Comments (9)
Yeah it is known that references aren't handled properly in the new interface, help definitely welcome!
And yeah tentaitlvely c++17, though obviously earlier support would be nice if possible
from enzyme.
Adding a MFE which used to work in the original PR for the C++ interface https://fwd.gymni.ch/nsKPWF
from enzyme.
@jandrej with #1914 your code compiles with the following minor changes:
62,64c62,63
< return std::tuple<enzyme::Duplicated<decltype(std::get<Is>(args))>...>{
< { std::get<Is>(args), std::get<Is>(shadow_args) }...
< };
---
> return std::tuple_cat(std::make_tuple(
> enzyme::Duplicated<std::remove_cv_t<std::remove_reference_t<decltype(std::get<Is>(args))>>*> {&std::get<Is>(args), &std::get<Is>(shadow_args)})...);
87c86
< enzyme::autodiff<enzyme::Forward>
---
> enzyme::autodiff<enzyme::Forward, enzyme::DuplicatedNoNeed<kf_return_t>>
106,110c105
< std::get<0>(kernel_args) = 3;
< std::get<0>(kernel_shadow_args) = 1;
<
< const auto res = fwddiff_apply_enzyme(func, kernel_args, kernel_shadow_args);
< std::cout << res << " == 6\n";
---
> fwddiff_apply_enzyme(func, kernel_args, kernel_shadow_args);
(I've replaced std::make_tuple(std::tuple_cat(...
with a std::tuple
constructor to make it compile with C++23, which I use. Note that the enzyme::Duplicated
argument has also changed from the pointer to a reference. Waiting for a response on my PR to know if I understood Duplicated
/DuplicatedNoNeed
right).
It still doesn't work as intended (prints 0 == 6
), since, as I've discovered, the C++ interface also doesn't process function pointers correctly. For example, this code
#include <enzyme/enzyme>
#include <iostream>
double f(const double& x) { return x * x; }
int main() {
double x = 3, dx = 0;
enzyme::autodiff<enzyme::Reverse>(
f, enzyme::Duplicated<const double&>{ x, dx }
);
std::cout << x << ' ' << dx << '\n';
return 0;
}
will compile and work meanwhile this:
#include <enzyme/enzyme>
#include <iostream>
double f(const double& x) { return x * x; }
int main() {
double x = 3, dx = 0;
enzyme::autodiff<enzyme::Reverse>(
&f, enzyme::Duplicated<const double&>{ x, dx }
);
std::cout << x << ' ' << dx << '\n';
return 0;
}
will not:
error: Enzyme: No create nofree of unknown value
ptr %2
at context: %4 = tail call noundef double %3(ptr noundef nonnull align 8 dereferenceable(8) %0) #7
1 error generated.
make[2]: *** [CMakeFiles/test.dir/build.make:76: CMakeFiles/test.dir/main.cc.o] Error 1
make[1]: *** [CMakeFiles/Makefile2:910: CMakeFiles/test.dir/all] Error 2
make: *** [Makefile:136: all] Error 2
(nevermind the line numbers, I'm testing everything in a single main.cc
with a few #if 0 ... #endif
's)
from enzyme.
@GregTheMadMonk the issue is that we need to ensure that all the reference passes do not end up creating a copy and thus the autodiff/fwddiff call gets the pointer to the actual reference provided.
Re function pointers, they are supported, but when passed directly. (like the top)
from enzyme.
@wsmoses Sorry, I'm not sure I quite follow what you're saying... Do you mean that we need to ensure that the pointer __enzyme_autodiff
/__enzyme_fwddiff
end up getting point to the same variables the user has provided when they have called the code? In that case there indeed will be no copying of data, only of references and pointer to it (but I'll re-check it).
Then there is also the issue that I've written about in the PR comments - but I see you've already read and replied to it :)
And I also realize (now) why function pointers can't really be processed (since a function pointer could point to any function really and there is no guarantee it was processed by Enzyme). __enzyme_autodiff
can process some though (e.g. when passing a compile-time known function pointer via &f
or +lambda
). Should this be preserved, or outright prohibited (ideally via a static_assert
with a message explaining why function pointers are not to be used in this context and what could be used instead)?
It seems that the best self-critique arrives after the code has been submitted...
It's getting quite late, I won't be replying for a while
from enzyme.
So we can find out what's happening by looking at the generated LLVM. If there's a copy somewhere we'll see a different allocation passed to the underlying __enzyme_autodiff
(which is my guess why it could get a different answer than expected).
It would be nice to do a check at the outermost c++ api level (though we have some internal shenanigans to handle a slightly wider scope).
from enzyme.
@GregTheMadMonk did you check the output values? I only get zeros from the fwddiff in your branch.
edit:
Just understood your comment now. I hope you find the problem, I'm happy to test.
from enzyme.
Related Issues (20)
- Enzyme: Cannot cast __enzyme_autodiff primal argument 16 HOT 7
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- New C++ interface with lambda HOT 2
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- Injected headers for c++ break tooling
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- abort cmake when -DLLVM_DIR is an invalid path.
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- Building Enzyme CMake - Undefined symbol: main HOT 3
- Unnecessary caching for recursive functions
- Bug in Enzyme gsl branch HOT 6
- compilation slowdown associated with PreserveNVVMNewPM HOT 1
- Is this N/3 correct? HOT 10
- incorrect derivative of function that returns struct HOT 2
- `std::vector.push_back()` causes segementation fault in Enzyme HOT 2
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