#include "AapgsModelClassifier.h" #include #include #include #include #include #include #include #include #include "yolo_runtime.h" namespace { const char kModelConfigRelativePath[] = "models/model.yaml"; const char kCanonicalModelConfigRelativePath[] = "models/model_20260712T020258_0000_6339d04b/" "model_20260712T020258_0000_6339d04b.yaml"; void AppendUniquePath(QStringList& paths, const QString& path) { const QString cleanPath = QDir::cleanPath(path.trimmed()); if (!cleanPath.isEmpty() && !paths.contains(cleanPath)) { paths.push_back(cleanPath); } } QString EnvironmentPath(const char* name) { return QString::fromLocal8Bit(qgetenv(name)).trimmed(); } QString SourcePackageRoot() { QDir sourceDir(QFileInfo(QString::fromUtf8(__FILE__)).absolutePath()); return QDir::cleanPath(sourceDir.absoluteFilePath( QStringLiteral("../../../../../AppAlgo/AAPGS_model"))); } QString PackageRootForConfig(const QString& configPath) { QDir directory(QFileInfo(configPath).absolutePath()); for (int level = 0; level < 4; ++level) { if (QFileInfo::exists(directory.filePath( QStringLiteral("lib/libyolo_runtime.so.2")))) { return directory.absolutePath(); } if (!directory.cdUp()) { break; } } return QFileInfo(configPath).absolutePath(); } bool FindModelConfig(QString& configPath, QString& packageRoot, QString& errorMessage) { const QString configuredPath = EnvironmentPath("AAPGS_MODEL_CONFIG"); if (!configuredPath.isEmpty()) { QFileInfo configuredFile(configuredPath); if (configuredFile.isDir()) { configuredFile.setFile(QDir(configuredFile.absoluteFilePath()) .filePath(QString::fromLatin1( kModelConfigRelativePath))); } if (!configuredFile.isFile()) { errorMessage = QStringLiteral("AAPGS模型配置不存在:%1").arg(configuredPath); return false; } configPath = configuredFile.absoluteFilePath(); packageRoot = PackageRootForConfig(configPath); return true; } QStringList roots; const QString configuredRoot = EnvironmentPath("AAPGS_MODEL_ROOT"); if (!configuredRoot.isEmpty()) { AppendUniquePath(roots, configuredRoot); } const QString applicationDir = QCoreApplication::applicationDirPath(); AppendUniquePath(roots, QDir(applicationDir).filePath(QStringLiteral("AAPGS_model"))); AppendUniquePath(roots, QDir(applicationDir).filePath(QStringLiteral("aapgs"))); AppendUniquePath(roots, QDir(applicationDir).filePath(QStringLiteral("../AAPGS_model"))); AppendUniquePath(roots, QDir::current().filePath(QStringLiteral("AAPGS_model"))); AppendUniquePath(roots, QDir::current().filePath(QStringLiteral("AppAlgo/AAPGS_model"))); AppendUniquePath(roots, SourcePackageRoot()); AppendUniquePath(roots, QStringLiteral("/opt/rk3588-ai")); AppendUniquePath(roots, QStringLiteral("/usr/lib/AAPGS_model")); AppendUniquePath(roots, QStringLiteral("/usr/local/lib/AAPGS_model")); const QStringList relativePaths = { QString::fromLatin1(kModelConfigRelativePath), QString::fromLatin1(kCanonicalModelConfigRelativePath) }; for (const QString& root : roots) { for (const QString& relativePath : relativePaths) { const QFileInfo candidate(QDir(root).filePath(relativePath)); if (candidate.isFile()) { configPath = candidate.absoluteFilePath(); packageRoot = QDir(root).absolutePath(); return true; } } } errorMessage = QStringLiteral( "未找到AAPGS模型配置;DEB应安装到" "/opt/rk3588-ai/models/model.yaml,或设置AAPGS_MODEL_CONFIG"); return false; } QString ModelName(const yolo_result_t& item, QString& errorMessage) { errorMessage.clear(); int labelLength = 0; while (labelLength < YOLO_LABEL_LENGTH && item.label[labelLength] != '\0') { ++labelLength; } const QString label = QString::fromUtf8(item.label, labelLength).trimmed(); if (label.compare(QStringLiteral("a320"), Qt::CaseInsensitive) == 0) { if (item.class_id != 0) { errorMessage = QStringLiteral("AAPGS类别标签与编号不一致:%1/%2") .arg(label) .arg(item.class_id); return QString(); } return