error: no libcall available for flog
#include <cstdio>
#include <cstdlib>
#include <cuda_runtime.h>
#include <cmath>
#define REAL double
using f_ptr = void (*)(REAL *, REAL *);
extern __device__ void __enzyme_autodiff(f_ptr,
REAL *, REAL *,
REAL *, REAL *);
__device__ void foo_impl(REAL *x_in, REAL *x_out) {
x_out[0] = x_in[0] * pow(x_in[0], x_in[0]);
// REAL temp = x_in[0];
// x_out[0] = fmin(x_out[0], temp);
}
__global__ void foo(REAL *x_in, REAL *x_out) {
foo_impl(x_in, x_out);
}
__global__ void foo_grad(REAL *x, REAL *d_x, REAL *y, REAL *d_y) {
// __enzyme_autodiff(foo_impl, x, d_x, y, d_y);
}
static void CheckCuda(cudaError_t err, const char *what) {
if (err != cudaSuccess) {
std::fprintf(stderr, "%s failed: %s\n", what, cudaGetErrorString(err));
std::exit(1);
}
}
int main() {
REAL *x = nullptr;
REAL *d_x = nullptr;
REAL *y = nullptr;
REAL *d_y = nullptr;
CheckCuda(cudaMalloc(&x, sizeof(*x)), "cudaMalloc(x)");
CheckCuda(cudaMalloc(&d_x, sizeof(*d_x)), "cudaMalloc(d_x)");
CheckCuda(cudaMalloc(&y, sizeof(*y)), "cudaMalloc(y)");
CheckCuda(cudaMalloc(&d_y, sizeof(*d_y)), "cudaMalloc(d_y)");
REAL host_x = 1.4;
REAL host_d_x = 0.0;
REAL host_y = 0.0;
REAL host_d_y = 1.0;
CheckCuda(cudaMemcpy(x, &host_x, sizeof(*x), cudaMemcpyHostToDevice), "cudaMemcpy(x)");
CheckCuda(cudaMemcpy(d_x, &host_d_x, sizeof(*d_x), cudaMemcpyHostToDevice), "cudaMemcpy(d_x)");
CheckCuda(cudaMemcpy(y, &host_y, sizeof(*y), cudaMemcpyHostToDevice), "cudaMemcpy(y)");
CheckCuda(cudaMemcpy(d_y, &host_d_y, sizeof(*d_y), cudaMemcpyHostToDevice), "cudaMemcpy(d_y)");
void *args[] = { &x, &d_x, &y, &d_y };
CheckCuda(cudaLaunchKernel(reinterpret_cast<const void *>(foo_grad), dim3(1), dim3(1), args, 0, nullptr), "cudaLaunchKernel(foo_grad)");
CheckCuda(cudaDeviceSynchronize(), "cudaDeviceSynchronize");
CheckCuda(cudaMemcpy(&host_x, x, sizeof(*x), cudaMemcpyDeviceToHost), "cudaMemcpy(host_x)");
CheckCuda(cudaMemcpy(&host_d_x, d_x, sizeof(*d_x), cudaMemcpyDeviceToHost), "cudaMemcpy(host_d_x)");
CheckCuda(cudaMemcpy(&host_y, y, sizeof(*y), cudaMemcpyDeviceToHost), "cudaMemcpy(host_y)");
CheckCuda(cudaMemcpy(&host_d_y, d_y, sizeof(*d_y), cudaMemcpyDeviceToHost), "cudaMemcpy(host_d_y)");
std::printf("%f %f\n", host_x, host_y);
std::printf("%f %f\n", host_d_x, host_d_y);
cudaFree(d_y);
cudaFree(y);
cudaFree(d_x);
cudaFree(x);
return 0;
}
The problem can not be reproduced on other combinations, such as linux, cpu. The problem is due to pow gives the derivitive of log, however, it is in the format of flog instead of __nv_log.
The windows enzyme built-in clang (19.1.7) gives the following errors for the cuda code
the cuda code is
The problem can not be reproduced on other combinations, such as linux, cpu. The problem is due to pow gives the derivitive of log, however, it is in the format of flog instead of __nv_log.
Simily, the problem occurs for