| /* | |
| Copyright 2017 Leon Merten Lohse | |
| Permission is hereby granted, free of charge, to any person obtaining a copy | |
| of this software and associated documentation files (the "Software"), to deal | |
| in the Software without restriction, including without limitation the rights | |
| to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| copies of the Software, and to permit persons to whom the Software is | |
| furnished to do so, subject to the following conditions: | |
| The above copyright notice and this permission notice shall be included in | |
| all copies or substantial portions of the Software. | |
| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| SOFTWARE. | |
| */ | |
| #ifndef NPY_HPP_ | |
| #define NPY_HPP_ | |
| #include <complex> | |
| #include <fstream> | |
| #include <string> | |
| #include <iostream> | |
| #include <sstream> | |
| #include <cstdint> | |
| #include <cstring> | |
| #include <array> | |
| #include <vector> | |
| #include <stdexcept> | |
| #include <algorithm> | |
| #include <unordered_map> | |
| #include <type_traits> | |
| #include <typeinfo> | |
| #include <typeindex> | |
| #include <iterator> | |
| #include <utility> | |
| namespace npy { | |
| /* Compile-time test for byte order. | |
| If your compiler does not define these per default, you may want to define | |
| one of these constants manually. | |
| Defaults to little endian order. */ | |
| #if defined(__BYTE_ORDER) && __BYTE_ORDER == __BIG_ENDIAN || \ | |
| defined(__BIG_ENDIAN__) || \ | |
| defined(__ARMEB__) || \ | |
| defined(__THUMBEB__) || \ | |
| defined(__AARCH64EB__) || \ | |
| defined(_MIBSEB) || defined(__MIBSEB) || defined(__MIBSEB__) | |
| const bool big_endian = true; | |
| #else | |
| const bool big_endian = false; | |
| #endif | |
| const char magic_string[] = "\x93NUMPY"; | |
| const size_t magic_string_length = 6; | |
| const char little_endian_char = '<'; | |
| const char big_endian_char = '>'; | |
| const char no_endian_char = '|'; | |
| constexpr std::array<char, 3> | |
| endian_chars = {little_endian_char, big_endian_char, no_endian_char}; | |
| constexpr std::array<char, 4> | |
| numtype_chars = {'f', 'i', 'u', 'c'}; | |
| constexpr char host_endian_char = (big_endian ? | |
| big_endian_char : | |
| little_endian_char); | |
| /* npy array length */ | |
| typedef unsigned long int ndarray_len_t; | |
| typedef std::pair<char, char> version_t; | |
| struct dtype_t { | |
| const char byteorder; | |
| const char kind; | |
| const unsigned int itemsize; | |
| // TODO(llohse): implement as constexpr | |
| inline std::string str() const { | |
| const size_t max_buflen = 16; | |
| char buf[max_buflen]; | |
| std::snprintf(buf, max_buflen, "%c%c%u", byteorder, kind, itemsize); | |
| return std::string(buf); | |
| } | |
| inline std::tuple<const char, const char, const unsigned int> tie() const { | |
| return std::tie(byteorder, kind, itemsize); | |
| } | |
| }; | |
| struct header_t { | |
| const dtype_t dtype; | |
| const bool fortran_order; | |
| const std::vector <ndarray_len_t> shape; | |
| }; | |
| inline void write_magic(std::ostream &ostream, version_t version) { | |
| ostream.write(magic_string, magic_string_length); | |
| ostream.put(version.first); | |
| ostream.put(version.second); | |
| } | |
| inline version_t read_magic(std::istream &istream) { | |
| char buf[magic_string_length + 2]; | |
| istream.read(buf, magic_string_length + 2); | |
| if (!istream) { | |
| throw std::runtime_error("io error: failed reading file"); | |
| } | |
| if (0 != std::memcmp(buf, magic_string, magic_string_length)) | |
| throw std::runtime_error("this file does not have a valid npy format."); | |
| version_t version; | |
| version.first = buf[magic_string_length]; | |
| version.second = buf[magic_string_length + 1]; | |
