I am implementing a kind of dataframe and I want to define a RandomAccessIterator over it, in order to execute the different std algorithms, such as the sorting one. The dataframe of the example contains two column "a" and "b":
a; b;
20; 21;
20; 19;
10; 11;
40; 41;
10; 11;
After sorting with a trivial selection sort this is the result:
a; b;
10; 11;
10; 11;
20; 19;
20; 21;
40; 41;
The problem that I am facing is that the std::sort does not work properly. And I don't know weather the implementation of the iterator is sound or not.
This is the code.
File: dataframe.hpp
#pragma once
#include <iostream>
#include <charconv>
#include <vector>
#include <memory>
#include <cstring>
#include <numeric>
#include "iterator.hpp"
namespace df
{
class Record;
class Column;
class Dataframe;
namespace types
{
enum class Base : char
{
CHAR = 'A',
UNSIGNED = 'U',
// Other types..
};
class Dtype
{
public:
Dtype(types::Base base, std::size_t size) : m_base_dtype{base}, m_size{size} {}
[[nodiscard]] auto name() const
{
return std::string{static_cast<char>(m_base_dtype)} std::to_string(m_size);
}
[[nodiscard]] auto base() const { return m_base_dtype; }
[[nodiscard]] auto size() const { return m_size; }
[[nodiscard]] auto is_primitive() const
{
switch (base())
{
case types::Base::CHAR:
return size() == 1;
case types::Base::UNSIGNED:
return size() == 1 or size() == 2 or size() == 4 or size() == 8;
}
return false;
}
private:
types::Base m_base_dtype;
std::size_t m_size;
};
[[nodiscard]] static auto CHAR(const std::size_t size) { return Dtype(types::Base::CHAR, size); }
[[nodiscard]] static auto UNSIGNED(const std::size_t size) { return Dtype(types::Base::UNSIGNED, size); }
}
class Column
{
public:
Column(std::vector<char> &raw, const types::Dtype dtype) : m_raw{std::move(raw)}, m_dtype{dtype} {}
Column &operator=(Column &&c) = default; // Move constructor
[[nodiscard]] const auto &dtype() const { return m_dtype; }
[[nodiscard]] auto &raw() { return m_raw; }
[[nodiscard]] const auto &raw() const { return m_raw; }
[[nodiscard]] auto *data() { return m_raw.data(); }
[[nodiscard]] const auto *data() const { return m_raw.data(); }
private:
std::vector<char> m_raw;
types::Dtype m_dtype;
};
class Dataframe
{
public:
Dataframe(std::vector<char> &raw, std::vector<std::string> names, std::vector<types::Dtype> dtypes)
{
m_raw = std::move(raw);
m_column_dtypes = dtypes;
m_column_names = names;
m_record_size = 0;
for (const auto dt : dtypes)
{
m_column_offsets.emplace_back(m_record_size);
m_record_size = dt.size();
}
m_record_count = m_raw.size() / m_record_size;
}
Dataframe(std::vector<char> &raw, std::vector<types::Dtype> dtypes) : Dataframe(raw, {}, dtypes) {}
Dataframe &operator=(Dataframe &&c) = default; // Move constructor
[[nodiscard]] auto &raw() { return m_raw; }
[[nodiscard]] const auto &raw() const { return m_raw; }
[[nodiscard]] auto *data() { return m_raw.data(); }
[[nodiscard]] const auto *data() const { return m_raw.data(); }
// Iterators
[[nodiscard]] df::Iterator begin()
{
return df::Iterator{m_raw.data(), m_record_size};
}
[[nodiscard]] df::Iterator end()
{
return df::Iterator{m_raw.data() m_raw.size(), m_record_size};
}
[[nodiscard]] auto shape() const { return std::make_pair(m_record_count, m_column_dtypes.size()); }
[[nodiscard]] auto record_count() const { return m_record_count; }
[[nodiscard]] auto record_size() const { return m_record_size; }
[[nodiscard]] const auto &names() const { return m_column_names; }
[[nodiscard]] const auto &dtypes() const { return m_column_dtypes; }
[[nodiscard]] const auto &offsets() const { return m_column_offsets; }
void print() { print(m_record_count); }
void print(const std::size_t initial_records)
{
// Print header
for (auto column_name : m_column_names)
{
std::cout << column_name << "; ";
}
std::cout << std::endl;
