update autodiff flags
This commit is contained in:
parent
161a4bf6ff
commit
e2d250c3f6
11 changed files with 204 additions and 76 deletions
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@ -1,3 +1,4 @@
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codegen_llvm_autodiff_without_enable = using the autodiff feature requires -Z autodiff=Enable
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codegen_llvm_autodiff_without_lto = using the autodiff feature requires using fat-lto
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codegen_llvm_copy_bitcode = failed to copy bitcode to object file: {$err}
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@ -586,6 +586,42 @@ fn thin_lto(
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}
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}
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fn enable_autodiff_settings(ad: &[config::AutoDiff], module: &mut ModuleCodegen<ModuleLlvm>) {
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for &val in ad {
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match val {
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config::AutoDiff::PrintModBefore => {
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unsafe { llvm::LLVMDumpModule(module.module_llvm.llmod()) };
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}
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config::AutoDiff::PrintPerf => {
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llvm::set_print_perf(true);
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}
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config::AutoDiff::PrintAA => {
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llvm::set_print_activity(true);
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}
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config::AutoDiff::PrintTA => {
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llvm::set_print_type(true);
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}
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config::AutoDiff::Inline => {
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llvm::set_inline(true);
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}
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config::AutoDiff::LooseTypes => {
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llvm::set_loose_types(false);
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}
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config::AutoDiff::PrintSteps => {
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llvm::set_print(true);
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}
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// We handle this below
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config::AutoDiff::PrintModAfter => {}
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// This is required and already checked
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config::AutoDiff::Enable => {}
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}
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}
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// This helps with handling enums for now.
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llvm::set_strict_aliasing(false);
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// FIXME(ZuseZ4): Test this, since it was added a long time ago.
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llvm::set_rust_rules(true);
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}
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pub(crate) fn run_pass_manager(
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cgcx: &CodegenContext<LlvmCodegenBackend>,
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dcx: DiagCtxtHandle<'_>,
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@ -604,34 +640,37 @@ pub(crate) fn run_pass_manager(
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let opt_stage = if thin { llvm::OptStage::ThinLTO } else { llvm::OptStage::FatLTO };
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let opt_level = config.opt_level.unwrap_or(config::OptLevel::No);
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// If this rustc version was build with enzyme/autodiff enabled, and if users applied the
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// `#[autodiff]` macro at least once, then we will later call llvm_optimize a second time.
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debug!("running llvm pm opt pipeline");
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// The PostAD behavior is the same that we would have if no autodiff was used.
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// It will run the default optimization pipeline. If AD is enabled we select
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// the DuringAD stage, which will disable vectorization and loop unrolling, and
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// schedule two autodiff optimization + differentiation passes.
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// We then run the llvm_optimize function a second time, to optimize the code which we generated
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// in the enzyme differentiation pass.
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let enable_ad = config.autodiff.contains(&config::AutoDiff::Enable);
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let stage =
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if enable_ad { write::AutodiffStage::DuringAD } else { write::AutodiffStage::PostAD };
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if enable_ad {
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enable_autodiff_settings(&config.autodiff, module);
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}
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unsafe {
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write::llvm_optimize(
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cgcx,
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dcx,
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module,
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config,
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opt_level,
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opt_stage,
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write::AutodiffStage::DuringAD,
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)?;
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write::llvm_optimize(cgcx, dcx, module, config, opt_level, opt_stage, stage)?;
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}
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// FIXME(ZuseZ4): Make this more granular
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if cfg!(llvm_enzyme) && !thin {
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if cfg!(llvm_enzyme) && enable_ad {
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let opt_stage = llvm::OptStage::FatLTO;
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let stage = write::AutodiffStage::PostAD;
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unsafe {
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write::llvm_optimize(
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cgcx,
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dcx,
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module,
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config,
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opt_level,
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llvm::OptStage::FatLTO,
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write::AutodiffStage::PostAD,
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)?;
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write::llvm_optimize(cgcx, dcx, module, config, opt_level, opt_stage, stage)?;
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}
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// This is the final IR, so people should be able to inspect the optimized autodiff output.
