|
| | } |
| | } |
| | } |