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Add
IDifferentiablePtrType
support for arrays (#5576)
* Add `IDifferentiablePtrType` support for arrays - Also fixes an issue with spirv-emit of constructors that contain references to global params * Fix GLSL legalization for arrays of resource types
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,59 @@ | ||
//TEST(compute):COMPARE_COMPUTE(filecheck-buffer=CHECK): -shaderobj -output-using-type | ||
//TEST(compute):COMPARE_COMPUTE(filecheck-buffer=CHECK): -vk -shaderobj -output-using-type | ||
//DISABLE_TEST(compute):COMPARE_COMPUTE:-wgpu | ||
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//TEST_INPUT:ubuffer(data=[0 0 0 0], stride=4):out,name=outputBuffer | ||
RWStructuredBuffer<float> outputBuffer; | ||
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// ----- MyPtrType definition ----- | ||
struct MyPtrType : IDifferentiablePtrType | ||
{ | ||
typealias Differential = MyPtrType; | ||
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RWStructuredBuffer<float> buffer; | ||
uint offset; | ||
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float load(uint idx) { return buffer[offset + idx]; } | ||
void accumulate(uint idx, float value) { buffer[offset + idx] += value; } | ||
} | ||
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[BackwardDerivative(load_bwd)] | ||
float load(MyPtrType[2] b, uint idx) | ||
{ | ||
return b[1].load(idx); | ||
} | ||
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void load_bwd(DifferentialPtrPair<MyPtrType[2]> b, uint idx, float grad) | ||
{ | ||
b.d[1].accumulate(idx, grad); | ||
} | ||
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// ------ | ||
[Differentiable] | ||
float reduce(MyPtrType a) | ||
{ | ||
return load( { a, a }, 0) + load( { a, a }, 1); | ||
} | ||
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[Differentiable] | ||
float test(MyPtrType b) | ||
{ | ||
return reduce(b); | ||
} | ||
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[numthreads(1, 1, 1)] | ||
void computeMain(uint id: SV_DispatchThreadID) | ||
{ | ||
outputBuffer[0] = 1; // CHECK: 1 | ||
outputBuffer[1] = 2; // CHECK: 2 | ||
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// Denote the first two elements in the buffer as the primal buffer and the last two elements | ||
// for the derivative. | ||
var b = DifferentialPtrPair<MyPtrType>( { outputBuffer, 0 }, { outputBuffer, 2 }); | ||
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bwd_diff(test)(b, 1.5f); | ||
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// Check locations [2] and [3] in the buffer | ||
// CHECK: 1.5 | ||
// CHECK: 1.5 | ||
} |