TabulatedFunction.cpp

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// Mantid Repository : https://github.com/mantidproject/mantid
//
// Copyright © 2018 ISIS Rutherford Appleton Laboratory UKRI,
//   NScD Oak Ridge National Laboratory, European Spallation Source,
//   Institut Laue - Langevin & CSNS, Institute of High Energy Physics, CAS
// SPDX - License - Identifier: GPL - 3.0 +
//----------------------------------------------------------------------
// Includes
//----------------------------------------------------------------------
#include "MantidCurveFitting/Functions/TabulatedFunction.h"
#include "MantidAPI/Algorithm.h"
#include "MantidAPI/AnalysisDataService.h"
#include "MantidAPI/FunctionFactory.h"
#include "MantidAPI/MatrixWorkspace.h"
#include "MantidKernel/FileValidator.h"
 
#include <algorithm>
#include <cmath>
#include <fstream>
#include <sstream>
#include <utility>
 
namespace Mantid::CurveFitting::Functions {
 
using namespace CurveFitting;
 
using namespace Kernel;
 
using namespace API;
 
namespace {
Logger g_log("TabulatedFunction");
} // namespace
 
DECLARE_FUNCTION(TabulatedFunction)
 
const int TabulatedFunction::defaultIndexValue = 0;
 
TabulatedFunction::TabulatedFunction() : m_setupFinished(false), m_explicitXY(false) {
  declareParameter("Scaling", 1.0, "A scaling factor");
  declareParameter("Shift", 0.0, "Shift in the abscissa");
  declareParameter("XScaling", 1.0, "Scaling factor in X");
  declareAttribute("FileName", Attribute("", true));
  declareAttribute("Workspace", Attribute(""));
  declareAttribute("WorkspaceIndex", Attribute(defaultIndexValue));
  declareAttribute("X", Attribute(std::vector<double>()));
  declareAttribute("Y", Attribute(std::vector<double>()));
}
 
void TabulatedFunction::eval(double scaling, double xshift, double xscale, double *out, const double *xValues,
                             const size_t nData) const {
  if (nData == 0)
    return;
  setupData();
 
  if (size() == 0)
    return;
 
  // shift and scale the domain over which the function is defined
  std::vector<double> xData(m_xData);
  for (double &value : xData) {
    value *= xscale;
    value += xshift;
  }
  const double xStart = xData.front();
  const double xEnd = xData.back();
 
  if (xStart >= xValues[nData - 1] || xEnd <= xValues[0])
    return;
  size_t i = 0;
  while (i < nData - 1 && xValues[i] < xStart) {
    out[i] = 0;
    i++;
  }
  size_t j = 0;
  for (; i < nData; i++) {
    double xi = xValues[i];
    while (j < size() - 1 && xi > xData[j])
      j++;
    if (j > size() - 1) {
      out[i] = 0;
    } else {
      if (xi == xData[j]) {
        out[i] = m_yData[j] * scaling;
      } else if (xi > xData[j]) {
        out[i] = 0;
      } else if (j > 0) {
        double x0 = xData[j - 1];
        double x1 = xData[j];
        double y0 = m_yData[j - 1];
        double y1 = m_yData[j];
        out[i] = y0 + (y1 - y0) * (xi - x0) / (x1 - x0);
        out[i] *= scaling;
      } else {
        out[i] = 0;
      }
    }
  }
}
 
void TabulatedFunction::function1D(double *out, const double *xValues, const size_t nData) const {
  const double scaling = getParameter("Scaling");
  const double xshift = getParameter("Shift");
  const double xscale = getParameter("XScaling");
  eval(scaling, xshift, xscale, out, xValues, nData);
}
 
void TabulatedFunction::functionDeriv1D(API::Jacobian *out, const double *xValues, const size_t nData) {
  const double scaling = getParameter("Scaling");
  const double xshift = getParameter("Shift");
  const double xscale = getParameter("XScaling");
  std::vector<double> tmp(nData);
  // derivative with respect to Scaling parameter
  eval(1.0, xshift, xscale, tmp.data(), xValues, nData);
  for (size_t i = 0; i < nData; ++i) {
    out->set(i, 0, tmp[i]);
  }
 
  const double dx = (xValues[nData - 1] - xValues[0]) / static_cast<double>(nData);
  std::vector<double> tmpplus(nData);
  std::vector<double> tmpminus(nData);
 
  // There is no unique definition for the partial derivative with respect
  // to the Shift parameter. Here we take the central difference,
  eval(scaling, xshift + dx, xscale, tmpplus.data(), xValues, nData);
  eval(scaling, xshift - dx, xscale, tmpminus.data(), xValues, nData);
  for (size_t i = 0; i < nData; ++i) {
    out->set(i, 1, (tmpplus[i] - tmpminus[i]) / (2 * dx));
  }
 
  eval(scaling, xshift, xscale + dx, tmpplus.data(), xValues, nData);
  eval(scaling, xshift, xscale - dx, tmpminus.data(), xValues, nData);
  for (size_t i = 0; i < nData; ++i) {
    out->set(i, 2, (tmpplus[i] - tmpminus[i]) / (2 * dx));
  }
}
 
void TabulatedFunction::clear() const {
  m_xData.clear();
  m_yData.clear();
  m_setupFinished = false;
}
 
