diff --git a/mlir/lib/Dialect/Affine/Utils/Utils.cpp b/mlir/lib/Dialect/Affine/Utils/Utils.cpp
--- a/mlir/lib/Dialect/Affine/Utils/Utils.cpp
+++ b/mlir/lib/Dialect/Affine/Utils/Utils.cpp
@@ -561,31 +561,43 @@
   OpBuilder opBuilder(op);
   int64_t origLoopStep = op.getStep();
 
-  // Calculate upperBound for normalized loop.
-  SmallVector<Value, 4> ubOperands;
   AffineBound lb = op.getLowerBound();
+  AffineMap canonicalizedLbMap = lb.getMap();
+  SmallVector<Value, 4> origLbOperands;
+  llvm::append_range(origLbOperands, lb.getOperands());
+
   AffineBound ub = op.getUpperBound();
+  AffineMap canonicalizedUbMap = ub.getMap();
+  SmallVector<Value, 4> origUbOperands;
+  llvm::append_range(origUbOperands, ub.getOperands());
+
+  // Calculate upperBound for normalized loop.
+  SmallVector<Value, 4> ubOperands;
   ubOperands.reserve(ub.getNumOperands() + lb.getNumOperands());
-  AffineMap origLbMap = lb.getMap();
-  AffineMap origUbMap = ub.getMap();
+
+  // Make sure to canonicalize the original affine map beforehand.
+  canonicalizeMapAndOperands(&canonicalizedLbMap, &origLbOperands);
+  canonicalizeMapAndOperands(&canonicalizedUbMap, &origUbOperands);
 
   // Add dimension operands from upper/lower bound.
-  for (unsigned j = 0, e = origUbMap.getNumDims(); j < e; ++j)
+  for (unsigned j = 0, e = canonicalizedUbMap.getNumDims(); j < e; ++j)
     ubOperands.push_back(ub.getOperand(j));
-  for (unsigned j = 0, e = origLbMap.getNumDims(); j < e; ++j)
+  for (unsigned j = 0, e = canonicalizedLbMap.getNumDims(); j < e; ++j)
     ubOperands.push_back(lb.getOperand(j));
 
   // Add symbol operands from upper/lower bound.
-  for (unsigned j = 0, e = origUbMap.getNumSymbols(); j < e; ++j)
-    ubOperands.push_back(ub.getOperand(origUbMap.getNumDims() + j));
-  for (unsigned j = 0, e = origLbMap.getNumSymbols(); j < e; ++j)
-    ubOperands.push_back(lb.getOperand(origLbMap.getNumDims() + j));
+  for (unsigned j = 0, e = canonicalizedUbMap.getNumSymbols(); j < e; ++j)
+    ubOperands.push_back(ub.getOperand(canonicalizedUbMap.getNumDims() + j));
+  for (unsigned j = 0, e = canonicalizedLbMap.getNumSymbols(); j < e; ++j)
+    ubOperands.push_back(lb.getOperand(canonicalizedLbMap.getNumDims() + j));
 
   // Add original result expressions from lower/upper bound map.
-  SmallVector<AffineExpr, 1> origLbExprs(origLbMap.getResults().begin(),
-                                         origLbMap.getResults().end());
-  SmallVector<AffineExpr, 2> origUbExprs(origUbMap.getResults().begin(),
-                                         origUbMap.getResults().end());
+  SmallVector<AffineExpr, 1> origLbExprs(
+      canonicalizedLbMap.getResults().begin(),
+      canonicalizedLbMap.getResults().end());
+  SmallVector<AffineExpr, 2> origUbExprs(
+      canonicalizedUbMap.getResults().begin(),
+      canonicalizedUbMap.getResults().end());
   SmallVector<AffineExpr, 4> newUbExprs;
 
   // The original upperBound can have more than one result. For the new
@@ -605,14 +617,15 @@
 
