ipa: rkisp1: Add WDR algorithm

Add a WDR algorithm to do global tone mapping. Global tone mapping is
used to increase the perceived dynamic range of an image. The typical
effect is that in areas that are normally overexposed, additional
structure becomes visible.

The overall idea is that the algorithm applies an exposure value
correction to underexpose the image to the point where only a small
number of saturated pixels is left. This artificial underexposure is
then mitigated by applying a tone mapping curve.

This algorithm implements 4 tone mapping strategies:
- Linear
- Power
- Exponential
- Histogram equalization

Signed-off-by: Stefan Klug <stefan.klug@ideasonboard.com>
Reviewed-by: Paul Elder <paul.elder@ideasonboard.com>
Reviewed-by: Kieran Bingham <kieran.bingham@ideasonboard.com>
Signed-off-by: Kieran Bingham <kieran.bingham@ideasonboard.com>

src/ipa/rkisp1/algorithms/agc.cpp

@@ -594,7 +594,12 @@ void Agc::process(IPAContext &context, [[maybe_unused]] const uint32_t frame,
 		maxAnalogueGain = frameContext.agc.gain;
 	}
 
-	setLimits(minExposureTime, maxExposureTime, minAnalogueGain, maxAnalogueGain, {});
+	std::vector<AgcMeanLuminance::AgcConstraint> additionalConstraints;
+	if (context.activeState.wdr.mode != controls::WdrOff)
+		additionalConstraints.push_back(context.activeState.wdr.constraint);
+
+	setLimits(minExposureTime, maxExposureTime, minAnalogueGain, maxAnalogueGain,
+		  std::move(additionalConstraints));
 
 	/*
 	 * The Agc algorithm needs to know the effective exposure value that was

src/ipa/rkisp1/algorithms/meson.build

@@ -14,4 +14,5 @@ rkisp1_ipa_algorithms = files([
     'gsl.cpp',
     'lsc.cpp',
     'lux.cpp',
+    'wdr.cpp',
 ])

