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Merge pull request lagadic#1263 from s-trinh/draft_img_encode_npy_npz
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Demo code: in-memory image encoding and npz data encoding
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fspindle committed Jan 29, 2024
2 parents 1b34914 + 4cfa003 commit 1d7a809
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3 changes: 3 additions & 0 deletions modules/core/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -324,6 +324,9 @@ vp_set_source_file_compile_flag(src/tools/optimization/vpQuadProg.cpp -Wno-stric
vp_set_source_file_compile_flag(src/tools/optimization/vpLinProg.cpp -Wno-strict-overflow)
vp_set_source_file_compile_flag(src/tools/histogram/vpHistogram.cpp -Wno-strict-overflow)
vp_set_source_file_compile_flag(src/image/vpFont.cpp -Wno-float-equal -Wno-strict-overflow)
# To avoid warnings with basisu_miniz.h such as:
# basisu_miniz.h:1184:9: warning: this ‘for’ clause does not guard... [-Wmisleading-indentation]
vp_set_source_file_compile_flag(src/tools/vpIoTools.cpp -Wno-misleading-indentation)
vp_set_source_file_compile_flag(src/munkres/vpMunkres.cpp /wd26812 /wd4244)
vp_set_source_file_compile_flag(test/image/testImageBinarise.cpp -Wno-strict-overflow)
vp_set_source_file_compile_flag(test/image/testImageOwnership.cpp -Wno-pessimizing-move)
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336 changes: 336 additions & 0 deletions modules/core/include/visp3/core/vpIoTools.h
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Expand Up @@ -47,8 +47,344 @@
#include <stdlib.h>
#include <string>
#include <vector>
#include <numeric>
#include <visp3/core/vpColor.h>

#include <memory>
#include <map>
#include <cassert>
#include <complex>

namespace visp
{
// https://github.com/BinomialLLC/basis_universal/blob/ad9386a4a1cf2a248f7bbd45f543a7448db15267/encoder/basisu_miniz.h#L665
static unsigned long vp_mz_crc32(unsigned long crc, const unsigned char *ptr, size_t buf_len)
{
static const unsigned int s_crc32[16] = { 0, 0x1db71064, 0x3b6e20c8, 0x26d930ac, 0x76dc4190, 0x6b6b51f4, 0x4db26158, 0x5005713c,
0xedb88320, 0xf00f9344, 0xd6d6a3e8, 0xcb61b38c, 0x9b64c2b0, 0x86d3d2d4, 0xa00ae278, 0xbdbdf21c };
unsigned int crcu32 = (unsigned int)crc;
if (!ptr) return 0;
crcu32 = ~crcu32;
while (buf_len--) {
unsigned char b = *ptr++;
crcu32 = (crcu32 >> 4) ^ s_crc32[(crcu32 & 0xF) ^ (b & 0xF)];
crcu32 = (crcu32 >> 4) ^ s_crc32[(crcu32 & 0xF) ^ (b >> 4)];
}
return ~crcu32;
}

namespace cnpy
{
// Copyright (C) 2011 Carl Rogers
// Released under MIT License
// license available in LICENSE file, or at http://www.opensource.org/licenses/mit-license.php
struct NpyArray
{
NpyArray(const std::vector<size_t> &_shape, size_t _word_size, bool _fortran_order) :
shape(_shape), word_size(_word_size), fortran_order(_fortran_order)
{
num_vals = 1;
for (size_t i = 0;i < shape.size();i++) num_vals *= shape[i];
data_holder = std::shared_ptr<std::vector<char>>(
new std::vector<char>(num_vals * word_size));
}

NpyArray() : shape(0), word_size(0), fortran_order(0), num_vals(0) { }

template<typename T>
T *data()
{
return reinterpret_cast<T *>(&(*data_holder)[0]);
}

template<typename T>
const T *data() const
{
return reinterpret_cast<T *>(&(*data_holder)[0]);
}

template<typename T>
std::vector<T> as_vec() const
{
const T *p = data<T>();
return std::vector<T>(p, p+num_vals);
}

size_t num_bytes() const
{
return data_holder->size();
}

std::shared_ptr<std::vector<char>> data_holder;
std::vector<size_t> shape;
size_t word_size;
bool fortran_order;
size_t num_vals;
};

using npz_t = std::map<std::string, NpyArray>;

