GAPI Fluid: Dynamic window size
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@ -68,19 +68,21 @@ public:
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// This function is a generic "getBorder" callback (extracts border-related data from kernel's input parameters)
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using B = std::function<gapi::fluid::BorderOpt(const GMetaArgs&, const GArgs&)>;
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// This function is a generic "getWindow" callback (extracts window-related data from kernel's input parameters)
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using GW = std::function<int(const GMetaArgs&, const GArgs&)>;
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// FIXME: move implementations out of header file
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GFluidKernel() {}
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GFluidKernel(int w, Kind k, int l, bool scratch, const F& f, const IS &is, const RS &rs, const B& b)
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: m_window(w)
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, m_kind(k)
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GFluidKernel(Kind k, int l, bool scratch, const F& f, const IS &is, const RS &rs, const B& b, const GW& win)
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: m_kind(k)
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, m_lpi(l)
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, m_scratch(scratch)
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, m_f(f)
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, m_is(is)
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, m_rs(rs)
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, m_b(b) {}
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, m_b(b)
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, m_gw(win) {}
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int m_window = -1;
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Kind m_kind;
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const int m_lpi = -1;
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const bool m_scratch = false;
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@ -89,6 +91,7 @@ public:
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const IS m_is;
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const RS m_rs;
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const B m_b;
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const GW m_gw;
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};
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// FIXME!!!
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@ -255,6 +258,67 @@ struct get_border_helper<false, Impl, Ins...>
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}
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};
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template<bool CallCustomGetWindow, typename, typename... Ins>
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struct get_window_helper;
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template<typename Impl, typename... Ins>
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struct get_window_helper<true, Impl, Ins...>
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{
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template<int... IIs>
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static int get_window_impl(const GMetaArgs &metas,
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const cv::GArgs &in_args,
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cv::detail::Seq<IIs...>)
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{
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return Impl::getWindow(cv::detail::get_in_meta<Ins>(metas, in_args, IIs)...);
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}
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static int help(const GMetaArgs &metas, const cv::GArgs &in_args)
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{
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return get_window_impl(metas, in_args, typename detail::MkSeq<sizeof...(Ins)>::type());
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}
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};
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template<typename Impl, typename... Ins>
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struct get_window_helper<false, Impl, Ins...>
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{
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static int help(const cv::GMetaArgs &,
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const cv::GArgs &)
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{
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return Impl::Window;
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}
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};
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template<typename C, typename T>
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struct has_Window
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{
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private:
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template<class U>
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static constexpr auto Check(U*) -> typename std::is_same<decltype(U::Window), T>::type;
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template<typename>
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static constexpr std::false_type Check(...);
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typedef decltype(Check<C>(0)) Result;
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public:
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static constexpr bool value = Result::value;
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};
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template<bool hasWindow, typename Impl>
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struct callCustomGetBorder;
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template<typename Impl>
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struct callCustomGetBorder<true, Impl>
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{
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static constexpr bool value = (Impl::Window != 1);
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};
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template<typename Impl>
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struct callCustomGetBorder<false, Impl>
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{
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static constexpr bool value = true;
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};
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template<typename, typename, typename, bool UseScratch>
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struct FluidCallHelper;
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@ -299,10 +363,17 @@ struct FluidCallHelper<Impl, std::tuple<Ins...>, std::tuple<Outs...>, UseScratch
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static gapi::fluid::BorderOpt getBorder(const GMetaArgs &metas, const cv::GArgs &in_args)
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{
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constexpr bool hasWindow = has_Window<Impl, const int>::value;
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// User must provide "init" callback if Window != 1
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// TODO: move to constexpr if when we enable C++17
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constexpr bool callCustomGetBorder = (Impl::Window != 1);
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return get_border_helper<callCustomGetBorder, Impl, Ins...>::help(metas, in_args);
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return get_border_helper<callCustomGetBorder<hasWindow, Impl>::value, Impl, Ins...>::help(metas, in_args);
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}
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static int getWindow(const GMetaArgs &metas, const cv::GArgs &in_args)
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{
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constexpr bool callCustomGetWindow = !(has_Window<Impl, const int>::value);
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return get_window_helper<callCustomGetWindow, Impl, Ins...>::help(metas, in_args);
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}
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};
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} // namespace detail
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@ -322,9 +393,9 @@ public:
