#include #include #include #include #include #include #include extern "C" __declspec(dllexport) winrt::SPTAG::LogLevel SPTAG_GetLoggerLevel() { return winrt::SPTAG::LogLevel::Empty; } using namespace winrt; using namespace Windows::Security::Cryptography; using namespace Windows::Data::Json; JsonObject CreateJsonObject(bool v) { auto js = JsonObject{}; js.Insert(L"value", JsonValue::CreateBooleanValue(v)); return js; } JsonObject CreateJsonObject(std::wstring_view v) { auto js = JsonObject{}; js.Insert(L"value", JsonValue::CreateStringValue(v)); return js; } template JsonObject CreateJsonObject(const wchar_t(&v)[N]) { return CreateJsonObject(winrt::hstring(v)); } JsonObject CreateJsonObject(double v) { auto js = JsonObject{}; js.Insert(L"value", JsonValue::CreateNumberValue(v)); return js; } JsonObject CreateJsonObject(nullptr_t) { auto js = JsonObject{}; js.Insert(L"value", JsonValue::CreateNullValue()); return js; } template winrt::array_view Serialize(const T& value) { JsonObject json = CreateJsonObject(value); auto str = json.Stringify(); auto ibuffer = CryptographicBuffer::ConvertStringToBinary(str, BinaryStringEncoding::Utf16LE); auto start = ibuffer.data(); winrt::com_array _array(start, start + ibuffer.Length()); return _array; } winrt::hstring Deserialize(winrt::array_view v) { std::wstring_view sv { reinterpret_cast(v.begin()), v.size() / sizeof(wchar_t) }; std::wstring wstr {sv}; JsonObject js; if (JsonObject::TryParse(wstr, js)) { auto value = js.GetNamedValue(L"value"); return value.Stringify(); } else { return winrt::hstring{ wstr }; } } int main() { SPTAG::AnnIndex idx; using embedding_t = std::array; auto b = CryptographicBuffer::ConvertStringToBinary(L"first one", BinaryStringEncoding::Utf16LE); idx.AddWithMetadata(embedding_t{ 1, 0 }, winrt::com_array(b.data(), b.data() + b.Length())); idx.AddWithMetadata(embedding_t{ 0, 1, 0 }, Serialize(L"second one")); idx.AddWithMetadata(embedding_t{ 0, 0.5f, 0.7f, 0 }, Serialize(3.14)); idx.AddWithMetadata(embedding_t{ 0, 0.7f, 0.5f, 0 }, Serialize(true)); idx.AddWithMetadata(embedding_t{ 0, 0.7f, 0.8f, 0 }, Serialize(L"fifth")); auto res = idx.Search(embedding_t{ 0.f, 0.99f, 0.01f }, 12); for (const winrt::SPTAG::SearchResult& r : res) { std::wcout << Deserialize(r.Metadata()); std::wcout << L" -- " << r.Distance() << L"\n"; } auto folder = winrt::Windows::Storage::KnownFolders::DocumentsLibrary(); auto file = folder.CreateFileAsync(L"vector_index", winrt::Windows::Storage::CreationCollisionOption::ReplaceExisting).get(); idx.Save(file); SPTAG::AnnIndex idx2; idx2.Load(file); }