// Print rows
std::size_t records_to_print = std::min(initial_records, m_record_count);
for (std::size_t i = 0; i < records_to_print; i )
{
const auto start_p = i * record_size();
auto start_field = 0;
auto end_field = 0;
for (auto field : m_column_dtypes)
{
end_field = field.size();
switch (field.base())
{
case types::Base::UNSIGNED:
{
std::uint64_t uint_value = 0;
memcpy(&uint_value, m_raw.data() start_p start_field, field.size());
std::cout << uint_value;
break;
}
case types::Base::CHAR:
{
std::string str_value = std::string(m_raw.data() start_p start_field, field.size());
std::cout << str_value;
break;
}
}
start_field = end_field;
// New column
std::cout << "; ";
}
// New row
std::cout << std::endl;
}
}
std::shared_ptr<Dataframe> copy() const
{
auto x = std::vector<char>(m_raw);
return std::make_shared<Dataframe>(x, std::vector<std::string>(m_column_names), std::vector<types::Dtype>(m_column_dtypes));
}
private:
std::vector<char> m_raw = {};
std::vector<std::string> m_column_names = {};
std::vector<types::Dtype> m_column_dtypes = {};
std::vector<std::size_t> m_column_offsets = {};
std::size_t m_record_size = {};
std::size_t m_record_count = {};
};
using namespace types;
static std::shared_ptr<Dataframe> read_from_vector(const std::vector<std::vector<std::string>> values, const std::vector<std::string> names, const std::vector<Dtype> dtypes)
{
const auto record_size = std::accumulate(dtypes.begin(), dtypes.end(), std::size_t{0},
[](std::size_t accum, const auto &m)
{ return accum m.size(); });
const auto total_size = values.size() * record_size;
const std::size_t INCR_RECORDS = std::max(total_size / (10 * record_size), std::size_t{65536});
auto raw = std::vector<char>{};
std::size_t written_records = 0;
auto offsets = std::vector<std::size_t>{};
for (int offset = 0; const auto &kd : dtypes)
{
offsets.push_back(offset);
offset = kd.size();
}
for (auto value : values)
{
if (written_records >= raw.size() / record_size)
{
raw.resize(raw.size() INCR_RECORDS * record_size, char{' '});
}
for (int i = 0; i < names.size(); i )
{
const auto name = names[i];
const auto dtype = dtypes[i];
const auto offset = offsets[i];
const auto pos = written_records * record_size offset;
switch (dtype.base())
{
case df::Base::CHAR:
{
const auto v = value[i];
const auto byte_to_copy = std::min(v.size(), dtype.size());
std::memcpy(raw.data() pos,
v.data() v.size() - byte_to_copy, byte_to_copy); // Prendo gli ultimi byte
break;
}
case df::Base::UNSIGNED:
{
const auto v = std::stoull(value[i]);
const auto byte_to_copy = dtype.size();
std::memcpy(raw.data() pos, &v, byte_to_copy); // Prendo gli ultimi byte
break;
}
default:
throw std::runtime_error("ColumnType non riconosciuto");
}
}
written_records ;
}
raw.resize(written_records * record_size);
raw.shrink_to_fit();
return std::make_shared<Dataframe>(raw, names, dtypes);
}
}
File: iterator.hpp
#pragma once
#include <iostream>
#include <cstring>
namespace df
{
class Iterator
{
std::size_t size;
char *ptr;
public:
struct record_reference;
struct record_value
{
std::size_t size;
char *ptr;
record_value(const record_reference &t) : record_value(t.size, t.ptr){};
record_value(const std::size_t m_size, char *m_ptr)
{
this->size = m_size;
this->ptr = new char[this->size];
std::memcpy(ptr, m_ptr, this->size);
}
~record_value()
{
delete[] this->ptr;
}
};
struct record_reference
{
std::size_t size;
char *ptr;
record_reference(const std::size_t m_size, char *m_ptr)
{
this->size = m_size;
this->ptr = m_ptr;
}
record_reference(const record_reference &t)
{
this->size = t.size;
this->ptr = t.ptr;
}
// record_reference(const record_value &t) : record_reference(t.size, t.ptr) {};
record_reference &operator=(const record_value &t)
{
std::memcpy(ptr, t.ptr, size);
return *this;
}
record_reference &operator=(const record_reference &t)
