//TEST(compute):COMPARE_COMPUTE_EX:-cpu -compute -output-using-type -shaderobj //TEST(compute):COMPARE_COMPUTE_EX:-slang -compute -shaderobj -output-using-type //TEST(compute, vulkan):COMPARE_COMPUTE_EX:-vk -compute -shaderobj -output-using-type //TEST_INPUT:ubuffer(data=[0 0 0 0], stride=4):out,name=outputBuffer RWStructuredBuffer outputBuffer; struct A : IDifferentiable { float x; int nx; } [BackwardDifferentiable] float f(A x) { return x.x * x.x; } [BackwardDifferentiable] float outerF(A x) { A nx; nx.x = x.x * x.x; nx.nx = 2;//x.nx; return f(nx); } [BackwardDifferentiable] float df(A x) { A.Differential ad; ad.x = 1.0; return __fwd_diff(outerF)(DifferentialPair(x, ad)).d; // 4*x^3 } [numthreads(1, 1, 1)] void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID) { // Given f(x) = x^4, // f''(x) = 12 * x^2 // Expect f''(4) = 192 A a; a.x = 4.0; a.nx = 54; A.Differential ad; ad.x = 1.0; var p = diffPair(a, ad); __bwd_diff(df)(p, 1.0); outputBuffer[0] = p.d.x; }