From 7561ffb3e7d4d55f1a4cf786319e7a07f204a9e3 Mon Sep 17 00:00:00 2001 From: Sai Praveen Bangaru <31557731+saipraveenb25@users.noreply.github.com> Date: Wed, 7 Jun 2023 00:16:19 -0400 Subject: AD: Fix out-of-scope indexing rules for insts in loop header blocks during the primal-inst availability pass (#2918) * add test case * Fix out-of-scope indexing rules for loop header blocks --------- Co-authored-by: Yong He Co-authored-by: Yong He --- tests/autodiff/high-order-backward-diff-4.slang | 64 ++++++++++++++++++++++ .../high-order-backward-diff-4.slang.expected.txt | 5 ++ 2 files changed, 69 insertions(+) create mode 100644 tests/autodiff/high-order-backward-diff-4.slang create mode 100644 tests/autodiff/high-order-backward-diff-4.slang.expected.txt (limited to 'tests') diff --git a/tests/autodiff/high-order-backward-diff-4.slang b/tests/autodiff/high-order-backward-diff-4.slang new file mode 100644 index 000000000..9ee9aa4c4 --- /dev/null +++ b/tests/autodiff/high-order-backward-diff-4.slang @@ -0,0 +1,64 @@ +//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) +{ + A rs; + rs.x = 1.0; + for (int i = 0; i < 2; i++) + rs.x = rs.x * x.x; + return rs.x; +} + +[BackwardDifferentiable] +float outerF(A x) +{ + A nx; + nx.x = 1.0; + int i = 0; + [MaxIters(3)] + do + { + nx.x = nx.x * x.x; + i++; + } + while (i < 2); + nx.nx = 2;//x.nx; + return f(nx); +} + +[BackwardDifferentiable] +float df(A x) +{ + A.Differential ad; + ad.x = 0.0; + var p = diffPair(x, ad); + __bwd_diff(outerF)(p, 1.0); + return p.d.x; +} + +[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); + outputBuffer[0] = __fwd_diff(df)(p).d; +} diff --git a/tests/autodiff/high-order-backward-diff-4.slang.expected.txt b/tests/autodiff/high-order-backward-diff-4.slang.expected.txt new file mode 100644 index 000000000..0f08247f0 --- /dev/null +++ b/tests/autodiff/high-order-backward-diff-4.slang.expected.txt @@ -0,0 +1,5 @@ +type: float +192.000000 +0.000000 +0.000000 +0.000000 -- cgit v1.2.3