   // Construct newUbMap.
   AffineMap newUbMap =
-      AffineMap::get(origLbMap.getNumDims() + origUbMap.getNumDims(),
-                     origLbMap.getNumSymbols() + origUbMap.getNumSymbols(),
+      AffineMap::get(
+      canonicalizedLbMap.getNumDims() + canonicalizedUbMap.getNumDims(),
+      canonicalizedLbMap.getNumSymbols() + canonicalizedUbMap.getNumSymbols(),
                      newUbExprs, opBuilder.getContext());
   canonicalizeMapAndOperands(&newUbMap, &ubOperands);
 
   SmallVector<Value, 4> lbOperands(lb.getOperands().begin(),
                                    lb.getOperands().begin() +
-                                       lb.getMap().getNumDims());
+                                       canonicalizedLbMap.getNumDims());
 
   // Normalize the loop.
   op.setUpperBound(ubOperands, newUbMap);
@@ -625,13 +638,13 @@
   // Add an extra dim operand for loopIV.
   lbOperands.push_back(op.getInductionVar());
   // Add symbol operands from lower bound.
-  for (unsigned j = 0, e = origLbMap.getNumSymbols(); j < e; ++j)
-    lbOperands.push_back(lb.getOperand(origLbMap.getNumDims() + j));
+  for (unsigned j = 0, e = canonicalizedLbMap.getNumSymbols(); j < e; ++j)
+    lbOperands.push_back(origLbOperands[canonicalizedLbMap.getNumDims() + j]);
 
-  AffineExpr origIVExpr = opBuilder.getAffineDimExpr(lb.getMap().getNumDims());
-  AffineExpr newIVExpr = origIVExpr * origLoopStep + origLbMap.getResult(0);
-  AffineMap ivMap = AffineMap::get(origLbMap.getNumDims() + 1,
-                                   origLbMap.getNumSymbols(), newIVExpr);
+  AffineExpr origIVExpr = opBuilder.getAffineDimExpr(canonicalizedLbMap.getNumDims());
+  AffineExpr newIVExpr = origIVExpr * origLoopStep + canonicalizedLbMap.getResult(0);
+  AffineMap ivMap = AffineMap::get(canonicalizedLbMap.getNumDims() + 1,
+                     canonicalizedLbMap.getNumSymbols(), newIVExpr);
   canonicalizeMapAndOperands(&ivMap, &lbOperands);
   Operation *newIV = opBuilder.create<AffineApplyOp>(loc, ivMap, lbOperands);
   op.getInductionVar().replaceAllUsesExcept(newIV->getResult(0), newIV);
diff --git a/mlir/test/Dialect/Affine/affine-loop-normalize.mlir b/mlir/test/Dialect/Affine/affine-loop-normalize.mlir
--- a/mlir/test/Dialect/Affine/affine-loop-normalize.mlir
+++ b/mlir/test/Dialect/Affine/affine-loop-normalize.mlir
@@ -213,3 +213,32 @@
   }
   return
 }
+
+// -----
+
+// CHECK-LABEL: func @constant_lower_bound
+func.func @constant_lower_bound() {
+  %c0 = arith.constant 0 : index
+  %c1 = arith.constant 1 : index
+  scf.for %j = %c0 to %c1 step %c1 {
+    // CHECK: affine.for %[[ARG0:.*]] = 0 to 1 {
+    affine.for %i = %c0 to %c1 {
+      // CHECK-NEXT: %[[IV:.*]] = affine.apply #map(%[[ARG0]])
+    }
+  }
+  return
+}
+
+// -----
+
+// CHECK-LABEL: func @ensure_canonicalize_constant_bound
+func.func @ensure_canonicalize_constant_bound() {
+  %c0 = arith.constant 0 : index
+  %c2 = arith.constant 2 : index
+  // CHECK: affine.for %[[ARG0:.*]] = 0 to 2 {
+  affine.for %i = %c0 to %c2 {
+    // CHECK-NEXT: %[[IV:.*]] = affine.apply #map(%[[ARG0]])
+    "test.foo"(%i) : (index) -> ()
+  }
+  return
+}