src/ipa/rkisp1/algorithms/wdr.cpp

@@ -0,0 +1,493 @@
+/* SPDX-License-Identifier: LGPL-2.1-or-later */
+/*
+ * Copyright (C) 2025, Ideas On Board
+ *
+ * RkISP1 Wide Dynamic Range control
+ */
+
+#include "wdr.h"
+
+#include <libcamera/base/log.h>
+#include <libcamera/base/utils.h>
+
+#include "libcamera/internal/yaml_parser.h"
+
+#include <libipa/agc_mean_luminance.h>
+#include <libipa/histogram.h>
+#include <libipa/pwl.h>
+
+#include "linux/rkisp1-config.h"
+
+/**
+ * \file wdr.h
+ */
+
+namespace libcamera {
+
+namespace ipa::rkisp1::algorithms {
+
+/**
+ * \class WideDynamicRange
+ * \brief RkISP1 Wide Dynamic Range algorithm
+ *
+ * This algorithm implements automatic global tone mapping for the RkISP1.
+ * Global tone mapping is done by the GWDR hardware block and applies
+ * a global tone mapping curve to the image to increase the perceived dynamic
+ * range. Imagine an indoor scene with bright outside visible through the
+ * windows. With normal exposure settings, the windows will be completely
+ * saturated and no structure (sky/clouds) will be visible because the AEGC has
+ * to increase overall exposure to reach a certain level of mean brightness. In
+ * WDR mode, the algorithm will artifically reduce the exposure time so that the
+ * texture and colours become visible in the formerly saturated areas. Then the
+ * global tone mapping curve is applied to mitigate the loss of brightness.
+ *
+ * Calculating that tone mapping curve is the most difficult part. This
+ * algorithm implements four tone mapping strategies:
+ * - Linear: The tone mapping curve is a combination of two linear functions
+ *   with one kneepoint
+ * - Power: The tone mapping curve follows a power function
+ * - Exponential: The tone mapping curve follows an exponential function
+ * - HistogramEqualization: The tone mapping curve tries to equalize the
+ *   histogram
+ *
+ * The overall strategy is the same in all cases: Add a constraint to the AEGC
+ * regulation so that the number of nearly saturated pixels goes below a given
+ * threshold (default 2%). This threshold can either be specified in the tuning
+ * file or set via the WdrMaxBrightPixels control.
+ *
+ * The global tone mapping curve is then calculated so that it accounts for the
+ * reduction of brightness due to the exposure constraint. We'll call this the
+ * WDR-gain. As the result of tone mapping is very difficult to quantize and is
+ * by definition a lossy process there is not a single "correct" solution on how
+ * this curve should look like.
+ *
+ * The approach taken here is based on a simple linear model. Consider a pixel
+ * that was originally 50% grey. It will have its exposure pushed down by the
+ * WDR's initial exposure compensation. This value then needs to be pushed back
+ * up by the tone mapping curve so that it is 50% grey again. This point serves
+ * as our kneepoint. To get to this kneepoint, this pixel and all darker pixels
+ * (to the left of the kneepoint on the tone mapping curve) will simply have the
+ * exposure compensation undone by WDR-gain. This cancels out the
+ * original exposure compensation, which was 1/WDR-gain. The remaining
+ * brigher pixels (to the right of the kneepoint on the tone mapping curve) will
+ * be compressed. The WdrStrength control adjusts the gain of the left part of
+ * the tone mapping curve.
+ *
+ * In the Power and Exponential modes, the curves are calculated so that they
+ * pass through that kneepoint.
+ *
+ * The histogram equalization mode tries to equalize the histogram of the
+ * image and acts independently of the calculated exposure value.
+ *
+ * \code{.unparsed}
+ * algorithms:
+ *   - WideDynamicRange:
+ *       ExposureConstraint:
+ *         MaxBrightPixels: 0.02
+ *         yTarget: 0.95
+ * \endcode
+ */
+
+LOG_DEFINE_CATEGORY(RkISP1Wdr)
+
+static constexpr unsigned int kTonecurveXIntervals = RKISP1_CIF_ISP_WDR_CURVE_NUM_INTERV;
+
+/*
+ * Increasing interval sizes. The intervals are crafted so that they sum