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if config.autodiff.contains(&config::AutoDiff::PrintModAfter) {
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unsafe { llvm::LLVMDumpModule(module.module_llvm.llmod()) };
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}
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}
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debug!("lto done");
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Ok(())
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}
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@ -10,7 +10,7 @@ use crate::back::write::llvm_err;
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use crate::builder::SBuilder;
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use crate::context::SimpleCx;
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use crate::declare::declare_simple_fn;
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use crate::errors::LlvmError;
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use crate::errors::{AutoDiffWithoutEnable, LlvmError};
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use crate::llvm::AttributePlace::Function;
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use crate::llvm::{Metadata, True};
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use crate::value::Value;
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@ -46,9 +46,6 @@ fn generate_enzyme_call<'ll>(
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let output = attrs.ret_activity;
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// We have to pick the name depending on whether we want forward or reverse mode autodiff.
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// FIXME(ZuseZ4): The new pass based approach should not need the {Forward/Reverse}First method anymore, since
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// it will handle higher-order derivatives correctly automatically (in theory). Currently
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// higher-order derivatives fail, so we should debug that before adjusting this code.
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let mut ad_name: String = match attrs.mode {
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DiffMode::Forward => "__enzyme_fwddiff",
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DiffMode::Reverse => "__enzyme_autodiff",
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@ -291,6 +288,14 @@ pub(crate) fn differentiate<'ll>(
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let diag_handler = cgcx.create_dcx();
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let cx = SimpleCx { llmod: module.module_llvm.llmod(), llcx: module.module_llvm.llcx };
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// First of all, did the user try to use autodiff without using the -Zautodiff=Enable flag?
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if !diff_items.is_empty()
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&& !cgcx.opts.unstable_opts.autodiff.contains(&rustc_session::config::AutoDiff::Enable)
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{
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let dcx = cgcx.create_dcx();
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return Err(dcx.handle().emit_almost_fatal(AutoDiffWithoutEnable));
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}
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// Before dumping the module, we want all the TypeTrees to become part of the module.
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for item in diff_items.iter() {
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let name = item.source.clone();
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@ -92,9 +92,12 @@ impl<G: EmissionGuarantee> Diagnostic<'_, G> for ParseTargetMachineConfig<'_> {
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#[derive(Diagnostic)]
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#[diag(codegen_llvm_autodiff_without_lto)]
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#[note]
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pub(crate) struct AutoDiffWithoutLTO;
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#[derive(Diagnostic)]
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#[diag(codegen_llvm_autodiff_without_enable)]
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pub(crate) struct AutoDiffWithoutEnable;
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#[derive(Diagnostic)]
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#[diag(codegen_llvm_lto_disallowed)]
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pub(crate) struct LtoDisallowed;
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@ -35,3 +35,97 @@ pub enum LLVMRustVerifierFailureAction {
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LLVMPrintMessageAction = 1,
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LLVMReturnStatusAction = 2,
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}
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#[cfg(llvm_enzyme)]
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pub use self::Enzyme_AD::*;
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#[cfg(llvm_enzyme)]
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pub mod Enzyme_AD {
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use libc::c_void;
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extern "C" {
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pub fn EnzymeSetCLBool(arg1: *mut ::std::os::raw::c_void, arg2: u8);
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}
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extern "C" {
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static mut EnzymePrintPerf: c_void;
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static mut EnzymePrintActivity: c_void;
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static mut EnzymePrintType: c_void;
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static mut EnzymePrint: c_void;
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static mut EnzymeStrictAliasing: c_void;
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static mut looseTypeAnalysis: c_void;
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static mut EnzymeInline: c_void;
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static mut RustTypeRules: c_void;
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}
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pub fn set_print_perf(print: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrintPerf), print as u8);
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}
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}
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pub fn set_print_activity(print: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrintActivity), print as u8);
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}
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}
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pub fn set_print_type(print: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrintType), print as u8);
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}
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}
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pub fn set_print(print: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymePrint), print as u8);
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}
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}
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pub fn set_strict_aliasing(strict: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymeStrictAliasing), strict as u8);
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}
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}