{
std::memcpy(ptr, t.ptr, size);
return *this;
}
record_reference &operator=(char *t)
{
std::memcpy(ptr, t, size);
return *this;
}
operator char *()
{
return ptr;
}
operator const char *() const { return ptr; }
};
using iterator_category = std::random_access_iterator_tag;
using value_type = record_value;
using reference = record_reference;
using difference_type = std::ptrdiff_t;
// default constructible
Iterator() : size(0), ptr(nullptr)
{
}
// copy assignable
Iterator &operator=(const Iterator &t)
{
size = t.size;
ptr = t.ptr;
return *this;
}
Iterator(char *ptr, const std::size_t size) : size{size}, ptr(ptr)
{
}
record_reference operator*() const
{
return {size, ptr};
}
// Prefix
Iterator &operator ()
{
ptr = size;
return *this;
}
// Postfix
Iterator operator (int)
{
auto tmp = *this;
*this;
return tmp;
}
Iterator &operator--()
{
ptr -= size;
return *this;
}
difference_type operator-(const Iterator &it) const
{
return (this->ptr - it.ptr) / size;
}
Iterator operator (const difference_type &offset) const
{
return Iterator(ptr offset * size, size);
}
friend Iterator operator (const difference_type &diff, const Iterator &it)
{
return it diff;
}
Iterator operator-(const difference_type &diff) const
{
return Iterator(ptr - diff * size, size);
}
reference operator[](const difference_type &offset) const
{
return {size, ptr offset * size};
}
bool operator==(const Iterator &it) const
{
return this->ptr == it.ptr;
}
bool operator!=(const Iterator &it) const
{
return !(*this == it);
}
bool operator<(const Iterator &it) const
{
return this->ptr < it.ptr;
}
bool operator>=(const Iterator &it) const
{
return this->ptr >= it.ptr;
}
bool operator>(const Iterator &it) const
{
return this->ptr > it.ptr;
}
bool operator<=(const Iterator &it) const
{
return this->ptr <= it.ptr;
}
Iterator &operator =(const difference_type &diff)
{
ptr = diff * size;
return *this;
}
operator Iterator() const
{
return Iterator(ptr, size);
}
};
void swap(df::Iterator::record_reference a, df::Iterator::record_reference b)
{
unsigned char *p;
unsigned char *q;
unsigned char *const sentry = (unsigned char *)a.ptr a.size;
for (p = (unsigned char *)a.ptr, q = (unsigned char *)b.ptr; p < sentry; p, q)
{
const unsigned char t = *p;
*p = *q;
*q = t;
}
}
}
File: comparator.hpp
#pragma once
#include <memory>
#include <functional>
#include "dataframe.hpp"
#include "iterator.hpp"
namespace compare
{
using comparator_fn = std::function<int(const df::Iterator::record_reference, const df::Iterator::record_reference)>;
template <typename T, std::size_t offset = 0, std::size_t size = sizeof(T)>
static inline comparator_fn make_comparator()
{
if constexpr (size == 3 or size == 5 or size == 7 or size > 8)
return [=](const df::Iterator::record_reference a, const df::Iterator::record_reference b)
{ return std::memcmp(a offset, b offset, size); };
return [](const df::Iterator::record_reference a, const df::Iterator::record_reference b)
{ return *(T *)(a offset) < *(T *)(b offset) ? -1 : *(T *)(b offset) < *(T *)(a offset) ? 1
: 0; };
}
template <typename T>
static inline comparator_fn make_comparator(const std::size_t offset)
{
return [=](const df::Iterator::record_reference a, const df::Iterator::record_reference b)
{ return *(T *)(a offset) < *(T *)(b offset) ? -1 : *(T *)(b offset) < *(T *)(a offset) ? 1
: 0; };
}
static inline comparator_fn make_column_comparator(const df::Dtype dtype, const std::size_t offset)
{
switch (dtype.base())
{
case df::Base::CHAR:
{
if (dtype.size() == 1)
return make_comparator<std::uint8_t>(offset);
else if (dtype.size() == 2)
return [=](const df::Iterator::record_reference a, const df::Iterator::record_reference b)
{ return std::memcmp(a offset, b offset, 2); }; // C'� qualche beneficio a fissare il 2? o conviene trattarlo come uno unsigned short?