+ * up to 4096. This results in better fitting curves than the constant intervals
+ * (all entries are 4)
+ */
+static constexpr std::array<int, kTonecurveXIntervals> kLoglikeIntervals = {
+	{ 0, 0, 0, 0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4,
+	  4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 6, 6 }
+};
+
+WideDynamicRange::WideDynamicRange()
+{
+}
+
+/**
+ * \copydoc libcamera::ipa::Algorithm::init
+ */
+int WideDynamicRange::init([[maybe_unused]] IPAContext &context,
+			   [[maybe_unused]] const YamlObject &tuningData)
+{
+	if (!(context.hw.supportedBlocks & 1 << RKISP1_EXT_PARAMS_BLOCK_TYPE_WDR)) {
+		LOG(RkISP1Wdr, Error)
+			<< "Wide Dynamic Range not supported by the hardware or kernel.";
+		return -ENOTSUP;
+	}
+
+	toneCurveIntervalValues_ = kLoglikeIntervals;
+
+	/* Calculate a list of normed x values */
+	toneCurveX_[0] = 0.0;
+	int lastValue = 0;
+	for (unsigned int i = 1; i < toneCurveX_.size(); i++) {
+		lastValue += std::pow(2, toneCurveIntervalValues_[i - 1] + 3);
+		lastValue = std::min(lastValue, 4096);
+		toneCurveX_[i] = lastValue / 4096.0;
+	}
+
+	exposureConstraintMaxBrightPixels_ = 0.02;
+	exposureConstraintY_ = 0.95;
+
+	const auto &constraint = tuningData["ExposureConstraint"];
+	if (!constraint.isDictionary()) {
+		LOG(RkISP1Wdr, Warning)
+			<< "ExposureConstraint not found in tuning data."
+			   "Using default values MaxBrightPixels: "
+			<< exposureConstraintMaxBrightPixels_
+			<< " yTarget: " << exposureConstraintY_;
+	} else {
+		exposureConstraintMaxBrightPixels_ =
+			constraint["MaxBrightPixels"]
+				.get<double>()
+				.value_or(exposureConstraintMaxBrightPixels_);
+		exposureConstraintY_ =
+			constraint["yTarget"]
+				.get<double>()
+				.value_or(exposureConstraintY_);
+	}
+
+	context.ctrlMap[&controls::WdrMode] =
+		ControlInfo(controls::WdrModeValues, controls::WdrOff);
+	context.ctrlMap[&controls::WdrStrength] =
+		ControlInfo(0.0f, 2.0f, 1.0f);
+	context.ctrlMap[&controls::WdrMaxBrightPixels] =
+		ControlInfo(0.0f, 1.0f, static_cast<float>(exposureConstraintMaxBrightPixels_));
+
+	applyCompensationLinear(1.0, 0.0);
+
+	return 0;
+}
+
+/**
+ * \copydoc libcamera::ipa::Algorithm::configure
+ */
+int WideDynamicRange::configure(IPAContext &context,
+				[[maybe_unused]] const IPACameraSensorInfo &configInfo)
+{
+	context.activeState.wdr.mode = controls::WdrOff;
+	context.activeState.wdr.gain = 1.0;
+	context.activeState.wdr.strength = 1.0;
+	auto &constraint = context.activeState.wdr.constraint;
+	constraint.bound = AgcMeanLuminance::AgcConstraint::Bound::Upper;
+	constraint.qHi = 1.0;
+	constraint.qLo = 1.0 - exposureConstraintMaxBrightPixels_;
+	constraint.yTarget = exposureConstraintY_;
+	return 0;
+}
+
+void WideDynamicRange::applyHistogramEqualization(double strength)
+{
+	if (hist_.empty())
+		return;
+
+	/*
+	 * Apply a factor on strength, so that it roughly matches the optical
+	 * impression that is produced by the other algorithms. The goal is that
+	 * the user can switch algorithms for different looks but similar
+	 * "strength".
+	 */
+	strength *= 0.65;
+
+	/*
+	 * In a fully equalized histogram, all bins have the same value. Try
+	 * to equalize the histogram by applying a gain or damping depending on
+	 * the distance of the actual bin value from that norm.
+	 */
+	std::vector<double> gains;
+	gains.resize(hist_.size());
+	double sum = 0;
+	double norm = 1.0 / (gains.size());
+	for (unsigned i = 0; i < hist_.size(); i++) {
+		double diff = 1.0 + strength * (hist_[i] - norm) / norm;
+		gains[i] = diff;
+		sum += diff;
+	}
+
+	/* Never amplify the last entry. */
+	gains.back() = std::max(gains.back(), 1.0);
+
+	double scale = gains.size() / sum;
+	for (auto &v : gains)
+		v *= scale;
+
+	Pwl pwl;
+	double step = 1.0 / gains.size();
+	double lastX = 0;
+	double lastY = 0;
+
+	pwl.append(lastX, lastY);
+	for (unsigned int i = 0; i < gains.size() - 1; i++) {
+		lastY += gains[i] * step;
+		lastX += step;
