//TEST(compute, vulkan):COMPARE_COMPUTE_EX:-vk -compute -shaderobj -output-using-type //TEST(compute):COMPARE_COMPUTE_EX:-slang -compute -shaderobj -output-using-type //TEST(compute):COMPARE_COMPUTE_EX:-cuda -compute -shaderobj -output-using-type //TEST_INPUT:ubuffer(data=[0 0 0 0 0], stride=4):out,name=outputBuffer RWStructuredBuffer outputBuffer; typedef DifferentialPair dpfloat; typealias IDFloat = __BuiltinFloatingPointType & IDifferentiable; namespace myintrinsiclib { __generic __target_intrinsic(hlsl, "exp($0)") __target_intrinsic(glsl, "exp($0)") __target_intrinsic(cuda, "$P_exp($0)") __target_intrinsic(cpp, "$P_exp($0)") __target_intrinsic(spirv, "12 resultType resultId glsl450 27 _0") __target_intrinsic(metal, "exp($0)") __target_intrinsic(wgsl, "exp($0)") [ForwardDerivative(d_myexp)] T myexp(T x); __generic DifferentialPair d_myexp(DifferentialPair dpx) { return DifferentialPair( myexp(dpx.p), T.dmul(myexp(dpx.p), dpx.d)); } // Sine __generic __target_intrinsic(hlsl, "sin($0)") __target_intrinsic(glsl, "sin($0)") __target_intrinsic(metal, "sin($0)") __target_intrinsic(cuda, "$P_sin($0)") __target_intrinsic(cpp, "$P_sin($0)") __target_intrinsic(spirv, "12 resultType resultId glsl450 13 _0") __target_intrinsic(wgsl, "sin($0)") [ForwardDerivative(d_mysin)] T mysin(T x); __generic DifferentialPair d_mysin(DifferentialPair dpx) { return DifferentialPair( mysin(dpx.p), T.dmul(mycos(dpx.p), dpx.d)); } // Cosine __generic __target_intrinsic(hlsl, "cos($0)") __target_intrinsic(glsl, "cos($0)") __target_intrinsic(metal, "cos($0)") __target_intrinsic(cuda, "$P_cos($0)") __target_intrinsic(cpp, "$P_cos($0)") __target_intrinsic(spirv, "12 resultType resultId glsl450 14 _0") __target_intrinsic(wgsl, "cos($0)") [ForwardDerivative(d_mycos)] T mycos(T x); __generic DifferentialPair d_mycos(DifferentialPair dpx) { return DifferentialPair( mycos(dpx.p), T.dmul(-sin(dpx.p), dpx.d)); } // Sine and cosine __generic __target_intrinsic(hlsl, "sincos($0, $1, $2)") __target_intrinsic(cuda, "$P_sincos($0, $1, $2)") [ForwardDerivative(d_mysincos)] void mysincos(T x, out T s, out T c) { s = sin(x); c = cos(x); } __generic void d_mysincos(DifferentialPair x, out DifferentialPair s, out DifferentialPair c) { T _s; T _c; mysincos(x.p, _s, _c); s = DifferentialPair(_s, T.dmul(_c, x.d)); c = DifferentialPair(_c, T.dmul(-_s, x.d)); } }; [ForwardDifferentiable] float f(float x) { return myintrinsiclib.myexp(x); } [ForwardDifferentiable] float g(float x) { float s; float t; myintrinsiclib.mysincos(x, s, t); return s + t; } [numthreads(1, 1, 1)] void computeMain(uint3 dispatchThreadID: SV_DispatchThreadID) { { dpfloat dpa = dpfloat(2.0, 1.0); outputBuffer[0] = f(dpa.p); // Expect: 7.389056 outputBuffer[1] = __fwd_diff(f)(dpa).d; // Expect: 7.389056 // g() needs additional handling of IRMakeDifferentialPair(PtrType). This needs to // generate a new var, load from the individual vars and store into the pair var. //outputBuffer[2] = g(dpa.p); // Expect: 1.381773 //outputBuffer[3] = __fwd_diff(g)(dpa).d; // Expect: -0.301168 } }