| // RUN: %clang -std=c11 %O0TBAA %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -S | %lli - |
| // RUN: %clang -std=c11 -O1 %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -S | %lli - |
| // RUN: %clang -std=c11 -O2 %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -S | %lli - |
| // RUN: %clang -std=c11 -O3 %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -S | %lli - |
| // RUN: %clang -std=c11 %O0TBAA %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -enzyme-inline=1 -S | %lli - |
| // RUN: %clang -std=c11 -O1 %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -enzyme-inline=1 -S | %lli - |
| // RUN: %clang -std=c11 -O2 %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -enzyme-inline=1 -S | %lli - |
| // RUN: %clang -std=c11 -O3 %s -S -emit-llvm -o - | %opt - %OPloadEnzyme %enzyme -enzyme-inline=1 -S | %lli - |
| |
| #include "../test_utils.h" |
| |
| #define __builtin_autodiff __enzyme_autodiff |
| double __enzyme_autodiff(void*, ...); |
| |
| |
| typedef float* WINDOW_FRAME; |
| |
| |
| float tile_multiply(WINDOW_FRAME* frame, int C_start, int C_end) { |
| if ( C_end - C_start > 3) { |
| int C_midpoint = C_start + (C_end-C_start)/2; |
| WINDOW_FRAME* frame1 = malloc(sizeof(WINDOW_FRAME)); |
| *frame1 = *frame; |
| |
| float sum1 = tile_multiply(frame1, C_start, C_midpoint); |
| float sum2 = tile_multiply(frame1, C_midpoint, C_end); |
| free(frame1); |
| return sum1 + sum2; |
| } else { |
| float sum = 0.0; |
| long long int c = C_start; |
| if (c < C_end) |
| do{ |
| sum += (*frame)[c];//*window[(r+c)%10]; |
| c++; |
| }while(c < C_end); |
| return sum; |
| } |
| } |
| |
| void tile_multiply_helper(WINDOW_FRAME* frame, float* loss) { |
| *loss = tile_multiply(frame, 0, 10); |
| } |
| |
| int main(int argc, char** argv) { |
| |
| float* data = (float*) malloc(sizeof(float) * 10); |
| float* d_data = (float*) malloc(sizeof(float) * 10); |
| for (int i = 0; i < 10; i++) { |
| data[i] = 1.0; |
| d_data[i] = 0.0; |
| } |
| |
| float loss = 0.0; |
| float d_loss = 1.0; |
| |
| |
| int C_start = 0; |
| |
| WINDOW_FRAME* frame = (WINDOW_FRAME*) malloc(sizeof(WINDOW_FRAME)); |
| WINDOW_FRAME* d_frame = (WINDOW_FRAME*) malloc(sizeof(WINDOW_FRAME)); |
| *frame = data; |
| |
| *d_frame = d_data; |
| |
| //tile_multiply_helper(window, frame, &loss); |
| |
| __enzyme_autodiff(tile_multiply_helper, frame, d_frame, &loss, &d_loss); |
| |
| for (int i = 0; i < 10; i++) { |
| printf("gradient for %d is %f\n", i, d_data[i]); |
| APPROX_EQ(d_data[i], 1.0, 1e-10); |
| } |
| |
| return 0; |
| } |