-
Notifications
You must be signed in to change notification settings - Fork 12k
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Revert "[mlir][math] Implement alternative decomposition for tanh (#8… #85429
Merged
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
@llvm/pr-subscribers-mlir-math @llvm/pr-subscribers-mlir Author: None (srcarroll) Changes…5025)" This reverts commit 58ef9be. Full diff: https://github.com/llvm/llvm-project/pull/85429.diff 2 Files Affected:
diff --git a/mlir/lib/Dialect/Math/Transforms/ExpandPatterns.cpp b/mlir/lib/Dialect/Math/Transforms/ExpandPatterns.cpp
index 1750171b81a10e..989a3e5536ec66 100644
--- a/mlir/lib/Dialect/Math/Transforms/ExpandPatterns.cpp
+++ b/mlir/lib/Dialect/Math/Transforms/ExpandPatterns.cpp
@@ -91,40 +91,34 @@ static LogicalResult convertCoshOp(math::CoshOp op, PatternRewriter &rewriter) {
}
/// Expands tanh op into
-/// 1-exp^{-2x} / 1+exp^{-2x}
-/// To avoid overflow we exploit the reflection symmetry `tanh(-x) = -tanh(x)`.
-/// We compute a "signs" value which is -1 if input is negative and +1 if input
-/// is positive. Then multiply the input by this value, guaranteeing that the
-/// result is positive, which also guarantees `exp^{-2x * sign(x)}` is in (0,
-/// 1]. Expand the computation on the input `x * sign(x)`, then multiply the
-/// result by `sign(x)` to retain sign of the real result.
+/// 1) 1-exp^{-2x} / 1+exp^{-2x}, if x => 0
+/// 2) exp^{2x}-1 / exp^{2x}+1 , if x < 0
static LogicalResult convertTanhOp(math::TanhOp op, PatternRewriter &rewriter) {
auto floatType = op.getOperand().getType();
Location loc = op.getLoc();
- Value zero = createFloatConst(loc, floatType, 0.0, rewriter);
Value one = createFloatConst(loc, floatType, 1.0, rewriter);
- Value negTwo = createFloatConst(loc, floatType, -2.0, rewriter);
-
- // Compute sign(x) = cast<float_type>(x < 0) * (-2) + 1
- Value sign = rewriter.create<arith::CmpFOp>(loc, arith::CmpFPredicate::OLT,
- op.getOperand(), zero);
- sign = rewriter.create<arith::SIToFPOp>(loc, floatType, sign);
- sign = rewriter.create<arith::MulFOp>(loc, sign, negTwo);
- sign = rewriter.create<arith::AddFOp>(loc, sign, one);
+ Value two = createFloatConst(loc, floatType, 2.0, rewriter);
+ Value doubledX = rewriter.create<arith::MulFOp>(loc, op.getOperand(), two);
- // Normalize input to positive value: y = sign(x) * x
- Value positiveX = rewriter.create<arith::MulFOp>(loc, sign, op.getOperand());
-
- // Decompose on normalized input
- Value negDoubledX = rewriter.create<arith::MulFOp>(loc, negTwo, positiveX);
+ // Case 1: tanh(x) = 1-exp^{-2x} / 1+exp^{-2x}
+ Value negDoubledX = rewriter.create<arith::NegFOp>(loc, doubledX);
Value exp2x = rewriter.create<math::ExpOp>(loc, negDoubledX);
Value dividend = rewriter.create<arith::SubFOp>(loc, one, exp2x);
Value divisor = rewriter.create<arith::AddFOp>(loc, one, exp2x);
Value positiveRes = rewriter.create<arith::DivFOp>(loc, dividend, divisor);
