add new tests for autodiff batching and update old ones

This commit is contained in:
Manuel Drehwald 2025-04-04 14:24:46 -04:00
parent b7c63a973f
commit 79e17bc71e
7 changed files with 251 additions and 54 deletions

View file

@ -11,7 +11,7 @@ fn square(x: &f64) -> f64 {
x * x
}
// CHECK:define internal fastcc double @diffesquare(double %x.0.val, ptr nocapture align 8 %"x'"
// CHECK:define internal fastcc double @diffesquare(double %x.0.val, ptr nocapture nonnull align 8 %"x'"
// CHECK-NEXT:invertstart:
// CHECK-NEXT: %_0 = fmul double %x.0.val, %x.0.val
// CHECK-NEXT: %0 = fadd fast double %x.0.val, %x.0.val
@ -22,7 +22,7 @@ fn square(x: &f64) -> f64 {
// CHECK-NEXT:}
fn main() {
let x = 3.0;
let x = std::hint::black_box(3.0);
let output = square(&x);
assert_eq!(9.0, output);

116
tests/codegen/autodiffv.rs Normal file
View file

@ -0,0 +1,116 @@
//@ compile-flags: -Zautodiff=Enable -C opt-level=3 -Clto=fat
//@ no-prefer-dynamic
//@ needs-enzyme
//
// In Enzyme, we test against a large range of LLVM versions (5+) and don't have overly many
// breakages. One benefit is that we match the IR generated by Enzyme only after running it
// through LLVM's O3 pipeline, which will remove most of the noise.
// However, our integration test could also be affected by changes in how rustc lowers MIR into
// LLVM-IR, which could cause additional noise and thus breakages. If that's the case, we should
// reduce this test to only match the first lines and the ret instructions.
#![feature(autodiff)]
use std::autodiff::autodiff;
#[autodiff(d_square3, Forward, Dual, DualOnly)]
#[autodiff(d_square2, Forward, 4, Dual, DualOnly)]
#[autodiff(d_square1, Forward, 4, Dual, Dual)]
#[no_mangle]
fn square(x: &f32) -> f32 {
x * x
}
// d_sqaure2
// CHECK: define internal fastcc [4 x float] @fwddiffe4square(float %x.0.val, [4 x ptr] %"x'")
// CHECK-NEXT: start:
// CHECK-NEXT: %0 = extractvalue [4 x ptr] %"x'", 0
// CHECK-NEXT: %"_2'ipl" = load float, ptr %0, align 4
// CHECK-NEXT: %1 = extractvalue [4 x ptr] %"x'", 1
// CHECK-NEXT: %"_2'ipl1" = load float, ptr %1, align 4
// CHECK-NEXT: %2 = extractvalue [4 x ptr] %"x'", 2
// CHECK-NEXT: %"_2'ipl2" = load float, ptr %2, align 4
// CHECK-NEXT: %3 = extractvalue [4 x ptr] %"x'", 3
// CHECK-NEXT: %"_2'ipl3" = load float, ptr %3, align 4
// CHECK-NEXT: %4 = insertelement <4 x float> poison, float %"_2'ipl", i64 0
// CHECK-NEXT: %5 = insertelement <4 x float> %4, float %"_2'ipl1", i64 1
// CHECK-NEXT: %6 = insertelement <4 x float> %5, float %"_2'ipl2", i64 2
// CHECK-NEXT: %7 = insertelement <4 x float> %6, float %"_2'ipl3", i64 3
// CHECK-NEXT: %8 = fadd fast <4 x float> %7, %7
// CHECK-NEXT: %9 = insertelement <4 x float> poison, float %x.0.val, i64 0
// CHECK-NEXT: %10 = shufflevector <4 x float> %9, <4 x float> poison, <4 x i32> zeroinitializer
// CHECK-NEXT: %11 = fmul fast <4 x float> %8, %10
// CHECK-NEXT: %12 = extractelement <4 x float> %11, i64 0
// CHECK-NEXT: %13 = insertvalue [4 x float] undef, float %12, 0
// CHECK-NEXT: %14 = extractelement <4 x float> %11, i64 1
// CHECK-NEXT: %15 = insertvalue [4 x float] %13, float %14, 1
// CHECK-NEXT: %16 = extractelement <4 x float> %11, i64 2