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pub fn set_loose_types(loose: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(looseTypeAnalysis), loose as u8);
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}
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}
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pub fn set_inline(val: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(EnzymeInline), val as u8);
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}
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}
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pub fn set_rust_rules(val: bool) {
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unsafe {
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EnzymeSetCLBool(std::ptr::addr_of_mut!(RustTypeRules), val as u8);
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}
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}
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}
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#[cfg(not(llvm_enzyme))]
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pub use self::Fallback_AD::*;
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#[cfg(not(llvm_enzyme))]
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pub mod Fallback_AD {
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#![allow(unused_variables)]
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pub fn set_inline(val: bool) {
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unimplemented!()
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}
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pub fn set_print_perf(print: bool) {
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unimplemented!()
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}
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pub fn set_print_activity(print: bool) {
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unimplemented!()
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}
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pub fn set_print_type(print: bool) {
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unimplemented!()
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}
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pub fn set_print(print: bool) {
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unimplemented!()
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}
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pub fn set_strict_aliasing(strict: bool) {
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unimplemented!()
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}
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pub fn set_loose_types(loose: bool) {
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unimplemented!()
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}
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pub fn set_rust_rules(val: bool) {
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unimplemented!()
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}
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}
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@ -405,7 +405,8 @@ fn generate_lto_work<B: ExtraBackendMethods>(
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B::run_fat_lto(cgcx, needs_fat_lto, import_only_modules).unwrap_or_else(|e| e.raise());
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if cgcx.lto == Lto::Fat && !autodiff.is_empty() {
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let config = cgcx.config(ModuleKind::Regular);
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module = unsafe { module.autodiff(cgcx, autodiff, config).unwrap() };
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module =
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unsafe { module.autodiff(cgcx, autodiff, config).unwrap_or_else(|e| e.raise()) };
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}
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// We are adding a single work item, so the cost doesn't matter.
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vec![(WorkItem::LTO(module), 0)]
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@ -759,7 +759,7 @@ fn test_unstable_options_tracking_hash() {
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tracked!(allow_features, Some(vec![String::from("lang_items")]));
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tracked!(always_encode_mir, true);
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tracked!(assume_incomplete_release, true);
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tracked!(autodiff, vec![AutoDiff::Print]);
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tracked!(autodiff, vec![AutoDiff::Enable]);
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tracked!(binary_dep_depinfo, true);
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tracked!(box_noalias, false);
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tracked!(
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@ -198,33 +198,26 @@ pub enum CoverageLevel {
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/// The different settings that the `-Z autodiff` flag can have.
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#[derive(Clone, Copy, PartialEq, Hash, Debug)]
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pub enum AutoDiff {
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/// Enable the autodiff opt pipeline
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Enable,
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/// Print TypeAnalysis information
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PrintTA,
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/// Print ActivityAnalysis Information
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PrintAA,
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/// Print Performance Warnings from Enzyme
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PrintPerf,
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/// Combines the three print flags above.
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Print,
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/// Print intermediate IR generation steps
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PrintSteps,
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/// Print the whole module, before running opts.
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PrintModBefore,
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/// Print the whole module just before we pass it to Enzyme.
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/// For Debug purpose, prefer the OPT flag below
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PrintModAfterOpts,
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/// Print the module after Enzyme differentiated everything.
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PrintModAfterEnzyme,
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PrintModAfter,
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/// Enzyme's loose type debug helper (can cause incorrect gradients)
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/// Enzyme's loose type debug helper (can cause incorrect gradients!!)
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/// Usable in cases where Enzyme errors with `can not deduce type of X`.
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LooseTypes,
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/// More flags
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NoModOptAfter,
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/// Tell Enzyme to run LLVM Opts on each function it generated. By default off,
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/// since we already optimize the whole module after Enzyme is done.
