diff --git a/include/mlir-hlo/Dialect/mhlo/transforms/rewriters.h b/include/mlir-hlo/Dialect/mhlo/transforms/rewriters.h
index a2066df..1fb9ba6 100644
--- a/include/mlir-hlo/Dialect/mhlo/transforms/rewriters.h
+++ b/include/mlir-hlo/Dialect/mhlo/transforms/rewriters.h
@@ -52,6 +52,11 @@ void PopulateGatherToTorchIndexSelectPatterns(
 void PopulateMhloToStdPatterns(OwningRewritePatternList *patterns,
                                MLIRContext *ctx);
 
+// Collection of rewrite patterns for lowering of dynamic HLOs to LHLO dialect.
+void populateDynamicHLOToLHLOConversionPattern(
+    MLIRContext *context, BufferizeTypeConverter *converter,
+    OwningRewritePatternList *patterns, bool insert_copy = true);
+
 // Collection of rewrite patterns for lowering of HLO to LHLO dialect.
 void populateHLOToLHLOConversionPattern(MLIRContext *context,
                                         BufferizeTypeConverter *converter,
diff --git a/lib/Dialect/mhlo/transforms/hlo_legalize_to_lhlo.cc b/lib/Dialect/mhlo/transforms/hlo_legalize_to_lhlo.cc
index 0d5e52c..822fa56 100644
--- a/lib/Dialect/mhlo/transforms/hlo_legalize_to_lhlo.cc
+++ b/lib/Dialect/mhlo/transforms/hlo_legalize_to_lhlo.cc
@@ -192,24 +192,56 @@ struct HloToLhloCustomCallOpConverter
   }
 };
 
-struct HloToLhloDynamicBroadcastInDimOpConverter
+// TODO(pifon): Consider inserting lhlo.copy as in
+// HloToLhloDynamicBroadcastInDimOpConverter.
+struct HloToLhloDynamicReshapeConverter
+    : public BaseOpConversion<mhlo::DynamicReshapeOp> {
+ public:
+  using BaseOpConversion<mhlo::DynamicReshapeOp>::BaseOpConversion;
+
+  LogicalResult matchAndRewrite(
+      mhlo::DynamicReshapeOp op, ArrayRef<Value> operands,
+      ConversionPatternRewriter& rewriter) const final {
+    Type result_type;
+    if (auto ranked_type = op.getType().dyn_cast<RankedTensorType>()) {
+      result_type =
+          MemRefType::get(ranked_type.getShape(), ranked_type.getElementType());
+    } else if (auto unranked_type =
+                   op.getType().dyn_cast<UnrankedTensorType>()) {
+      result_type = UnrankedMemRefType::get(unranked_type.getElementType(), 0);
+    } else {
+      return failure();
+    }
+    mhlo::DynamicReshapeOp::Adaptor adaptor(operands);
+    rewriter.replaceOpWithNewOp<MemRefReshapeOp>(
+        op, result_type, adaptor.operand(), adaptor.output_shape());
+    return success();
+  }
+};
+
+class HloToLhloDynamicBroadcastInDimOpConverter
     : public BaseOpConversion<mhlo::DynamicBroadcastInDimOp> {
  public:
-  using BaseOpConversion<mhlo::DynamicBroadcastInDimOp>::BaseOpConversion;
+  HloToLhloDynamicBroadcastInDimOpConverter(TypeConverter& converter,
+                                            MLIRContext* ctx,
+                                            bool insert_copy = true)
+      : BaseOpConversion<mhlo::DynamicBroadcastInDimOp>(converter, ctx),
+        insert_copy_(insert_copy) {}
 
   LogicalResult matchAndRewrite(
       mhlo::DynamicBroadcastInDimOp op, ArrayRef<Value> operands,
       ConversionPatternRewriter& rewriter) const final {
-    auto loc = op.getLoc();
-    Value resultBuffer = InsertDynamicAllocAndDealloc(
-        loc, op.getResult(), op.output_dimensions(), &rewriter);
+    Value result = InsertDynamicMemrefCastOp(op, operands.front(), &rewriter);
 
-    Value transformed_operand =
-        InsertDynamicMemrefCastOp(op, operands.front(), &rewriter);
-    rewriter.create<lmhlo::CopyOp>(loc, transformed_operand, resultBuffer);
-
-    rewriter.replaceOp(op, {resultBuffer});
+    if (insert_copy_) {
+      auto loc = op.getLoc();
+      Value result_buffer = InsertDynamicAllocAndDealloc(
+          loc, op.getResult(), op.output_dimensions(), &rewriter);
 
