@@ -28,6 +28,113 @@ fn get_params(fnc: &Value) -> Vec<&Value> {
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}
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}
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+ fn match_args_from_caller_to_enzyme < ' ll > (
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+ cx : & SimpleCx < ' ll > ,
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+ args : & mut Vec < & ' ll llvm:: Value > ,
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+ inputs : & [ DiffActivity ] ,
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+ outer_args : & [ & ' ll llvm:: Value ] ,
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+ ) {
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+ debug ! ( "matching autodiff arguments" ) ;
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+ // We now handle the issue that Rust level arguments not always match the llvm-ir level
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+ // arguments. A slice, `&[f32]`, for example, is represented as a pointer and a length on
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+ // llvm-ir level. The number of activities matches the number of Rust level arguments, so we
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+ // need to match those.
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+ // FIXME(ZuseZ4): This logic is a bit more complicated than it should be, can we simplify it
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+ // using iterators and peek()?
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+ let mut outer_pos: usize = 0 ;
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+ let mut activity_pos = 0 ;
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+
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+ let enzyme_const = cx. create_metadata ( "enzyme_const" . to_string ( ) ) . unwrap ( ) ;
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+ let enzyme_out = cx. create_metadata ( "enzyme_out" . to_string ( ) ) . unwrap ( ) ;
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+ let enzyme_dup = cx. create_metadata ( "enzyme_dup" . to_string ( ) ) . unwrap ( ) ;
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+ let enzyme_dupnoneed = cx. create_metadata ( "enzyme_dupnoneed" . to_string ( ) ) . unwrap ( ) ;
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+
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+ while activity_pos < inputs. len ( ) {
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+ let diff_activity = inputs[ activity_pos as usize ] ;
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+ // Duplicated arguments received a shadow argument, into which enzyme will write the
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+ // gradient.
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+ let ( activity, duplicated) : ( & Metadata , bool ) = match diff_activity {
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+ DiffActivity :: None => panic ! ( "not a valid input activity" ) ,
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+ DiffActivity :: Const => ( enzyme_const, false ) ,
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+ DiffActivity :: Active => ( enzyme_out, false ) ,
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+ DiffActivity :: ActiveOnly => ( enzyme_out, false ) ,
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+ DiffActivity :: Dual => ( enzyme_dup, true ) ,
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+ DiffActivity :: DualOnly => ( enzyme_dupnoneed, true ) ,
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+ DiffActivity :: Duplicated => ( enzyme_dup, true ) ,
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+ DiffActivity :: DuplicatedOnly => ( enzyme_dupnoneed, true ) ,
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+ DiffActivity :: FakeActivitySize => ( enzyme_const, false ) ,
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+ } ;
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+ let outer_arg = outer_args[ outer_pos] ;
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+ args. push ( cx. get_metadata_value ( activity) ) ;
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+ args. push ( outer_arg) ;
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+ if duplicated {
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+ // We know that duplicated args by construction have a following argument,
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+ // so this can not be out of bounds.
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+ let next_outer_arg = outer_args[ outer_pos + 1 ] ;
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+ let next_outer_ty = cx. val_ty ( next_outer_arg) ;
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+ // FIXME(ZuseZ4): We should add support for Vec here too, but it's less urgent since
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+ // vectors behind references (&Vec<T>) are already supported. Users can not pass a
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+ // Vec by value for reverse mode, so this would only help forward mode autodiff.
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+ let slice = {
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+ if activity_pos + 1 >= inputs. len ( ) {
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+ // If there is no arg following our ptr, it also can't be a slice,
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+ // since that would lead to a ptr, int pair.
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+ false
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+ } else {
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+ let next_activity = inputs[ activity_pos + 1 ] ;
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+ // We analyze the MIR types and add this dummy activity if we visit a slice.
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+ next_activity == DiffActivity :: FakeActivitySize
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+ }
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+ } ;
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+ if slice {
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+ // A duplicated slice will have the following two outer_fn arguments:
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+ // (..., ptr1, int1, ptr2, int2, ...). We add the following llvm-ir to our __enzyme call:
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+ // (..., metadata! enzyme_dup, ptr, ptr, int1, ...).
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+ // FIXME(ZuseZ4): We will upstream a safety check later which asserts that
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+ // int2 >= int1, which means the shadow vector is large enough to store the gradient.
