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#include "GenericIO.h"
#include <pybind11/pybind11.h>
#include <pybind11/numpy.h>
#include <pybind11/stl.h>
#include <sstream>
#include <string>
#include <vector>
#include <map>
#include <cstdint>
#include <optional>
#ifndef GENERICIO_NO_MPI
#include <mpi.h>
#endif
namespace py = pybind11;
class PyGenericIO : public gio::GenericIO {
public:
PyGenericIO(const std::string& filename, gio::GenericIO::FileIO method=gio::GenericIO::FileIOPOSIX, gio::GenericIO::MismatchBehavior redistribute=gio::GenericIO::MismatchRedistribute)
#ifdef GENERICIO_NO_MPI
: gio::GenericIO(filename, method), num_ranks(0) {
#else
: gio::GenericIO(MPI_COMM_WORLD, filename, method), num_ranks(0) {
#endif
// open headers and rank info
openAndReadHeader(redistribute);
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num_ranks = readNRanks();
// read variable info
getVariableInfo(variables);
}
void inspect() {
int rank;
#ifdef GENERICIO_NO_MPI
rank = 0;
#else
MPI_Comm_rank(MPI_COMM_WORLD, &rank);
#endif
if(rank == 0) {
std::stringstream s;
s << "Number of Elements: " << readNumElems() << "\n";
s << "Total number of Elements: " << readTotalNumElems() << "\n";
s << "[data type] Variable name\n";
s << "---------------------------------------------\n";
for (int i = 0; i < variables.size(); ++i) {
gio::GenericIO::VariableInfo vinfo = variables[i];
if (vinfo.IsFloat)
s << "[f";
else
s << "[i";
int NumElements = vinfo.Size / vinfo.ElementSize;
s << " " << vinfo.ElementSize * 8;
if (NumElements > 1)
s << "x" << NumElements;
s << "] ";
s << vinfo.Name << "\n";
}
s << "\n(i=integer,f=floating point, number bits size)\n";
py::print(s.str());
}
}
std::map<std::string, py::array> read(std::optional<std::vector<std::string>> var_names) {
// read number of elements
int64_t num_elem = readNumElems();
// if no argument, read all
if(!var_names.has_value()) {
var_names.emplace(std::vector<std::string>());
for(const auto& v: variables) {
var_names->push_back(v.Name);
}
}
clearVariables();
std::map<std::string, py::array> result;
for(const std::string& var_name: *var_names) {
auto varp = std::find_if(
variables.begin(),
variables.end(),
[&var_name](const auto& v){ return v.Name == var_name; }
);
if (varp != variables.end()) {
// extra space
py::ssize_t readsize = num_elem + requestedExtraSpace()/(*varp).ElementSize;
if((*varp).IsFloat && (*varp).ElementSize == 4) {
result[var_name] = py::array_t<float>(readsize);
addVariable(*varp, result[var_name].mutable_data(), gio::GenericIO::VarHasExtraSpace);
} else if((*varp).IsFloat && (*varp).ElementSize == 8) {
result[var_name] = py::array_t<double>(readsize);
addVariable(*varp, result[var_name].mutable_data(), gio::GenericIO::VarHasExtraSpace);
} else if(!(*varp).IsFloat && (*varp).ElementSize == 4) {
result[var_name] = py::array_t<int32_t>(readsize);
addVariable(*varp, result[var_name].mutable_data(), gio::GenericIO::VarHasExtraSpace);
} else if(!(*varp).IsFloat && (*varp).ElementSize == 8) {
result[var_name] = py::array_t<int64_t>(readsize);
addVariable(*varp, result[var_name].mutable_data(), gio::GenericIO::VarHasExtraSpace);
} else if(!(*varp).IsFloat && (*varp).ElementSize == 2) {
result[var_name] = py::array_t<uint16_t>(readsize);
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addVariable(*varp, result[var_name].mutable_data(), gio::GenericIO::VarHasExtraSpace);
}
}
}
readData();
#ifndef GENERICIO_NO_MPI
MPI_Barrier(MPI_COMM_WORLD);
#endif
// get rid of extraspace
std::for_each(result.begin(), result.end(), [&](auto& item){ item.second.resize({num_elem}); });
return result;
}
const std::vector<gio::GenericIO::VariableInfo> &get_variables() {
return variables;
}
std::array<double, 3> read_phys_origin() {
std::array<double, 3> origin;
readPhysOrigin(origin.data());
return origin;
}
std::array<double, 3> read_phys_scale() {
std::array<double, 3> scale;
readPhysScale(scale.data());
return scale;
}
private:
int num_ranks;
std::vector<gio::GenericIO::VariableInfo> variables;
};
std::map<std::string, py::array> read_genericio(std::string filename, std::optional<std::vector<std::string>> var_names, PyGenericIO::FileIO method=PyGenericIO::FileIO::FileIOPOSIX, PyGenericIO::MismatchBehavior redistribute=PyGenericIO::MismatchBehavior::MismatchRedistribute) {
PyGenericIO reader(filename, method, redistribute);
return reader.read(var_names);
}
void inspect_genericio(std::string filename, PyGenericIO::FileIO method=PyGenericIO::FileIO::FileIOPOSIX, PyGenericIO::MismatchBehavior redistribute=PyGenericIO::MismatchBehavior::MismatchRedistribute) {
PyGenericIO reader(filename, method, redistribute);
reader.inspect();
}