VISP_EXPORT char BigEndianTest();
VISP_EXPORT char map_type(const std::type_info &t);
template<typename T> std::vector<char> create_npy_header(const std::vector<size_t> &shape);
VISP_EXPORT void parse_npy_header(FILE *fp, size_t &word_size, std::vector<size_t> &shape, bool &fortran_order);
VISP_EXPORT void parse_npy_header(unsigned char *buffer, size_t &word_size, std::vector<size_t> &shape, bool &fortran_order);
VISP_EXPORT void parse_zip_footer(FILE *fp, uint16_t &nrecs, size_t &global_header_size, size_t &global_header_offset);
VISP_EXPORT npz_t npz_load(std::string fname);
VISP_EXPORT NpyArray npz_load(std::string fname, std::string varname);
VISP_EXPORT NpyArray npy_load(std::string fname);

template<typename T> std::vector<char> &operator+=(std::vector<char> &lhs, const T rhs)
{
//write in little endian
for (size_t byte = 0; byte < sizeof(T); byte++) {
char val = *((char *)&rhs+byte);
lhs.push_back(val);
}
return lhs;
}

template<> inline std::vector<char> &operator+=(std::vector<char> &lhs, const std::string rhs)
{
lhs.insert(lhs.end(), rhs.begin(), rhs.end());
return lhs;
}

template<> inline std::vector<char> &operator+=(std::vector<char> &lhs, const char *rhs)
{
//write in little endian
size_t len = strlen(rhs);
lhs.reserve(len);
for (size_t byte = 0; byte < len; byte++) {
lhs.push_back(rhs[byte]);
}
return lhs;
}

/*!
Save an array of data (\p data) into the \p fname npy file. This function is similar to the
<a href="https://numpy.org/doc/stable/reference/generated/numpy.save.html">numpy.save</a> function.
\param[in] fname : Path to the npy file.
\param[in] data : Pointer to an array of basic datatype (int, float, double, std::complex<double>, ...).
\param[in] shape : Shape of the array, e.g. Nz x Ny x Nx.
\param[in] mode : Writing mode, i.e. overwrite (w) or append (a) to the file.
\warning This function has only been tested on little endian platform.
\note Original library: <a href="https://github.com/rogersce/cnpy">cnpy</a> with MIT license.
*/
template<typename T> void npy_save(std::string fname, const T *data, const std::vector<size_t> shape, std::string mode = "w")
{
FILE *fp = NULL;
std::vector<size_t> true_data_shape; //if appending, the shape of existing + new data

if (mode == "a") fp = fopen(fname.c_str(), "r+b");

if (fp) {
//file exists. we need to append to it. read the header, modify the array size
size_t word_size;
bool fortran_order;
parse_npy_header(fp, word_size, true_data_shape, fortran_order);
assert(!fortran_order);

if (word_size != sizeof(T)) {
std::cout<<"libnpy error: "<<fname<<" has word size "<<word_size<<" but npy_save appending data sized "<<sizeof(T)<<"\n";
assert(word_size == sizeof(T));
}
if (true_data_shape.size() != shape.size()) {
std::cout<<"libnpy error: npy_save attempting to append misdimensioned data to "<<fname<<"\n";
assert(true_data_shape.size() != shape.size());
}

for (size_t i = 1; i < shape.size(); i++) {
if (shape[i] != true_data_shape[i]) {
std::cout<<"libnpy error: npy_save attempting to append misshaped data to "<<fname<<"\n";
assert(shape[i] == true_data_shape[i]);
}
}
true_data_shape[0] += shape[0];
}
else {
fp = fopen(fname.c_str(), "wb");
true_data_shape = shape;
}

std::vector<char> header = create_npy_header<T>(true_data_shape);
size_t nels = std::accumulate(shape.begin(), shape.end(), 1, std::multiplies<size_t>());

fseek(fp, 0, SEEK_SET);
fwrite(&header[0], sizeof(char), header.size(), fp);
fseek(fp, 0, SEEK_END);
fwrite(data, sizeof(T), nels, fp);
fclose(fp);
}