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{
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// FIXME: call() and getOutMeta() needs to be renamed so it is clear these
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// functions are internal wrappers, not user API
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return GFluidKernel(Impl::Window, Impl::Kind, Impl::LPI,
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return GFluidKernel(Impl::Kind, Impl::LPI,
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UseScratch,
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&P::call, &P::init_scratch, &P::reset_scratch, &P::getBorder);
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&P::call, &P::init_scratch, &P::reset_scratch, &P::getBorder, &P::getWindow);
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}
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static cv::gapi::GBackend backend() { return cv::gapi::fluid::backend(); }
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@ -69,7 +69,7 @@ namespace
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{
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GFluidModel fm(graph);
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auto fluid_impl = cv::util::any_cast<cv::GFluidKernel>(impl.opaque);
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fm.metadata(op_node).set(cv::gimpl::FluidUnit{fluid_impl, {}, 0, {}, 0.0});
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fm.metadata(op_node).set(cv::gimpl::FluidUnit{fluid_impl, {}, 0, -1, {}, 0.0});
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}
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virtual EPtr compile(const ade::Graph &graph,
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@ -178,6 +178,12 @@ private:
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virtual void setRatio(double) override { /* nothing */ }
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public:
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using FluidAgent::FluidAgent;
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int m_window;
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FluidFilterAgent(const ade::Graph &g, ade::NodeHandle nh)
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: FluidAgent(g, nh)
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, m_window(GConstFluidModel(g).metadata(nh).get<FluidUnit>().window)
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{}
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};
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struct FluidResizeAgent : public FluidAgent
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@ -287,11 +293,11 @@ static int calcResizeWindow(int inH, int outH)
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}
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}
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static int maxLineConsumption(const cv::GFluidKernel& k, int inH, int outH, int lpi, std::size_t inPort)
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static int maxLineConsumption(const cv::GFluidKernel::Kind kind, int window, int inH, int outH, int lpi, std::size_t inPort)
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{
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switch (k.m_kind)
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switch (kind)
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{
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case cv::GFluidKernel::Kind::Filter: return k.m_window + lpi - 1; break;
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case cv::GFluidKernel::Kind::Filter: return window + lpi - 1; break;
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case cv::GFluidKernel::Kind::Resize:
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{
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if (inH >= outH)
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@ -312,11 +318,11 @@ static int maxLineConsumption(const cv::GFluidKernel& k, int inH, int outH, int
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}
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}
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static int borderSize(const cv::GFluidKernel& k)
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static int borderSize(const cv::GFluidKernel::Kind kind, int window)
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{
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switch (k.m_kind)
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switch (kind)
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{
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case cv::GFluidKernel::Kind::Filter: return (k.m_window - 1) / 2; break;
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case cv::GFluidKernel::Kind::Filter: return (window - 1) / 2; break;
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// Resize never reads from border pixels
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case cv::GFluidKernel::Kind::Resize: return 0; break;
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case cv::GFluidKernel::Kind::NV12toRGB: return 0; break;
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@ -406,13 +412,13 @@ std::pair<int,int> cv::gimpl::FluidUpscaleMapper::linesReadAndNextWindow(int out
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int cv::gimpl::FluidFilterAgent::firstWindow(std::size_t) const
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{
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int lpi = std::min(k.m_lpi, m_outputLines - m_producedLines);
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return k.m_window + lpi - 1;
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return m_window + lpi - 1;
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}
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std::pair<int,int> cv::gimpl::FluidFilterAgent::linesReadAndnextWindow(std::size_t) const
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{
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int lpi = std::min(k.m_lpi, m_outputLines - m_producedLines - k.m_lpi);
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return std::make_pair(k.m_lpi, k.m_window - 1 + lpi);
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return std::make_pair(k.m_lpi, m_window - 1 + lpi);
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}
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int cv::gimpl::FluidResizeAgent::firstWindow(std::size_t) const
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@ -1016,14 +1022,14 @@ namespace
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if (d.shape == cv::GShape::GMAT)
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{
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auto port = g.metadata(in_edge).get<Input>().port;
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fu.line_consumption[port] = maxLineConsumption(fu.k, in_h, out_h, fu.k.m_lpi, port);
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fu.line_consumption[port] = maxLineConsumption(fu.k.m_kind, fu.window, in_h, out_h, fu.k.m_lpi, port);
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GModel::log(g, node, "Line consumption (port " + std::to_string(port) + "): "
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+ std::to_string(fu.line_consumption[port]));
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}
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}
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fu.border_size = borderSize(fu.k);
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fu.border_size = borderSize(fu.k.m_kind, fu.window);
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GModel::log(g, node, "Border size: " + std::to_string(fu.border_size));
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}
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}
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@ -1489,7 +1495,7 @@ void GFluidBackendImpl::addBackendPasses(ade::ExecutionEngineSetupContext &ectx)
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// FIXME:
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// move to unpackKernel method
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// when https://gitlab-icv.inn.intel.com/G-API/g-api/merge_requests/66 is merged
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ectx.addPass("exec", "init_fluid_unit_borders", [](ade::passes::PassContext &ctx)
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ectx.addPass("exec", "init_fluid_unit_windows_and_borders", [](ade::passes::PassContext &ctx)
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{
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GModel::Graph g(ctx.graph);
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if (!GModel::isActive(g, cv::gapi::fluid::backend())) // FIXME: Rearchitect this!