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#ifndef GENERICIO_NO_MPI
void write_genericio(std::string filename, std::map<std::string, py::array> variables, std::array<double, 3> phys_scale, std::array<double, 3> phys_origin, PyGenericIO::FileIO method=PyGenericIO::FileIO::FileIOPOSIX) {
// check data integrity, find particle count
int64_t particle_count = -1;
for(auto const& [name, data]: variables) {
if(data.ndim() != 1) {
throw std::runtime_error("dimension of array must be 1 (" + name + ")");
}
if(particle_count == -1) {
particle_count = data.size();
} else if(particle_count != data.size()) {
throw std::runtime_error("arrays do not have same length (" + name + ")");
}
}
gio::GenericIO writer(MPI_COMM_WORLD, filename, method);
writer.setNumElems(particle_count);
// set size
for (int d = 0; d < 3; ++d) {
writer.setPhysOrigin(phys_origin[d], d);
writer.setPhysScale(phys_scale[d], d);
}
for(auto& [name, data]: variables) {
if(py::isinstance<py::array_t<float>>(data))
writer.addVariable(name.c_str(), reinterpret_cast<float*>(data.mutable_data()));
else if(py::isinstance<py::array_t<double>>(data))
writer.addVariable(name.c_str(), reinterpret_cast<double*>(data.mutable_data()));
else if(py::isinstance<py::array_t<int32_t>>(data))
writer.addVariable(name.c_str(), reinterpret_cast<int32_t*>(data.mutable_data()));
else if(py::isinstance<py::array_t<int64_t>>(data))
writer.addVariable(name.c_str(), reinterpret_cast<int64_t*>(data.mutable_data()));
else if(py::isinstance<py::array_t<uint16_t>>(data))
writer.addVariable(name.c_str(), reinterpret_cast<uint16_t*>(data.mutable_data()));
else
throw std::runtime_error("array dtype not supported for " + name);
}
writer.write();
MPI_Barrier(MPI_COMM_WORLD);
}
#endif
PYBIND11_MODULE(pygio, m) {
m.doc() = "genericio python module";
#ifndef GENERICIO_NO_MPI
m.def("_init_mpi", [](){
int initialized;
MPI_Initialized(&initialized);
if(!initialized) {
int level_provided;
MPI_Init_thread(nullptr, nullptr, MPI_THREAD_SINGLE, &level_provided);
}
#endif
py::class_<PyGenericIO> pyGenericIO(m, "PyGenericIO");
py::enum_<PyGenericIO::FileIO>(pyGenericIO, "FileIO")
.value("FileIOMPI", PyGenericIO::FileIO::FileIOMPI)
.value("FileIOPOSIX", PyGenericIO::FileIO::FileIOPOSIX)
.value("FileIOMPICollective", PyGenericIO::FileIO::FileIOMPICollective);
py::enum_<PyGenericIO::MismatchBehavior>(pyGenericIO, "MismatchBehavior")
.value("MismatchAllowed", PyGenericIO::MismatchBehavior::MismatchAllowed)
.value("MismatchDisallowed", PyGenericIO::MismatchBehavior::MismatchDisallowed)
.value("MismatchRedistribute", PyGenericIO::MismatchBehavior::MismatchRedistribute);
pyGenericIO.def(py::init<std::string, PyGenericIO::FileIO, PyGenericIO::MismatchBehavior>(), py::arg("filename"), py::arg("method")=PyGenericIO::FileIO::FileIOPOSIX, py::arg("redistribute")=PyGenericIO::MismatchBehavior::MismatchRedistribute)
.def("inspect", &PyGenericIO::inspect, "Print variable infos and size of GenericIO file")
.def("get_variables", &PyGenericIO::get_variables, "Get a list of VariableInformations defined in the GenericIO file")
.def("read_num_elems", (size_t (PyGenericIO::*)(int))(&PyGenericIO::readNumElems), py::arg("eff_rank")=-1)
.def("read_total_num_elems", (uint64_t (PyGenericIO::*)(void))(&PyGenericIO::readTotalNumElems))
.def("read_phys_origin", &PyGenericIO::read_phys_origin)
.def("read_phys_scale", &PyGenericIO::read_phys_scale)
.def("read", &PyGenericIO::read, py::arg("variables")=nullptr);
py::class_<gio::GenericIO::VariableInfo>(pyGenericIO, "VariableInfo")
.def_readonly("name", &gio::GenericIO::VariableInfo::Name)
.def_readonly("size", &gio::GenericIO::VariableInfo::Size)
.def_readonly("element_size", &gio::GenericIO::VariableInfo::ElementSize)
.def_readonly("is_float", &gio::GenericIO::VariableInfo::IsFloat)
.def("__repr__", [](const gio::GenericIO::VariableInfo &vi) {
return std::string("<PyGenericIO.VariableInfo type=") +
(vi.IsFloat ? "float" : "int") + " name='" + vi.Name + "'>";
});
m.def("read_genericio", &read_genericio, py::arg("filename"), py::arg("variables")=nullptr, py::arg("method")=PyGenericIO::FileIO::FileIOPOSIX, py::arg("redistribute")=PyGenericIO::MismatchBehavior::MismatchRedistribute, py::return_value_policy::move);
m.def("inspect_genericio", &inspect_genericio, py::arg("filename"), py::arg("method")=PyGenericIO::FileIO::FileIOPOSIX, py::arg("redistribute")=PyGenericIO::MismatchBehavior::MismatchRedistribute);
#ifndef GENERICIO_NO_MPI
m.def("write_genericio", &write_genericio, py::arg("filename"), py::arg("variables"), py::arg("phys_scale"), py::arg("phys_origin") = std::array<double, 3>({0., 0., 0.}), py::arg("method")=PyGenericIO::FileIO::FileIOPOSIX);
#endif