/*!
Save the specified \p fname array of data (\p data) into the \p zipname npz file. This function is similar to the
<a href="https://numpy.org/doc/stable/reference/generated/numpy.savez.html">numpy.savez</a> function.
\param[in] zipname : Path to the npz file.
\param[in] fname : Identifier for the corresponding array of data.
\param[in] data : Pointer to an array of basic datatype (int, float, double, std::complex<double>, ...).
\param[in] shape : Shape of the array, e.g. Nz x Ny x Nx.
\param[in] mode : Writing mode, i.e. overwrite (w) or append (a) to the file.
\warning This function has only been tested on little endian platform.
\note Original library: <a href="https://github.com/rogersce/cnpy">cnpy</a> with MIT license.
*/
template<typename T> void npz_save(std::string zipname, std::string fname, const T *data, const std::vector<size_t> &shape, std::string mode = "w")
{
//first, append a .npy to the fname
fname += ".npy";

//now, on with the show
FILE *fp = NULL;
uint16_t nrecs = 0;
size_t global_header_offset = 0;
std::vector<char> global_header;

if (mode == "a") fp = fopen(zipname.c_str(), "r+b");

if (fp) {
//zip file exists. we need to add a new npy file to it.
//first read the footer. this gives us the offset and size of the global header
//then read and store the global header.
//below, we will write the the new data at the start of the global header then append the global header and footer below it
size_t global_header_size;
parse_zip_footer(fp, nrecs, global_header_size, global_header_offset);
fseek(fp, global_header_offset, SEEK_SET);
global_header.resize(global_header_size);
size_t res = fread(&global_header[0], sizeof(char), global_header_size, fp);
if (res != global_header_size) {
throw std::runtime_error("npz_save: header read error while adding to existing zip");
}
fseek(fp, global_header_offset, SEEK_SET);
}
else {
fp = fopen(zipname.c_str(), "wb");
}

std::vector<char> npy_header = create_npy_header<T>(shape);

size_t nels = std::accumulate(shape.begin(), shape.end(), 1, std::multiplies<size_t>());
size_t nbytes = nels*sizeof(T) + npy_header.size();

//get the CRC of the data to be added
uint32_t crc = vp_mz_crc32(0L, (uint8_t *)&npy_header[0], npy_header.size());
crc = vp_mz_crc32(crc, (uint8_t *)data, nels*sizeof(T));

//build the local header
std::vector<char> local_header;
local_header += "PK"; //first part of sig
local_header += (uint16_t)0x0403; //second part of sig
local_header += (uint16_t)20; //min version to extract
local_header += (uint16_t)0; //general purpose bit flag
local_header += (uint16_t)0; //compression method
local_header += (uint16_t)0; //file last mod time
local_header += (uint16_t)0; //file last mod date
local_header += (uint32_t)crc; //crc
local_header += (uint32_t)nbytes; //compressed size
local_header += (uint32_t)nbytes; //uncompressed size
local_header += (uint16_t)fname.size(); //fname length
local_header += (uint16_t)0; //extra field length
local_header += fname;

//build global header
global_header += "PK"; //first part of sig
global_header += (uint16_t)0x0201; //second part of sig
global_header += (uint16_t)20; //version made by
global_header.insert(global_header.end(), local_header.begin()+4, local_header.begin()+30);
global_header += (uint16_t)0; //file comment length
global_header += (uint16_t)0; //disk number where file starts
global_header += (uint16_t)0; //internal file attributes
global_header += (uint32_t)0; //external file attributes
global_header += (uint32_t)global_header_offset; //relative offset of local file header, since it begins where the global header used to begin
global_header += fname;

