//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 sin(x) + x * x; } [BackwardDifferentiable] float outerF(float x) { return f(pow(x, 3)); } [BackwardDifferentiable] float df(float x) { return __fwd_diff(outerF)(DifferentialPair(x, 1.0)).d; // x^3 + x^6 } [numthreads(1, 1, 1)] void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID) { // Given f(x) = sin(x^3) + x^6 // f'(x) = cos(x^3)*(3*x^2) + 6*x^5 // f''(x) = 6*cos(x^3)*x - 9*sin(x^3)*(x^4) + 30*x^4 // // Expect f''(4) = -0.291 { var p = diffPair(1.0, 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; } }