- // Multiply result by sign(x) to retain signs from negative inputs
- rewriter.replaceOpWithNewOp<arith::MulFOp>(op, sign, positiveRes);
+ // Case 2: tanh(x) = exp^{2x}-1 / exp^{2x}+1
+ exp2x = rewriter.create<math::ExpOp>(loc, doubledX);
+ dividend = rewriter.create<arith::SubFOp>(loc, exp2x, one);
+ divisor = rewriter.create<arith::AddFOp>(loc, exp2x, one);
+ Value negativeRes = rewriter.create<arith::DivFOp>(loc, dividend, divisor);
+ // tanh(x) = x >= 0 ? positiveRes : negativeRes
+ Value zero = createFloatConst(loc, floatType, 0.0, rewriter);
+ Value cmpRes = rewriter.create<arith::CmpFOp>(loc, arith::CmpFPredicate::OGE,
+ op.getOperand(), zero);
+ rewriter.replaceOpWithNewOp<arith::SelectOp>(op, cmpRes, positiveRes,
+ negativeRes);
return success();
}
diff --git a/mlir/test/Dialect/Math/expand-math.mlir b/mlir/test/Dialect/Math/expand-math.mlir
index 86ee5c8620472b..6ee65b085dad1b 100644
--- a/mlir/test/Dialect/Math/expand-math.mlir
+++ b/mlir/test/Dialect/Math/expand-math.mlir
@@ -7,18 +7,19 @@ func.func @tanh(%arg: f32) -> f32 {
}
// CHECK-DAG: %[[ZERO:.+]] = arith.constant 0.000000e+00 : f32
// CHECK-DAG: %[[ONE:.+]] = arith.constant 1.000000e+00 : f32
-// CHECK-DAG: %[[TWO:.+]] = arith.constant -2.000000e+00 : f32
-// CHECK: %[[VAL0:.+]] = arith.cmpf olt, %arg0, %[[ZERO]] : f32
-// CHECK: %[[VAL1:.+]] = arith.sitofp %[[VAL0]] : i1 to f32
-// CHECK: %[[VAL2:.+]] = arith.mulf %[[VAL1]], %[[TWO]] : f32
-// CHECK: %[[SIGN:.+]] = arith.addf %[[VAL2]], %[[ONE]] : f32
-// CHECK: %[[POSX:.+]] = arith.mulf %[[SIGN]], %arg0 : f32
-// CHECK: %[[NEGDOUBLEDX:.+]] = arith.mulf %[[POSX]], %[[TWO]] : f32
+// CHECK-DAG: %[[TWO:.+]] = arith.constant 2.000000e+00 : f32
+// CHECK: %[[DOUBLEDX:.+]] = arith.mulf %arg0, %[[TWO]] : f32
+// CHECK: %[[NEGDOUBLEDX:.+]] = arith.negf %[[DOUBLEDX]] : f32
// CHECK: %[[EXP1:.+]] = math.exp %[[NEGDOUBLEDX]] : f32
// CHECK: %[[DIVIDEND1:.+]] = arith.subf %[[ONE]], %[[EXP1]] : f32
// CHECK: %[[DIVISOR1:.+]] = arith.addf %[[EXP1]], %[[ONE]] : f32
-// CHECK: %[[POSRES:.+]] = arith.divf %[[DIVIDEND1]], %[[DIVISOR1]] : f32
-// CHECK: %[[RESULT:.+]] = arith.mulf %[[SIGN]], %[[POSRES]] : f32
+// CHECK: %[[RES1:.+]] = arith.divf %[[DIVIDEND1]], %[[DIVISOR1]] : f32
+// CHECK: %[[EXP2:.+]] = math.exp %[[DOUBLEDX]] : f32
+// CHECK: %[[DIVIDEND2:.+]] = arith.subf %[[EXP2]], %[[ONE]] : f32
+// CHECK: %[[DIVISOR2:.+]] = arith.addf %[[EXP2]], %[[ONE]] : f32
+// CHECK: %[[RES2:.+]] = arith.divf %[[DIVIDEND2]], %[[DIVISOR2]] : f32
+// CHECK: %[[COND:.+]] = arith.cmpf oge, %arg0, %[[ZERO]] : f32
+// CHECK: %[[RESULT:.+]] = arith.select %[[COND]], %[[RES1]], %[[RES2]] : f32
// CHECK: return %[[RESULT]]
// -----
|
makslevental
approved these changes
Mar 15, 2024
Not sure if you have commit access? but you don't need reviews for reverts. |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
…5025)"
This reverts commit 58ef9be.
There is a bool to float casting issue that needs to be sorted out to make sure this is target independent