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| author | Yong He <yonghe@outlook.com> | 2023-02-20 14:42:50 -0800 |
|---|---|---|
| committer | GitHub <noreply@github.com> | 2023-02-20 14:42:50 -0800 |
| commit | 47715e625337d489f3c0131bbc2b849378b48a5a (patch) | |
| tree | bc737c8f03ef537b2ac39860bbb922c7600edc43 /tests/autodiff | |
| parent | 8b05df4187117d61491f2fdbeb7d744146ad73f7 (diff) | |
Miscellaneous backward autodiff fixes. (#2665)
* Fix differentiable type registration
* Fix use of non-differentiable return value in a differentiable func.
* Fix use of primal inst that does not dominate the diff block.
* Fix primal inst hoisting, and add missing type legalization logic.
* Make `detach` defined on all differentiable T.
---------
Co-authored-by: Yong He <yhe@nvidia.com>
Diffstat (limited to 'tests/autodiff')
4 files changed, 117 insertions, 0 deletions
diff --git a/tests/autodiff/bool-return-control-flow.slang b/tests/autodiff/bool-return-control-flow.slang new file mode 100644 index 000000000..9dd398a89 --- /dev/null +++ b/tests/autodiff/bool-return-control-flow.slang @@ -0,0 +1,31 @@ +//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<float> outputBuffer; + +[BackwardDifferentiable] +bool conditionFunc(no_diff float a, inout float x) +{ + x = x * a; + return x > 100.f; +} + +[BackwardDifferentiable] +float outerFunc(no_diff float a, float x) +{ + if (conditionFunc(a, x)) + return x; + else + return -x; +} + +[numthreads(1, 1, 1)] +void computeMain(uint3 dispatchThreadID: SV_DispatchThreadID) +{ + float a = 10.0; + DifferentialPair<float> dpx = DifferentialPair<float>(4.f, 1.f); + __bwd_diff(outerFunc)(a, dpx, 1.0); + + outputBuffer[0] = dpx.d; +}
\ No newline at end of file diff --git a/tests/autodiff/bool-return-control-flow.slang.expected.txt b/tests/autodiff/bool-return-control-flow.slang.expected.txt new file mode 100644 index 000000000..e2789a12c --- /dev/null +++ b/tests/autodiff/bool-return-control-flow.slang.expected.txt @@ -0,0 +1,5 @@ +type: float +-10.000000 +0.000000 +0.000000 +0.000000
\ No newline at end of file diff --git a/tests/autodiff/reverse-control-flow-2.slang b/tests/autodiff/reverse-control-flow-2.slang new file mode 100644 index 000000000..cde707b4d --- /dev/null +++ b/tests/autodiff/reverse-control-flow-2.slang @@ -0,0 +1,75 @@ +//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<float> outputBuffer; + +[BackwardDifferentiable] +bool doWork(float x, out float y) +{ + bool retVal = false; + y = 0; + for (;;) + { + if (x == 0.0) + break; + + bool exited = (x == 1.0); + + y += x; + + if (!exited) + { + if (x < 1.0) + { + float b = x * 2.0f; + y += b; + exited = true; + } + } + retVal = true; + break; + } + return retVal; +} + +[BackwardDifferentiable] +bool doWork2(float x, out float y) +{ + y = 0; + + if (x == 0.0) return false; + + [ForceUnroll] + for (int i = 0; i < 2; ++i) + { + if (x > 0.0) + { + y += x; + + if (x == 1.0) break; + + y += x; + } + else + { + y += x; + } + } + return true; +} + +[numthreads(1, 1, 1)] +void computeMain(uint3 dispatchThreadID: SV_DispatchThreadID) +{ + { + var dpx = diffPair(0.5f, 1.0f); + __bwd_diff(doWork)(dpx, 1.0f); + outputBuffer[0] = dpx.d; + } + { + var dpx = diffPair(0.5f, 0.0f); + __bwd_diff(doWork2)(dpx, 1.0); + outputBuffer[1] = dpx.d; + } +} diff --git a/tests/autodiff/reverse-control-flow-2.slang.expected.txt b/tests/autodiff/reverse-control-flow-2.slang.expected.txt new file mode 100644 index 000000000..31023ed32 --- /dev/null +++ b/tests/autodiff/reverse-control-flow-2.slang.expected.txt @@ -0,0 +1,6 @@ +type: float +3.000000 +4.000000 +0.000000 +0.000000 +0.000000 |