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+ assert ! ( unsafe {
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+ llvm:: LLVMRustGetTypeKind ( next_outer_ty) == llvm:: TypeKind :: Integer
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+ } ) ;
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+ let next_outer_arg2 = outer_args[ outer_pos + 2 ] ;
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+ let next_outer_ty2 = cx. val_ty ( next_outer_arg2) ;
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+ assert ! ( unsafe {
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+ llvm:: LLVMRustGetTypeKind ( next_outer_ty2) == llvm:: TypeKind :: Pointer
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+ } ) ;
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+ let next_outer_arg3 = outer_args[ outer_pos + 3 ] ;
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+ let next_outer_ty3 = cx. val_ty ( next_outer_arg3) ;
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+ assert ! ( unsafe {
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+ llvm:: LLVMRustGetTypeKind ( next_outer_ty3) == llvm:: TypeKind :: Integer
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+ } ) ;
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+ args. push ( next_outer_arg2) ;
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+ args. push ( cx. get_metadata_value ( enzyme_const) ) ;
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+ args. push ( next_outer_arg) ;
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+ outer_pos += 4 ;
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+ activity_pos += 2 ;
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+ } else {
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+ // A duplicated pointer will have the following two outer_fn arguments:
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+ // (..., ptr, ptr, ...). We add the following llvm-ir to our __enzyme call:
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+ // (..., metadata! enzyme_dup, ptr, ptr, ...).
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+ if matches ! ( diff_activity, DiffActivity :: Duplicated | DiffActivity :: DuplicatedOnly )
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+ {
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+ assert ! (
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+ unsafe { llvm:: LLVMRustGetTypeKind ( next_outer_ty) }
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+ == llvm:: TypeKind :: Pointer
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+ ) ;
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+ }
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+ // In the case of Dual we don't have assumptions, e.g. f32 would be valid.
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+ args. push ( next_outer_arg) ;
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+ outer_pos += 2 ;
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+ activity_pos += 1 ;
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+ }
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+ } else {
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+ // We do not differentiate with resprect to this argument.
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+ // We already added the metadata and argument above, so just increase the counters.
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+ outer_pos += 1 ;
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+ activity_pos += 1 ;
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+ }
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+ }
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+ }
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+
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/// When differentiating `fn_to_diff`, take a `outer_fn` and generate another
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/// function with expected naming and calling conventions[^1] which will be
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/// discovered by the enzyme LLVM pass and its body populated with the differentiated
@@ -132,12 +239,7 @@ fn generate_enzyme_call<'ll>(
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let mut args = Vec :: with_capacity ( num_args as usize + 1 ) ;
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args. push ( fn_to_diff) ;
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- let enzyme_const = cx. create_metadata ( "enzyme_const" . to_string ( ) ) . unwrap ( ) ;
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- let enzyme_out = cx. create_metadata ( "enzyme_out" . to_string ( ) ) . unwrap ( ) ;
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- let enzyme_dup = cx. create_metadata ( "enzyme_dup" . to_string ( ) ) . unwrap ( ) ;
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- let enzyme_dupnoneed = cx. create_metadata ( "enzyme_dupnoneed" . to_string ( ) ) . unwrap ( ) ;
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let enzyme_primal_ret = cx. create_metadata ( "enzyme_primal_return" . to_string ( ) ) . unwrap ( ) ;
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-
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match output {
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DiffActivity :: Dual => {
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args. push ( cx. get_metadata_value ( enzyme_primal_ret) ) ;
@@ -148,95 +250,8 @@ fn generate_enzyme_call<'ll>(
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_ => { }
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}
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- debug ! ( "matching autodiff arguments" ) ;
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- // We now handle the issue that Rust level arguments not always match the llvm-ir level
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- // arguments. A slice, `&[f32]`, for example, is represented as a pointer and a length on
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- // llvm-ir level. The number of activities matches the number of Rust level arguments, so we
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- // need to match those.
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- // FIXME(ZuseZ4): This logic is a bit more complicated than it should be, can we simplify it
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- // using iterators and peek()?
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- let mut outer_pos: usize = 0 ;
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- let mut activity_pos = 0 ;
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let outer_args: Vec < & llvm:: Value > = get_params ( outer_fn) ;
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- while activity_pos < inputs. len ( ) {
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- let diff_activity = inputs[ activity_pos as usize ] ;
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- // Duplicated arguments received a shadow argument, into which enzyme will write the
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- // gradient.
