twml/libtwml/src/lib/internal/interpolate.h - main - githubmirror/the-algorithm

twml/libtwml/src/lib/internal/interpolate.h

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01 апр 2023, 01:36

01 апр 2023, 01:36ef4c5eb

#pragma once

#ifdef __cplusplus
#include <twml/optim.h>
namespace twml {

  enum InterpolationMode {LINEAR, NEAREST};

  template<typename Tx, typename Ty>
  static Tx interpolation(const Tx *xsData, const int64_t xsStride,
                 const Ty *ysData, const int64_t ysStride,
                 const Tx val, const int64_t mainSize,
                 const InterpolationMode mode,
                 const int64_t lowest,
                 const bool return_local_index = false) {
    int64_t left = 0;
    int64_t right = mainSize-1;

    if (val <= xsData[0]) {
      right = 0;
    } else if (val >= xsData[right*xsStride]) {
      left = right;
    } else {
      while (left < right) {
        int64_t middle = (left+right)/2;

        if (middle < mainSize - 1 &&
          val >= xsData[middle*xsStride] &&
          val <= xsData[(middle+1)*xsStride]) {
          left = middle;
          right = middle + 1;
          break;
        } else if (val > xsData[middle*xsStride]) {
          left = middle;
        } else {
          right = middle;
        }
      }
      if (lowest) {
        while (left > 0 &&
             val >= xsData[(left - 1) * xsStride] &&
             val == xsData[left * xsStride]) {
          left--;
          right--;
        }
      }
    }

    Ty out = 0;
    if (return_local_index) {
        out = left;
    } else if (mode == NEAREST) {
      out = ysData[left*ysStride];
    } else {
      int64_t leftys = left*ysStride;
      int64_t rightys = right*ysStride;
      int64_t leftxs = left*xsStride;
      int64_t rightxs = right*xsStride;
      if (right != left+1 ||
        xsData[leftxs] == xsData[rightxs]) {
        out = ysData[leftys];
      } else {
        Tx xLeft = xsData[leftxs];
        Tx xRight = xsData[rightxs];
        Tx yLeft = ysData[leftys];
        Tx ratio = (val - xLeft) / (xRight - xLeft);
        out = ratio*(ysData[rightys] - yLeft) + yLeft;
      }
    }
    return out;
  }

}  // namespace twml
#endif