@@ -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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