autodiff.rs

use std::ptr;

use rustc_ast::expand::autodiff_attrs::{AutoDiffAttrs, AutoDiffItem, DiffActivity, DiffMode};
use rustc_codegen_ssa::ModuleCodegen;
use rustc_codegen_ssa::back::write::ModuleConfig;
use rustc_codegen_ssa::common::TypeKind;
use rustc_codegen_ssa::traits::BaseTypeCodegenMethods;
use rustc_errors::FatalError;
use rustc_middle::bug;
use tracing::{debug, trace};

use crate::back::write::llvm_err;
use crate::builder::SBuilder;
use crate::context::SimpleCx;
use crate::declare::declare_simple_fn;
use crate::errors::{AutoDiffWithoutEnable, LlvmError};
use crate::llvm::AttributePlace::Function;
use crate::llvm::{Metadata, True};
use crate::value::Value;
use crate::{CodegenContext, LlvmCodegenBackend, ModuleLlvm, attributes, llvm};

fn get_params(fnc: &Value) -> Vec<&Value> {
    let param_num = llvm::LLVMCountParams(fnc) as usize;
    let mut fnc_args: Vec<&Value> = vec![];
    fnc_args.reserve(param_num);
    unsafe {
        llvm::LLVMGetParams(fnc, fnc_args.as_mut_ptr());
        fnc_args.set_len(param_num);
    }
    fnc_args
}

fn has_sret(fnc: &Value) -> bool {
    let num_args = llvm::LLVMCountParams(fnc) as usize;
    if num_args == 0 {
        false
    } else {
        unsafe { llvm::LLVMRustHasAttributeAtIndex(fnc, 0, llvm::AttributeKind::StructRet) }
    }
}

// When we call the `__enzyme_autodiff` or `__enzyme_fwddiff` function, we need to pass all the
// original inputs, as well as metadata and the additional shadow arguments.
// This function matches the arguments from the outer function to the inner enzyme call.
//
// This function also considers that Rust level arguments not always match the llvm-ir level
// arguments. A slice, `&[f32]`, for example, is represented as a pointer and a length on
// llvm-ir level. The number of activities matches the number of Rust level arguments, so we
// need to match those.
// FIXME(ZuseZ4): This logic is a bit more complicated than it should be, can we simplify it
// using iterators and peek()?
fn match_args_from_caller_to_enzyme<'ll>(
    cx: &SimpleCx<'ll>,
    width: u32,
    args: &mut Vec<&'ll llvm::Value>,
    inputs: &[DiffActivity],
    outer_args: &[&'ll llvm::Value],
    has_sret: bool,
) {
    debug!("matching autodiff arguments");
    // We now handle the issue that Rust level arguments not always match the llvm-ir level
    // arguments. A slice, `&[f32]`, for example, is represented as a pointer and a length on
    // llvm-ir level. The number of activities matches the number of Rust level arguments, so we
    // need to match those.
    // FIXME(ZuseZ4): This logic is a bit more complicated than it should be, can we simplify it
    // using iterators and peek()?
    let mut outer_pos: usize = 0;
    let mut activity_pos = 0;

    if has_sret {
        // Then the first outer arg is the sret pointer. Enzyme doesn't know about sret, so the
        // inner function will still return something. We increase our outer_pos by one,
        // and once we're done with all other args we will take the return of the inner call and
        // update the sret pointer with it
        outer_pos = 1;
    }

    let enzyme_const = cx.create_metadata("enzyme_const".to_string()).unwrap();
    let enzyme_out = cx.create_metadata("enzyme_out".to_string()).unwrap();
    let enzyme_dup = cx.create_metadata("enzyme_dup".to_string()).unwrap();
    let enzyme_dupnoneed = cx.create_metadata("enzyme_dupnoneed".to_string()).unwrap();

