diff options
| author | Yong He <yonghe@outlook.com> | 2023-02-10 18:46:57 -0800 |
|---|---|---|
| committer | GitHub <noreply@github.com> | 2023-02-10 18:46:57 -0800 |
| commit | aec57d849ae20a305d08348cf543d19eabc2e2d6 (patch) | |
| tree | afac620a888d27ee1000b036c4ab8c3773180af3 | |
| parent | 6e7b424953ae6732d4863e887e7e452396095d71 (diff) | |
Fix several autodiff bugs. (#2643)
| -rw-r--r-- | source/slang/slang-ir-autodiff-fwd.cpp | 10 | ||||
| -rw-r--r-- | source/slang/slang-ir-autodiff-unzip.cpp | 4 | ||||
| -rw-r--r-- | tests/autodiff/bsdf/bsdf-auto-rev.slang | 98 | ||||
| -rw-r--r-- | tests/autodiff/bsdf/bsdf-sample.slang | 46 | ||||
| -rw-r--r-- | tests/autodiff/bsdf/bsdf-sample.slang.expected.txt | 11 | ||||
| -rw-r--r-- | tests/autodiff/reverse-struct-out.slang | 50 | ||||
| -rw-r--r-- | tests/autodiff/reverse-struct-out.slang.expected.txt | 6 |
7 files changed, 220 insertions, 5 deletions
diff --git a/source/slang/slang-ir-autodiff-fwd.cpp b/source/slang/slang-ir-autodiff-fwd.cpp index fca34f9a2..7782bd39c 100644 --- a/source/slang/slang-ir-autodiff-fwd.cpp +++ b/source/slang/slang-ir-autodiff-fwd.cpp @@ -148,7 +148,7 @@ InstPair ForwardDiffTranscriber::transcribeBinaryArith(IRBuilder* builder, IRIns builder->markInstAsDifferential(diffRightTimesLeft, resultType); builder->markInstAsDifferential(diffSub, resultType); - auto diffMul = builder->emitMul(resultType, primalRight, primalRight); + auto diffMul = builder->emitMul(primalRight->getFullType(), primalRight, primalRight); builder->markInstAsPrimal(diffMul); auto diffDiv = builder->emitDiv(diffType, diffSub, diffMul); @@ -877,6 +877,14 @@ InstPair ForwardDiffTranscriber::transcribeUpdateElement(IRBuilder* builder, IRI diffBase, diffAccessChain, diffVal); builder->addPrimalElementTypeDecoration(diffUpdateElement, primalElementType); } + else + { + auto primalElementType = primalVal->getDataType(); + auto zeroElementDiff = getDifferentialZeroOfType(builder, primalElementType); + diffUpdateElement = builder->emitUpdateElement( + diffBase, diffAccessChain, zeroElementDiff); + builder->addPrimalElementTypeDecoration(diffUpdateElement, primalElementType); + } } } return InstPair(primalUpdateField, diffUpdateElement); diff --git a/source/slang/slang-ir-autodiff-unzip.cpp b/source/slang/slang-ir-autodiff-unzip.cpp index 25f6c3964..6aaa40baf 100644 --- a/source/slang/slang-ir-autodiff-unzip.cpp +++ b/source/slang/slang-ir-autodiff-unzip.cpp @@ -532,10 +532,6 @@ IRFunc* DiffUnzipPass::extractPrimalFunc( stripTempDecorations(func); - // Run simplification to DCE unnecessary insts. - eliminateDeadCode(func); - eliminateDeadCode(primalFunc); - return primalFunc; } } // namespace Slang diff --git a/tests/autodiff/bsdf/bsdf-auto-rev.slang b/tests/autodiff/bsdf/bsdf-auto-rev.slang new file mode 100644 index 000000000..c2ba434f8 --- /dev/null +++ b/tests/autodiff/bsdf/bsdf-auto-rev.slang @@ -0,0 +1,98 @@ +//TEST_IGNORE_FILE: + +struct ShadingData +{ + float3 V; + float3 N; + float3 T; + float3 B; + + float3 fromLocal(float3 v) + { + return T * v.x + B * v.y + N * v.z; + } + + float3 toLocal(float3 v) + { + return float3(dot(v, T), dot(v, B), dot(v, N)); + } +}; + +struct Auto_Bwd_ScatterSample : IDifferentiable +{ + float3 wo; + float pdf; + float3 weight; +}; + +struct Auto_Bwd_BSDFParameters : IDifferentiable +{ + float3 albedo; + float roughness; +}; + +[BackwardDifferentiable] +void bsdfGGXSample(in ShadingData sd, in Auto_Bwd_BSDFParameters params, out Auto_Bwd_ScatterSample result) +{ + float3 wiLocal = no_diff(sd.toLocal(sd.V)); + float2 u = float2(0.8, 0.3); + + // Taken from Rendering.Materials.Microfacet. Follows the Walter et al. EGSR07 BTDF paper + float alphaSqr = params.roughness * params.roughness; + float phi = u.y * (2 * 3.1415926); + float tanThetaSqr = alphaSqr * u.x / (1 - u.x); + float cosTheta = 1 / sqrt(1 + tanThetaSqr); + float r = sqrt(max(1 - cosTheta * cosTheta, 0)); + + float3 hLocal = float3(cos(phi) * r, sin(phi) * r, cosTheta); // half-vector local space + float wiDotH = dot(wiLocal, hLocal); + float3 woLocal = 2 * hLocal * wiDotH - wiLocal; // outgoing vector local space + + float pdf = bsdfGGXPDF(hLocal, params) / (4.f * wiDotH); + result.wo = no_diff(sd.fromLocal(woLocal)); // wo to world. + result.pdf = detach(pdf); + result.weight = evalGGXDivByPDF(wiLocal, woLocal, hLocal, params) * pdf / detach(pdf); +} + +[BackwardDifferentiable] +float3 F(float3 f0, float3 f90, float cosTheta) +{ + return f0 + (f90 - f0) * pow(max(1 - cosTheta, 0.f), 5.f); +} + +[BackwardDifferentiable] +float evalLambdaGGX(float alphaSqr, float cosTheta) +{ + float cosThetaSqr = cosTheta * cosTheta; + float tanThetaSqr = max(1 - cosThetaSqr, 0) / cosThetaSqr; + return 0.5 * (-1 + sqrt(1 + alphaSqr * tanThetaSqr)); +} + +[BackwardDifferentiable] +float G(float alpha, float cosThetaI, float cosThetaO) +{ + float alphaSqr = alpha * alpha; + float lambdaI = evalLambdaGGX(alphaSqr, cosThetaI); + float lambdaO = evalLambdaGGX(alphaSqr, cosThetaO); + return 1.0 / (1 + lambdaI + lambdaO); +} + +[BackwardDifferentiable] +float3 evalGGXDivByPDF(in float3 wi, in float3 wo, in float3 h, in Auto_Bwd_BSDFParameters params) +{ + const float3 F0Color = params.albedo; + let F90Color = float3(1.0, 1.0, 1.0); + return F(F0Color, F90Color, dot(wi, h)) * G(params.roughness, wi.z, wo.z) * dot(wi, h) / (wi.z * h.z); +} + +[BackwardDifferentiable] +float bsdfGGXPDF(in float3 hLocal, in Auto_Bwd_BSDFParameters params) +{ + float cosTheta = hLocal.z; + + float alpha = params.roughness; + float a2 = alpha * alpha; + float d = ((cosTheta * a2 - cosTheta) * cosTheta + 1); + + return (a2 / (d * d * 3.1415926)) * cosTheta; +} diff --git a/tests/autodiff/bsdf/bsdf-sample.slang b/tests/autodiff/bsdf/bsdf-sample.slang new file mode 100644 index 000000000..8a9508791 --- /dev/null +++ b/tests/autodiff/bsdf/bsdf-sample.slang @@ -0,0 +1,46 @@ +//TEST(compute, vulkan):COMPARE_COMPUTE_EX:-vk -compute -shaderobj -output-using-type +//TEST(compute):COMPARE_COMPUTE_EX:-slang -compute -shaderobj -output-using-type + +//TEST_INPUT:ubuffer(data=[0 0 0 0 0 0 0 0 0 0], stride=4):out,name=outputBuffer +RWStructuredBuffer<float> outputBuffer; + +__exported import bsdf_auto_rev; + +[numthreads(1, 1, 1)] +void computeMain(uint3 dispatchThreadID: SV_DispatchThreadID) +{ + ShadingData sd; + sd.N = float3(0, 0, 1); + sd.T = float3(1, 0, 0); + sd.B = float3(0, 1, 0); + sd.V = normalize(float3(0.3, 0.5, 0.8)); + + { + DifferentialPair<Auto_Bwd_BSDFParameters> dp_params = DifferentialPair<Auto_Bwd_BSDFParameters>( + { float3(0.9, 0.6, 0.4), 0.1 }, + { float3(0, 0, 0), 0 }); + + Auto_Bwd_ScatterSample.Differential dOut = { float3(0, 0, 0), 0, float3(1, 0, 0) }; + __bwd_diff(bsdfGGXSample)(sd, dp_params, dOut); + + outputBuffer[0] = dp_params.d.albedo[0]; + outputBuffer[1] = dp_params.d.albedo[1]; + outputBuffer[2] = dp_params.d.albedo[2]; + outputBuffer[3] = dp_params.d.roughness; + } + + { + DifferentialPair<Auto_Bwd_BSDFParameters> dp_params = DifferentialPair<Auto_Bwd_BSDFParameters>( + { float3(0.9, 0.6, 0.4), 0.1 }, + { float3(0, 0, 0), 1.0 }); + DifferentialPair<Auto_Bwd_ScatterSample> dp_result; + __fwd_diff(bsdfGGXSample)(sd, dp_params, dp_result); + + outputBuffer[4] = dp_result.p.weight[0]; + outputBuffer[5] = dp_result.p.weight[1]; + outputBuffer[6] = dp_result.p.weight[2]; + outputBuffer[7] = dp_result.d.weight[0]; + outputBuffer[8] = dp_result.d.weight[1]; + outputBuffer[9] = dp_result.d.weight[2]; + } +} diff --git a/tests/autodiff/bsdf/bsdf-sample.slang.expected.txt b/tests/autodiff/bsdf/bsdf-sample.slang.expected.txt new file mode 100644 index 000000000..e2e25558f --- /dev/null +++ b/tests/autodiff/bsdf/bsdf-sample.slang.expected.txt @@ -0,0 +1,11 @@ +type: float +1.093531 +0.000000 +0.000000 +-18.207390 +0.984221 +0.656162 +0.437456 +-18.207394 +-12.138763 +-8.093011
\ No newline at end of file diff --git a/tests/autodiff/reverse-struct-out.slang b/tests/autodiff/reverse-struct-out.slang new file mode 100644 index 000000000..af2f8becf --- /dev/null +++ b/tests/autodiff/reverse-struct-out.slang @@ -0,0 +1,50 @@ + +//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; + +struct A : IDifferentiable +{ + float x; + float y; +}; + +struct B : IDifferentiable +{ + float x; + float y; +}; + +typedef DifferentialPair<A> dpA; + +float id(float x) +{ + return x; +} + +[BackwardDifferentiable] +void f(A input, out B rs) +{ + rs.x = input.x * input.x; + // Derivative of rs.x should still propagate through this no_diff call. + rs.y = no_diff id(input.y); +} + +[numthreads(1, 1, 1)] +void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID) +{ + { + A a = {3.0, 2.0}; + A.Differential azero = {0.0, 0.0}; + + dpA dpa = dpA(a, azero); + + B.Differential dout = {1.0, 1.0}; + + __bwd_diff(f)(dpa, dout); + outputBuffer[0] = dpa.d.x; // Expect: 6 + outputBuffer[1] = dpa.d.y; // Expect: 0 + } +} diff --git a/tests/autodiff/reverse-struct-out.slang.expected.txt b/tests/autodiff/reverse-struct-out.slang.expected.txt new file mode 100644 index 000000000..f5ad0d81f --- /dev/null +++ b/tests/autodiff/reverse-struct-out.slang.expected.txt @@ -0,0 +1,6 @@ +type: float +6.000000 +0.000000 +0.000000 +0.000000 +0.000000 |
