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authorSai Praveen Bangaru <31557731+saipraveenb25@users.noreply.github.com>2022-08-05 13:19:20 -0400
committerGitHub <noreply@github.com>2022-08-05 13:19:20 -0400
commit2db8c15c04f2aade49636e42f0adee636afb3b73 (patch)
tree774758a9f854ddf655f6c46765a3ef8ca1950857 /tests/autodiff/vector-arithmetic-jvp.slang
parent12a846e8facf090aaeb68fcabf55867f5eaed747 (diff)
Added a new differential type system and various improvements (#2343)
* Merge slang-ir-diff-jvp.cpp * Added support and tests for other float vector types * Added swizzle test and code to handle it (tests failing currently) * Fixed one test, the other is still pending * Fixed instruction cloning logic to avoid modifying original function * Fixed an issue with custom 'pow_jvp' and added support for vector contructor * Minor update to comments * Fixed support for division * Fixed an issue with uninitialized diagnostic sink * Moved derivative processing to after mandatory inlining. Skip instructions that don't have side-effects and aren't used by anything. * WIP: Handling unconditional control flow and multi-block functions * Support for unconditional multi-block functions * Added a dead code elimination step to the derivative pass * Changed name of 'hasNoSideEffects()' * Refactored variable names * Added initial IR defs for new type system * Added necessary logic for semantic checking * Overhauled type system to use builtin pair types and conform to the IDifferentiable interface * Automatically replace IRDifferentiablePairType to a custom IRStructType * Added generics handling by expanding the conformance context functionality and allowing for type parameters * Minor fix: early return in processPairTypes() * Minor fixes to differentiable resolution on generic types * Added new instructions for differential pairs. Basic tests work now. Looking into generic types. * Adjusted most tests to the new type system. OutType and InOutType are still not properly working. * Updated __jvp to produce both primal and differential output * Moved autodiff related declarations to diff.meta.slang * Refactored variable names * Added initial IR defs for new type system * Added necessary logic for semantic checking * Overhauled type system to use builtin pair types and conform to the IDifferentiable interface * Automatically replace IRDifferentiablePairType to a custom IRStructType * Added generics handling by expanding the conformance context functionality and allowing for type parameters * Minor fix: early return in processPairTypes() * Minor fixes to differentiable resolution on generic types * Added new instructions for differential pairs. Basic tests work now. Looking into generic types. * Adjusted most tests to the new type system. OutType and InOutType are still not properly working. * Updated __jvp to produce both primal and differential output * Moved autodiff related declarations to diff.meta.slang * Removed external changes * Cleanup the transcription logic: each case returns a pair of insts for the primal and differential computation.
Diffstat (limited to 'tests/autodiff/vector-arithmetic-jvp.slang')
-rw-r--r--tests/autodiff/vector-arithmetic-jvp.slang22
1 files changed, 18 insertions, 4 deletions
diff --git a/tests/autodiff/vector-arithmetic-jvp.slang b/tests/autodiff/vector-arithmetic-jvp.slang
index 2b43f1752..393cc18ec 100644
--- a/tests/autodiff/vector-arithmetic-jvp.slang
+++ b/tests/autodiff/vector-arithmetic-jvp.slang
@@ -4,6 +4,10 @@
//TEST_INPUT:ubuffer(data=[0 0 0 0], stride=4):out,name=outputBuffer
RWStructuredBuffer<float> outputBuffer;
+typedef __DifferentialPair<float2> dpfloat2;
+typedef __DifferentialPair<float3> dpfloat3;
+typedef __DifferentialPair<float4> dpfloat4;
+
__differentiate_jvp float3 f(float3 x)
{
return x;
@@ -37,6 +41,7 @@ void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID)
float3 a = float3(2.0, 2.0, 2.0);
float3 b = float3(1.5, 1.5, 1.5);
float3 da = float3(1.0, 1.0, 1.0);
+ //dpfloat3 dpa = dpfloat3(a, da);
float2 a2 = float2(2.0, 1.0);
float2 b2 = float2(1.5, -2.0);
@@ -44,9 +49,18 @@ void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID)
float4 a4 = float4(2.0, 1.0, 0.0, 2.0);
float4 b4 = float4(1.5, -2.0, 1.0, 1.5);
- outputBuffer[0] = __jvp(f)(a, da).z; // Expect: 1
- outputBuffer[1] = __jvp(g)(a, b, da, float3(2.0, 1.0, 0.0)).y; // Expect: 8
- outputBuffer[2] = __jvp(h)(a2, b2, float2(1.0, 0.0), float2(1.0, 1.0)).x; // Expect: 8
- outputBuffer[3] = __jvp(j)(a4, b4, float4(1.0), float4(2.0)).w; // Expect: 9
+ outputBuffer[0] = __jvp(f)(dpfloat3(a, da)).d().z; // Expect: 1
+
+ outputBuffer[1] = __jvp(g)(
+ dpfloat3(a, da),
+ dpfloat3(b, float3(2.0, 1.0, 0.0))).d().y; // Expect: 8
+
+ outputBuffer[2] = __jvp(h)(
+ dpfloat2(a2, float2(1.0, 0.0)),
+ dpfloat2(b2, float2(1.0, 1.0))).d().x; // Expect: 8
+
+ outputBuffer[3] = __jvp(j)(
+ dpfloat4(a4, float4(1.0)),
+ dpfloat4(b4, float4(2.0))).d().w; // Expect: 9
}
}