// CHECK-NEXT: %17 = insertvalue [4 x float] %15, float %16, 2
// CHECK-NEXT: %18 = extractelement <4 x float> %11, i64 3
// CHECK-NEXT: %19 = insertvalue [4 x float] %17, float %18, 3
// CHECK-NEXT: ret [4 x float] %19
// CHECK-NEXT: }
// d_square3, the extra float is the original return value (x * x)
// CHECK: define internal fastcc { float, [4 x float] } @fwddiffe4square.1(float %x.0.val, [4 x ptr] %"x'")
// CHECK-NEXT: start:
// CHECK-NEXT: %0 = extractvalue [4 x ptr] %"x'", 0
// CHECK-NEXT: %"_2'ipl" = load float, ptr %0, align 4
// CHECK-NEXT: %1 = extractvalue [4 x ptr] %"x'", 1
// CHECK-NEXT: %"_2'ipl1" = load float, ptr %1, align 4
// CHECK-NEXT: %2 = extractvalue [4 x ptr] %"x'", 2
// CHECK-NEXT: %"_2'ipl2" = load float, ptr %2, align 4
// CHECK-NEXT: %3 = extractvalue [4 x ptr] %"x'", 3
// CHECK-NEXT: %"_2'ipl3" = load float, ptr %3, align 4
// CHECK-NEXT: %_0 = fmul float %x.0.val, %x.0.val
// CHECK-NEXT: %4 = insertelement <4 x float> poison, float %"_2'ipl", i64 0
// CHECK-NEXT: %5 = insertelement <4 x float> %4, float %"_2'ipl1", i64 1
// CHECK-NEXT: %6 = insertelement <4 x float> %5, float %"_2'ipl2", i64 2
// CHECK-NEXT: %7 = insertelement <4 x float> %6, float %"_2'ipl3", i64 3
// CHECK-NEXT: %8 = fadd fast <4 x float> %7, %7
// CHECK-NEXT: %9 = insertelement <4 x float> poison, float %x.0.val, i64 0
// CHECK-NEXT: %10 = shufflevector <4 x float> %9, <4 x float> poison, <4 x i32> zeroinitializer
// CHECK-NEXT: %11 = fmul fast <4 x float> %8, %10
// CHECK-NEXT: %12 = extractelement <4 x float> %11, i64 0
// CHECK-NEXT: %13 = insertvalue [4 x float] undef, float %12, 0
// CHECK-NEXT: %14 = extractelement <4 x float> %11, i64 1
// CHECK-NEXT: %15 = insertvalue [4 x float] %13, float %14, 1
// CHECK-NEXT: %16 = extractelement <4 x float> %11, i64 2
// CHECK-NEXT: %17 = insertvalue [4 x float] %15, float %16, 2
// CHECK-NEXT: %18 = extractelement <4 x float> %11, i64 3
// CHECK-NEXT: %19 = insertvalue [4 x float] %17, float %18, 3
// CHECK-NEXT: %20 = insertvalue { float, [4 x float] } undef, float %_0, 0
// CHECK-NEXT: %21 = insertvalue { float, [4 x float] } %20, [4 x float] %19, 1
// CHECK-NEXT: ret { float, [4 x float] } %21
// CHECK-NEXT: }
fn main() {
let x = std::hint::black_box(3.0);
let output = square(&x);
dbg!(&output);
assert_eq!(9.0, output);
dbg!(square(&x));
let mut df_dx1 = 1.0;
let mut df_dx2 = 2.0;
let mut df_dx3 = 3.0;
let mut df_dx4 = 0.0;
let [o1, o2, o3, o4] = d_square2(&x, &mut df_dx1, &mut df_dx2, &mut df_dx3, &mut df_dx4);
dbg!(o1, o2, o3, o4);
let [output2, o1, o2, o3, o4] =
d_square1(&x, &mut df_dx1, &mut df_dx2, &mut df_dx3, &mut df_dx4);
dbg!(o1, o2, o3, o4);
assert_eq!(output, output2);
assert!((6.0 - o1).abs() < 1e-10);
assert!((12.0 - o2).abs() < 1e-10);
assert!((18.0 - o3).abs() < 1e-10);
assert!((0.0 - o4).abs() < 1e-10);
assert_eq!(1.0, df_dx1);
assert_eq!(2.0, df_dx2);
assert_eq!(3.0, df_dx3);
assert_eq!(0.0, df_dx4);
assert_eq!(d_square3(&x, &mut df_dx1), 2.0 * o1);
assert_eq!(d_square3(&x, &mut df_dx2), 2.0 * o2);
assert_eq!(d_square3(&x, &mut df_dx3), 2.0 * o3);
assert_eq!(d_square3(&x, &mut df_dx4), 2.0 * o4);
}

