Equivalent C++ to Python generator pattern
I've got some example Python code that I need to mimic in C++. I do not require any specific solution (such as co-routine based yield solutions, although they would be acceptable answers as well), I simply need to reproduce the semantics in some manner.
Python
This is a basic sequence generator, clearly too large to store a materialized version.
def pair_sequence():
for i in range(2**32):
for j in range(2**32):
yield (i, j)
The goal is to maintain two instances of the sequence above, and iterate over them in semi-lockstep, but in chunks. In the example below the first_pass
uses the sequence of pairs to initialize the buffer, and the second_pass
regenerates the same exact sequence and processes the buffer again.
def run():
seq1 = pair_sequence()
seq2 = pair_sequence()
buffer = [0] * 1000
first_pass(seq1, buffer)
second_pass(seq2, buffer)
... repeat ...
C++
The only thing I can find for a solution in C++ is to mimic yield
with C++ coroutines, but I haven't found any good reference on how to do this. I'm also interested in alternative (non general) solutions for this problem. I do not have enough memory budget to keep a copy of the sequence between passes.
Generators exist in C++, just under another name: Input Iterators. For example, reading from std::cin
is similar to having a generator of char
.
You simply need to understand what a generator does:
- there is a blob of data: the local variables define a state
- there is an init method
- there is a "next" method
- there is a way to signal termination
In your trivial example, it's easy enough. Conceptually:
struct State { unsigned i, j; };
State make();
void next(State&);
bool isDone(State const&);
Of course, we wrap this as a proper class:
class PairSequence:
// (implicit aliases)
public std::iterator<
std::input_iterator_tag,
std::pair<unsigned, unsigned>
>
{
// C++03
typedef void (PairSequence::*BoolLike)();
void non_comparable();
public:
// C++11 (explicit aliases)
using iterator_category = std::input_iterator_tag;
using value_type = std::pair<unsigned, unsigned>;
using reference = value_type const&;
using pointer = value_type const*;
using difference_type = ptrdiff_t;
// C++03 (explicit aliases)
typedef std::input_iterator_tag iterator_category;
typedef std::pair<unsigned, unsigned> value_type;
typedef value_type const& reference;
typedef value_type const* pointer;
typedef ptrdiff_t difference_type;
PairSequence(): done(false) {}
// C++11
explicit operator bool() const { return !done; }
// C++03
// Safe Bool idiom
operator BoolLike() const {
return done ? 0 : &PairSequence::non_comparable;
}
reference operator*() const { return ij; }
pointer operator->() const { return &ij; }
PairSequence& operator++() {
static unsigned const Max = std::numeric_limts<unsigned>::max();
assert(!done);
if (ij.second != Max) { ++ij.second; return *this; }
if (ij.first != Max) { ij.second = 0; ++ij.first; return *this; }
done = true;
return *this;
}
PairSequence operator++(int) {
PairSequence const tmp(*this);
++*this;
return tmp;
}
private:
bool done;
value_type ij;
};
So hum yeah... might be that C++ is a tad more verbose :)
In C++ there are iterators, but implementing an iterator isn't straightforward: one has to consult the iterator concepts and carefully design the new iterator class to implement them. Thankfully, Boost has an iterator_facade template which should help implementing the iterators and iterator-compatible generators.
Sometimes a stackless coroutine can be used to implement an iterator.
P.S. See also this article which mentions both a switch
hack by Christopher M. Kohlhoff and Boost.Coroutine by Oliver Kowalke. Oliver Kowalke's work is a followup on Boost.Coroutine by Giovanni P. Deretta.
P.S. I think you can also write a kind of generator with lambdas:
std::function<int()> generator = []{
int i = 0;
return [=]() mutable {
return i < 10 ? i++ : -1;
};
}();
int ret = 0; while ((ret = generator()) != -1) std::cout << "generator: " << ret << std::endl;
Or with a functor:
struct generator_t {
int i = 0;
int operator() () {
return i < 10 ? i++ : -1;
}
} generator;
int ret = 0; while ((ret = generator()) != -1) std::cout << "generator: " << ret << std::endl;
P.S. Here's a generator implemented with the Mordor coroutines:
#include <iostream>
using std::cout; using std::endl;
#include <mordor/coroutine.h>
using Mordor::Coroutine; using Mordor::Fiber;
void testMordor() {
Coroutine<int> coro ([](Coroutine<int>& self) {
int i = 0; while (i < 9) self.yield (i++);
});
for (int i = coro.call(); coro.state() != Fiber::TERM; i = coro.call()) cout << i << endl;
}
Since Boost.Coroutine2 now supports it very well (I found it because I wanted to solve exactly the same yield
problem), I am posting the C++ code that matches your original intention:
#include <stdint.h>
#include <iostream>
#include <memory>
#include <boost/coroutine2/all.hpp>
typedef boost::coroutines2::coroutine<std::pair<uint16_t, uint16_t>> coro_t;
void pair_sequence(coro_t::push_type& yield)
{
uint16_t i = 0;
uint16_t j = 0;
for (;;) {
for (;;) {
yield(std::make_pair(i, j));
if (++j == 0)
break;
}
if (++i == 0)
break;
}
}
int main()
{
coro_t::pull_type seq(boost::coroutines2::fixedsize_stack(),
pair_sequence);
for (auto pair : seq) {
print_pair(pair);
}
//while (seq) {
// print_pair(seq.get());
// seq();
//}
}
In this example, pair_sequence
does not take additional arguments. If it needs to, std::bind
or a lambda should be used to generate a function object that takes only one argument (of push_type
), when it is passed to the coro_t::pull_type
constructor.