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
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
|
//TEST:SIMPLE(filecheck=CHECK): -target hlsl -profile cs_5_0 -entry computeMain -line-directive-mode none
//TEST:SIMPLE(filecheck=CHECK): -target cuda -profile cs_5_0 -entry computeMain -line-directive-mode none
//DISABLE_TEST:SIMPLE(filecheck=CTX):-target glsl -stage compute -entry computeMain -report-checkpoint-intermediates
//TEST_INPUT:ubuffer(data=[0 0 0 0], stride=4):out,name=outputBuffer
RWStructuredBuffer<float> outputBuffer;
typedef DifferentialPair<float> dpfloat;
typedef float.Differential dfloat;
[BackwardDerivative(bwd_load)]
float load(uint idx)
{
return outputBuffer[idx];
}
void bwd_load(uint idx, float dOut)
{
outputBuffer[idx + 2] += dOut;
}
[BackwardDerivative(bwd_store)]
void store(uint idx, float a)
{
outputBuffer[idx] = a;
}
[ForceInline]
float inner_bwd_store(uint idx)
{
return outputBuffer[idx + 2];
}
[ForceInline]
void bwd_store(uint idx, inout DifferentialPair<float> a)
{
a = diffPair(a.p, inner_bwd_store(idx));
}
[BackwardDerivative(bwd_g)]
float g(float x)
{
return load(1) * load(1);
}
void bwd_g(inout DifferentialPair<float> x, float dOut)
{
float y = load(1);
x = diffPair(x.p + 2 * y, x.d + 2 * y * dOut);
store(0, x.d);
}
[BackwardDifferentiable]
float f(int p, float x)
{
float y = g(x);
store(0, y);
return 0;
}
// Check that there are no calls to primal_ctx_f in bwd_f.
// CHECK: void s_bwd_f_{{[0-9]+}}
// CHECK-NOT: s_primal_ctx_f_{{[0-9]+}}
// CHECK: return
[numthreads(1, 1, 1)]
void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID)
{
dpfloat dpa = dpfloat(2.0, 0.0);
bwd_diff(f)(0, dpa, 1.0f);
outputBuffer[0] = dpa.d; // Expect: 1
}
// CTX: note:
|