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fix: handle zero distance case in inverseDistanceWeighting to prevent division by zero
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@ -66,7 +66,8 @@ inverseDistanceWeighting(const std::vector<std::int32_t> &to_calc,
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distance += std::pow(
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rescaled[key_comp_i][point_i] - rescaled[key_comp_i][data_set_n], 2);
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}
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weights[point_i] = 1 / std::sqrt(distance);
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weights[point_i] = distance != 0 ? 1 / std::sqrt(distance) : 0;
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assert(!std::isnan(weights[point_i]));
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inv_sum += weights[point_i];
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}
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@ -97,63 +98,9 @@ inverseDistanceWeighting(const std::vector<std::int32_t> &to_calc,
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key_delta /= inv_sum;
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results[output_comp_i] = from[output_comp_i] + key_delta;
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assert(!std::isnan(results[output_comp_i]));
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}
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// if (!has_h) {
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// double new_val = 0;
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// for (int j = 0; j < data_set_n; j++) {
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// new_val += weights[j] * output[j][0];
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// }
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// results[0] = new_val / inv_sum;
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// }
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// if (!has_h) {
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// double new_val = 0;
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// for (int j = 0; j < data_set_n; j++) {
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// new_val += weights[j] * output[j][1];
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// }
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// results[1] = new_val / inv_sum;
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// }
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// for (std::uint32_t i = 0; i < to_calc.size(); i++) {
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// const std::uint32_t interp_i = to_calc[i];
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// // rescale input between 0 and 1
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// for (int j = 0; j < input.size(); j++) {
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// buffer[j] = input[j].at(i);
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// }
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// buffer[buffer_size - 1] = from[interp_i];
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// const double min = *std::min_element(buffer, buffer + buffer_size);
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// const double max = *std::max_element(buffer, buffer + buffer_size);
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// for (int j = 0; j < input.size(); j++) {
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// buffer[j] = ((max - min) != 0 ? (buffer[j] - min) / (max - min) : 1);
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// }
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// from_rescaled =
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// ((max - min) != 0 ? (from[interp_i] - min) / (max - min) : 0);
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// double inv_sum = 0;
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// // calculate distances for each point
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// for (int i = 0; i < input.size(); i++) {
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// const double distance = std::pow(buffer[i] - from_rescaled, 2);
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// buffer[i] = distance > 0 ? (1 / std::sqrt(distance)) : 0;
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// inv_sum += buffer[i];
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// }
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// // calculate new values
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// double new_val = 0;
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// for (int i = 0; i < output.size(); i++) {
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// new_val += buffer[i] * output[i][interp_i];
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// }
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// results[interp_i] = new_val / inv_sum;
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// if (std::isnan(results[interp_i])) {
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// std::cout << "nan with new_val = " << output[0][i] << std::endl;
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// }
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// }
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return results;
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}
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