From 468bb7ecf65c000c308adae511bf65a1ca4cc412 Mon Sep 17 00:00:00 2001 From: Sai Praveen Bangaru <31557731+saipraveenb25@users.noreply.github.com> Date: Thu, 8 Dec 2022 11:50:55 -0500 Subject: More type support for reverse-mode (#2551) * Add vector arithmetic test. Make gradient accumulation work for any IRLoad * Added support for general vector types, and split transposition into transpose & materialize to allow emitting the fully accumulated gradient for complex types. * Several bug fixes + finished up support for vector & struct types + removed prop pass * minor fixes (int/uint casts) * Removed IRConstruct * Added some type casts to prevent warnings * minor fix for unused variable --- tests/autodiff/reverse-struct-types.slang | 62 +++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 tests/autodiff/reverse-struct-types.slang (limited to 'tests/autodiff/reverse-struct-types.slang') diff --git a/tests/autodiff/reverse-struct-types.slang b/tests/autodiff/reverse-struct-types.slang new file mode 100644 index 000000000..699e50480 --- /dev/null +++ b/tests/autodiff/reverse-struct-types.slang @@ -0,0 +1,62 @@ + +//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 0], stride=4):out,name=outputBuffer +RWStructuredBuffer outputBuffer; + +struct A : IDifferentiable +{ + float x; + float y; + + [__unsafeForceInlineEarly] + static Differential dzero() + { + Differential b = {0.0, float.dzero()}; + return b; + } + + [__unsafeForceInlineEarly] + static Differential dadd(Differential a, Differential b) + { + Differential o = {a.x + b.x, 0.0}; + return o; + } + + [__unsafeForceInlineEarly] + static Differential dmul(This a, Differential b) + { + Differential o = {a.x * b.x, 0.0}; + return o; + } +}; + +typedef DifferentialPair dpA; + +[BackwardDifferentiable] +A f(A a) +{ + A aout; + aout.y = 2 * a.x; + aout.x = 5 * a.x; + + return aout; +} + +[numthreads(1, 1, 1)] +void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID) +{ + { + A a = {1.0, 2.0}; + A.Differential azero = {0.0, 0.0}; + + dpA dpa = dpA(a, azero); + + A.Differential dout = {1.0, 1.0}; + + __bwd_diff(f)(dpa, dout); + outputBuffer[0] = dpa.d.x; // Expect: 10 + outputBuffer[1] = dpa.d.y; // Expect: 0 + } +} -- cgit v1.2.3