| // This file is part of OpenCV project. | |
| // It is subject to the license terms in the LICENSE file found in the top-level directory | |
| // of this distribution and at http://opencv.org/license.html. | |
| // | |
| // Copyright (C) 2018-2020 Intel Corporation | |
| namespace cv { | |
| // This class represents a compiled computation. | |
| // In theory (and ideally), it can be used w/o the rest of APIs. | |
| // In theory (and ideally), it can be serialized/deserialized. | |
| // It can enable scenarious like deployment to an autonomous devince, FuSa, etc. | |
| // | |
| // Currently GCompiled assumes all GMats you used to pass data to G-API | |
| // are valid and not destroyed while you use a GCompiled object. | |
| // | |
| // FIXME: In future, there should be a way to name I/O objects and specify it | |
| // to GCompiled externally (for example, when it is loaded on the target system). | |
| /** | |
| * \addtogroup gapi_main_classes | |
| * @{ | |
| */ | |
| /** | |
| * @brief Represents a compiled computation (graph). Can only be used | |
| * with image / data formats & resolutions it was compiled for, with | |
| * some exceptions. | |
| * | |
| * This class represents a product of graph compilation (calling | |
| * cv::GComputation::compile()). Objects of this class actually do | |
| * data processing, and graph execution is incapsulated into objects | |
| * of this class. Execution model itself depends on kernels and | |
| * backends which were using during the compilation, see @ref | |
| * gapi_compile_args for details. | |
| * | |
| * In a general case, GCompiled objects can be applied to data only in | |
| * that formats/resolutions they were compiled for (see @ref | |
| * gapi_meta_args). However, if the underlying backends allow, a | |
| * compiled object can be _reshaped_ to handle data (images) of | |
| * different resolution, though formats and types must remain the same. | |
| * | |
| * GCompiled is very similar to `std::function<>` in its semantics -- | |
| * running it looks like a function call in the user code. | |
| * | |
| * At the moment, GCompiled objects are not reentrant -- generally, | |
| * the objects are stateful since graph execution itself is a stateful | |
| * process and this state is now maintained in GCompiled's own memory | |
| * (not on the process stack). | |
| * | |
| * At the same time, two different GCompiled objects produced from the | |
| * single cv::GComputation are completely independent and can be used | |
| * concurrently. | |
| * | |
| * @sa GStreamingCompiled | |
| */ | |
| class GAPI_EXPORTS GCompiled | |
| { | |
| public: | |
| /// @private | |
| class GAPI_EXPORTS Priv; | |
| /** | |
| * @brief Constructs an empty object | |
| */ | |
| GCompiled(); | |
| /** | |
| * @brief Run the compiled computation, a generic version. | |
| * | |
| * @param ins vector of inputs to process. | |
| * @param outs vector of outputs to produce. | |
| * | |
| * Input/output vectors must have the same number of elements as | |
| * defined in the cv::GComputation protocol (at the moment of its | |
| * construction). Shapes of elements also must conform to protocol | |
| * (e.g. cv::Mat needs to be passed where cv::GMat has been | |
| * declared as input, and so on). Run-time exception is generated | |
| * otherwise. | |
| * | |
| * Objects in output vector may remain empty (like cv::Mat) -- | |
| * G-API will automatically initialize output objects to proper formats. | |
| * | |
| * @note Don't construct GRunArgs/GRunArgsP objects manually, use | |
| * cv::gin()/cv::gout() wrappers instead. | |
| */ | |
| void operator() (GRunArgs &&ins, GRunArgsP &&outs); // Generic arg-to-arg | |
| /** | |
| * @brief Execute an unary computation | |
| * | |
| * @overload | |
| * @param in input cv::Mat for unary computation | |
| * @param out output cv::Mat for unary computation | |
| * process. | |
| */ | |
| void operator() (cv::Mat in, cv::Mat &out); // Unary overload | |
| /** | |
| * @brief Execute an unary computation | |
| * | |
| * @overload | |
| * @param in input cv::Mat for unary computation | |