+		pwl.append(lastX, lastY);
+	}
+	pwl.append(1.0, 1.0);
+
+	for (unsigned int i = 0; i < toneCurveX_.size(); i++)
+		toneCurveY_[i] = pwl.eval(toneCurveX_[i]);
+}
+
+Vector<double, 2> WideDynamicRange::kneePoint(double gain, double strength)
+{
+	gain = std::pow(gain, strength);
+	double y = 0.5;
+	double x = y / gain;
+
+	return { { x, y } };
+}
+
+void WideDynamicRange::applyCompensationLinear(double gain, double strength)
+{
+	auto kp = kneePoint(gain, strength);
+	double g1 = kp.y() / kp.x();
+	double g2 = (kp.y() - 1) / (kp.x() - 1);
+
+	for (unsigned int i = 0; i < toneCurveX_.size(); i++) {
+		double x = toneCurveX_[i];
+		double y;
+		if (x <= kp.x()) {
+			y = g1 * x;
+		} else {
+			y = g2 * x + 1 - g2;
+		}
+		toneCurveY_[i] = y;
+	}
+}
+
+void WideDynamicRange::applyCompensationPower(double gain, double strength)
+{
+	double e = 1.0;
+	if (strength > 1e-6) {
+		auto kp = kneePoint(gain, strength);
+		/* Calculate an exponent to go through the knee point. */
+		e = log(kp.y()) / log(kp.x());
+	}
+
+	/*
+	 * The power function tends to be extremely steep at the beginning. This
+	 * leads to noise and image artifacts in the dark areas. To mitigate
+	 * that, we add a short linear section at the beginning of the curve.
+	 * The connection between linear and power is the point where the linear
+	 * section reaches the y level yLin. The power curve is then scaled so
+	 * that it starts at the connection point with the steepness it would
+	 * have at y=yLin but still goes through 1,1
+	 */
+	double yLin = 0.1;
+	/* x position of the connection point */
+	double xb = yLin / gain;
+	/* x offset for the scaled power function */
+	double q = xb - std::exp(std::log(yLin) / e);
+
+	for (unsigned int i = 0; i < toneCurveX_.size(); i++) {
+		double x = toneCurveX_[i];
+		if (x < xb) {
+			toneCurveY_[i] = x * gain;
+		} else {
+			x = (x - q) / (1 - q);
+			toneCurveY_[i] = std::pow(x, e);
+		}
+	}
+}
+
+void WideDynamicRange::applyCompensationExponential(double gain, double strength)
+{
+	double k = 0.1;
+	auto kp = kneePoint(gain, strength);
+	double kx = kp.x();
+	double ky = kp.y();
+
+	if (kx > ky) {
+		LOG(RkISP1Wdr, Warning) << "Invalid knee point: " << kp;
+		kx = ky;
+	}
+
+	/*
+	 * The exponential curve is based on the function proposed by Glozman
+	 * et al. in
+	 * S. Glozman, T. Kats, and O. Yadid-Pecht, "Exponent Operator Based
+	 * Tone Mapping Algorithm for Color Wide Dynamic Range Images," 2011.
+	 *
+	 * That function uses a k factor as parameter for the WDR compression
+	 * curve:
+	 * k=0: maximum compression
+	 * k=infinity: linear curve
+	 *
+	 * To calculate a k factor that results in a curve that passes through
+	 * the kneepoint, the equation needs to be solved for k after inserting
+	 * the kneepoint.  This can be formulated as search for a zero point.
+	 * Unfortunately there is no closed solution for that transformation.
+	 * Using newton's method to approximate the value is numerically
+	 * unstable.
+	 *
+	 * Luckily the function only crosses the x axis once and for the set of
+	 * possible kneepoints, a negative and a positive point can be guessed.
+	 * The approximation is then implemented using bisection.
+	 */
+	if (std::abs(kx - ky) < 0.001) {
+		k = 1e8;
+	} else {
+		double kl = 0.0001;
+		double kh = 1000;
+
+		auto fk = [=](double v) {
+			return std::exp(-kx / v) -
+			       ky * std::exp(-1.0 / v) + ky - 1.0;
+		};
+
+		ASSERT(fk(kl) < 0);
+		ASSERT(fk(kh) > 0);
+
+		k = kh / 10.0;
+		while (fk(k) > 0) {
+			kh = k;
+			k /= 10.0;
+		}
+
+		do {
+			k = (kl + kh) / 2;
+			if (fk(k) < 0)
+				kl = k;
+			else
+				kh = k;
+		} while (std::abs(kh - kl) > 1e-3);
+	}
+
+	double a = 1.0 / (1.0 - std::exp(-1.0 / k));
+	for (unsigned int i = 0; i < toneCurveX_.size(); i++)
+		toneCurveY_[i] = a * (1.0 - std::exp(-toneCurveX_[i] / k));
+}
+
+/**
+ * \copydoc libcamera::ipa::Algorithm::queueRequest
+ */
+void WideDynamicRange::queueRequest([[maybe_unused]] IPAContext &context,