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- let ( activity, duplicated) : ( & Metadata , bool ) = match diff_activity {
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- DiffActivity :: None => panic ! ( "not a valid input activity" ) ,
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- DiffActivity :: Const => ( enzyme_const, false ) ,
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- DiffActivity :: Active => ( enzyme_out, false ) ,
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- DiffActivity :: ActiveOnly => ( enzyme_out, false ) ,
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- DiffActivity :: Dual => ( enzyme_dup, true ) ,
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- DiffActivity :: DualOnly => ( enzyme_dupnoneed, true ) ,
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- DiffActivity :: Duplicated => ( enzyme_dup, true ) ,
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- DiffActivity :: DuplicatedOnly => ( enzyme_dupnoneed, true ) ,
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- DiffActivity :: FakeActivitySize => ( enzyme_const, false ) ,
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- } ;
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- let outer_arg = outer_args[ outer_pos] ;
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- args. push ( cx. get_metadata_value ( activity) ) ;
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- args. push ( outer_arg) ;
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- if duplicated {
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- // We know that duplicated args by construction have a following argument,
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- // so this can not be out of bounds.
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- let next_outer_arg = outer_args[ outer_pos + 1 ] ;
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- let next_outer_ty = cx. val_ty ( next_outer_arg) ;
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- // FIXME(ZuseZ4): We should add support for Vec here too, but it's less urgent since
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- // vectors behind references (&Vec<T>) are already supported. Users can not pass a
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- // Vec by value for reverse mode, so this would only help forward mode autodiff.
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- let slice = {
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- if activity_pos + 1 >= inputs. len ( ) {
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- // If there is no arg following our ptr, it also can't be a slice,
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- // since that would lead to a ptr, int pair.
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- false
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- } else {
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- let next_activity = inputs[ activity_pos + 1 ] ;
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- // We analyze the MIR types and add this dummy activity if we visit a slice.
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- next_activity == DiffActivity :: FakeActivitySize
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- }
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- } ;
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- if slice {
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- // A duplicated slice will have the following two outer_fn arguments:
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- // (..., ptr1, int1, ptr2, int2, ...). We add the following llvm-ir to our __enzyme call:
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- // (..., metadata! enzyme_dup, ptr, ptr, int1, ...).
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- // FIXME(ZuseZ4): We will upstream a safety check later which asserts that
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- // int2 >= int1, which means the shadow vector is large enough to store the gradient.
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- assert ! ( llvm:: LLVMRustGetTypeKind ( next_outer_ty) == llvm:: TypeKind :: Integer ) ;
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- let next_outer_arg2 = outer_args[ outer_pos + 2 ] ;
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- let next_outer_ty2 = cx. val_ty ( next_outer_arg2) ;
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- assert ! ( llvm:: LLVMRustGetTypeKind ( next_outer_ty2) == llvm:: TypeKind :: Pointer ) ;
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- let next_outer_arg3 = outer_args[ outer_pos + 3 ] ;
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- let next_outer_ty3 = cx. val_ty ( next_outer_arg3) ;
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- assert ! ( llvm:: LLVMRustGetTypeKind ( next_outer_ty3) == llvm:: TypeKind :: Integer ) ;
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- args. push ( next_outer_arg2) ;
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- args. push ( cx. get_metadata_value ( enzyme_const) ) ;
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- args. push ( next_outer_arg) ;
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- outer_pos += 4 ;
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- activity_pos += 2 ;
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- } else {
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- // A duplicated pointer will have the following two outer_fn arguments:
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- // (..., ptr, ptr, ...). We add the following llvm-ir to our __enzyme call:
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- // (..., metadata! enzyme_dup, ptr, ptr, ...).
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- if matches ! (
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- diff_activity,
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- DiffActivity :: Duplicated | DiffActivity :: DuplicatedOnly
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- ) {
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- assert ! (
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- llvm:: LLVMRustGetTypeKind ( next_outer_ty) == llvm:: TypeKind :: Pointer
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- ) ;
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- }
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- // In the case of Dual we don't have assumptions, e.g. f32 would be valid.
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- args. push ( next_outer_arg) ;
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- outer_pos += 2 ;
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- activity_pos += 1 ;
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- }
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- } else {
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- // We do not differentiate with resprect to this argument.
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- // We already added the metadata and argument above, so just increase the counters.
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- outer_pos += 1 ;
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- activity_pos += 1 ;
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- }
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- }
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+ match_args_from_caller_to_enzyme ( & cx, & mut args, & inputs, & outer_args) ;
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let call = builder. call ( enzyme_ty, ad_fn, & args, None ) ;
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