// Copyright 2018 Intel Corporation
// SPDX-License-Identifier: Apache-2.0

#pragma once

#include "filter.h"
#include "graph.h"
#include "color.h"
#include "autoexposure.h"
#include "image_copy.h"

OIDN_NAMESPACE_BEGIN

  // U-Net based denoising filter
  class UNetFilter : public Filter
  {
  public:
    void setData(const std::string& name, const Data& data) override;
    void updateData(const std::string& name) override;
    void unsetData(const std::string& name) override;
    void setInt(const std::string& name, int value) override;
    int getInt(const std::string& name) override;
    void setFloat(const std::string& name, float value) override;
    float getFloat(const std::string& name) override;

    void commit() override;
    void execute(SyncMode sync) override;

  protected:
    explicit UNetFilter(const Ref<Device>& device);
    virtual std::shared_ptr<TransferFunction> newTransferFunc() = 0;

    // Network constants
    // TODO: autodetect these values from the model
    static constexpr int receptiveFieldBase   = 174; // receptive field in pixels for UNet
    static constexpr int receptiveFieldLarge  = 202; // receptive field in pixels for UNetLarge
    static constexpr int minTileAlignment     = 16;  // required spatial alignment in pixels (padding may be necessary)

    static constexpr int defaultMaxTileSize   = 2160*2160; // default maximum number of pixels per tile

    // Images
    Ref<Image> color;
    Ref<Image> albedo;
    Ref<Image> normal;
    Ref<Image> output;

    // Options
    static constexpr Quality defaultQuality = Quality::High;
    Quality quality = defaultQuality;
    bool hdr = false;
    bool srgb = false;
    bool directional = false;
    float inputScale = std::numeric_limits<float>::quiet_NaN();
    bool cleanAux = false;
    int maxMemoryMB = -1;     // maximum memory usage limit in MBs, disabled if < 0
    int prevMaxMemoryMB = -1; // maximum memory usage limit in MBs from the previous commit

    struct Model
    {
      // Weights blobs
      Data base;
      Data small;
      Data large;

      Model() = default;

      Model(const Data& base, const Data& small = nullptr, const Data& large = nullptr)
        : base(base), small(small), large(large) {}
    };

    struct
    {
      Model hdr;
      Model hdr_alb;
      Model hdr_alb_nrm;
      Model hdr_calb_cnrm;
      Model ldr;
      Model ldr_alb;
      Model ldr_alb_nrm;
      Model ldr_calb_cnrm;
      Model dir;
      Model alb;
      Model nrm;
    } models; // built-in weights blobs
    Data userWeightsBlob;

  private:
    void init();
    void cleanup();
    void checkParams();
    Data getWeights();
    Ref<Op> addUNet(const Ref<Graph>& graph, const Ref<Op>& inputProcess);
    Ref<Op> addUNetLarge(const Ref<Graph>& graph, const Ref<Op>& inputProcess);
    bool buildModel(size_t maxMemoryByteSize = std::numeric_limits<size_t>::max());
    void resetModel();

    // Image dimensions
    int H = 0;             // image height
    int W = 0;             // image width
    int tileH = 0;         // tile height
    int tileW = 0;         // tile width
    int tilePadH = 0;      // tile padding in H dimension (may be required for alignment)
    int tilePadW = 0;      // tile padding in W dimension (may be required for alignment)
    int tileCountH = 1;    // number of tiles in H dimension
    int tileCountW = 1;    // number of tiles in W dimension
    int tileOverlap = 0;   // device-dependent spatial overlap between tiles in pixels
    int tileAlignment = 1; // device-dependent spatial tile offset alignment in pixels
    bool inplace = false;  // indicates whether input and output buffers overlap

    // Per-engine model instance
    struct Instance
    {
      Ref<Graph> graph;
      Ref<InputProcess> inputProcess;
      Ref<OutputProcess> outputProcess;
    };

    // Model
    std::vector<Instance> instances;
    std::shared_ptr<TransferFunction> transferFunc;
    Ref<Autoexposure> autoexposure;
    // In-place tiled filtering
    Ref<ImageCopy> imageCopy;
    Ref<Image> outputTemp;
    bool largeModel = false; // is UNetLarge?

    Progress progress;
  };

OIDN_NAMESPACE_END
