1
Fork 0

update autodiff flags

This commit is contained in:
Manuel Drehwald 2025-02-21 21:51:20 -05:00
parent 161a4bf6ff
commit e2d250c3f6
11 changed files with 204 additions and 76 deletions

View file

@ -1,3 +1,4 @@
codegen_llvm_autodiff_without_enable = using the autodiff feature requires -Z autodiff=Enable
codegen_llvm_autodiff_without_lto = using the autodiff feature requires using fat-lto codegen_llvm_autodiff_without_lto = using the autodiff feature requires using fat-lto
codegen_llvm_copy_bitcode = failed to copy bitcode to object file: {$err} codegen_llvm_copy_bitcode = failed to copy bitcode to object file: {$err}

View file

@ -586,6 +586,42 @@ fn thin_lto(
} }
} }
fn enable_autodiff_settings(ad: &[config::AutoDiff], module: &mut ModuleCodegen<ModuleLlvm>) {
for &val in ad {
match val {
config::AutoDiff::PrintModBefore => {
unsafe { llvm::LLVMDumpModule(module.module_llvm.llmod()) };
}
config::AutoDiff::PrintPerf => {
llvm::set_print_perf(true);
}
config::AutoDiff::PrintAA => {
llvm::set_print_activity(true);
}
config::AutoDiff::PrintTA => {
llvm::set_print_type(true);
}
config::AutoDiff::Inline => {
llvm::set_inline(true);
}
config::AutoDiff::LooseTypes => {
llvm::set_loose_types(false);
}
config::AutoDiff::PrintSteps => {
llvm::set_print(true);
}
// We handle this below
config::AutoDiff::PrintModAfter => {}
// This is required and already checked
config::AutoDiff::Enable => {}
}
}
// This helps with handling enums for now.
llvm::set_strict_aliasing(false);
// FIXME(ZuseZ4): Test this, since it was added a long time ago.
llvm::set_rust_rules(true);
}
pub(crate) fn run_pass_manager( pub(crate) fn run_pass_manager(
cgcx: &CodegenContext<LlvmCodegenBackend>, cgcx: &CodegenContext<LlvmCodegenBackend>,
dcx: DiagCtxtHandle<'_>, dcx: DiagCtxtHandle<'_>,
@ -604,34 +640,37 @@ pub(crate) fn run_pass_manager(
let opt_stage = if thin { llvm::OptStage::ThinLTO } else { llvm::OptStage::FatLTO }; let opt_stage = if thin { llvm::OptStage::ThinLTO } else { llvm::OptStage::FatLTO };
let opt_level = config.opt_level.unwrap_or(config::OptLevel::No); let opt_level = config.opt_level.unwrap_or(config::OptLevel::No);
// If this rustc version was build with enzyme/autodiff enabled, and if users applied the // The PostAD behavior is the same that we would have if no autodiff was used.
// `#[autodiff]` macro at least once, then we will later call llvm_optimize a second time. // It will run the default optimization pipeline. If AD is enabled we select
debug!("running llvm pm opt pipeline"); // the DuringAD stage, which will disable vectorization and loop unrolling, and
// schedule two autodiff optimization + differentiation passes.
// We then run the llvm_optimize function a second time, to optimize the code which we generated
// in the enzyme differentiation pass.
let enable_ad = config.autodiff.contains(&config::AutoDiff::Enable);
let stage =
if enable_ad { write::AutodiffStage::DuringAD } else { write::AutodiffStage::PostAD };
if enable_ad {
enable_autodiff_settings(&config.autodiff, module);
}
unsafe { unsafe {
write::llvm_optimize( write::llvm_optimize(cgcx, dcx, module, config, opt_level, opt_stage, stage)?;
cgcx,
dcx,
module,
config,
opt_level,
opt_stage,
write::AutodiffStage::DuringAD,
)?;
} }
// FIXME(ZuseZ4): Make this more granular
if cfg!(llvm_enzyme) && !thin { if cfg!(llvm_enzyme) && enable_ad {
let opt_stage = llvm::OptStage::FatLTO;
let stage = write::AutodiffStage::PostAD;
unsafe { unsafe {
write::llvm_optimize( write::llvm_optimize(cgcx, dcx, module, config, opt_level, opt_stage, stage)?;
cgcx, }
dcx,
module, // This is the final IR, so people should be able to inspect the optimized autodiff output.
config, if config.autodiff.contains(&config::AutoDiff::PrintModAfter) {
opt_level, unsafe { llvm::LLVMDumpModule(module.module_llvm.llmod()) };
llvm::OptStage::FatLTO,
write::AutodiffStage::PostAD,
)?;
} }
} }
debug!("lto done"); debug!("lto done");
Ok(()) Ok(())
} }

