| | #include "pch.h" |
| | #include "AnnIndex.h" |
| | #if __has_include("AnnIndex.g.cpp") |
| | #include "AnnIndex.g.cpp" |
| | #endif |
| | #include "SearchResult.g.cpp" |
| |
|
| | namespace winrt::SPTAG::implementation |
| | { |
| | template<typename T, typename = std::enable_if_t<std::is_pod_v<T>>> |
| | sptag::ByteArray GetByteArray(const winrt::array_view<const T>& data) { |
| | auto copy = new T[data.size()]; |
| | for (auto i = 0u; i < data.size(); i++) copy[i] = data[i]; |
| | const auto byteSize = data.size() * sizeof(data.at(0)) / sizeof(byte); |
| | auto byteArray = sptag::ByteArray(reinterpret_cast<byte*>(copy), byteSize, true); |
| | return byteArray; |
| | } |
| |
|
| | SPTAG::SearchResult AnnIndex::GetResultFromMetadata(const sptag::BasicResult& r) const { |
| | return winrt::make<SearchResult>(r.Meta.Data(), r.Meta.Length(), r.Dist); |
| | } |
| | |
| |
|
| | winrt::Windows::Foundation::Collections::IVector<SPTAG::SearchResult> AnnIndex::Search(EmbeddingVector p_data, uint32_t p_resultNum) const { |
| | auto vec = std::vector<SPTAG::SearchResult>{}; |
| | p_resultNum = (std::min)(static_cast<sptag::SizeType>(p_resultNum), m_index->GetNumSamples()); |
| | auto results = std::make_shared<sptag::QueryResult>(p_data.data(), p_resultNum, true); |
| |
|
| | if (nullptr != m_index) { |
| | m_index->SearchIndex(*results); |
| | } |
| | for (const auto& r : *results) { |
| | auto sr = GetResultFromMetadata(r); |
| | vec.push_back(sr); |
| | } |
| | return winrt::single_threaded_vector<SPTAG::SearchResult>(std::move(vec)); |
| | } |
| |
|
| | void AnnIndex::Load(winrt::Windows::Storage::StorageFile file) { |
| | auto path = file.Path(); |
| | if (sptag::ErrorCode::Success != sptag::VectorIndex::LoadIndexFromFile(winrt::to_string(path), m_index)) { |
| | throw winrt::hresult_error{}; |
| | } |
| | } |
| |
|
| | void AnnIndex::Save(winrt::Windows::Storage::StorageFile file) { |
| | auto path = file.Path(); |
| | if (sptag::ErrorCode::Success != m_index->SaveIndexToFile(winrt::to_string(path))) { |
| | throw winrt::hresult_error{}; |
| | } |
| | } |
| |
|
| |
|
| | template<typename T> |
| | void AnnIndex::_AddWithMetadataImpl(EmbeddingVector p_data, T metadata) { |
| | if (m_dimension == 0) { |
| | m_dimension = p_data.size(); |
| | } else if (m_dimension != static_cast<decltype(m_dimension)>(p_data.size())) { |
| | throw winrt::hresult_invalid_argument{}; |
| | } |
| | int p_num{ 1 }; |
| | auto byteArray = GetByteArray(p_data); |
| | std::shared_ptr<sptag::VectorSet> vectors(new sptag::BasicVectorSet(byteArray, |
| | m_inputValueType, |
| | static_cast<sptag::DimensionType>(m_dimension), |
| | static_cast<sptag::SizeType>(p_num))); |
| |
|
| |
|
| | sptag::ByteArray p_meta = GetByteArray(metadata); |
| | bool p_withMetaIndex{ true }; |
| | bool p_normalized{ true }; |
| |
|
| | std::uint64_t* offsets = new std::uint64_t[p_num + 1]{ 0, metadata.size() * sizeof(metadata[0]) }; |
| | sptag::ByteArray offsetsArray(reinterpret_cast<std::uint8_t*>(offsets), p_num + 1, true); |
| | std::shared_ptr<sptag::MemMetadataSet> meta(new sptag::MemMetadataSet(p_meta, offsetsArray, p_num)); |
| |
|
| | if (sptag::ErrorCode::Success != m_index->AddIndex(vectors, meta, p_withMetaIndex, p_normalized)) { |
| | throw winrt::hresult_error(E_UNEXPECTED); |
| | } |
| | } |
| |
|
| | void AnnIndex::AddWithMetadata(array_view<float const> data, array_view<uint8_t const> metadata) { |
| | _AddWithMetadataImpl(data, metadata); |
| | } |
| | } |
| |
|