View file

@ -25,27 +25,31 @@ pub fn f1(x: &[f64], y: f64) -> f64 {
// We want to be sure that the same function can be differentiated in different ways
// Make sure, that we add the None for the default return.
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Forward, Dual, Const, Dual,)]
#[rustc_autodiff(Forward, 1, Dual, Const, Dual)]
#[inline(never)]
pub fn df1(x: &[f64], bx: &[f64], y: f64) -> (f64, f64) {
pub fn df1(x: &[f64], bx_0: &[f64], y: f64) -> (f64, f64) {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f1(x, y));
::core::hint::black_box((bx,));
::core::hint::black_box((f1(x, y), f64::default()))
::core::hint::black_box((bx_0,));
::core::hint::black_box(<(f64, f64)>::default())
}
#[rustc_autodiff]
#[inline(never)]
pub fn f2(x: &[f64], y: f64) -> f64 {
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Forward, Dual, Const, Const,)]
#[rustc_autodiff(Forward, 1, Dual, Const, Const)]
#[inline(never)]
pub fn df2(x: &[f64], bx: &[f64], y: f64) -> f64 {
pub fn df2(x: &[f64], bx_0: &[f64], y: f64) -> f64 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f2(x, y));
::core::hint::black_box((bx,));
::core::hint::black_box((bx_0,));
::core::hint::black_box(f2(x, y))
}
#[rustc_autodiff]
@ -53,20 +57,20 @@ pub fn df2(x: &[f64], bx: &[f64], y: f64) -> f64 {
pub fn f3(x: &[f64], y: f64) -> f64 {
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Forward, Dual, Const, Const,)]
#[rustc_autodiff(Forward, 1, Dual, Const, Const)]
#[inline(never)]
pub fn df3(x: &[f64], bx: &[f64], y: f64) -> f64 {
pub fn df3(x: &[f64], bx_0: &[f64], y: f64) -> f64 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f3(x, y));
::core::hint::black_box((bx,));
::core::hint::black_box((bx_0,));
::core::hint::black_box(f3(x, y))
}
#[rustc_autodiff]
#[inline(never)]
pub fn f4() {}
#[rustc_autodiff(Forward, None)]
#[rustc_autodiff(Forward, 1, None)]
#[inline(never)]
pub fn df4() {
pub fn df4() -> () {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f4());
::core::hint::black_box(());
@ -76,28 +80,82 @@ pub fn df4() {
pub fn f5(x: &[f64], y: f64) -> f64 {
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Forward, Const, Dual, Const,)]
#[rustc_autodiff(Forward, 1, Const, Dual, Const)]
#[inline(never)]
pub fn df5_y(x: &[f64], y: f64, by: f64) -> f64 {
pub fn df5_y(x: &[f64], y: f64, by_0: f64) -> f64 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f5(x, y));
::core::hint::black_box((by,));
::core::hint::black_box((by_0,));
::core::hint::black_box(f5(x, y))
}
#[rustc_autodiff(Forward, Dual, Const, Const,)]
#[rustc_autodiff(Forward, 1, Dual, Const, Const)]
#[inline(never)]
pub fn df5_x(x: &[f64], bx: &[f64], y: f64) -> f64 {
pub fn df5_x(x: &[f64], bx_0: &[f64], y: f64) -> f64 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f5(x, y));
::core::hint::black_box((bx,));
::core::hint::black_box((bx_0,));
::core::hint::black_box(f5(x, y))
}
#[rustc_autodiff(Reverse, Duplicated, Const, Active,)]
#[rustc_autodiff(Reverse, 1, Duplicated, Const, Active)]
#[inline(never)]
pub fn df5_rev(x: &[f64], dx: &mut [f64], y: f64, dret: f64) -> f64 {
pub fn df5_rev(x: &[f64], dx_0: &mut [f64], y: f64, dret: f64) -> f64 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f5(x, y));
::core::hint::black_box((dx, dret));
::core::hint::black_box((dx_0, dret));
::core::hint::black_box(f5(x, y))
}
struct DoesNotImplDefault;
#[rustc_autodiff]
#[inline(never)]
pub fn f6() -> DoesNotImplDefault {
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Forward, 1, Const)]
#[inline(never)]
pub fn df6() -> DoesNotImplDefault {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f6());
::core::hint::black_box(());
::core::hint::black_box(f6())
}
#[rustc_autodiff]
#[inline(never)]
pub fn f7(x: f32) -> () {}
#[rustc_autodiff(Forward, 1, Const, None)]
#[inline(never)]
pub fn df7(x: f32) -> () {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f7(x));
::core::hint::black_box(());
}
#[no_mangle]
#[rustc_autodiff]
#[inline(never)]
fn f8(x: &f32) -> f32 { ::core::panicking::panic("not implemented") }
#[rustc_autodiff(Forward, 4, Dual, Dual)]
#[inline(never)]
fn f8_3(x: &f32, bx_0: &f32, bx_1: &f32, bx_2: &f32, bx_3: &f32)
-> [f32; 5usize] {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f8(x));
::core::hint::black_box((bx_0, bx_1, bx_2, bx_3));
::core::hint::black_box(<[f32; 5usize]>::default())
}
#[rustc_autodiff(Forward, 4, Dual, DualOnly)]
#[inline(never)]
fn f8_2(x: &f32, bx_0: &f32, bx_1: &f32, bx_2: &f32, bx_3: &f32)
-> [f32; 4usize] {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f8(x));
::core::hint::black_box((bx_0, bx_1, bx_2, bx_3));
::core::hint::black_box(<[f32; 4usize]>::default())
}
#[rustc_autodiff(Forward, 1, Dual, DualOnly)]
#[inline(never)]
fn f8_1(x: &f32, bx_0: &f32) -> f32 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f8(x));
::core::hint::black_box((bx_0,));
::core::hint::black_box(<f32>::default())
}
fn main() {}

