I want to do a map that takes a pair of pybind11::dtype
and int
and maps it into an OpenCV format:
static std::map<std::pair<pybind11::dtype, int>, int> ocv_types;
So I insert
ed all combinations but there seems to be a problem when adding int32_t
and float_t
:
ocv_types.insert(std::make_pair(std::make_pair(pybind11::dtype::of<std::int32_t>() , 3), CV_32SC3));
ocv_types.insert(std::make_pair(std::make_pair(pybind11::dtype::of<std::float_t>() , 3), CV_32FC3));
When I do this, only the CV_32SC3
is really insert
ed , my guess that somewhere the program "thinks" that both elements are equal and therefore is not going to insert the second one.
How can I actually add these 2?
P.S. I did this check just to "prove" that the types are not equal:
if(pybind11::dtype::of<std::int32_t>() == pybind11::dtype::of<std::float_t>())
{
std::cout << "std::int32_t == std::float_t" << std::endl;
}
else
{
std::cout << "std::int32_t != std::float_t" << std::endl;
}
... And of course they are not.
EDIT
I added the <
function for dtype
and used it in the compare function for the map, but not all elements are present in the map:
int getVal(pybind11::dtype type)
{
if(type.is(pybind11::dtype::of<std::uint8_t>()))
return 1;
if(type.is(pybind11::dtype::of<std::uint16_t>()))
return 2;
if(type.is(pybind11::dtype::of<std::int16_t>()))
return 3;
if(type.is(pybind11::dtype::of<std::int32_t>()))
return 4;
if(type.is(pybind11::dtype::of<std::float_t>()))
return 5;
if(type.is(pybind11::dtype::of<std::double_t>()))
return 6;
}
inline bool operator <(const pybind11::dtype a, const pybind11::dtype b) //friend claim has to be here
{
return getVal(a) < getVal(b);
}
auto comp = [](const std::pair<pybind11::dtype, int> a, const std::pair<pybind11::dtype, int> b)
{
return a < b;
};
static std::map<std::pair<pybind11::dtype, int>, int, decltype(comp)> ocv_types(comp);
CodePudding user response:
As you noted pybind11::dtype
do not have any particular order.
So IMO best approach is to use std::unordered_map
and provide respective hashes. pybind11
already has some hash function, so it is needed to adopt it for std::hash
.
Here is test I've wrote (using Catch2) and it passes on my machine:
main.cpp:
#include "catch2/catch_all.hpp"
#include <pybind11/embed.h>
#include <pybind11/numpy.h>
#include <unordered_map>
template<>
struct std::hash<pybind11::dtype>
{
size_t operator()(const pybind11::dtype &t) const
{
return pybind11::hash(t);
}
};
template<>
struct std::hash<std::pair<pybind11::dtype, int>>
{
size_t operator()(const std::pair<pybind11::dtype, int> &t) const
{
return std::hash<pybind11::dtype>{}(t.first) ^ static_cast<size_t>(t.second);
}
};
TEST_CASE("map_with_dtype") {
constexpr auto CV_32SC3 = 1;
constexpr auto CV_32FC3 = 2;
pybind11::scoped_interpreter guard{};
std::unordered_map<std::pair<pybind11::dtype, int>, int> ocv_types;
REQUIRE(ocv_types.empty());
auto a = ocv_types.insert(std::make_pair(std::make_pair(pybind11::dtype::of<std::int32_t>() , 3), CV_32SC3));
REQUIRE(a.second);
auto b = ocv_types.insert(std::make_pair(std::make_pair(pybind11::dtype::of<std::float_t>() , 3), CV_32FC3));
REQUIRE(b.second);
CHECK(b.first->second == CV_32FC3);
CHECK(ocv_types.size() == 2);
}
CMakeLists.txt:
cmake_minimum_required(VERSION 3.16)
# set the project name
project(MapOfPyBind11)
find_package(Catch2 REQUIRED)
find_package(pybind11 REQUIRED)
# add the executable
add_executable(MapOfPyBind11Test main.cpp)
target_link_libraries(MapOfPyBind11Test PRIVATE Catch2::Catch2 pybind11::module pybind11::embed)
include(CTest)
include(Catch)
catch_discover_tests(MapOfPyBind11Test)