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129 changes: 115 additions & 14 deletions enzyme/Enzyme/MLIR/Dialect/Ops.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -6,34 +6,22 @@
//===----------------------------------------------------------------------===//

#include "Ops.h"
#include "Dialect.h"
#include "Interfaces/AutoDiffTypeInterface.h"
#include "mlir/Dialect/Arith/IR/Arith.h"
#include "mlir/Dialect/LLVMIR/LLVMDialect.h"
#include "mlir/Dialect/LLVMIR/LLVMTypes.h"
#include "mlir/IR/AffineExpr.h"
#include "mlir/IR/Builders.h"
#include "mlir/IR/Matchers.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/IR/Value.h"
#include "mlir/Interfaces/ControlFlowInterfaces.h"
#include "mlir/Interfaces/MemorySlotInterfaces.h"
#include "mlir/Interfaces/SideEffectInterfaces.h"

#include "mlir/Dialect/Affine/IR/AffineOps.h"
#include "mlir/Dialect/Arith/Utils/Utils.h"
#include "mlir/Dialect/Func/IR/FuncOps.h"
#include "mlir/Dialect/MemRef/IR/MemRef.h"
#include "mlir/Dialect/OpenMP/OpenMPDialect.h"
#include "mlir/Dialect/SCF/IR/SCF.h"
#include "mlir/IR/IRMapping.h"
#include "mlir/IR/IntegerSet.h"

#include "llvm/ADT/STLExtras.h"
#include "llvm/ADT/SetVector.h"
#include "llvm/ADT/SmallVector.h"
#include "llvm/Support/Debug.h"

#include "llvm/ADT/TypeSwitch.h"
#include "llvm/Support/ErrorHandling.h"
#include "llvm/Support/LogicalResult.h"

Expand Down Expand Up @@ -187,6 +175,119 @@ static inline bool isMutable(Type type) {
return false;
}

/**
*
* Modifies input activites for the FwdDiffOp
* The activity promotion flow is as follows
* (depending on variable use):
*
* -----> enzyme_dupnoneed
* / /
* enzyme_dup /
* \ v
* ------> enzyme_const
*
*/
class FwdInpOpt final : public OpRewritePattern<ForwardDiffOp> {
public:
using OpRewritePattern<ForwardDiffOp>::OpRewritePattern;

LogicalResult matchAndRewrite(ForwardDiffOp uop,
PatternRewriter &rewriter) const override {

if (uop.getOutputs().size() == 0)
return failure();

auto inActivity = uop.getActivity();

auto in_idx = 0;
SmallVector<mlir::Value, 2> in_args;
SmallVector<ActivityAttr, 2> newInActivityArgs;
bool changed = false;
for (auto [idx, act] : llvm::enumerate(inActivity)) {
auto iattr = cast<ActivityAttr>(act);
auto val = iattr.getValue();

// Forward mode Input activities can only take values {dup, dupnoneed,
// const }

mlir::Value inp = uop.getInputs()[in_idx];

switch (val) {

case mlir::enzyme::Activity::enzyme_const:
in_args.push_back(inp);
newInActivityArgs.push_back(iattr);
break;

case Activity::enzyme_dupnoneed: {
// always pass in primal
in_args.push_back(inp);
in_idx++;

// selectively push or skip directional derivative
inp = uop.getInputs()[in_idx];
auto ET = inp.getType();
auto ETintf = dyn_cast<AutoDiffTypeInterface>(ET);

if (ETintf && !isMutable(ET) && ETintf.isZero(inp).succeeded()) {
// skip and promote to const
auto new_const = mlir::enzyme::ActivityAttr::get(
rewriter.getContext(), mlir::enzyme::Activity::enzyme_const);
newInActivityArgs.push_back(new_const);
changed = true;
} else {
// push derivative value
in_args.push_back(inp);
newInActivityArgs.push_back(iattr);
}
break;
}

case Activity::enzyme_dup: {
// always pass in primal
in_args.push_back(inp);
in_idx++;

// selectively push or skip directional derivative
inp = uop.getInputs()[in_idx];
auto ET = inp.getType();
auto ETintf = dyn_cast<AutoDiffTypeInterface>(ET);

if (ETintf && !isMutable(ET) && ETintf.isZero(inp).succeeded()) {
// skip and promote to const
auto new_const = mlir::enzyme::ActivityAttr::get(
rewriter.getContext(), mlir::enzyme::Activity::enzyme_const);
newInActivityArgs.push_back(new_const);
changed = true;
} else {
// push derivative value
in_args.push_back(inp);
newInActivityArgs.push_back(iattr);
}
break;
}
default:
llvm_unreachable("unexpected input activity arg");
}

in_idx++;
}

if (!changed)
return failure();

// create the new op
ArrayAttr newInActivity =
ArrayAttr::get(rewriter.getContext(),
llvm::ArrayRef<Attribute>(newInActivityArgs.begin(),
newInActivityArgs.end()));
rewriter.replaceOpWithNewOp<ForwardDiffOp>(
uop, uop->getResultTypes(), uop.getFnAttr(), in_args, newInActivity,
uop.getRetActivityAttr(), uop.getWidthAttr(), uop.getStrongZeroAttr());
return success();
}
};
/**
*
* Modifies return activites for the FwdDiffOp
Expand Down Expand Up @@ -398,7 +499,7 @@ class FwdRetOpt final : public OpRewritePattern<ForwardDiffOp> {
void ForwardDiffOp::getCanonicalizationPatterns(RewritePatternSet &patterns,
MLIRContext *context) {

patterns.add<FwdRetOpt>(context);
patterns.add<FwdRetOpt, FwdInpOpt>(context);
}

LogicalResult AutoDiffOp::verifySymbolUses(SymbolTableCollection &symbolTable) {
Expand Down
11 changes: 10 additions & 1 deletion enzyme/test/MLIR/ForwardMode/canonicalize.mlir
Original file line number Diff line number Diff line change
Expand Up @@ -77,7 +77,16 @@ module {
// CHECK: enzyme.fwddiff @square(%arg0, %arg1) {{.*ret_activity = \[#enzyme<activity enzyme_constnoneed>\]}}
return %cst : f64
}


// -----

func.func @dsq7(%x : f64, %dx : f64) -> (f64,f64) {
%cst = arith.constant 0.0000e+00 : f64
%p, %r = enzyme.fwddiff @square(%x, %cst) { activity=[#enzyme<activity enzyme_dup>], ret_activity=[#enzyme<activity enzyme_dup>] } : (f64, f64) -> (f64, f64)
// CHECK: %{{.*}}:2 = enzyme.fwddiff @square(%arg0) {activity = [#enzyme<activity enzyme_const>], ret_activity = [#enzyme<activity enzyme_dup>]}
return %p, %r : f64, f64
}

// -----
// Greedy test
func.func @dsq5(%x : f64, %dx : f64) -> f64 {
Expand Down
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