View file

@ -10,7 +10,7 @@ use crate::back::write::llvm_err;
use crate::builder::SBuilder; use crate::builder::SBuilder;
use crate::context::SimpleCx; use crate::context::SimpleCx;
use crate::declare::declare_simple_fn; use crate::declare::declare_simple_fn;
use crate::errors::LlvmError; use crate::errors::{AutoDiffWithoutEnable, LlvmError};
use crate::llvm::AttributePlace::Function; use crate::llvm::AttributePlace::Function;
use crate::llvm::{Metadata, True}; use crate::llvm::{Metadata, True};
use crate::value::Value; use crate::value::Value;
@ -46,9 +46,6 @@ fn generate_enzyme_call<'ll>(
let output = attrs.ret_activity; let output = attrs.ret_activity;
// We have to pick the name depending on whether we want forward or reverse mode autodiff. // We have to pick the name depending on whether we want forward or reverse mode autodiff.
// FIXME(ZuseZ4): The new pass based approach should not need the {Forward/Reverse}First method anymore, since
// it will handle higher-order derivatives correctly automatically (in theory). Currently
// higher-order derivatives fail, so we should debug that before adjusting this code.
let mut ad_name: String = match attrs.mode { let mut ad_name: String = match attrs.mode {
DiffMode::Forward => "__enzyme_fwddiff", DiffMode::Forward => "__enzyme_fwddiff",
DiffMode::Reverse => "__enzyme_autodiff", DiffMode::Reverse => "__enzyme_autodiff",
@ -291,6 +288,14 @@ pub(crate) fn differentiate<'ll>(
let diag_handler = cgcx.create_dcx(); let diag_handler = cgcx.create_dcx();
let cx = SimpleCx { llmod: module.module_llvm.llmod(), llcx: module.module_llvm.llcx }; let cx = SimpleCx { llmod: module.module_llvm.llmod(), llcx: module.module_llvm.llcx };
// 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)
{
let dcx = cgcx.create_dcx();
return Err(dcx.handle().emit_almost_fatal(AutoDiffWithoutEnable));
}
// Before dumping the module, we want all the TypeTrees to become part of the module. // Before dumping the module, we want all the TypeTrees to become part of the module.
for item in diff_items.iter() { for item in diff_items.iter() {
let name = item.source.clone(); let name = item.source.clone();

View file

@ -92,9 +92,12 @@ impl<G: EmissionGuarantee> Diagnostic<'_, G> for ParseTargetMachineConfig<'_> {
#[derive(Diagnostic)] #[derive(Diagnostic)]
#[diag(codegen_llvm_autodiff_without_lto)] #[diag(codegen_llvm_autodiff_without_lto)]
#[note]
pub(crate) struct AutoDiffWithoutLTO; pub(crate) struct AutoDiffWithoutLTO;
#[derive(Diagnostic)]
#[diag(codegen_llvm_autodiff_without_enable)]
pub(crate) struct AutoDiffWithoutEnable;
#[derive(Diagnostic)] #[derive(Diagnostic)]
#[diag(codegen_llvm_lto_disallowed)] #[diag(codegen_llvm_lto_disallowed)]
pub(crate) struct LtoDisallowed; pub(crate) struct LtoDisallowed;