| return version; | |
| } | |
| const std::unordered_map<std::type_index, dtype_t> dtype_map = { | |
| {std::type_index(typeid(float)), {host_endian_char, 'f', sizeof(float)}}, | |
| {std::type_index(typeid(double)), {host_endian_char, 'f', sizeof(double)}}, | |
| {std::type_index(typeid(long double)), {host_endian_char, 'f', sizeof(long double)}}, | |
| {std::type_index(typeid(char)), {no_endian_char, 'i', sizeof(char)}}, | |
| {std::type_index(typeid(signed char)), {no_endian_char, 'i', sizeof(signed char)}}, | |
| {std::type_index(typeid(short)), {host_endian_char, 'i', sizeof(short)}}, | |
| {std::type_index(typeid(int)), {host_endian_char, 'i', sizeof(int)}}, | |
| {std::type_index(typeid(long)), {host_endian_char, 'i', sizeof(long)}}, | |
| {std::type_index(typeid(long long)), {host_endian_char, 'i', sizeof(long long)}}, | |
| {std::type_index(typeid(unsigned char)), {no_endian_char, 'u', sizeof(unsigned char)}}, | |
| {std::type_index(typeid(unsigned short)), {host_endian_char, 'u', sizeof(unsigned short)}}, | |
| {std::type_index(typeid(unsigned int)), {host_endian_char, 'u', sizeof(unsigned int)}}, | |
| {std::type_index(typeid(unsigned long)), {host_endian_char, 'u', sizeof(unsigned long)}}, | |
| {std::type_index(typeid(unsigned long long)), {host_endian_char, 'u', sizeof(unsigned long long)}}, | |
| {std::type_index(typeid(std::complex<float>)), {host_endian_char, 'c', sizeof(std::complex<float>)}}, | |
| {std::type_index(typeid(std::complex<double>)), {host_endian_char, 'c', sizeof(std::complex<double>)}}, | |
| {std::type_index(typeid(std::complex<long double>)), {host_endian_char, 'c', sizeof(std::complex<long double>)}} | |
| }; | |
| // helpers | |
| inline bool is_digits(const std::string &str) { | |
| return std::all_of(str.begin(), str.end(), ::isdigit); | |
| } | |
| template<typename T, size_t N> | |
| inline bool in_array(T val, const std::array <T, N> &arr) { | |
| return std::find(std::begin(arr), std::end(arr), val) != std::end(arr); | |
| } | |
| inline dtype_t parse_descr(std::string typestring) { | |
| if (typestring.length() < 3) { | |
| throw std::runtime_error("invalid typestring (length)"); | |
| } | |
| char byteorder_c = typestring.at(0); | |
| char kind_c = typestring.at(1); | |
| std::string itemsize_s = typestring.substr(2); | |
| if (!in_array(byteorder_c, endian_chars)) { | |
| throw std::runtime_error("invalid typestring (byteorder)"); | |
| } | |
| if (!in_array(kind_c, numtype_chars)) { | |
| throw std::runtime_error("invalid typestring (kind)"); | |
| } | |
| if (!is_digits(itemsize_s)) { | |
| throw std::runtime_error("invalid typestring (itemsize)"); | |
| } | |
| unsigned int itemsize = std::stoul(itemsize_s); | |
| return {byteorder_c, kind_c, itemsize}; | |
| } | |
| namespace pyparse { | |
| /** | |
| Removes leading and trailing whitespaces | |
| */ | |
| inline std::string trim(const std::string &str) { | |
| const std::string whitespace = " \t"; | |
| auto begin = str.find_first_not_of(whitespace); | |
| if (begin == std::string::npos) | |
| return ""; | |
| auto end = str.find_last_not_of(whitespace); | |
| return str.substr(begin, end - begin + 1); | |
| } | |
| inline std::string get_value_from_map(const std::string &mapstr) { | |
| size_t sep_pos = mapstr.find_first_of(":"); | |
| if (sep_pos == std::string::npos) | |
| return ""; | |
| std::string tmp = mapstr.substr(sep_pos + 1); | |
| return trim(tmp); | |
| } | |
| /** | |
| Parses the string representation of a Python dict | |
| The keys need to be known and may not appear anywhere else in the data. | |
| */ | |
| inline std::unordered_map <std::string, std::string> parse_dict(std::string in, const std::vector <std::string> &keys) { | |
| std::unordered_map <std::string, std::string> map; | |