QStringLiteral("A320"); } if (label.compare(QStringLiteral("b737"), Qt::CaseInsensitive) == 0) { if (item.class_id != 1) { errorMessage = QStringLiteral("AAPGS类别标签与编号不一致:%1/%2") .arg(label) .arg(item.class_id); return QString(); } return QStringLiteral("B737"); } if (label.isEmpty()) { if (item.class_id == 0) { return QStringLiteral("A320"); } if (item.class_id == 1) { return QStringLiteral("B737"); } } errorMessage = label.isEmpty() ? QStringLiteral("AAPGS返回了未知机型类别:%1").arg(item.class_id) : QStringLiteral("AAPGS返回了未知机型类别:%1/%2") .arg(label) .arg(item.class_id); return QString(); } } // namespace class AapgsModelClassifier::Impl { public: using GetAbiVersionFunction = int (*)(); using CreateFunction = int (*)(const char*, yolo_runtime_t**); using GetCapabilitiesFunction = unsigned int (*)(const yolo_runtime_t*); using InferImageFunction = int (*)(yolo_runtime_t*, const yolo_image_view_t*, yolo_result_list_t*); using LastErrorFunction = const char* (*)(const yolo_runtime_t*); using DestroyFunction = void (*)(yolo_runtime_t*); ~Impl() { UnloadRuntimeLibrary(); } bool Classify(const QImage& frame, Classification& result, QString& errorMessage) { std::lock_guard lock(m_mutex); result = Classification(); errorMessage.clear(); if (frame.isNull() || frame.width() <= 0 || frame.height() <= 0) { errorMessage = QStringLiteral("机型识别图像无效"); return false; } if (!EnsureInitialized(errorMessage)) { return false; } const QImage rgbFrame = frame.format() == QImage::Format_RGB888 ? frame : frame.convertToFormat(QImage::Format_RGB888); if (rgbFrame.isNull()) { errorMessage = QStringLiteral("机型识别图像转换失败"); return false; } yolo_image_view_t image{}; image.struct_size = sizeof(image); image.abi_version = YOLO_IMAGE_VIEW_ABI_VERSION; image.data = rgbFrame.constBits(); image.width = rgbFrame.width(); image.height = rgbFrame.height(); image.row_stride_bytes = rgbFrame.bytesPerLine(); image.pixel_format = YOLO_PIXEL_FORMAT_RGB888; yolo_result_list_t output{}; const int status = m_inferImage(m_runtime, &image, &output); if (status != YOLO_STATUS_OK) { const QString runtimeError = RuntimeError(); if (status == YOLO_STATUS_INITIALIZATION_FAILED || status == YOLO_STATUS_BACKEND_FAILED) { UnloadRuntimeLibrary(); } errorMessage = QStringLiteral("AAPGS机型推理失败(%1):%2") .arg(status) .arg(runtimeError); return false; } if (output.task != YOLO_TASK_CLS) { errorMessage = QStringLiteral("AAPGS模型任务类型不是分类任务:%1") .arg(static_cast(output.task)); return false; } if (output.count <= 0 || output.count > YOLO_MAX_RESULTS) { errorMessage = QStringLiteral("AAPGS分类结果数量异常:%1") .arg(output.count); return false; } const yolo_result_t* bestResult = nullptr; for (int index = 0; index < output.count; ++index) { const yolo_result_t& candidate = output.results[index]; if (!std::isfinite(candidate.score) || candidate.score < 0.0f || candidate.score > 1.0f) { continue; } if (!bestResult || candidate.score > bestResult->score) { bestResult = &candidate; } } if (!bestResult) { errorMessage = QStringLiteral("AAPGS未返回有效分类结果"); return false; } QString classificationError; result.modelType = ModelName(*bestResult, classificationError); result.confidence = static_cast(bestResult->score); if (result.modelType.isEmpty()) { errorMessage = classificationError.trimmed().isEmpty() ? QStringLiteral("AAPGS返回了无效机型类别") : classificationError; result = Classification(); return false; } return true; } private: bool EnsureInitialized(QString& errorMessage) { if (m_runtime) { return true; } #if !defined(Q_OS_LINUX) || !defined(Q_PROCESSOR_ARM_64) errorMessage = QStringLiteral( "AAPGS机型识别仅支持RK3588 Linux AArch64"); return false; #else QString configPath; QString packageRoot; if (!FindModelConfig(configPath, packageRoot, errorMessage)) { return false; } if (!LoadRuntimeLibrary(packageRoot, errorMessage)) { return false; } const