View file

@ -35,3 +35,97 @@ pub enum LLVMRustVerifierFailureAction {
LLVMPrintMessageAction = 1, LLVMPrintMessageAction = 1,
LLVMReturnStatusAction = 2, LLVMReturnStatusAction = 2,
} }
#[cfg(llvm_enzyme)]
pub use self::Enzyme_AD::*;
#[cfg(llvm_enzyme)]
pub mod Enzyme_AD {
use libc::c_void;
extern "C" {
pub fn EnzymeSetCLBool(arg1: *mut ::std::os::raw::c_void, arg2: u8);
}
extern "C" {
static mut EnzymePrintPerf: c_void;
static mut EnzymePrintActivity: c_void;
static mut EnzymePrintType: c_void;
static mut EnzymePrint: c_void;
static mut EnzymeStrictAliasing: c_void;
static mut looseTypeAnalysis: c_void;
static mut EnzymeInline: c_void;
static mut RustTypeRules: c_void;
}
pub fn set_print_perf(print: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrintPerf), print as u8);
}
}
pub fn set_print_activity(print: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrintActivity), print as u8);
}
}
pub fn set_print_type(print: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrintType), print as u8);
}
}
pub fn set_print(print: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrint), print as u8);
}
}
pub fn set_strict_aliasing(strict: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymeStrictAliasing), strict as u8);
}
}
pub fn set_loose_types(loose: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(looseTypeAnalysis), loose as u8);
}
}
pub fn set_inline(val: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymeInline), val as u8);
}
}
pub fn set_rust_rules(val: bool) {
unsafe {
EnzymeSetCLBool(std::ptr::addr_of_mut!(RustTypeRules), val as u8);
}
}
}
#[cfg(not(llvm_enzyme))]
pub use self::Fallback_AD::*;
#[cfg(not(llvm_enzyme))]
pub mod Fallback_AD {
#![allow(unused_variables)]
pub fn set_inline(val: bool) {
unimplemented!()
}
pub fn set_print_perf(print: bool) {
unimplemented!()
}
pub fn set_print_activity(print: bool) {
unimplemented!()
}
pub fn set_print_type(print: bool) {
unimplemented!()
}
pub fn set_print(print: bool) {
unimplemented!()
}
pub fn set_strict_aliasing(strict: bool) {
unimplemented!()
}
pub fn set_loose_types(loose: bool) {
unimplemented!()
}
pub fn set_rust_rules(val: bool) {
unimplemented!()
}
}

View file

@ -405,7 +405,8 @@ fn generate_lto_work<B: ExtraBackendMethods>(
B::run_fat_lto(cgcx, needs_fat_lto, import_only_modules).unwrap_or_else(|e| e.raise()); B::run_fat_lto(cgcx, needs_fat_lto, import_only_modules).unwrap_or_else(|e| e.raise());
if cgcx.lto == Lto::Fat && !autodiff.is_empty() { if cgcx.lto == Lto::Fat && !autodiff.is_empty() {
let config = cgcx.config(ModuleKind::Regular); let config = cgcx.config(ModuleKind::Regular);
module = unsafe { module.autodiff(cgcx, autodiff, config).unwrap() }; module =
unsafe { module.autodiff(cgcx, autodiff, config).unwrap_or_else(|e| e.raise()) };
} }
// We are adding a single work item, so the cost doesn't matter. // We are adding a single work item, so the cost doesn't matter.
vec![(WorkItem::LTO(module), 0)] vec![(WorkItem::LTO(module), 0)]

View file

@ -759,7 +759,7 @@ fn test_unstable_options_tracking_hash() {
tracked!(allow_features, Some(vec![String::from("lang_items")])); tracked!(allow_features, Some(vec![String::from("lang_items")]));
tracked!(always_encode_mir, true); tracked!(always_encode_mir, true);
tracked!(assume_incomplete_release, true); tracked!(assume_incomplete_release, true);
tracked!(autodiff, vec![AutoDiff::Print]); tracked!(autodiff, vec![AutoDiff::Enable]);
tracked!(binary_dep_depinfo, true); tracked!(binary_dep_depinfo, true);
tracked!(box_noalias, false); tracked!(box_noalias, false);
tracked!( tracked!(