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@ -1505,9 +1511,13 @@ void GFluidBackendImpl::addBackendPasses(ade::ExecutionEngineSetupContext &ectx)
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// FIXME: check that op has only one data node on input
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auto &fu = fg.metadata(node).get<FluidUnit>();
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const auto &op = g.metadata(node).get<Op>();
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auto inputMeta = GModel::collectInputMeta(fg, node);
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// Trigger user-defined "getWindow" callback
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fu.window = fu.k.m_gw(inputMeta, op.args);
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// Trigger user-defined "getBorder" callback
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fu.border = fu.k.m_b(GModel::collectInputMeta(fg, node), op.args);
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fu.border = fu.k.m_b(inputMeta, op.args);
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}
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}
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});
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@ -27,6 +27,7 @@ struct FluidUnit
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GFluidKernel k;
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gapi::fluid::BorderOpt border;
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int border_size;
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int window;
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std::vector<int> line_consumption;
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double ratio;
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};
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@ -778,7 +778,6 @@ GAPI_FLUID_KERNEL(GFluidSepFilter, cv::gapi::imgproc::GSepFilter, true)
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GAPI_FLUID_KERNEL(GFluidGaussBlur, cv::gapi::imgproc::GGaussBlur, true)
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{
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// TODO: support kernel height 3, 5, 7, 9, ...
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static const int Window = 3;
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static void run(const View & src,
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const cv::Size & ksize,
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@ -828,6 +827,7 @@ GAPI_FLUID_KERNEL(GFluidGaussBlur, cv::gapi::imgproc::GGaussBlur, true)
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const cv::Scalar & /* borderValue */,
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Buffer & scratch)
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{
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GAPI_Assert(ksize.height == ksize.width);
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int kxsize = ksize.width;
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int kysize = ksize.height;
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@ -835,7 +835,7 @@ GAPI_FLUID_KERNEL(GFluidGaussBlur, cv::gapi::imgproc::GGaussBlur, true)
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int chan = in.chan;
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int buflen = kxsize + kysize + // x, y kernels
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width * chan * Window; // work buffers
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width * chan * ksize.height; // work buffers
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cv::gapi::own::Size bufsize(buflen, 1);
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GMatDesc bufdesc = {CV_32F, 1, bufsize};
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@ -876,6 +876,17 @@ GAPI_FLUID_KERNEL(GFluidGaussBlur, cv::gapi::imgproc::GGaussBlur, true)
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{
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return { borderType, borderValue};
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}
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static int getWindow(const cv::GMatDesc& /* src */,
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const cv::Size& ksize,
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double /* sigmaX */,
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double /* sigmaY */,
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int /* borderType */,
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const cv::Scalar& /* borderValue */)
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{
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GAPI_Assert(ksize.height == ksize.width);
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return ksize.height;
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}
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};
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//---------------------
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@ -1688,8 +1699,8 @@ GAPI_FLUID_KERNEL(GFluidRGB2YUV422, cv::gapi::imgproc::GRGB2YUV422, false)
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static const int Window = 1;
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static const auto Kind = cv::GFluidKernel::Kind::Filter;
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static void run(const cv::gapi::fluid::View& in,
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cv::gapi::fluid::Buffer& out)
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static void run(const cv::gapi::fluid::View& in,
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cv::gapi::fluid::Buffer& out)
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{
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const auto *src = in.InLine<uchar>(0);
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auto *dst = out.OutLine<uchar>();
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