//build footer
std::vector<char> footer;
footer += "PK"; //first part of sig
footer += (uint16_t)0x0605; //second part of sig
footer += (uint16_t)0; //number of this disk
footer += (uint16_t)0; //disk where footer starts
footer += (uint16_t)(nrecs+1); //number of records on this disk
footer += (uint16_t)(nrecs+1); //total number of records
footer += (uint32_t)global_header.size(); //nbytes of global headers
footer += (uint32_t)(global_header_offset + nbytes + local_header.size()); //offset of start of global headers, since global header now starts after newly written array
footer += (uint16_t)0; //zip file comment length

//write everything
fwrite(&local_header[0], sizeof(char), local_header.size(), fp);
fwrite(&npy_header[0], sizeof(char), npy_header.size(), fp);
fwrite(data, sizeof(T), nels, fp);
fwrite(&global_header[0], sizeof(char), global_header.size(), fp);
fwrite(&footer[0], sizeof(char), footer.size(), fp);
fclose(fp);
}

/*!
Save the specified 1-D array of data (\p data) into the \p fname npz file. This function is similar to the
<a href="https://numpy.org/doc/stable/reference/generated/numpy.save.html">numpy.save</a> function.
\param[in] fname : Path to the npy file.
\param[in] data : Pointer to a 1-D array of basic datatype (int, float, double, std::complex<double>, ...).
\param[in] mode : Writing mode, i.e. overwrite (w) or append (a) to the file.
\warning This function has only been tested on little endian platform.
\note Original library: <a href="https://github.com/rogersce/cnpy">cnpy</a> with MIT license.
*/
template<typename T> void npy_save(std::string fname, const std::vector<T> data, std::string mode = "w")
{
std::vector<size_t> shape;
shape.push_back(data.size());
npy_save(fname, &data[0], shape, mode);
}

/*!
Save the specified \p fname 1-D array of data (\p data) into the \p zipname npz file. This function is similar to the
<a href="https://numpy.org/doc/stable/reference/generated/numpy.savez.html">numpy.savez</a> function.
\param[in] zipname : Path to the npz file.
\param[in] fname : Identifier for the corresponding array of data.
\param[in] data : Pointer to a 1-D array of basic datatype (int, float, double, std::complex<double>, ...).
\param[in] mode : Writing mode, i.e. overwrite (w) or append (a) to the file.
\warning This function has only been tested on little endian platform.
\note Original library: <a href="https://github.com/rogersce/cnpy">cnpy</a> with MIT license.
*/
template<typename T> void npz_save(std::string zipname, std::string fname, const std::vector<T> data, std::string mode = "w")
{
std::vector<size_t> shape;
shape.push_back(data.size());
npz_save(zipname, fname, &data[0], shape, mode);
}

template<typename T> std::vector<char> create_npy_header(const std::vector<size_t> &shape)
{
std::vector<char> dict;
dict += "{'descr': '";
dict += BigEndianTest();
dict += map_type(typeid(T));
dict += std::to_string(sizeof(T));
dict += "', 'fortran_order': False, 'shape': (";
dict += std::to_string(shape[0]);
for (size_t i = 1;i < shape.size();i++) {
dict += ", ";
dict += std::to_string(shape[i]);
}
if (shape.size() == 1) dict += ",";
dict += "), }";
//pad with spaces so that preamble+dict is modulo 16 bytes. preamble is 10 bytes. dict needs to end with \n
int remainder = 16 - (10 + dict.size()) % 16;
dict.insert(dict.end(), remainder, ' ');
dict.back() = '\n';

std::vector<char> header;
header += (char)0x93;
header += "NUMPY";
header += (char)0x01; //major version of numpy format
header += (char)0x00; //minor version of numpy format
header += (uint16_t)dict.size();
header.insert(header.end(), dict.begin(), dict.end());

return header;
}

} // namespace cnpy
} // namespace visp

/*!
* \class vpIoTools
* \ingroup group_core_files_io
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