View file

@ -198,33 +198,26 @@ pub enum CoverageLevel {
/// The different settings that the `-Z autodiff` flag can have. /// The different settings that the `-Z autodiff` flag can have.
#[derive(Clone, Copy, PartialEq, Hash, Debug)] #[derive(Clone, Copy, PartialEq, Hash, Debug)]
pub enum AutoDiff { pub enum AutoDiff {
/// Enable the autodiff opt pipeline
Enable,
/// Print TypeAnalysis information /// Print TypeAnalysis information
PrintTA, PrintTA,
/// Print ActivityAnalysis Information /// Print ActivityAnalysis Information
PrintAA, PrintAA,
/// Print Performance Warnings from Enzyme /// Print Performance Warnings from Enzyme
PrintPerf, PrintPerf,
/// Combines the three print flags above. /// Print intermediate IR generation steps
Print, PrintSteps,
/// Print the whole module, before running opts. /// Print the whole module, before running opts.
PrintModBefore, PrintModBefore,
/// Print the whole module just before we pass it to Enzyme.
/// For Debug purpose, prefer the OPT flag below
PrintModAfterOpts,
/// Print the module after Enzyme differentiated everything. /// Print the module after Enzyme differentiated everything.
PrintModAfterEnzyme, PrintModAfter,
/// Enzyme's loose type debug helper (can cause incorrect gradients) /// Enzyme's loose type debug helper (can cause incorrect gradients!!)
/// Usable in cases where Enzyme errors with `can not deduce type of X`.
LooseTypes, LooseTypes,
/// Runs Enzyme's aggressive inlining
/// More flags
NoModOptAfter,
/// Tell Enzyme to run LLVM Opts on each function it generated. By default off,
/// since we already optimize the whole module after Enzyme is done.
EnableFncOpt,
NoVecUnroll,
RuntimeActivity,
/// Runs Enzyme specific Inlining
Inline, Inline,
} }

View file

@ -707,7 +707,7 @@ mod desc {
pub(crate) const parse_list: &str = "a space-separated list of strings"; pub(crate) const parse_list: &str = "a space-separated list of strings";
pub(crate) const parse_list_with_polarity: &str = pub(crate) const parse_list_with_polarity: &str =
"a comma-separated list of strings, with elements beginning with + or -"; "a comma-separated list of strings, with elements beginning with + or -";
pub(crate) const parse_autodiff: &str = "a comma separated list of settings: `Print`, `PrintTA`, `PrintAA`, `PrintPerf`, `PrintModBefore`, `PrintModAfterOpts`, `PrintModAfterEnzyme`, `LooseTypes`, `NoModOptAfter`, `EnableFncOpt`, `NoVecUnroll`, `Inline`"; pub(crate) const parse_autodiff: &str = "a comma separated list of settings: `Enable`, `PrintSteps`, `PrintTA`, `PrintAA`, `PrintPerf`, `PrintModBefore`, `PrintModAfter`, `LooseTypes`, `Inline`";
pub(crate) const parse_comma_list: &str = "a comma-separated list of strings"; pub(crate) const parse_comma_list: &str = "a comma-separated list of strings";
pub(crate) const parse_opt_comma_list: &str = parse_comma_list; pub(crate) const parse_opt_comma_list: &str = parse_comma_list;
pub(crate) const parse_number: &str = "a number"; pub(crate) const parse_number: &str = "a number";
@ -1348,17 +1348,14 @@ pub mod parse {
v.sort_unstable(); v.sort_unstable();
for &val in v.iter() { for &val in v.iter() {
let variant = match val { let variant = match val {
"Enable" => AutoDiff::Enable,
"PrintTA" => AutoDiff::PrintTA, "PrintTA" => AutoDiff::PrintTA,
"PrintAA" => AutoDiff::PrintAA, "PrintAA" => AutoDiff::PrintAA,
"PrintPerf" => AutoDiff::PrintPerf, "PrintPerf" => AutoDiff::PrintPerf,
"Print" => AutoDiff::Print, "PrintSteps" => AutoDiff::PrintSteps,
"PrintModBefore" => AutoDiff::PrintModBefore, "PrintModBefore" => AutoDiff::PrintModBefore,
"PrintModAfterOpts" => AutoDiff::PrintModAfterOpts, "PrintModAfter" => AutoDiff::PrintModAfter,
"PrintModAfterEnzyme" => AutoDiff::PrintModAfterEnzyme,
"LooseTypes" => AutoDiff::LooseTypes, "LooseTypes" => AutoDiff::LooseTypes,
"NoModOptAfter" => AutoDiff::NoModOptAfter,
"EnableFncOpt" => AutoDiff::EnableFncOpt,
"NoVecUnroll" => AutoDiff::NoVecUnroll,
"Inline" => AutoDiff::Inline, "Inline" => AutoDiff::Inline,
_ => { _ => {
// FIXME(ZuseZ4): print an error saying which value is not recognized // FIXME(ZuseZ4): print an error saying which value is not recognized
@ -2081,19 +2078,17 @@ options! {
assume_incomplete_release: bool = (false, parse_bool, [TRACKED], assume_incomplete_release: bool = (false, parse_bool, [TRACKED],
"make cfg(version) treat the current version as incomplete (default: no)"), "make cfg(version) treat the current version as incomplete (default: no)"),
autodiff: Vec<crate::config::AutoDiff> = (Vec::new(), parse_autodiff, [TRACKED], autodiff: Vec<crate::config::AutoDiff> = (Vec::new(), parse_autodiff, [TRACKED],
"a list of optional autodiff flags to enable "a list of autodiff flags to enable
Mandatory setting:
`=Enable`
Optional extra settings: Optional extra settings:
`=PrintTA` `=PrintTA`
`=PrintAA` `=PrintAA`
`=PrintPerf` `=PrintPerf`
`=Print` `=PrintSteps`
`=PrintModBefore` `=PrintModBefore`
`=PrintModAfterOpts` `=PrintModAfter`
`=PrintModAfterEnzyme`
`=LooseTypes` `=LooseTypes`
`=NoModOptAfter`
`=EnableFncOpt`
`=NoVecUnroll`
`=Inline` `=Inline`
Multiple options can be combined with commas."), Multiple options can be combined with commas."),
#[rustc_lint_opt_deny_field_access("use `Session::binary_dep_depinfo` instead of this field")] #[rustc_lint_opt_deny_field_access("use `Session::binary_dep_depinfo` instead of this field")]