View file

@ -36,4 +36,22 @@ pub fn f5(x: &[f64], y: f64) -> f64 {
unimplemented!()
}
struct DoesNotImplDefault;
#[autodiff(df6, Forward, Const)]
pub fn f6() -> DoesNotImplDefault {
unimplemented!()
}
// Make sure, that we add the None for the default return.
#[autodiff(df7, Forward, Const)]
pub fn f7(x: f32) -> () {}
#[autodiff(f8_1, Forward, Dual, DualOnly)]
#[autodiff(f8_2, Forward, 4, Dual, DualOnly)]
#[autodiff(f8_3, Forward, 4, Dual, Dual)]
#[no_mangle]
fn f8(x: &f32) -> f32 {
unimplemented!()
}
fn main() {}

View file

@ -28,18 +28,18 @@ pub fn f1(x: &[f64], y: f64) -> f64 {
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Reverse, Duplicated, Const, Active,)]
#[rustc_autodiff(Reverse, 1, Duplicated, Const, Active)]
#[inline(never)]
pub fn df1(x: &[f64], dx: &mut [f64], y: f64, dret: f64) -> f64 {
pub fn df1(x: &[f64], dx_0: &mut [f64], y: f64, dret: f64) -> f64 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f1(x, y));
::core::hint::black_box((dx, dret));
::core::hint::black_box((dx_0, dret));
::core::hint::black_box(f1(x, y))
}
#[rustc_autodiff]
#[inline(never)]
pub fn f2() {}
#[rustc_autodiff(Reverse, None)]
#[rustc_autodiff(Reverse, 1, None)]
#[inline(never)]
pub fn df2() {
unsafe { asm!("NOP", options(pure, nomem)); };
@ -51,12 +51,12 @@ pub fn df2() {
pub fn f3(x: &[f64], y: f64) -> f64 {
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Reverse, Duplicated, Const, Active,)]
#[rustc_autodiff(Reverse, 1, Duplicated, Const, Active)]
#[inline(never)]
pub fn df3(x: &[f64], dx: &mut [f64], y: f64, dret: f64) -> f64 {
pub fn df3(x: &[f64], dx_0: &mut [f64], y: f64, dret: f64) -> f64 {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f3(x, y));
::core::hint::black_box((dx, dret));
::core::hint::black_box((dx_0, dret));
::core::hint::black_box(f3(x, y))
}
enum Foo { Reverse, }
@ -64,7 +64,7 @@ use Foo::Reverse;
#[rustc_autodiff]
#[inline(never)]
pub fn f4(x: f32) { ::core::panicking::panic("not implemented") }
#[rustc_autodiff(Reverse, Const, None)]
#[rustc_autodiff(Reverse, 1, Const, None)]
#[inline(never)]
pub fn df4(x: f32) {
unsafe { asm!("NOP", options(pure, nomem)); };
@ -76,11 +76,11 @@ pub fn df4(x: f32) {
pub fn f5(x: *const f32, y: &f32) {
::core::panicking::panic("not implemented")
}
#[rustc_autodiff(Reverse, DuplicatedOnly, Duplicated, None)]
#[rustc_autodiff(Reverse, 1, DuplicatedOnly, Duplicated, None)]
#[inline(never)]
pub unsafe fn df5(x: *const f32, dx: *mut f32, y: &f32, dy: &mut f32) {
pub unsafe fn df5(x: *const f32, dx_0: *mut f32, y: &f32, dy_0: &mut f32) {
unsafe { asm!("NOP", options(pure, nomem)); };
::core::hint::black_box(f5(x, y));
::core::hint::black_box((dx, dy));
::core::hint::black_box((dx_0, dy_0));
}
fn main() {}