    while activity_pos < inputs.len() {
        let diff_activity = inputs[activity_pos as usize];
        // Duplicated arguments received a shadow argument, into which enzyme will write the
        // gradient.
        let (activity, duplicated): (&Metadata, bool) = match diff_activity {
            DiffActivity::None => panic!("not a valid input activity"),
            DiffActivity::Const => (enzyme_const, false),
            DiffActivity::Active => (enzyme_out, false),
            DiffActivity::ActiveOnly => (enzyme_out, false),
            DiffActivity::Dual => (enzyme_dup, true),
            DiffActivity::DualOnly => (enzyme_dupnoneed, true),
            DiffActivity::Duplicated => (enzyme_dup, true),
            DiffActivity::DuplicatedOnly => (enzyme_dupnoneed, true),
            DiffActivity::FakeActivitySize => (enzyme_const, false),
        };
        let outer_arg = outer_args[outer_pos];
        args.push(cx.get_metadata_value(activity));
        args.push(outer_arg);
        if duplicated {
            // We know that duplicated args by construction have a following argument,
            // so this can not be out of bounds.
            let next_outer_arg = outer_args[outer_pos + 1];
            let next_outer_ty = cx.val_ty(next_outer_arg);
            // FIXME(ZuseZ4): We should add support for Vec here too, but it's less urgent since
            // vectors behind references (&Vec<T>) are already supported. Users can not pass a
            // Vec by value for reverse mode, so this would only help forward mode autodiff.
            let slice = {
                if activity_pos + 1 >= inputs.len() {
                    // If there is no arg following our ptr, it also can't be a slice,
                    // since that would lead to a ptr, int pair.
                    false
                } else {
                    let next_activity = inputs[activity_pos + 1];
                    // We analyze the MIR types and add this dummy activity if we visit a slice.
                    next_activity == DiffActivity::FakeActivitySize
                }
            };
            if slice {
                // A duplicated slice will have the following two outer_fn arguments:
                // (..., ptr1, int1, ptr2, int2, ...). We add the following llvm-ir to our __enzyme call:
                // (..., metadata! enzyme_dup, ptr, ptr, int1, ...).
                // FIXME(ZuseZ4): We will upstream a safety check later which asserts that
                // int2 >= int1, which means the shadow vector is large enough to store the gradient.
                assert_eq!(cx.type_kind(next_outer_ty), TypeKind::Integer);

                for i in 0..(width as usize) {
                    let next_outer_arg2 = outer_args[outer_pos + 2 * (i + 1)];
                    let next_outer_ty2 = cx.val_ty(next_outer_arg2);
                    assert_eq!(cx.type_kind(next_outer_ty2), TypeKind::Pointer);
                    let next_outer_arg3 = outer_args[outer_pos + 2 * (i + 1) + 1];
                    let next_outer_ty3 = cx.val_ty(next_outer_arg3);
                    assert_eq!(cx.type_kind(next_outer_ty3), TypeKind::Integer);
                    args.push(next_outer_arg2);
                }
                args.push(cx.get_metadata_value(enzyme_const));
                args.push(next_outer_arg);
                outer_pos += 2 + 2 * width as usize;
                activity_pos += 2;
            } else {
                // A duplicated pointer will have the following two outer_fn arguments:
                // (..., ptr, ptr, ...). We add the following llvm-ir to our __enzyme call:
                // (..., metadata! enzyme_dup, ptr, ptr, ...).
                if matches!(diff_activity, DiffActivity::Duplicated | DiffActivity::DuplicatedOnly)
                {
                    assert_eq!(cx.type_kind(next_outer_ty), TypeKind::Pointer);
                }
                // In the case of Dual we don't have assumptions, e.g. f32 would be valid.
                args.push(next_outer_arg);
                outer_pos += 2;
                activity_pos += 1;

                // Now, if width > 1, we need to account for that
                for _ in 1..width {
                    let next_outer_arg = outer_args[outer_pos];
                    args.push(next_outer_arg);
                    outer_pos += 1;
                }
            }
        } else {
            // We do not differentiate with resprect to this argument.
            // We already added the metadata and argument above, so just increase the counters.
            outer_pos += 1;
            activity_pos += 1;
        }
    }
}

