diffsl 0.11.2

A compiler for a domain-specific language for ordinary differential equations (ODE).
Documentation 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61

// 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*, ...);

float tile_multiply(float* data, long long int R_start, long long int R_end, long long int C_start, long long int C_end) {
  long long int R_midpoint = (R_start) + (R_end-R_start)/2;
  long long int C_midpoint = (C_start) + (C_end-C_start)/2;

  if (R_end - R_start > 1) {
      float sum1 = tile_multiply(data, R_start, R_midpoint, C_start, C_end);
      float sum2 = tile_multiply(data, R_midpoint, R_end, C_start, C_end);
      return sum1 + sum2;
  } else if (C_end - C_start > 1) {
      float sum1 = tile_multiply(data, R_start, R_end, C_start, C_midpoint);
      float sum2 = tile_multiply(data, R_start, R_end, C_midpoint, C_end);
      return sum1 + sum2;
  } else {
    printf("data[%lld*8 + %lld]\n", R_start, C_start);
    return data[R_start*8 + C_start];//*window[(r+c)%10];
  }
}

int main(int argc, char** argv) {

  float* data = (float*) malloc(sizeof(float) * 8*8);
  float* d_data = (float*) malloc(sizeof(float) * 8*8);
  for (int i = 0; i < 8*8; i++) {
    data[i] = 1.0;
    d_data[i] = 0.0;
  }

  float loss = 0.0;
  float d_loss = 1.0;


  long long int R_start = 0;
  long long int R_end = 8;
  long long int C_start = 0;
  long long  int C_end = 8;

  //tile_multiply_helper(window, frame, &loss);

  __enzyme_autodiff(tile_multiply, data, d_data, R_start, R_end, C_start, C_end); //frame, d_frame, &loss, &d_loss);

  for (int i = 0; i < 8*8; i++) {
    printf("gradient for %d is %f\n", i, d_data[i]);
    APPROX_EQ(d_data[i], 1.0, 1e-10);
  }

  return 0;
}