View file

@ -8,16 +8,13 @@ This feature allows you to differentiate functions using automatic differentiati
Set the `-Zautodiff=<options>` compiler flag to adjust the behaviour of the autodiff feature. Set the `-Zautodiff=<options>` compiler flag to adjust the behaviour of the autodiff feature.
Multiple options can be separated with a comma. Valid options are: Multiple options can be separated with a comma. Valid options are:
`Enable` - Required flag to enable autodiff
`PrintTA` - print Type Analysis Information `PrintTA` - print Type Analysis Information
`PrintAA` - print Activity Analysis Information `PrintAA` - print Activity Analysis Information
`PrintPerf` - print Performance Warnings from Enzyme `PrintPerf` - print Performance Warnings from Enzyme
`Print` - prints all intermediate transformations `PrintSteps` - prints all intermediate transformations
`PrintModBefore` - print the whole module, before running opts `PrintModBefore` - print the whole module, before running opts
`PrintModAfterOpts` - print the whole module just before we pass it to Enzyme `PrintModAfter` - print the module after Enzyme differentiated everything
`PrintModAfterEnzyme` - print the module after Enzyme differentiated everything
`LooseTypes` - Enzyme's loose type debug helper (can cause incorrect gradients) `LooseTypes` - Enzyme's loose type debug helper (can cause incorrect gradients)
`Inline` - runs Enzyme specific Inlining `Inline` - runs Enzyme specific Inlining
`NoModOptAfter` - do not optimize the module after Enzyme is done
`EnableFncOpt` - tell Enzyme to run LLVM Opts on each function it generated
`NoVecUnroll` - do not unroll vectorized loops
`RuntimeActivity` - allow specifying activity at runtime `RuntimeActivity` - allow specifying activity at runtime

View file

@ -1,4 +1,4 @@
//@ compile-flags: -C opt-level=3 -Clto=fat //@ compile-flags: -Zautodiff=Enable -C opt-level=3 -Clto=fat
//@ no-prefer-dynamic //@ no-prefer-dynamic
//@ needs-enzyme //@ needs-enzyme
#![feature(autodiff)] #![feature(autodiff)]