| if (keys.size() == 0) | |
| return map; | |
| in = trim(in); | |
| // unwrap dictionary | |
| if ((in.front() == '{') && (in.back() == '}')) | |
| in = in.substr(1, in.length() - 2); | |
| else | |
| throw std::runtime_error("Not a Python dictionary."); | |
| std::vector <std::pair<size_t, std::string>> positions; | |
| for (auto const &value : keys) { | |
| size_t pos = in.find("'" + value + "'"); | |
| if (pos == std::string::npos) | |
| throw std::runtime_error("Missing '" + value + "' key."); | |
| std::pair <size_t, std::string> position_pair{pos, value}; | |
| positions.push_back(position_pair); | |
| } | |
| // sort by position in dict | |
| std::sort(positions.begin(), positions.end()); | |
| for (size_t i = 0; i < positions.size(); ++i) { | |
| std::string raw_value; | |
| size_t begin{positions[i].first}; | |
| size_t end{std::string::npos}; | |
| std::string key = positions[i].second; | |
| if (i + 1 < positions.size()) | |
| end = positions[i + 1].first; | |
| raw_value = in.substr(begin, end - begin); | |
| raw_value = trim(raw_value); | |
| if (raw_value.back() == ',') | |
| raw_value.pop_back(); | |
| map[key] = get_value_from_map(raw_value); | |
| } | |
| return map; | |
| } | |
| /** | |
| Parses the string representation of a Python boolean | |
| */ | |
| inline bool parse_bool(const std::string &in) { | |
| if (in == "True") | |
| return true; | |
| if (in == "False") | |
| return false; | |
| throw std::runtime_error("Invalid python boolan."); | |
| } | |
| /** | |
| Parses the string representation of a Python str | |
| */ | |
| inline std::string parse_str(const std::string &in) { | |
| if ((in.front() == '\'') && (in.back() == '\'')) | |
| return in.substr(1, in.length() - 2); | |
| throw std::runtime_error("Invalid python string."); | |
| } | |
| /** | |
| Parses the string represenatation of a Python tuple into a vector of its items | |
| */ | |
| inline std::vector <std::string> parse_tuple(std::string in) { | |
| std::vector <std::string> v; | |
| const char seperator = ','; | |
| in = trim(in); | |
| if ((in.front() == '(') && (in.back() == ')')) | |
| in = in.substr(1, in.length() - 2); | |
| else | |
| throw std::runtime_error("Invalid Python tuple."); | |
| std::istringstream iss(in); | |
| for (std::string token; std::getline(iss, token, seperator);) { | |
| v.push_back(token); | |
| } | |
| return v; | |
| } | |
| template<typename T> | |
| inline std::string write_tuple(const std::vector <T> &v) { | |
| if (v.size() == 0) | |
| return "()"; | |
| std::ostringstream ss; | |
| if (v.size() == 1) { | |
| ss << "(" << v.front() << ",)"; | |
| } else { | |
| const std::string delimiter = ", "; | |
| // v.size() > 1 | |
| ss << "("; | |
| std::copy(v.begin(), v.end() - 1, std::ostream_iterator<T>(ss, delimiter.c_str())); | |
| ss << v.back(); | |
| ss << ")"; | |
| } | |
| return ss.str(); | |
| } | |
| inline std::string write_boolean(bool b) { | |
| if (b) | |
| return "True"; | |
| else | |
| return "False"; | |
| } | |
| } // namespace pyparse | |
| inline header_t parse_header(std::string header) { | |
| /* | |
| The first 6 bytes are a magic string: exactly "x93NUMPY". | |
| The next 1 byte is an unsigned byte: the major version number of the file format, e.g. x01. | |
| The next 1 byte is an unsigned byte: the minor version number of the file format, e.g. x00. Note: the version of the file format is not tied to the version of the numpy package. | |
| The next 2 bytes form a little-endian unsigned short int: the length of the header data HEADER_LEN. | |
| The next HEADER_LEN bytes form the header data describing the array's format. It is an ASCII string which contains a Python literal expression of a dictionary. It is terminated by a newline ('n') and padded with spaces ('x20') to make the total length of the magic string + 4 + HEADER_LEN be evenly divisible by 16 for alignment purposes. | |
