libcamera: ipa: Raspberry Pi IPA
Initial implementation of the Raspberry Pi (BCM2835) libcamera IPA and associated libraries. All code is licensed under the BSD-2-Clause terms. Copyright (c) 2019-2020 Raspberry Pi Trading Ltd. Signed-off-by: Naushir Patuck <naush@raspberrypi.com> Acked-by: Laurent Pinchart <laurent.pinchart@ideasonboard.com> Signed-off-by: Laurent Pinchart <laurent.pinchart@ideasonboard.com>
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src/ipa/raspberrypi/controller/histogram.cpp
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src/ipa/raspberrypi/controller/histogram.cpp
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/* SPDX-License-Identifier: BSD-2-Clause */
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/*
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* Copyright (C) 2019, Raspberry Pi (Trading) Limited
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*
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* histogram.cpp - histogram calculations
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*/
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#include <math.h>
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#include <stdio.h>
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#include "histogram.hpp"
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using namespace RPi;
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uint64_t Histogram::CumulativeFreq(double bin) const
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{
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if (bin <= 0)
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return 0;
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else if (bin >= Bins())
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return Total();
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int b = (int)bin;
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return cumulative_[b] +
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(bin - b) * (cumulative_[b + 1] - cumulative_[b]);
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}
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double Histogram::Quantile(double q, int first, int last) const
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{
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if (first == -1)
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first = 0;
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if (last == -1)
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last = cumulative_.size() - 2;
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assert(first <= last);
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uint64_t items = q * Total();
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while (first < last) // binary search to find the right bin
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{
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int middle = (first + last) / 2;
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if (cumulative_[middle + 1] > items)
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last = middle; // between first and middle
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else
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first = middle + 1; // after middle
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}
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assert(items >= cumulative_[first] && items <= cumulative_[last + 1]);
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double frac = cumulative_[first + 1] == cumulative_[first] ? 0
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: (double)(items - cumulative_[first]) /
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(cumulative_[first + 1] - cumulative_[first]);
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return first + frac;
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}
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double Histogram::InterQuantileMean(double q_lo, double q_hi) const
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{
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assert(q_hi > q_lo);
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double p_lo = Quantile(q_lo);
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double p_hi = Quantile(q_hi, (int)p_lo);
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double sum_bin_freq = 0, cumul_freq = 0;
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for (double p_next = floor(p_lo) + 1.0; p_next <= ceil(p_hi);
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p_lo = p_next, p_next += 1.0) {
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int bin = floor(p_lo);
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double freq = (cumulative_[bin + 1] - cumulative_[bin]) *
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(std::min(p_next, p_hi) - p_lo);
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sum_bin_freq += bin * freq;
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cumul_freq += freq;
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}
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// add 0.5 to give an average for bin mid-points
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return sum_bin_freq / cumul_freq + 0.5;
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}
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