#include "bmp_loader.h" #include "result_json.h" #include "yolo_runtime.h" #include #include #include #include static const char* value_after(int argc, char** argv, std::string_view option) { for (int index = 1; index + 1 < argc; ++index) if (argv[index] == option) return argv[index + 1]; return nullptr; } struct RuntimeDeleter { void operator()(yolo_runtime_t* runtime) const { yolo_runtime_destroy(runtime); } }; static bool valid_segmentation_mask(const yolo_result_t& result) { if (result.task != YOLO_TASK_SEG) return true; if (!result.mask_data && result.mask_width == 0 && result.mask_height == 0 && result.mask_stride_bytes == 0 && result.mask_origin_x == 0 && result.mask_origin_y == 0 && result.mask_bbox.x == 0.0f && result.mask_bbox.y == 0.0f && result.mask_bbox.width == 0.0f && result.mask_bbox.height == 0.0f) return true; if (!result.mask_data || result.mask_width <= 0 || result.mask_height <= 0 || result.mask_stride_bytes < result.mask_width) return false; if (static_cast(result.mask_bbox.x) != result.mask_origin_x || static_cast(result.mask_bbox.y) != result.mask_origin_y || static_cast(result.mask_bbox.width) != result.mask_width || static_cast(result.mask_bbox.height) != result.mask_height) return false; bool foreground = false; for (int y = 0; y < result.mask_height; ++y) { const unsigned char* row = result.mask_data + static_cast(y) * result.mask_stride_bytes; for (int x = 0; x < result.mask_width; ++x) { if (row[x] != 0 && row[x] != 255) return false; foreground = foreground || row[x] != 0; } } return foreground; } int main(int argc, char** argv) { const char* config = value_after(argc, argv, "--config"); const char* image_path = value_after(argc, argv, "--image"); const char* json_path = value_after(argc, argv, "--json"); if (!config || !image_path || !json_path) { std::cerr << "Usage: yolo_cpp_example --config model.yaml --image sample.bmp --json result.json\n"; return 2; } if (yolo_runtime_get_abi_version() != YOLO_RUNTIME_ABI_VERSION) return 3; unsigned char* raw_pixels = nullptr; int width = 0, height = 0; if (load_bmp_rgb(image_path, &raw_pixels, &width, &height) != 0) return 4; std::unique_ptr pixels(raw_pixels, free_bmp_rgb); yolo_runtime_t* raw_runtime = nullptr; if (yolo_runtime_create(config, &raw_runtime) != YOLO_STATUS_OK || !raw_runtime) return 5; std::unique_ptr runtime(raw_runtime); if ((yolo_runtime_get_capabilities(runtime.get()) & YOLO_CAPABILITY_INFER_IMAGE) == 0) return 6; yolo_image_view_t image{}; image.struct_size = sizeof(image); image.abi_version = YOLO_IMAGE_VIEW_ABI_VERSION; image.data = pixels.get(); image.width = width; image.height = height; image.row_stride_bytes = width * 3; image.pixel_format = YOLO_PIXEL_FORMAT_RGB888; yolo_result_list_t results{}; const int status = yolo_runtime_infer_image(runtime.get(), &image, &results); if (status != YOLO_STATUS_OK) { std::cerr << "Inference failed: " << yolo_runtime_last_error(runtime.get()) << '\n'; return 7; } std::cout << "results=" << results.count << " preprocess=" << results.performance.preprocess_ms << "ms inference=" << results.performance.inference_ms << "ms postprocess=" << results.performance.postprocess_ms << "ms total=" << results.performance.total_ms << "ms\n"; for (int index = 0; index < results.count; ++index) { const auto& result = results.results[index]; std::cout << '[' << index << "] class=" << result.class_id << " label=" << result.label << " score=" << result.score << " angle=" << result.bbox.angle << '\n'; if (result.task == YOLO_TASK_SEG) { std::cout << " mask_bbox=(" << result.mask_bbox.x << ',' << result.mask_bbox.y << ',' << result.mask_bbox.width << ',' << result.mask_bbox.height << ')' << " mask_roi=" << result.mask_width << 'x' << result.mask_height << " origin=(" << result.mask_origin_x << ',' << result.mask_origin_y << ")\n"; } if (!valid_segmentation_mask(result)) { std::cerr << "Invalid per-instance Seg mask contract\n"; return 9; } } return write_result_json(json_path, config, &results) == 0 ? 0 : 8; }