//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; [BackwardDifferentiable] float f(float x) { return x * x; } [BackwardDifferentiable] float outerF(float x) { return f(sin(x)); } [BackwardDifferentiable] float df(float x) { return __fwd_diff(outerF)(DifferentialPair(x, 1.0)).d; // 4*sin^3(x) } [numthreads(1, 1, 1)] void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID) { // Given f(x) = sin^2(x), // f'(x) = 2*sin(x)*cos(x) // f''(x) = 2*cos^2(x) - 2*sin^2(x) // // Expect f''(4) = -0.291 { var p = diffPair(4.0, 0.0); __bwd_diff(df)(p, 1.0); outputBuffer[0] = p.d; } // Expect f''(4) = -0.653643 { var p = diffPair(2.0, 0.0); __bwd_diff(df)(p, 0.5); outputBuffer[1] = p.d; } }