// On LLVM-IR, we can luckily declare __enzyme_ functions without specifying the input
// arguments. We do however need to declare them with their correct return type.
// We already figured the correct return type out in our frontend, when generating the outer_fn,
// so we can now just go ahead and use that. This is not always trivial, e.g. because sret.
// Beyond sret, this article describes our challenges nicely:
// <https://yorickpeterse.com/articles/the-mess-that-is-handling-structure-arguments-and-returns-in-llvm/>
// I.e. (i32, f32) will get merged into i64, but we don't handle that yet.
fn compute_enzyme_fn_ty<'ll>(
    cx: &SimpleCx<'ll>,
    attrs: &AutoDiffAttrs,
    fn_to_diff: &'ll Value,
    outer_fn: &'ll Value,
) -> &'ll llvm::Type {
    let fn_ty = cx.get_type_of_global(outer_fn);
    let mut ret_ty = cx.get_return_type(fn_ty);

    let has_sret = has_sret(outer_fn);

    if has_sret {
        // Now we don't just forward the return type, so we have to figure it out based on the
        // primal return type, in combination with the autodiff settings.
        let fn_ty = cx.get_type_of_global(fn_to_diff);
        let inner_ret_ty = cx.get_return_type(fn_ty);

        let void_ty = unsafe { llvm::LLVMVoidTypeInContext(cx.llcx) };
        if inner_ret_ty == void_ty {
            // This indicates that even the inner function has an sret.
            // Right now I only look for an sret in the outer function.
            // This *probably* needs some extra handling, but I never ran
            // into such a case. So I'll wait for user reports to have a test case.
            bug!("sret in inner function");
        }

        if attrs.width == 1 {
            // Enzyme returns a struct of style:
            // `{ original_ret(if requested), float, float, ... }`
            let mut struct_elements = vec![];
            if attrs.has_primal_ret() {
                struct_elements.push(inner_ret_ty);
            }
            // Next, we push the list of active floats, since they will be lowered to `enzyme_out`,
            // and therefore part of the return struct.
            let param_tys = cx.func_params_types(fn_ty);
            for (act, param_ty) in attrs.input_activity.iter().zip(param_tys) {
                if matches!(act, DiffActivity::Active) {
                    // Now find the float type at position i based on the fn_ty,
                    // to know what (f16/f32/f64/...) to add to the struct.
                    struct_elements.push(param_ty);
                }
            }
            ret_ty = cx.type_struct(&struct_elements, false);
        } else {
            // First we check if we also have to deal with the primal return.
            match attrs.mode {
                DiffMode::Forward => match attrs.ret_activity {
                    DiffActivity::Dual => {
                        let arr_ty =
                            unsafe { llvm::LLVMArrayType2(inner_ret_ty, attrs.width as u64 + 1) };
                        ret_ty = arr_ty;
                    }
                    DiffActivity::DualOnly => {
                        let arr_ty =
                            unsafe { llvm::LLVMArrayType2(inner_ret_ty, attrs.width as u64) };
                        ret_ty = arr_ty;
                    }
                    DiffActivity::Const => {
                        todo!("Not sure, do we need to do something here?");
                    }
                    _ => {
                        bug!("unreachable");
                    }
                },
                DiffMode::Reverse => {
                    todo!("Handle sret for reverse mode");
                }
                _ => {
                    bug!("unreachable");
                }
            }
        }
    }

    // LLVM can figure out the input types on it's own, so we take a shortcut here.
    unsafe { llvm::LLVMFunctionType(ret_ty, ptr::null(), 0, True) }
}

/// When differentiating `fn_to_diff`, take a `outer_fn` and generate another
/// function with expected naming and calling conventions[^1] which will be
/// discovered by the enzyme LLVM pass and its body populated with the differentiated
/// `fn_to_diff`. `outer_fn` is then modified to have a call to the generated
/// function and handle the differences between the Rust calling convention and
/// Enzyme.
/// [^1]: <https://enzyme.mit.edu/getting_started/CallingConvention/>
// FIXME(ZuseZ4): `outer_fn` should include upstream safety checks to
// cover some assumptions of enzyme/autodiff, which could lead to UB otherwise.
fn generate_enzyme_call<'ll>(
    cx: &SimpleCx<'ll>,
    fn_to_diff: &'ll Value,
    outer_fn: &'ll Value,
    attrs: AutoDiffAttrs,
) {
    // We have to pick the name depending on whether we want forward or reverse mode autodiff.
    let mut ad_name: String = match attrs.mode {
        DiffMode::Forward => "__enzyme_fwddiff",
        DiffMode::Reverse => "__enzyme_autodiff",
        _ => panic!("logic bug in autodiff, unrecognized mode"),
    }
    .to_string();