| * @param out output cv::Scalar for unary computation | |
| * process. | |
| */ | |
| void operator() (cv::Mat in, cv::Scalar &out); // Unary overload (scalar) | |
| /** | |
| * @brief Execute a binary computation | |
| * | |
| * @overload | |
| * @param in1 first input cv::Mat for binary computation | |
| * @param in2 second input cv::Mat for binary computation | |
| * @param out output cv::Mat for binary computation | |
| * process. | |
| */ | |
| void operator() (cv::Mat in1, cv::Mat in2, cv::Mat &out); // Binary overload | |
| /** | |
| * @brief Execute an binary computation | |
| * | |
| * @overload | |
| * @param in1 first input cv::Mat for binary computation | |
| * @param in2 second input cv::Mat for binary computation | |
| * @param out output cv::Scalar for binary computation | |
| * process. | |
| */ | |
| void operator() (cv::Mat in1, cv::Mat in2, cv::Scalar &out); // Binary overload (scalar) | |
| /** | |
| * @brief Execute a computation with arbitrary number of | |
| * inputs/outputs. | |
| * | |
| * @overload | |
| * @param ins vector of input cv::Mat objects to process by the | |
| * computation. | |
| * @param outs vector of output cv::Mat objects to produce by the | |
| * computation. | |
| * | |
| * Numbers of elements in ins/outs vectors must match numbers of | |
| * inputs/outputs which were used to define the source GComputation. | |
| */ | |
| void operator() (const std::vector<cv::Mat> &ins, // Compatibility overload | |
| const std::vector<cv::Mat> &outs); | |
| /// @private | |
| Priv& priv(); | |
| /** | |
| * @brief Check if compiled object is valid (non-empty) | |
| * | |
| * @return true if the object is runnable (valid), false otherwise | |
| */ | |
| explicit operator bool () const; | |
| /** | |
| * @brief Vector of metadata this graph was compiled for. | |
| * | |
| * @return Unless _reshape_ is not supported, return value is the | |
| * same vector which was passed to cv::GComputation::compile() to | |
| * produce this compiled object. Otherwise, it is the latest | |
| * metadata vector passed to reshape() (if that call was | |
| * successful). | |
| */ | |
| const GMetaArgs& metas() const; // Meta passed to compile() | |
| /** | |
| * @brief Vector of metadata descriptions of graph outputs | |
| * | |
| * @return vector with formats/resolutions of graph's output | |
| * objects, auto-inferred from input metadata vector by | |
| * operations which form this computation. | |
| * | |
| * @note GCompiled objects produced from the same | |
| * cv::GComputiation graph with different input metas may return | |
| * different values in this vector. | |
| */ | |
| const GMetaArgs& outMetas() const; | |
| /** | |
| * @brief Check if the underlying backends support reshape or not. | |
| * | |
| * @return true if supported, false otherwise. | |
| */ | |
| bool canReshape() const; | |
| /** | |
| * @brief Reshape a compiled graph to support new image | |
| * resolutions. | |
| * | |
| * Throws an exception if an error occurs. | |
| * | |
| * @param inMetas new metadata to reshape on. Vector size and | |
| * metadata shapes must match the computation's protocol. | |
| * @param args compilation arguments to use. | |
| */ | |
| // FIXME: Why it requires compile args? | |
| void reshape(const GMetaArgs& inMetas, const GCompileArgs& args); | |
| /** | |
| * @brief Prepare inner kernels states for a new video-stream. | |
| * | |
| * GCompiled objects may be used to process video streams frame by frame. | |
| * In this case, a GCompiled is called on every image frame individually. | |
| * Starting OpenCV 4.4, some kernels in the graph may have their internal | |
| * states (see GAPI_OCV_KERNEL_ST for the OpenCV backend). | |
| * In this case, if user starts processing another video stream with | |
| * this GCompiled, this method needs to be called to let kernels re-initialize | |
| * their internal states to a new video stream. | |
| */ | |
| void prepareForNewStream(); | |
| protected: | |
| /// @private | |
| std::shared_ptr<Priv> m_priv; | |
| }; | |
| /** @} */ | |
| } | |