| The dictionary contains three keys: | |
| "descr" : dtype.descr | |
| An object that can be passed as an argument to the numpy.dtype() constructor to create the array's dtype. | |
| "fortran_order" : bool | |
| Whether the array data is Fortran-contiguous or not. Since Fortran-contiguous arrays are a common form of non-C-contiguity, we allow them to be written directly to disk for efficiency. | |
| "shape" : tuple of int | |
| The shape of the array. | |
| For repeatability and readability, this dictionary is formatted using pprint.pformat() so the keys are in alphabetic order. | |
| */ | |
| // remove trailing newline | |
| if (header.back() != '\n') | |
| throw std::runtime_error("invalid header"); | |
| header.pop_back(); | |
| // parse the dictionary | |
| std::vector <std::string> keys{"descr", "fortran_order", "shape"}; | |
| auto dict_map = npy::pyparse::parse_dict(header, keys); | |
| if (dict_map.size() == 0) | |
| throw std::runtime_error("invalid dictionary in header"); | |
| std::string descr_s = dict_map["descr"]; | |
| std::string fortran_s = dict_map["fortran_order"]; | |
| std::string shape_s = dict_map["shape"]; | |
| std::string descr = npy::pyparse::parse_str(descr_s); | |
| dtype_t dtype = parse_descr(descr); | |
| // convert literal Python bool to C++ bool | |
| bool fortran_order = npy::pyparse::parse_bool(fortran_s); | |
| // parse the shape tuple | |
| auto shape_v = npy::pyparse::parse_tuple(shape_s); | |
| std::vector <ndarray_len_t> shape; | |
| for (auto item : shape_v) { | |
| ndarray_len_t dim = static_cast<ndarray_len_t>(std::stoul(item)); | |
| shape.push_back(dim); | |
| } | |
| return {dtype, fortran_order, shape}; | |
| } | |
| inline std::string | |
| write_header_dict(const std::string &descr, bool fortran_order, const std::vector <ndarray_len_t> &shape) { | |
| std::string s_fortran_order = npy::pyparse::write_boolean(fortran_order); | |
| std::string shape_s = npy::pyparse::write_tuple(shape); | |
| return "{'descr': '" + descr + "', 'fortran_order': " + s_fortran_order + ", 'shape': " + shape_s + ", }"; | |
| } | |
| inline void write_header(std::ostream &out, const header_t &header) { | |
| std::string header_dict = write_header_dict(header.dtype.str(), header.fortran_order, header.shape); | |
| size_t length = magic_string_length + 2 + 2 + header_dict.length() + 1; | |
| version_t version{1, 0}; | |
| if (length >= 255 * 255) { | |
| length = magic_string_length + 2 + 4 + header_dict.length() + 1; | |
| version = {2, 0}; | |
| } | |
| size_t padding_len = 16 - length % 16; | |
| std::string padding(padding_len, ' '); | |
| // write magic | |
| write_magic(out, version); | |
| // write header length | |
| if (version == version_t{1, 0}) { | |
| uint8_t header_len_le16[2]; | |
| uint16_t header_len = static_cast<uint16_t>(header_dict.length() + padding.length() + 1); | |
| header_len_le16[0] = (header_len >> 0) & 0xff; | |
| header_len_le16[1] = (header_len >> 8) & 0xff; | |
| out.write(reinterpret_cast<char *>(header_len_le16), 2); | |
| } else { | |
| uint8_t header_len_le32[4]; | |
| uint32_t header_len = static_cast<uint32_t>(header_dict.length() + padding.length() + 1); | |
| header_len_le32[0] = (header_len >> 0) & 0xff; | |
| header_len_le32[1] = (header_len >> 8) & 0xff; | |
| header_len_le32[2] = (header_len >> 16) & 0xff; | |
| header_len_le32[3] = (header_len >> 24) & 0xff; | |
| out.write(reinterpret_cast<char *>(header_len_le32), 4); | |
| } | |
| out << header_dict << padding << '\n'; | |
| } | |
| inline std::string read_header(std::istream &istream) { | |
| // check magic bytes an version number | |
| version_t version = read_magic(istream); | |
| uint32_t header_length; | |