    // add outer_fn name to ad_name to make it unique, in case users apply autodiff to multiple
    // functions. Unwrap will only panic, if LLVM gave us an invalid string.
    let name = llvm::get_value_name(outer_fn);
    let outer_fn_name = std::str::from_utf8(name).unwrap();
    ad_name.push_str(outer_fn_name);

    // Let us assume the user wrote the following function square:
    //
    // ```llvm
    // define double @square(double %x) {
    // entry:
    //  %0 = fmul double %x, %x
    //  ret double %0
    // }
    // ```
    //
    // The user now applies autodiff to the function square, in which case fn_to_diff will be `square`.
    // Our macro generates the following placeholder code (slightly simplified):
    //
    // ```llvm
    // define double @dsquare(double %x) {
    //  ; placeholder code
    //  return 0.0;
    // }
    // ```
    //
    // so our `outer_fn` will be `dsquare`. The unsafe code section below now removes the placeholder
    // code and inserts an autodiff call. We also add a declaration for the __enzyme_autodiff call.
    // Again, the arguments to all functions are slightly simplified.
    // ```llvm
    // declare double @__enzyme_autodiff_square(...)
    //
    // define double @dsquare(double %x) {
    // entry:
    //   %0 = tail call double (...) @__enzyme_autodiff_square(double (double)* nonnull @square, double %x)
    //   ret double %0
    // }
    // ```
    unsafe {
        let enzyme_ty = compute_enzyme_fn_ty(cx, &attrs, fn_to_diff, outer_fn);

        // FIXME(ZuseZ4): the CC/Addr/Vis values are best effort guesses, we should look at tests and
        // think a bit more about what should go here.
        let cc = llvm::LLVMGetFunctionCallConv(outer_fn);
        let ad_fn = declare_simple_fn(
            cx,
            &ad_name,
            llvm::CallConv::try_from(cc).expect("invalid callconv"),
            llvm::UnnamedAddr::No,
            llvm::Visibility::Default,
            enzyme_ty,
        );

        // Otherwise LLVM might inline our temporary code before the enzyme pass has a chance to
        // do it's work.
        let attr = llvm::AttributeKind::NoInline.create_attr(cx.llcx);
        attributes::apply_to_llfn(ad_fn, Function, &[attr]);

        // first, remove all calls from fnc
        let entry = llvm::LLVMGetFirstBasicBlock(outer_fn);
        let br = llvm::LLVMRustGetTerminator(entry);
        llvm::LLVMRustEraseInstFromParent(br);

        let last_inst = llvm::LLVMRustGetLastInstruction(entry).unwrap();
        let mut builder = SBuilder::build(cx, entry);

        let num_args = llvm::LLVMCountParams(&fn_to_diff);
        let mut args = Vec::with_capacity(num_args as usize + 1);
        args.push(fn_to_diff);

        let enzyme_primal_ret = cx.create_metadata("enzyme_primal_return".to_string()).unwrap();
        if matches!(attrs.ret_activity, DiffActivity::Dual | DiffActivity::Active) {
            args.push(cx.get_metadata_value(enzyme_primal_ret));
        }
        if attrs.width > 1 {
            let enzyme_width = cx.create_metadata("enzyme_width".to_string()).unwrap();
            args.push(cx.get_metadata_value(enzyme_width));
            args.push(cx.get_const_i64(attrs.width as u64));
        }

        let has_sret = has_sret(outer_fn);
        let outer_args: Vec<&llvm::Value> = get_params(outer_fn);
        match_args_from_caller_to_enzyme(
            &cx,
            attrs.width,
            &mut args,
            &attrs.input_activity,
            &outer_args,
            has_sret,
        );

        let call = builder.call(enzyme_ty, ad_fn, &args, None);