void TabulatedFunction::setAttribute(const std::string &attName, const IFunction::Attribute &value) {
  if (attName == "FileName") {
    std::string fileName = value.asUnquotedString();
    if (fileName.empty()) {
      storeAttributeValue("FileName", Attribute("", true));
      return;
    }
    FileValidator fval;
    std::string error = fval.isValid(fileName);
    if (error.empty()) {
      storeAttributeValue(attName, Attribute(fileName, true));
      storeAttributeValue("Workspace", Attribute(""));
    } else {
      // file not found
      throw Kernel::Exception::FileError(error, fileName);
    }
    load(fileName);
    m_setupFinished = false;
    m_explicitXY = false;
  } else if (attName == "Workspace") {
    std::string wsName = value.asString();
    if (!wsName.empty()) {
      storeAttributeValue(attName, value);
      storeAttributeValue("FileName", Attribute("", true));
      loadWorkspace(wsName);
      m_setupFinished = false;
      m_explicitXY = false;
    }
  } else if (attName == "X") {
    m_xData = value.asVector();
    if (m_xData.empty()) {
      m_setupFinished = false;
      m_explicitXY = false;
      if (!m_yData.empty()) {
        m_yData.clear();
      }
      return;
    }
    if (m_xData.size() != m_yData.size()) {
      m_yData.resize(m_xData.size());
    }
    storeAttributeValue("FileName", Attribute("", true));
    storeAttributeValue("Workspace", Attribute(""));
    m_setupFinished = true;
    m_explicitXY = true;
  } else if (attName == "Y") {
    m_yData = value.asVector();
    if (m_yData.empty()) {
      m_setupFinished = false;
      m_explicitXY = false;
      if (!m_xData.empty()) {
        m_xData.clear();
      }
      return;
    }
    if (m_xData.size() != m_yData.size()) {
      m_xData.resize(m_yData.size());
    }
    storeAttributeValue("FileName", Attribute("", true));
    storeAttributeValue("Workspace", Attribute(""));
    m_setupFinished = true;
    m_explicitXY = true;
  } else {
    IFunction::setAttribute(attName, value);
    m_setupFinished = false;
  }
}
 
size_t TabulatedFunction::nAttributes() const { return IFunction::nAttributes(); }
 
std::vector<std::string> TabulatedFunction::getAttributeNames() const { return IFunction::getAttributeNames(); }
 
IFunction::Attribute TabulatedFunction::getAttribute(const std::string &attName) const {
  if (attName == "X") {
    return m_explicitXY ? Attribute(m_xData) : Attribute(std::vector<double>());
  } else if (attName == "Y") {
    return m_explicitXY ? Attribute(m_yData) : Attribute(std::vector<double>());
  }
  return IFunction::getAttribute(attName);
}
void TabulatedFunction::load(const std::string &fname) {
  auto loadAlg = Mantid::API::AlgorithmFactory::Instance().create("Load", -1);
  loadAlg->initialize();
  loadAlg->setChild(true);
  loadAlg->setLogging(false);
  try {
    loadAlg->setPropertyValue("Filename", fname);
    loadAlg->setPropertyValue("OutputWorkspace", "_TabulatedFunction_fit_data_");
    loadAlg->execute();
  } catch (std::runtime_error &) {
    throw std::runtime_error("Unable to load Nexus file for TabulatedFunction function.");
  }
 
  Workspace_sptr ws = loadAlg->getProperty("OutputWorkspace");
  MatrixWorkspace_sptr resData = std::dynamic_pointer_cast<Mantid::API::MatrixWorkspace>(ws);
  loadWorkspace(resData);
}
 
void TabulatedFunction::loadWorkspace(const std::string &wsName) const {
  auto ws = AnalysisDataService::Instance().retrieveWS<MatrixWorkspace>(wsName);
  loadWorkspace(ws);
  if (!m_workspace) {
    throw std::runtime_error("Unable to set " + wsName + " as workspace attribute. Expected a MatrixWorkspace.");
  }
}
 
void TabulatedFunction::loadWorkspace(std::shared_ptr<API::MatrixWorkspace> ws) const {
  m_workspace = std::move(ws);
  m_setupFinished = false;
}
 
void TabulatedFunction::setupData() const {
  if (m_setupFinished) {
    if (m_xData.size() != m_yData.size()) {
      throw std::invalid_argument(this->name() + ": X and Y vectors have different sizes.");
    }
    g_log.debug() << "Re-setting isn't required.";
    return;
  }
 
  if (!m_workspace) {
    std::string wsName = getAttribute("Workspace").asString();
    if (wsName.empty())
      throw std::invalid_argument("Data not set for function " + this->name());
    else
      loadWorkspace(wsName);
  }
 
  size_t index = static_cast<size_t>(getAttribute("WorkspaceIndex").asInt());
 
  g_log.debug() << "Setting up " << m_workspace->getName() << " index " << index << '\n';
 
  const auto &xData = m_workspace->points(index);
  const auto &yData = m_workspace->y(index);
  m_xData.assign(xData.begin(), xData.end());
  m_yData.assign(yData.begin(), yData.end());
 
  m_workspace.reset();
  m_setupFinished = true;
}
 
} // namespace Mantid::CurveFitting::Functions