230 lines
6.6 KiB
C++
230 lines
6.6 KiB
C++
/**
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* @file interpolation.h
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*
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* @date Oct 17, 2013
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* @author Andrey Belomutskiy, (c) 2012-2020
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*/
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#pragma once
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#include <math.h>
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#include "datalogging.h"
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#include "obd_error_codes.h"
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#include <type_traits>
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#ifndef DEBUG_INTERPOLATION
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#define DEBUG_INTERPOLATION FALSE
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#endif
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#define INTERPOLATION_A(x1, y1, x2, y2) ((y1 - y2) / (x1 - x2))
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int findIndex(const float array[], int size, float value);
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int findIndex2(const float array[], unsigned size, float value);
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float interpolateClamped(float x1, float y1, float x2, float y2, float x);
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float interpolateMsg(const char *msg, float x1, float y1, float x2, float y2, float x);
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// _technically_ and _theoretically_ we can support flat line for both bins and values but I am not sure if
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// such a rare case is something we want to support
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template<typename TValue, int TSize>
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void ensureArrayIsAscending(const char* msg, const TValue (&values)[TSize]) {
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for (size_t i = 0; i < TSize - 1; i++) {
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auto cur = values[i];
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auto next = values[i + 1];
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if (next <= cur) {
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firmwareError(CUSTOM_ERR_AXIS_ORDER, "Invalid table axis (must be ascending!): %s %f %f at %d", msg, cur, next, i);
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}
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}
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}
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template<typename TValue, int TSize>
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void ensureArrayIsAscendingOrDefault(const char* msg, const TValue (&values)[TSize]) {
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if (values[1] == 0) {
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return; // looks like default empty array, do not check
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}
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ensureArrayIsAscending(msg, values);
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}
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namespace priv {
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struct BinResult
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{
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size_t Idx;
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float Frac;
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};
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/**
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* @brief Finds the location of a value in the bin array.
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*
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* @param value The value to find in the bins.
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* @return A result containing the index to the left of the value,
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* and how far from (idx) to (idx + 1) the value is located.
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*/
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template<class TBin, int TSize>
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BinResult getBin(float value, const TBin (&bins)[TSize]) {
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// Enforce numeric only (int, float, uintx_t, etc)
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static_assert(std::is_arithmetic_v<TBin>, "Table bins must be an arithmetic type");
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// Enforce that there are enough bins to make sense (what does one bin even mean?)
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static_assert(TSize >= 2);
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// Handle NaN
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if (cisnan(value)) {
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return { 0, 0.0f };
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}
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// Handle off-scale low
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if (value <= bins[0]) {
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return { 0, 0.0f };
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}
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// Handle off-scale high
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if (value >= bins[TSize - 1]) {
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return { TSize - 2, 1.0f };
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}
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size_t idx = 0;
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// Find the last index less than the searched value
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// Linear search for now, maybe binary search in future
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// after collecting real perf data
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for (idx = 0; idx < TSize - 1; idx++) {
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if (bins[idx + 1] > value) {
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break;
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}
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}
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float low = bins[idx];
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float high = bins[idx + 1];
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// Compute how far along the bin we are
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// (0.0f = left side, 1.0f = right side)
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float fraction = (value - low) / (high - low);
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return { idx, fraction };
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}
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template<class TBin, int TSize, int TMult, int TDiv>
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BinResult getBin(float value, const scaled_channel<TBin, TMult, TDiv> (&bins)[TSize]) {
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return getBin(value * (float(TMult) / TDiv), *reinterpret_cast<const TBin (*)[TSize]>(&bins));
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}
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static float linterp(float low, float high, float frac)
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{
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return high * frac + low * (1 - frac);
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}
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} // namespace priv
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template <class TBin, class TValue, int TSize>
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float interpolate2d(const float value, const TBin (&bin)[TSize], const TValue (&values)[TSize]) {
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// Enforce numeric only (int, float, uintx_t, etc)
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static_assert(std::is_arithmetic_v<TBin> || is_scaled_channel<TBin>, "Table values must be an arithmetic type or scaled channel");
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auto b = priv::getBin(value, bin);
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// Convert to float as we read it out
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float low = static_cast<float>(values[b.Idx]);
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float high = static_cast<float>(values[b.Idx + 1]);
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float frac = b.Frac;
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return priv::linterp(low, high, frac);
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}
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template<typename VType, unsigned RNum, typename RType, unsigned CNum, typename CType>
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float interpolate3d(const VType (&table)[RNum][CNum],
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const RType (&rowBins)[RNum], float rowValue,
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const CType (&colBins)[CNum], float colValue)
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{
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auto row = priv::getBin(rowValue, rowBins);
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auto col = priv::getBin(colValue, colBins);
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// Orient the table such that (0, 0) is the bottom left corner,
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// then the following variable names will make sense
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float lowerLeft = table[row.Idx ][col.Idx ];
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float upperLeft = table[row.Idx + 1][col.Idx ];
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float lowerRight = table[row.Idx ][col.Idx + 1];
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float upperRight = table[row.Idx + 1][col.Idx + 1];
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// Interpolate each side by itself
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float left = priv::linterp(lowerLeft, upperLeft, row.Frac);
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float right = priv::linterp(lowerRight, upperRight, row.Frac);
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// Then interpolate between those
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return priv::linterp(left, right, col.Frac);
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}
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/** @brief Binary search
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* @returns the highest index within sorted array such that array[i] is greater than or equal to the parameter
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* @note If the parameter is smaller than the first element of the array, -1 is returned.
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*
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* See also ensureArrayIsAscending
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*/
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template<typename kType>
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int findIndexMsgExt(const char *msg, const kType array[], int size, kType value) {
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float fvalue = (float)value;
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if (cisnan(fvalue)) {
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firmwareError(ERROR_NAN_FIND_INDEX, "NaN in findIndex%s", msg);
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return 0;
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}
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if (value < array[0])
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return -1;
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int middle;
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int left = 0;
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int right = size;
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// todo: extract binary search as template method?
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while (true) {
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#if 0
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// that's an assertion to make sure we do not loop here
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size--;
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efiAssert(CUSTOM_ERR_ASSERT, size > 0, "Unexpected state in binary search", 0);
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#endif
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// todo: compare current implementation with
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// http://eigenjoy.com/2011/01/21/worlds-fastest-binary-search/
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// ?
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middle = (left + right) / 2;
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// print("left=%d middle=%d right=%d: %.2f\r\n", left, middle, right, array[middle]);
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if (middle == left)
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break;
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if (middle != 0 && array[middle - 1] > array[middle]) {
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#if EFI_UNIT_TEST
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firmwareError(CUSTOM_ERR_6610, "%s: out of order %.2f %.2f", msg, array[middle - 1], array[middle]);
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#else
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warning(CUSTOM_ERR_OUT_OF_ORDER, "%s: out of order %.2f %.2f", msg, array[middle - 1], array[middle]);
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#endif /* EFI_UNIT_TEST */
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}
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if (value < array[middle]) {
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right = middle;
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} else if (value > array[middle]) {
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left = middle;
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} else {
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break;
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}
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}
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return middle;
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}
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#define findIndexMsg(msg, array, size, value) findIndexMsgExt(msg, array, size, value)
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/**
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* Sets specified value for specified key in a correction curve
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* see also setLinearCurve()
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*/
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template<typename VType, typename kType>
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void setCurveValue(const kType bins[], VType values[], int size, float key, float value) {
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int index = findIndexMsg("tbVl", bins, size, key);
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if (index == -1)
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index = 0;
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values[index] = value;
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}
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void initInterpolation();
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