opencv-MIRROR/modules/dnn/test/npy_blob.cpp

// This file is part of OpenCV project.
// It is subject to the license terms in the LICENSE file found in the top-level directory
// of this distribution and at http://opencv.org/license.html.
//
// Copyright (C) 2017, Intel Corporation, all rights reserved.
// Third party copyrights are property of their respective owners.

#include "test_precomp.hpp"
#include "npy_blob.hpp"

namespace cv
{

static std::string getType(const std::string& header)
{
    std::string field = "'descr':";
    int idx = header.find(field);
    CV_Assert(idx != -1);

    int from = header.find('\'', idx + field.size()) + 1;
    int to = header.find('\'', from);
    return header.substr(from, to - from);
}

static std::string getFortranOrder(const std::string& header)
{
    std::string field = "'fortran_order':";
    int idx = header.find(field);
    CV_Assert(idx != -1);

    int from = header.find_last_of(' ', idx + field.size()) + 1;
    int to = header.find(',', from);
    return header.substr(from, to - from);
}

static std::vector<int> getShape(const std::string& header)
{
    std::string field = "'shape':";
    int idx = header.find(field);
    CV_Assert(idx != -1);

    int from = header.find('(', idx + field.size()) + 1;
    int to = header.find(')', from);

    std::string shapeStr = header.substr(from, to - from);
    if (shapeStr.empty())
        return std::vector<int>(1, 1);

    // Remove all commas.
    shapeStr.erase(std::remove(shapeStr.begin(), shapeStr.end(), ','),
                   shapeStr.end());

    std::istringstream ss(shapeStr);
    int value;

    std::vector<int> shape;
    while (ss >> value)
    {
        shape.push_back(value);
    }
    return shape;
}

Mat blobFromNPY(const std::string& path)
{
    std::ifstream ifs(path.c_str(), std::ios::binary);
    CV_Assert(ifs.is_open());

    std::string magic(6, '*');
    ifs.read(&magic[0], magic.size());
    CV_Assert(magic == "\x93NUMPY");

    ifs.ignore(1);  // Skip major version byte.
    ifs.ignore(1);  // Skip minor version byte.

    unsigned short headerSize;
    ifs.read((char*)&headerSize, sizeof(headerSize));

    std::string header(headerSize, '*');
    ifs.read(&header[0], header.size());

    // Extract data type.
    int matType;
    std::string npyType = getType(header);
    if (npyType == "<f4")
        matType = CV_32F;
    else if (npyType == "<f8")
        matType = CV_64F;
    else if (npyType == "<i4")
        matType = CV_32S;
    else if (npyType == "<i8")
        matType = CV_64S;
    else if (npyType == "<u4")
        matType = CV_32U;
    else if (npyType == "<u8")
        matType = CV_64U;
    else if (npyType == "|i1")
        matType = CV_8S;
    else if (npyType == "|u1")
        matType = CV_8U;
    else
        CV_Error(Error::BadDepth, "Unsupported numpy type");

    CV_Assert(getFortranOrder(header) == "False");
    std::vector<int> shape = getShape(header);

    Mat blob(shape, matType);
    ifs.read((char*)blob.data, blob.total() * blob.elemSize());
    CV_Assert((size_t)ifs.gcount() == blob.total() * blob.elemSize());

    return blob;
}

}  // namespace cv