+				    [[maybe_unused]] const uint32_t frame,
+				    IPAFrameContext &frameContext,
+				    const ControlList &controls)
+{
+	auto &activeState = context.activeState;
+
+	const auto &mode = controls.get(controls::WdrMode);
+	if (mode)
+		activeState.wdr.mode = static_cast<controls::WdrModeEnum>(*mode);
+
+	const auto &brightPixels = controls.get(controls::WdrMaxBrightPixels);
+	if (brightPixels)
+		activeState.wdr.constraint.qLo = 1.0 - *brightPixels;
+
+	const auto &strength = controls.get(controls::WdrStrength);
+	if (strength)
+		activeState.wdr.strength = *strength;
+
+	frameContext.wdr.mode = activeState.wdr.mode;
+	frameContext.wdr.strength = activeState.wdr.strength;
+}
+
+/**
+ * \copydoc libcamera::ipa::Algorithm::prepare
+ */
+void WideDynamicRange::prepare(IPAContext &context,
+			       [[maybe_unused]] const uint32_t frame,
+			       IPAFrameContext &frameContext,
+			       RkISP1Params *params)
+{
+	if (!params) {
+		LOG(RkISP1Wdr, Warning) << "Params is null";
+		return;
+	}
+
+	auto mode = frameContext.wdr.mode;
+
+	auto config = params->block<BlockType::Wdr>();
+	config.setEnabled(mode != controls::WdrOff);
+
+	/* Calculate how much EV we need to compensate with the WDR curve. */
+	double gain = context.activeState.wdr.gain;
+	frameContext.wdr.gain = gain;
+
+	if (mode == controls::WdrOff) {
+		applyCompensationLinear(1.0, 0.0);
+	} else if (mode == controls::WdrLinear) {
+		applyCompensationLinear(gain, frameContext.wdr.strength);
+	} else if (mode == controls::WdrPower) {
+		applyCompensationPower(gain, frameContext.wdr.strength);
+	} else if (mode == controls::WdrExponential) {
+		applyCompensationExponential(gain, frameContext.wdr.strength);
+	} else if (mode == controls::WdrHistogramEqualization) {
+		applyHistogramEqualization(frameContext.wdr.strength);
+	}
+
+	/* Reset value */
+	config->dmin_strength = 0x10;
+	config->dmin_thresh = 0;
+
+	for (unsigned int i = 0; i < kTonecurveXIntervals; i++) {
+		int v = toneCurveIntervalValues_[i];
+		config->tone_curve.dY[i / 8] |= (v & 0x07) << ((i % 8) * 4);
+	}
+
+	/*
+	 * Fix the curve to adhere to the hardware constraints. Don't apply a
+	 * constraint on the first element, which is most likely zero anyways.
+	 */
+	int lastY = toneCurveY_[0] * 4096.0;
+	for (unsigned int i = 0; i < toneCurveX_.size(); i++) {
+		int diff = static_cast<int>(toneCurveY_[i] * 4096.0) - lastY;
+		diff = std::clamp(diff, -2048, 2048);
+		lastY = lastY + diff;
+		config->tone_curve.ym[i] = lastY;
+	}
+}
+
+void WideDynamicRange::process(IPAContext &context, [[maybe_unused]] const uint32_t frame,
+			       IPAFrameContext &frameContext,
+			       const rkisp1_stat_buffer *stats,
+			       ControlList &metadata)
+{
+	if (!stats || !(stats->meas_type & RKISP1_CIF_ISP_STAT_HIST)) {
+		LOG(RkISP1Wdr, Warning) << "No histogram data in statistics";
+		return;
+	}
+
+	const rkisp1_cif_isp_stat *params = &stats->params;
+	auto mode = frameContext.wdr.mode;
+
+	metadata.set(controls::WdrMode, mode);
+
+	Histogram cumHist({ params->hist.hist_bins, context.hw.numHistogramBins },
+			  [](uint32_t x) { return x >> 4; });
+
+	/* Calculate the gain needed to reach the requested yTarget. */
+	double value = cumHist.interQuantileMean(0, 1.0) / cumHist.bins();
+	double gain = context.activeState.agc.automatic.yTarget / value;
+	gain = std::max(gain, 1.0);
+
+	double speed = 0.2;
+	gain = gain * speed + context.activeState.wdr.gain * (1.0 - speed);
+
+	context.activeState.wdr.gain = gain;
+
+	std::vector<double> hist;
+	double sum = 0;
+	for (unsigned i = 0; i < context.hw.numHistogramBins; i++) {
+		double v = params->hist.hist_bins[i] >> 4;
+		hist.push_back(v);
+		sum += v;
+	}
+
+	/* Scale so that the entries sum up to 1. */
+	double scale = 1.0 / sum;
+	for (auto &v : hist)
+		v *= scale;
+	hist_.swap(hist);
+}
+
+REGISTER_IPA_ALGORITHM(WideDynamicRange, "WideDynamicRange")
+
+} /* namespace ipa::rkisp1::algorithms */
+
+} /* namespace libcamera */