View file

@ -177,4 +177,11 @@ fn f21(x: f32) -> f32 {
unimplemented!()
}
struct DoesNotImplDefault;
#[autodiff(df22, Forward, Dual)]
pub fn f22() -> DoesNotImplDefault {
//~^^ ERROR the function or associated item `default` exists for tuple `(DoesNotImplDefault, DoesNotImplDefault)`, but its trait bounds were not satisfied
unimplemented!()
}
fn main() {}

View file

@ -19,32 +19,24 @@ error: expected 1 activities, but found 2
|
LL | #[autodiff(df3, Reverse, Duplicated, Const)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: expected 1 activities, but found 0
--> $DIR/autodiff_illegal.rs:27:1
|
LL | #[autodiff(df4, Reverse)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: Dual can not be used in Reverse Mode
--> $DIR/autodiff_illegal.rs:34:1
|
LL | #[autodiff(df5, Reverse, Dual)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: Duplicated can not be used in Forward Mode
--> $DIR/autodiff_illegal.rs:41:1
|
LL | #[autodiff(df6, Forward, Duplicated)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: Duplicated can not be used for this type
--> $DIR/autodiff_illegal.rs:42:14
@ -107,7 +99,6 @@ LL | #[autodiff(fn_exists, Reverse, Active)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ `fn_exists` redefined here
|
= note: `fn_exists` must be defined only once in the value namespace of this module
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: autodiff requires at least a name and mode
--> $DIR/autodiff_illegal.rs:95:1
@ -135,42 +126,49 @@ error: invalid return activity Active in Forward Mode
|
LL | #[autodiff(df19, Forward, Dual, Active)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: invalid return activity Dual in Reverse Mode
--> $DIR/autodiff_illegal.rs:167:1
|
LL | #[autodiff(df20, Reverse, Active, Dual)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: invalid return activity Duplicated in Reverse Mode
--> $DIR/autodiff_illegal.rs:174:1
|
LL | #[autodiff(df21, Reverse, Active, Duplicated)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error[E0433]: failed to resolve: use of undeclared type `MyFloat`
--> $DIR/autodiff_illegal.rs:130:1
|
LL | #[autodiff(df15, Reverse, Active, Active)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ use of undeclared type `MyFloat`
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error[E0433]: failed to resolve: use of undeclared type `F64Trans`
--> $DIR/autodiff_illegal.rs:154:1
|
LL | #[autodiff(df18, Reverse, Active, Active)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ use of undeclared type `F64Trans`
error[E0599]: the function or associated item `default` exists for tuple `(DoesNotImplDefault, DoesNotImplDefault)`, but its trait bounds were not satisfied
--> $DIR/autodiff_illegal.rs:181:1
|
LL | struct DoesNotImplDefault;
| ------------------------- doesn't satisfy `DoesNotImplDefault: Default`
LL | #[autodiff(df22, Forward, Dual)]
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ function or associated item cannot be called on `(DoesNotImplDefault, DoesNotImplDefault)` due to unsatisfied trait bounds
|
= note: the following trait bounds were not satisfied:
`DoesNotImplDefault: Default`
which is required by `(DoesNotImplDefault, DoesNotImplDefault): Default`
help: consider annotating `DoesNotImplDefault` with `#[derive(Default)]`
|
LL + #[derive(Default)]
LL | struct DoesNotImplDefault;
|
= note: this error originates in the attribute macro `autodiff` (in Nightly builds, run with -Z macro-backtrace for more info)
error: aborting due to 22 previous errors
error: aborting due to 23 previous errors
Some errors have detailed explanations: E0428, E0433, E0658.
Some errors have detailed explanations: E0428, E0433, E0599, E0658.
For more information about an error, try `rustc --explain E0428`.