diff options
Diffstat (limited to 'source/slang/diff.meta.slang')
| -rw-r--r-- | source/slang/diff.meta.slang | 77 |
1 files changed, 77 insertions, 0 deletions
diff --git a/source/slang/diff.meta.slang b/source/slang/diff.meta.slang index 13c5d2d47..542983049 100644 --- a/source/slang/diff.meta.slang +++ b/source/slang/diff.meta.slang @@ -2160,6 +2160,83 @@ void __d_min(inout DifferentialPair<T> dpx, inout DifferentialPair<T> dpy, T.Dif VECTOR_MATRIX_BINARY_DIFF_IMPL(min) +// copysign +__generic<T : __BuiltinFloatingPointType> +[BackwardDifferentiable] +[PreferRecompute] +[ForwardDerivativeOf(copysign)] +DifferentialPair<T> __d_copysign(DifferentialPair<T> dpx, DifferentialPair<T> dpy) +{ + // copysign(x, y) = sign(y) * abs(x) + // d/dx copysign(x, y) = sign(y) * sign(x) when x != 0 and y != 0, 0 when x == 0 or y == 0 + // d/dy copysign(x, y) = 0 (sign function is not differentiable w.r.t y) + let sign_y = select(dpy.p >= T(0.0), T(1.0), T(-1.0)); + let sign_x = select(dpx.p >= T(0.0), T(1.0), T(-1.0)); + // When x == 0 or y == 0, derivative w.r.t. x should be 0 + let dx_coeff = select((dpx.p == T(0.0)) || (dpy.p == T(0.0)), T(0.0), sign_y * sign_x); + return DifferentialPair<T>( + copysign(dpx.p, dpy.p), + __mul_p_d(dx_coeff, dpx.d) + ); +} + +__generic<T : __BuiltinFloatingPointType> +[BackwardDifferentiable] +[PreferRecompute] +[BackwardDerivativeOf(copysign)] +void __d_copysign(inout DifferentialPair<T> dpx, inout DifferentialPair<T> dpy, T.Differential dOut) +{ + let sign_y = select(dpy.p >= T(0.0), T(1.0), T(-1.0)); + let sign_x = select(dpx.p >= T(0.0), T(1.0), T(-1.0)); + // When x == 0 or y == 0, derivative w.r.t. x should be 0 + let dx_coeff = select((dpx.p == T(0.0)) || (dpy.p == T(0.0)), T(0.0), sign_y * sign_x); + // Gradient flows only to x since d/dy copysign = 0 + dpx = diffPair(dpx.p, __mul_p_d(dx_coeff, dOut)); + dpy = diffPair(dpy.p, T.dzero()); +} + +__generic<T : __BuiltinFloatingPointType, let N : int> +[BackwardDifferentiable] +[PreferRecompute] +[ForwardDerivativeOf(copysign)] +DifferentialPair<vector<T, N>> __d_copysign_vector( + DifferentialPair<vector<T, N>> dpx, DifferentialPair<vector<T, N>> dpy) +{ + vector<T, N> result; + vector<T, N>.Differential d_result; + [ForceUnroll] for (int i = 0; i < N; ++i) + { + DifferentialPair<T> dp_elem = __d_copysign( + DifferentialPair<T>(dpx.p[i], __slang_noop_cast<T.Differential>(dpx.d[i])), + DifferentialPair<T>(dpy.p[i], __slang_noop_cast<T.Differential>(dpy.d[i]))); + result[i] = dp_elem.p; + d_result[i] = __slang_noop_cast<T>(dp_elem.d); + } + return DifferentialPair<vector<T, N>>(result, d_result); +} + +__generic<T : __BuiltinFloatingPointType, let N : int> +[BackwardDifferentiable] +[PreferRecompute] +[BackwardDerivativeOf(copysign)] +void __d_copysign_vector( + inout DifferentialPair<vector<T, N>> dpx, + inout DifferentialPair<vector<T, N>> dpy, + vector<T, N>.Differential dOut) +{ + vector<T, N>.Differential x_d_result, y_d_result; + [ForceUnroll] for (int i = 0; i < N; ++i) + { + DifferentialPair<T> x_dp = DifferentialPair<T>(dpx.p[i], __slang_noop_cast<T.Differential>(dpx.d[i])); + DifferentialPair<T> y_dp = DifferentialPair<T>(dpy.p[i], __slang_noop_cast<T.Differential>(dpy.d[i])); + __d_copysign(x_dp, y_dp, __slang_noop_cast<T.Differential>(dOut[i])); + x_d_result[i] = __slang_noop_cast<T>(x_dp.d); + y_d_result[i] = __slang_noop_cast<T>(y_dp.d); + } + dpx = diffPair(dpx.p, x_d_result); + dpy = diffPair(dpy.p, y_d_result); +} + // Lerp __generic<T : __BuiltinFloatingPointType> [BackwardDifferentiable] |