src/ipa/rkisp1/algorithms/wdr.h

@@ -0,0 +1,58 @@
+/* SPDX-License-Identifier: LGPL-2.1-or-later */
+/*
+ * Copyright (C) 2025, Ideas On Board
+ *
+ * RkISP1 Wide Dynamic Range control
+ */
+
+#pragma once
+
+#include <libcamera/control_ids.h>
+
+#include "linux/rkisp1-config.h"
+
+#include "algorithm.h"
+
+namespace libcamera {
+
+namespace ipa::rkisp1::algorithms {
+
+class WideDynamicRange : public Algorithm
+{
+public:
+	WideDynamicRange();
+	~WideDynamicRange() = default;
+
+	int init(IPAContext &context, const YamlObject &tuningData) override;
+	int configure(IPAContext &context, const IPACameraSensorInfo &configInfo) override;
+
+	void queueRequest(IPAContext &context, const uint32_t frame,
+			  IPAFrameContext &frameContext,
+			  const ControlList &controls) override;
+	void prepare(IPAContext &context, const uint32_t frame,
+		     IPAFrameContext &frameContext,
+		     RkISP1Params *params) override;
+	void process(IPAContext &context, const uint32_t frame,
+		     IPAFrameContext &frameContext,
+		     const rkisp1_stat_buffer *stats,
+		     ControlList &metadata) override;
+
+private:
+	Vector<double, 2> kneePoint(double gain, double strength);
+	void applyCompensationLinear(double gain, double strength);
+	void applyCompensationPower(double gain, double strength);
+	void applyCompensationExponential(double gain, double strength);
+	void applyHistogramEqualization(double strength);
+
+	double exposureConstraintMaxBrightPixels_;
+	double exposureConstraintY_;
+
+	std::vector<double> hist_;
+
+	std::array<int, RKISP1_CIF_ISP_WDR_CURVE_NUM_INTERV> toneCurveIntervalValues_;
+	std::array<double, RKISP1_CIF_ISP_WDR_CURVE_NUM_INTERV + 1> toneCurveX_;
+	std::array<double, RKISP1_CIF_ISP_WDR_CURVE_NUM_INTERV + 1> toneCurveY_;
+};
+
+} /* namespace ipa::rkisp1::algorithms */
+} /* namespace libcamera */

src/ipa/rkisp1/ipa_context.h

@@ -26,6 +26,7 @@
 
 #include <libipa/camera_sensor_helper.h>
 #include <libipa/fc_queue.h>
+#include "libipa/agc_mean_luminance.h"
 
 namespace libcamera {
 
@@ -131,6 +132,13 @@ struct IPAActiveState {
 	struct {
 		double gamma;
 	} goc;
+
+	struct {
+		controls::WdrModeEnum mode;
+		AgcMeanLuminance::AgcConstraint constraint;
+		double gain;
+		double strength;
+	} wdr;
 };
 
 struct IPAFrameContext : public FrameContext {
@@ -200,6 +208,12 @@ struct IPAFrameContext : public FrameContext {
 	struct {
 		double lux;
 	} lux;
+
+	struct {
+		controls::WdrModeEnum mode;
+		double strength;
+		double gain;
+	} wdr;
 };
 
 struct IPAContext {

src/ipa/rkisp1/params.cpp

@@ -74,6 +74,7 @@ const std::map<BlockType, BlockTypeInfo> kBlockTypeInfo = {
 	RKISP1_BLOCK_TYPE_ENTRY_EXT(CompandBls, COMPAND_BLS, compand_bls),
 	RKISP1_BLOCK_TYPE_ENTRY_EXT(CompandExpand, COMPAND_EXPAND, compand_curve),
 	RKISP1_BLOCK_TYPE_ENTRY_EXT(CompandCompress, COMPAND_COMPRESS, compand_curve),
+	RKISP1_BLOCK_TYPE_ENTRY_EXT(Wdr, WDR, wdr),
 };
 
 } /* namespace */

src/ipa/rkisp1/params.h

@@ -40,6 +40,7 @@ enum class BlockType {
 	CompandBls,
 	CompandExpand,
 	CompandCompress,
+	Wdr,
 };
 
 namespace details {
@@ -74,6 +75,7 @@ RKISP1_DEFINE_BLOCK_TYPE(Afc, afc)
 RKISP1_DEFINE_BLOCK_TYPE(CompandBls, compand_bls)
 RKISP1_DEFINE_BLOCK_TYPE(CompandExpand, compand_curve)
 RKISP1_DEFINE_BLOCK_TYPE(CompandCompress, compand_curve)
+RKISP1_DEFINE_BLOCK_TYPE(Wdr, wdr)
 
 } /* namespace details */