        // This part is a bit iffy. LLVM requires that a call to an inlineable function has some
        // metadata attached to it, but we just created this code oota. Given that the
        // differentiated function already has partly confusing metadata, and given that this
        // affects nothing but the auttodiff IR, we take a shortcut and just steal metadata from the
        // dummy code which we inserted at a higher level.
        // FIXME(ZuseZ4): Work with Enzyme core devs to clarify what debug metadata issues we have,
        // and how to best improve it for enzyme core and rust-enzyme.
        let md_ty = cx.get_md_kind_id("dbg");
        if llvm::LLVMRustHasMetadata(last_inst, md_ty) {
            let md = llvm::LLVMRustDIGetInstMetadata(last_inst)
                .expect("failed to get instruction metadata");
            let md_todiff = cx.get_metadata_value(md);
            llvm::LLVMSetMetadata(call, md_ty, md_todiff);
        } else {
            // We don't panic, since depending on whether we are in debug or release mode, we might
            // have no debug info to copy, which would then be ok.
            trace!("no dbg info");
        }

        // Now that we copied the metadata, get rid of dummy code.
        llvm::LLVMRustEraseInstUntilInclusive(entry, last_inst);

        if cx.val_ty(call) == cx.type_void() || has_sret {
            if has_sret {
                // This is what we already have in our outer_fn (shortened):
                // define void @_foo(ptr <..> sret([32 x i8]) initializes((0, 32)) %0, <...>) {
                //   %7 = call [4 x double] (...) @__enzyme_fwddiff_foo(ptr @square, metadata !"enzyme_width", i64 4, <...>)
                //   <Here we are, we want to add the following two lines>
                //   store [4 x double] %7, ptr %0, align 8
                //   ret void
                // }

                // now store the result of the enzyme call into the sret pointer.
                let sret_ptr = outer_args[0];
                let call_ty = cx.val_ty(call);
                if attrs.width == 1 {
                    assert_eq!(cx.type_kind(call_ty), TypeKind::Struct);
                } else {
                    assert_eq!(cx.type_kind(call_ty), TypeKind::Array);
                }
                llvm::LLVMBuildStore(&builder.llbuilder, call, sret_ptr);
            }
            builder.ret_void();
        } else {
            builder.ret(call);
        }

        // Let's crash in case that we messed something up above and generated invalid IR.
        llvm::LLVMRustVerifyFunction(
            outer_fn,
            llvm::LLVMRustVerifierFailureAction::LLVMAbortProcessAction,
        );
    }
}

pub(crate) fn differentiate<'ll>(
    module: &'ll ModuleCodegen<ModuleLlvm>,
    cgcx: &CodegenContext<LlvmCodegenBackend>,
    diff_items: Vec<AutoDiffItem>,
    _config: &ModuleConfig,
) -> Result<(), FatalError> {
    for item in &diff_items {
        trace!("{}", item);
    }

    let diag_handler = cgcx.create_dcx();

    let cx = SimpleCx::new(module.module_llvm.llmod(), module.module_llvm.llcx, cgcx.pointer_size);

    // First of all, did the user try to use autodiff without using the -Zautodiff=Enable flag?
    if !diff_items.is_empty()
        && !cgcx.opts.unstable_opts.autodiff.contains(&rustc_session::config::AutoDiff::Enable)
    {
        return Err(diag_handler.handle().emit_almost_fatal(AutoDiffWithoutEnable));
    }

    // Here we replace the placeholder code with the actual autodiff code, which calls Enzyme.
    for item in diff_items.iter() {
        let name = item.source.clone();
        let fn_def: Option<&llvm::Value> = cx.get_function(&name);
        let Some(fn_def) = fn_def else {
            return Err(llvm_err(
                diag_handler.handle(),
                LlvmError::PrepareAutoDiff {
                    src: item.source.clone(),
                    target: item.target.clone(),
                    error: "could not find source function".to_owned(),
                },
            ));
        };
        debug!(?item.target);
        let fn_target: Option<&llvm::Value> = cx.get_function(&item.target);
        let Some(fn_target) = fn_target else {
            return Err(llvm_err(
                diag_handler.handle(),
                LlvmError::PrepareAutoDiff {
                    src: item.source.clone(),
                    target: item.target.clone(),
                    error: "could not find target function".to_owned(),
                },
            ));
        };

        generate_enzyme_call(&cx, fn_def, fn_target, item.attrs.clone());
    }

    // FIXME(ZuseZ4): support SanitizeHWAddress and prevent illegal/unsupported opts

    trace!("done with differentiate()");

    Ok(())
}