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- #ifndef MODULES_INFER_BASE_HPP_
- #define MODULES_INFER_BASE_HPP_
- #include <memory>
- #include <string>
- #include <vector>
- #include "cnis/contrib/video_helper.h"
- #include "cnis/infer_server.h"
- #include "cnis/processor.h"
- #include "cnstream_frame_va.hpp"
- #include "obj_filter.hpp"
- #include "video_postproc.hpp"
- #include "video_preproc.hpp"
- namespace cnstream {
- using InferEngine = infer_server::InferServer;
- using InferVideoPixelFmt = infer_server::video::PixelFmt;
- using InferVideoFrame = infer_server::video::VideoFrame;
- using VFrameBoundingBox = infer_server::video::BoundingBox;
- using InferPreprocessType = infer_server::video::PreprocessType;
- using InferMluPreprocess = infer_server::video::PreprocessorMLU;
- using InferDataType = infer_server::DataType;
- using InferDimOrder = infer_server::DimOrder;
- using InferStatus = infer_server::Status;
- using InferBatchStrategy = infer_server::BatchStrategy;
- using InferModelInfoPtr = infer_server::ModelPtr;
- using InferEngineSession = infer_server::Session_t;
- using InferSessionDesc = infer_server::SessionDesc;
- using InferEngineDataObserver = infer_server::Observer;
- using InferPackagePtr = infer_server::PackagePtr;
- using InferBuffer = infer_server::Buffer;
- using InferDataPtr = infer_server::InferDataPtr;
- using InferBatchData = infer_server::BatchData;
- using InferUserData = infer_server::any;
- using InferShape = infer_server::Shape;
- using InferCpuPreprocess = infer_server::PreprocessorHost;
- using InferPostprocess = infer_server::Postprocessor;
- struct Infer2Param {
- uint32_t device_id = 0;
- uint32_t priority = 0;
- uint32_t engine_num = 1;
- bool show_stats = false;
- InferBatchStrategy batch_strategy = InferBatchStrategy::DYNAMIC;
- uint32_t batching_timeout = 1000;
- bool keep_aspect_ratio = false;
- InferVideoPixelFmt model_input_pixel_format = InferVideoPixelFmt::RGBA;
- InferDimOrder data_order = InferDimOrder::NHWC;
- std::vector<float> mean_;
- std::vector<float> std_;
- std::string func_name = "";
- std::string model_path = "";
- std::string preproc_name = "";
- std::string postproc_name = "";
- std::string obj_filter_name = "";
- bool normalize = false;
- bool object_infer = false;
- float threshold = 0.f;
- uint32_t infer_interval = 0;
- };
- class Inferencer2;
- class InferHandler {
- public:
- explicit InferHandler(Inferencer2* module, const Infer2Param& infer_params,
- std::shared_ptr<VideoPostproc> post_processor, std::shared_ptr<VideoPreproc> pre_processor,
- std::shared_ptr<ObjFilter> obj_filter)
- : module_(module),
- params_(infer_params),
- postprocessor_(post_processor),
- preprocessor_(pre_processor),
- obj_filter_(obj_filter) {}
- virtual ~InferHandler() {}
- virtual bool Open() = 0;
- virtual void Close() = 0;
- virtual int Process(CNFrameInfoPtr data, bool with_objs = false) = 0;
- virtual void WaitTaskDone(const std::string& stream_id) = 0;
- void TransmitData(const CNFrameInfoPtr& data);
- protected:
- Inferencer2* module_ = nullptr;
- Infer2Param params_;
- std::shared_ptr<VideoPostproc> postprocessor_ = nullptr;
- std::shared_ptr<VideoPreproc> preprocessor_ = nullptr;
- std::shared_ptr<ObjFilter> obj_filter_ = nullptr;
- };
- }
- #endif
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