int runtimeAbi = m_getAbiVersion(); if (runtimeAbi != YOLO_RUNTIME_ABI_VERSION) { errorMessage = QStringLiteral("AAPGS运行库ABI不匹配:期望%1,实际%2") .arg(YOLO_RUNTIME_ABI_VERSION) .arg(runtimeAbi); UnloadRuntimeLibrary(); return false; } const QByteArray encodedConfigPath = QFile::encodeName(configPath); const int status = m_create(encodedConfigPath.constData(), &m_runtime); if (status != YOLO_STATUS_OK || !m_runtime) { const QString runtimeError = RuntimeError(); UnloadRuntimeLibrary(); errorMessage = QStringLiteral("AAPGS模型初始化失败(%1):%2;配置:%3") .arg(status) .arg(runtimeError) .arg(configPath); return false; } if ((m_getCapabilities(m_runtime) & YOLO_CAPABILITY_INFER_IMAGE) == 0) { UnloadRuntimeLibrary(); errorMessage = QStringLiteral("AAPGS运行库不支持内存图像推理"); return false; } return true; #endif } bool LoadRuntimeLibrary(const QString& packageRoot, QString& errorMessage) { if (m_library.isLoaded()) { if (ResolveFunctions()) { return true; } UnloadRuntimeLibrary(); } QStringList candidates; const QString configuredLibrary = EnvironmentPath("AAPGS_RUNTIME_LIBRARY"); if (!configuredLibrary.isEmpty()) { AppendUniquePath(candidates, configuredLibrary); } AppendUniquePath(candidates, QDir(packageRoot).filePath( QStringLiteral("lib/libyolo_runtime.so.2"))); AppendUniquePath(candidates, QDir(packageRoot).filePath( QStringLiteral("lib/libyolo_runtime.so"))); AppendUniquePath(candidates, QStringLiteral("libyolo_runtime.so.2")); AppendUniquePath(candidates, QStringLiteral("yolo_runtime")); QString lastLoadError; for (const QString& candidate : candidates) { m_library.setFileName(candidate); if (!m_library.load()) { lastLoadError = m_library.errorString(); continue; } if (ResolveFunctions()) { return true; } lastLoadError = QStringLiteral("AAPGS运行库缺少必需的C ABI符号"); UnloadRuntimeLibrary(); } errorMessage = QStringLiteral("加载AAPGS运行库失败:%1").arg(lastLoadError); return false; } bool ResolveFunctions() { m_getAbiVersion = reinterpret_cast( m_library.resolve("yolo_runtime_get_abi_version")); m_create = reinterpret_cast( m_library.resolve("yolo_runtime_create")); m_getCapabilities = reinterpret_cast( m_library.resolve("yolo_runtime_get_capabilities")); m_inferImage = reinterpret_cast( m_library.resolve("yolo_runtime_infer_image")); m_lastError = reinterpret_cast( m_library.resolve("yolo_runtime_last_error")); m_destroy = reinterpret_cast( m_library.resolve("yolo_runtime_destroy")); return m_getAbiVersion && m_create && m_getCapabilities && m_inferImage && m_lastError && m_destroy; } QString RuntimeError() const { if (!m_runtime || !m_lastError) { return QStringLiteral("未知错误"); } const char* error = m_lastError(m_runtime); const QString text = error ? QString::fromUtf8(error).trimmed() : QString(); return text.isEmpty() ? QStringLiteral("未知错误") : text; } void ResetRuntime() { if (m_runtime && m_destroy) { m_destroy(m_runtime); } m_runtime = nullptr; } void ClearFunctions() { m_getAbiVersion = nullptr; m_create = nullptr; m_getCapabilities = nullptr; m_inferImage = nullptr; m_lastError = nullptr; m_destroy = nullptr; } void UnloadRuntimeLibrary() { ResetRuntime(); if (m_library.isLoaded()) { m_library.unload(); } ClearFunctions(); } private: std::mutex m_mutex; QLibrary m_library; yolo_runtime_t* m_runtime = nullptr; GetAbiVersionFunction m_getAbiVersion = nullptr; CreateFunction m_create = nullptr; GetCapabilitiesFunction m_getCapabilities = nullptr; InferImageFunction m_inferImage = nullptr; LastErrorFunction m_lastError = nullptr; DestroyFunction m_destroy = nullptr; }; AapgsModelClassifier::AapgsModelClassifier() : m_impl(std::make_unique()) { } AapgsModelClassifier::~AapgsModelClassifier() = default; bool AapgsModelClassifier::Classify(const QImage& frame, Classification& result, QString& errorMessage) { return m_impl && m_impl->Classify(frame, result, errorMessage); }