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EnableFncOpt,
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NoVecUnroll,
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RuntimeActivity,
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/// Runs Enzyme specific Inlining
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/// Runs Enzyme's aggressive inlining
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Inline,
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}
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@ -707,7 +707,7 @@ mod desc {
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pub(crate) const parse_list: &str = "a space-separated list of strings";
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pub(crate) const parse_list_with_polarity: &str =
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"a comma-separated list of strings, with elements beginning with + or -";
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pub(crate) const parse_autodiff: &str = "a comma separated list of settings: `Print`, `PrintTA`, `PrintAA`, `PrintPerf`, `PrintModBefore`, `PrintModAfterOpts`, `PrintModAfterEnzyme`, `LooseTypes`, `NoModOptAfter`, `EnableFncOpt`, `NoVecUnroll`, `Inline`";
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pub(crate) const parse_autodiff: &str = "a comma separated list of settings: `Enable`, `PrintSteps`, `PrintTA`, `PrintAA`, `PrintPerf`, `PrintModBefore`, `PrintModAfter`, `LooseTypes`, `Inline`";
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pub(crate) const parse_comma_list: &str = "a comma-separated list of strings";
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pub(crate) const parse_opt_comma_list: &str = parse_comma_list;
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pub(crate) const parse_number: &str = "a number";
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@ -1348,17 +1348,14 @@ pub mod parse {
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v.sort_unstable();
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for &val in v.iter() {
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let variant = match val {
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"Enable" => AutoDiff::Enable,
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"PrintTA" => AutoDiff::PrintTA,
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"PrintAA" => AutoDiff::PrintAA,
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"PrintPerf" => AutoDiff::PrintPerf,
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"Print" => AutoDiff::Print,
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"PrintSteps" => AutoDiff::PrintSteps,
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"PrintModBefore" => AutoDiff::PrintModBefore,
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"PrintModAfterOpts" => AutoDiff::PrintModAfterOpts,
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"PrintModAfterEnzyme" => AutoDiff::PrintModAfterEnzyme,
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"PrintModAfter" => AutoDiff::PrintModAfter,
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"LooseTypes" => AutoDiff::LooseTypes,
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"NoModOptAfter" => AutoDiff::NoModOptAfter,
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"EnableFncOpt" => AutoDiff::EnableFncOpt,
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"NoVecUnroll" => AutoDiff::NoVecUnroll,
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"Inline" => AutoDiff::Inline,
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_ => {
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// FIXME(ZuseZ4): print an error saying which value is not recognized
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@ -2081,19 +2078,17 @@ options! {
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assume_incomplete_release: bool = (false, parse_bool, [TRACKED],
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"make cfg(version) treat the current version as incomplete (default: no)"),
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autodiff: Vec<crate::config::AutoDiff> = (Vec::new(), parse_autodiff, [TRACKED],
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"a list of optional autodiff flags to enable
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"a list of autodiff flags to enable
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Mandatory setting:
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`=Enable`
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Optional extra settings:
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`=PrintTA`
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`=PrintAA`
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`=PrintPerf`
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`=Print`
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`=PrintSteps`
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`=PrintModBefore`
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`=PrintModAfterOpts`
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`=PrintModAfterEnzyme`
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`=PrintModAfter`
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`=LooseTypes`
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`=NoModOptAfter`
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`=EnableFncOpt`
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`=NoVecUnroll`
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`=Inline`
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Multiple options can be combined with commas."),
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#[rustc_lint_opt_deny_field_access("use `Session::binary_dep_depinfo` instead of this field")]
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@ -8,16 +8,13 @@ This feature allows you to differentiate functions using automatic differentiati
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Set the `-Zautodiff=<options>` compiler flag to adjust the behaviour of the autodiff feature.
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Multiple options can be separated with a comma. Valid options are:
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`Enable` - Required flag to enable autodiff
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`PrintTA` - print Type Analysis Information
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`PrintAA` - print Activity Analysis Information
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`PrintPerf` - print Performance Warnings from Enzyme
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`Print` - prints all intermediate transformations
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`PrintSteps` - prints all intermediate transformations
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`PrintModBefore` - print the whole module, before running opts
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`PrintModAfterOpts` - print the whole module just before we pass it to Enzyme
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`PrintModAfterEnzyme` - print the module after Enzyme differentiated everything
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`PrintModAfter` - print the module after Enzyme differentiated everything
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`LooseTypes` - Enzyme's loose type debug helper (can cause incorrect gradients)
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`Inline` - runs Enzyme specific Inlining
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`NoModOptAfter` - do not optimize the module after Enzyme is done
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`EnableFncOpt` - tell Enzyme to run LLVM Opts on each function it generated
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`NoVecUnroll` - do not unroll vectorized loops
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`RuntimeActivity` - allow specifying activity at runtime
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@ -1,4 +1,4 @@
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//@ compile-flags: -C opt-level=3 -Clto=fat
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//@ compile-flags: -Zautodiff=Enable -C opt-level=3 -Clto=fat
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//@ no-prefer-dynamic
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//@ needs-enzyme
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#![feature(autodiff)]
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