| if (version == version_t{1, 0}) { | |
| uint8_t header_len_le16[2]; | |
| istream.read(reinterpret_cast<char *>(header_len_le16), 2); | |
| header_length = (header_len_le16[0] << 0) | (header_len_le16[1] << 8); | |
| if ((magic_string_length + 2 + 2 + header_length) % 16 != 0) { | |
| // TODO(llohse): display warning | |
| } | |
| } else if (version == version_t{2, 0}) { | |
| uint8_t header_len_le32[4]; | |
| istream.read(reinterpret_cast<char *>(header_len_le32), 4); | |
| header_length = (header_len_le32[0] << 0) | (header_len_le32[1] << 8) | |
| | (header_len_le32[2] << 16) | (header_len_le32[3] << 24); | |
| if ((magic_string_length + 2 + 4 + header_length) % 16 != 0) { | |
| // TODO(llohse): display warning | |
| } | |
| } else { | |
| throw std::runtime_error("unsupported file format version"); | |
| } | |
| auto buf_v = std::vector<char>(header_length); | |
| istream.read(buf_v.data(), header_length); | |
| std::string header(buf_v.data(), header_length); | |
| return header; | |
| } | |
| inline ndarray_len_t comp_size(const std::vector <ndarray_len_t> &shape) { | |
| ndarray_len_t size = 1; | |
| for (ndarray_len_t i : shape) | |
| size *= i; | |
| return size; | |
| } | |
| template<typename Scalar> | |
| inline void | |
| SaveArrayAsNumpy(const std::string &filename, bool fortran_order, unsigned int n_dims, const unsigned long shape[], | |
| const Scalar* data) { | |
| // static_assert(has_typestring<Scalar>::value, "scalar type not understood"); | |
| const dtype_t dtype = dtype_map.at(std::type_index(typeid(Scalar))); | |
| std::ofstream stream(filename, std::ofstream::binary); | |
| if (!stream) { | |
| throw std::runtime_error("io error: failed to open a file."); | |
| } | |
| std::vector <ndarray_len_t> shape_v(shape, shape + n_dims); | |
| header_t header{dtype, fortran_order, shape_v}; | |
| write_header(stream, header); | |
| auto size = static_cast<size_t>(comp_size(shape_v)); | |
| stream.write(reinterpret_cast<const char *>(data), sizeof(Scalar) * size); | |
| } | |
| template<typename Scalar> | |
| inline void | |
| SaveArrayAsNumpy(const std::string &filename, bool fortran_order, unsigned int n_dims, const unsigned long shape[], | |
| const std::vector <Scalar> &data) { | |
| SaveArrayAsNumpy(filename, fortran_order, n_dims, shape, data.data()); | |
| } | |
| template<typename Scalar> | |
| inline void | |
| LoadArrayFromNumpy(const std::string &filename, std::vector<unsigned long> &shape, std::vector <Scalar> &data) { | |
| bool fortran_order; | |
| LoadArrayFromNumpy<Scalar>(filename, shape, fortran_order, data); | |
| } | |
| template<typename Scalar> | |
| inline void LoadArrayFromNumpy(const std::string &filename, std::vector<unsigned long> &shape, bool &fortran_order, | |
| std::vector <Scalar> &data) { | |
| std::ifstream stream(filename, std::ifstream::binary); | |
| if (!stream) { | |
| throw std::runtime_error("io error: failed to open a file."); | |
| } | |
| std::string header_s = read_header(stream); | |
| // parse header | |
| header_t header = parse_header(header_s); | |
| // check if the typestring matches the given one | |
| // static_assert(has_typestring<Scalar>::value, "scalar type not understood"); | |
| const dtype_t dtype = dtype_map.at(std::type_index(typeid(Scalar))); | |
| if (header.dtype.tie() != dtype.tie()) { | |
| throw std::runtime_error("formatting error: typestrings not matching"); | |
| } | |
| shape = header.shape; | |
| fortran_order = header.fortran_order; | |
| // compute the data size based on the shape | |
| auto size = static_cast<size_t>(comp_size(shape)); | |
| data.resize(size); | |
| // read the data | |
| stream.read(reinterpret_cast<char *>(data.data()), sizeof(Scalar) * size); | |
| } | |
| } // namespace npy | |
| #endif // NPY_HPP_ |