//@ revisions: debug release //@[debug] compile-flags: -Zautodiff=Enable,NoTT -C opt-level=0 -Clto=fat //@[release] compile-flags: -Zautodiff=Enable,NoTT -C opt-level=3 -Clto=fat //@ no-prefer-dynamic //@ needs-enzyme // This test checks that Rust types are lowered to LLVM-IR types in a way // we expect and Enzyme can handle. We explicitly check release mode to // ensure that LLVM's O3 pipeline doesn't rewrite function signatures // into forms that Enzyme can't process correctly. #![feature(autodiff)] use std::autodiff::{autodiff_forward, autodiff_reverse}; #[derive(Copy, Clone)] struct Input { x: f32, y: f32, } #[derive(Copy, Clone)] struct Wrapper { z: f32, } #[derive(Copy, Clone)] struct NestedInput { x: f32, y: Wrapper, } fn square(x: f32) -> f32 { x * x } // CHECK-LABEL: ; abi_handling::df1 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal { float, float } // debug-SAME: (ptr align 4 %x, ptr align 4 %bx_0) // release-NEXT: define internal fastcc float // release-SAME: (float %x.0.val, float %x.4.val) // CHECK-LABEL: ; abi_handling::f1 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal float // debug-SAME: (ptr align 4 %x) // release-NEXT: define internal fastcc noundef float // release-SAME: (float %x.0.val, float %x.4.val) #[autodiff_forward(df1, Dual, Dual)] #[inline(never)] fn f1(x: &[f32; 2]) -> f32 { x[0] + x[1] } // CHECK-LABEL: ; abi_handling::df2 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal { float, float } // debug-SAME: (ptr %f, float %x, float %dret) // release-NEXT: define internal fastcc float // release-SAME: (float noundef %x) // CHECK-LABEL: ; abi_handling::f2 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal float // debug-SAME: (ptr %f, float %x) // release-NEXT: define internal fastcc noundef float // release-SAME: (float noundef %x) #[autodiff_reverse(df2, Const, Active, Active)] #[inline(never)] fn f2(f: fn(f32) -> f32, x: f32) -> f32 { f(x) } // CHECK-LABEL: ; abi_handling::df3 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal { float, float } // debug-SAME: (ptr align 4 %x, ptr align 4 %bx_0, ptr align 4 %y, ptr align 4 %by_0) // release-NEXT: define internal fastcc { float, float } // release-SAME: (float %x.0.val) // CHECK-LABEL: ; abi_handling::f3 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal float // debug-SAME: (ptr align 4 %x, ptr align 4 %y) // release-NEXT: define internal fastcc noundef float // release-SAME: (float %x.0.val) #[autodiff_forward(df3, Dual, Dual, Dual)] #[inline(never)] fn f3<'a>(x: &'a f32, y: &'a f32) -> f32 { *x * *y } // CHECK-LABEL: ; abi_handling::df4 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal { float, float } // debug-SAME: (float %x.0, float %x.1, float %bx_0.0, float %bx_0.1) // release-NEXT: define internal fastcc { float, float } // release-SAME: (float noundef %x.0, float noundef %x.1) // CHECK-LABEL: ; abi_handling::f4 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal float // debug-SAME: (float %x.0, float %x.1) // release-NEXT: define internal fastcc noundef float // release-SAME: (float noundef %x.0, float noundef %x.1) #[autodiff_forward(df4, Dual, Dual)] #[inline(never)] fn f4(x: (f32, f32)) -> f32 { x.0 * x.1 } // CHECK-LABEL: ; abi_handling::df5 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal { float, float } // debug-SAME: (float %i.0, float %i.1, float %bi_0.0, float %bi_0.1) // release-NEXT: define internal fastcc { float, float } // release-SAME: (float noundef %i.0, float noundef %i.1) // CHECK-LABEL: ; abi_handling::f5 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal float // debug-SAME: (float %i.0, float %i.1) // release-NEXT: define internal fastcc noundef float // release-SAME: (float noundef %i.0, float noundef %i.1) #[autodiff_forward(df5, Dual, Dual)] #[inline(never)] fn f5(i: Input) -> f32 { i.x + i.y } // CHECK-LABEL: ; abi_handling::df6 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal { float, float } // debug-SAME: (float %i.0, float %i.1, float %bi_0.0, float %bi_0.1) // release-NEXT: define internal fastcc { float, float } // release-SAME: float noundef %i.0, float noundef %i.1 // release-SAME: float noundef %bi_0.0, float noundef %bi_0.1 // CHECK-LABEL: ; abi_handling::f6 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal float // debug-SAME: (float %i.0, float %i.1) // release-NEXT: define internal fastcc noundef float // release-SAME: (float noundef %i.0, float noundef %i.1) #[autodiff_forward(df6, Dual, Dual)] #[inline(never)] fn f6(i: NestedInput) -> f32 { i.x + i.y.z * i.y.z } // CHECK-LABEL: ; abi_handling::df7 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal { float, float } // debug-SAME: (ptr align 4 %x.0, ptr align 4 %x.1, ptr align 4 %bx_0.0, ptr align 4 %bx_0.1) // release-NEXT: define internal fastcc { float, float } // release-SAME: (float %x.0.0.val, float %x.1.0.val) // CHECK-LABEL: ; abi_handling::f7 // CHECK-NEXT: Function Attrs // debug-NEXT: define internal float // debug-SAME: (ptr align 4 %x.0, ptr align 4 %x.1) // release-NEXT: define internal fastcc noundef float // release-SAME: (float %x.0.0.val, float %x.1.0.val) #[autodiff_forward(df7, Dual, Dual)] #[inline(never)] fn f7(x: (&f32, &f32)) -> f32 { x.0 * x.1 } fn main() { let x = std::hint::black_box(2.0); let y = std::hint::black_box(3.0); let z = std::hint::black_box(4.0); static Y: f32 = std::hint::black_box(3.2); let in_f1 = [x, y]; dbg!(f1(&in_f1)); let res_f1 = df1(&in_f1, &[1.0, 0.0]); dbg!(res_f1); dbg!(f2(square, x)); let res_f2 = df2(square, x, 1.0); dbg!(res_f2); dbg!(f3(&x, &Y)); let res_f3 = df3(&x, &Y, &1.0, &0.0); dbg!(res_f3); let in_f4 = (x, y); dbg!(f4(in_f4)); let res_f4 = df4(in_f4, (1.0, 0.0)); dbg!(res_f4); let in_f5 = Input { x, y }; dbg!(f5(in_f5)); let res_f5 = df5(in_f5, Input { x: 1.0, y: 0.0 }); dbg!(res_f5); let in_f6 = NestedInput { x, y: Wrapper { z: y } }; dbg!(f6(in_f6)); let res_f6 = df6(in_f6, NestedInput { x, y: Wrapper { z } }); dbg!(res_f6); let in_f7 = (&x, &y); dbg!(f7(in_f7)); let res_f7 = df7(in_f7, (&1.0, &0.0)); dbg!(res_f7); }