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| author | Yong He <yonghe@outlook.com> | 2022-12-08 14:56:20 -0800 |
|---|---|---|
| committer | GitHub <noreply@github.com> | 2022-12-08 14:56:20 -0800 |
| commit | 41eb19e65a0974e23048bd7b3b1eb1e2f569b1d0 (patch) | |
| tree | c6cde57da4d3415d86d09213936a48d3d26e07e1 /source/slang/diff.meta.slang | |
| parent | 468bb7ecf65c000c308adae511bf65a1ca4cc412 (diff) | |
Auto-diff for matrix operations. (#2559)
Co-authored-by: Yong He <yhe@nvidia.com>
Diffstat (limited to 'source/slang/diff.meta.slang')
| -rw-r--r-- | source/slang/diff.meta.slang | 32 |
1 files changed, 32 insertions, 0 deletions
diff --git a/source/slang/diff.meta.slang b/source/slang/diff.meta.slang index a97ab9eaf..248112810 100644 --- a/source/slang/diff.meta.slang +++ b/source/slang/diff.meta.slang @@ -110,6 +110,38 @@ void updatePair<T : IDifferentiable>(inout DifferentialPair<T> p, T newPrimal, T p = DifferentialPair<T>(newPrimal, newDiff); } +// vector-matrix +__generic<T : __BuiltinFloatingPointType, let N : int, let M : int> +__target_intrinsic(hlsl) +__target_intrinsic(glsl, "($1 * $0)") +DifferentialPair<vector<T, M>> mul(DifferentialPair<vector<T, N>> left, DifferentialPair<matrix<T, N, M>> right) +{ + let primal = mul(left.p, right.p); + let diff = mul(left.d, right.p) + mul(left.p, right.d); + return DifferentialPair<vector<T,M>>(primal, diff); +} + +// matrix-vector +__generic<T : __BuiltinFloatingPointType, let N : int, let M : int> +[ForceInline] +[ForwardDerivativeOf(mul)] +DifferentialPair<vector<T,N>> mul(DifferentialPair<matrix<T,N,M>> left, DifferentialPair<vector<T,M>> right) +{ + let primal = mul(left.p, right.p); + let diff = mul(left.d, right.p) + mul(left.p, right.d); + return DifferentialPair<vector<T,N>>(primal, diff); +} + + +// matrix-matrix +__generic<T : __BuiltinFloatingPointType, let R : int, let N : int, let C : int> +[ForwardDerivativeOf(mul)] +DifferentialPair<matrix<T,R,C>> mul(DifferentialPair<matrix<T,R,N>> right, DifferentialPair<matrix<T,N,C>> left) +{ + let primal = mul(right.p, left.p); + let diff = mul(right.d, left.p) + mul(right.p, left.d); + return DifferentialPair<matrix<T,R,C>>(primal, diff); +} #define VECTOR_MAP_D_UNARY(TYPE, COUNT, D_FUNC, VALUE) \ vector<TYPE, COUNT> result; \ |