return [=](const df::Iterator::record_reference a, const df::Iterator::record_reference b)
{ return std::memcmp(a offset, b offset, dtype.size()); };
}
case df::Base::UNSIGNED:
{
return [=](const df::Iterator::record_reference a, const df::Iterator::record_reference b)
{
std::uint64_t uint_value_a = 0;
std::uint64_t uint_value_b = 0;
std::memcpy(&uint_value_a, a offset, dtype.size());
std::memcpy(&uint_value_b, b offset, dtype.size());
return (uint_value_a < uint_value_b ? -1 : uint_value_a > uint_value_b ? 1
: 0);
};
}
default:
throw std::runtime_error("Unsupported dtype");
break;
}
}
static inline comparator_fn make_composite_two_way_comparator(const std::shared_ptr<df::Dataframe> &T)
{
const auto K = T->dtypes().size();
std::vector<comparator_fn> F;
for (int i = 0; i < K; i )
{
F.emplace_back(make_column_comparator(T->dtypes()[i], T->offsets()[i]));
}
const auto comparator = [=](const df::Iterator::record_reference a, const df::Iterator::record_reference b)
{
for (int i = 0; i < K; i )
{
// If equal go to the next column, otherwise return the result
// The return value is true if the first argument is less than the second
// and false otherwise
if (const auto result = F[i](a, b); result != 0)
return result < 0;
}
return false;
};
return comparator;
}
}
File: main.cpp
#include <iostream>
#include <vector>
#include "dataframe.hpp"
#include "comparator.hpp"
template <typename RandomAccessIterator, typename Comparator>
static void selection_sort(RandomAccessIterator first, RandomAccessIterator last, Comparator comp)
{
for (auto i = first; i != last; i)
{
auto min = i;
for (auto j = i 1; j != last; j)
{
if (comp(*j, *min))
min = j;
}
df::Iterator::value_type temp = *i;
*i = *min;
*min = temp;
// Alternative
// std::iter_swap(i, min);
}
}
int main(int argc, char const *argv[])
{
std::vector<std::string> values{"20", "21", "20", "19", "10", "11", "40", "41", "10", "11"};
// Create a vector that contains values grouped by 2
std::vector<std::vector<std::string>> v;
for (int i = 0; i < values.size(); i = 2)
{
std::vector<std::string> temp;
temp.push_back(values[i]);
temp.push_back(values[i 1]);
v.push_back(temp);
}
std::vector<std::string> column_names = {"a", "b"};
df::Dtype d = df::Dtype(df::Base::UNSIGNED, 4);
std::vector dtypes = {d, d};
// Create a dataframe
std::shared_ptr<df::Dataframe> df = df::read_from_vector(v, column_names, dtypes);
std::cout << "Before sorting" << std::endl;
df->print();
// This comparator sorts the dataframe first by column a and then by column b in ascending order
auto comparator = compare::make_composite_two_way_comparator(df);
selection_sort(df->begin(), df->end(), comparator);
std::cout << "\nAfter sorting" << std::endl;
df->print();
// With the std::sort it does not work
std::sort(df->begin(), df->end(), comparator);
return 0;
}
CodePudding user response:
Your type is not a C 17 RandomAccessIterator, because it isn't a C 17 ForwardIterator, because reference
is an object type, not a reference type.
The type
It
satisfies ForwardIterator if
- Let
T
be the value type ofIt
. The typestd::iterator_traits<It>::reference
must be either
T&
orT&&
ifIt
satisfies OutputIterator (It
is mutable), orconst T&
orconst T&&
otherwise (It
is constant),
(Other requirements elided)
You will be able to satisfy the C 20 concept std::random_access_iterator
, because that relaxes the requirement on It::reference
.
CodePudding user response:
In C 17, the reference
type of an iterator must be precisely value_type&
in order for that iterator to be random access. Only input iterators can have the reference
type be something other than value_type&
. So in C 17, proxy iterators are limited to input iterators. And every algorithm written against C 17 has this expectation.
The C 20 ranges library adds the ability to have random access proxy iterators. And the C 20 algorithms that use those range concepts will respect them.