+      rewriter.create<lmhlo::CopyOp>(loc, result, result_buffer);
+      result = result_buffer;
+    }
+    rewriter.replaceOp(op, {result});
     return success();
   }
 
@@ -307,31 +339,10 @@ struct HloToLhloDynamicBroadcastInDimOpConverter
         static_strides, llvm::None, sizes, strides);
     return transformed_operand;
   }
-};
 
-struct HloToLhloDynamicReshapeConverter
-    : public BaseOpConversion<mhlo::DynamicReshapeOp> {
- public:
-  using BaseOpConversion<mhlo::DynamicReshapeOp>::BaseOpConversion;
-
-  LogicalResult matchAndRewrite(
-      mhlo::DynamicReshapeOp op, ArrayRef<Value> operands,
-      ConversionPatternRewriter& rewriter) const final {
-    Type result_type;
-    if (auto ranked_type = op.getType().dyn_cast<RankedTensorType>()) {
-      result_type =
-          MemRefType::get(ranked_type.getShape(), ranked_type.getElementType());
-    } else if (auto unranked_type =
-                   op.getType().dyn_cast<UnrankedTensorType>()) {
-      result_type = UnrankedMemRefType::get(unranked_type.getElementType(), 0);
-    } else {
-      return failure();
-    }
-    mhlo::DynamicReshapeOp::Adaptor adaptor(operands);
-    rewriter.replaceOpWithNewOp<MemRefReshapeOp>(
-        op, result_type, adaptor.operand(), adaptor.output_shape());
-    return success();
-  }
+  // Keep the copy semantics and allocate a buffer for the result of the memref
+  // cast.
+  bool insert_copy_;
 };
 
 struct HloToLhloDotGeneralOpConverter
@@ -593,15 +604,22 @@ struct HloLegalizeToLhlo
 };
 }  // namespace
 
+void populateDynamicHLOToLHLOConversionPattern(
+    MLIRContext* context, BufferizeTypeConverter* converter,
+    OwningRewritePatternList* patterns, bool insert_copy) {
+  patterns->insert<HloToLhloDynamicBroadcastInDimOpConverter>(
+      *converter, context, insert_copy);
+  patterns->insert<HloToLhloDynamicReshapeConverter>(*converter, context);
+}
+
 void populateHLOToLHLOConversionPattern(MLIRContext* context,
                                         BufferizeTypeConverter* converter,
                                         OwningRewritePatternList* patterns) {
+  populateDynamicHLOToLHLOConversionPattern(context, converter, patterns);
   // clang-format off
   patterns->insert<
       HloToLhloCustomCallOpConverter,
       HloToLhloDotGeneralOpConverter,
-      HloToLhloDynamicBroadcastInDimOpConverter,
-      HloToLhloDynamicReshapeConverter,
       HloToLhloOpConverter<mhlo::AbsOp>,
       HloToLhloOpConverter<mhlo::AddOp>,
       HloToLhloOpConverter<mhlo::AndOp>,
diff --git a/tests/hlo-legalize-to-lhlo.mlir b/tests/hlo-legalize-to-lhlo.mlir
index 0c1ee24..5c05d5e 100644
--- a/tests/hlo-legalize-to-lhlo.mlir
+++ b/tests/hlo-legalize-to-lhlo.mlir
@@ -170,24 +170,31 @@ func @dyn_broadcast(%operand: memref<?x?xf32>) -> index {
   return %rank : index
 }
 // CHECK: %[[SHAPE:.*]] = tensor_from_elements
+
 // CHECK: %[[C0:.*]] = constant 0 : index
-// CHECK: %[[EL0:.*]] = extract_element %[[SHAPE]]{{\[}}%[[C0]]] : tensor<3xi64>
-// CHECK: %[[SIZE_0:.*]] = index_cast %[[EL0]] : i64 to index
 // CHECK: %[[C1:.*]] = constant 1 : index
-// CHECK: %[[EL1:.*]] = extract_element %[[SHAPE]]{{\[}}%[[C1]]] : tensor<3xi64>
-// CHECK: %[[SIZE_1:.*]] = index_cast %[[EL1]] : i64 to index
-// CHECK: %[[C2:.*]] = constant 2 : index
-// CHECK: %[[EL2:.*]] = extract_element %[[SHAPE]]{{\[}}%[[C2]]] : tensor<3xi64>
-// CHECK: %[[SIZE_2:.*]] = index_cast %[[EL2]] : i64 to index
-// CHECK: %[[RESULT:.*]] = alloc(%[[SIZE_0]], %[[SIZE_1]], %[[SIZE_2]]) : memref<?x?x?xf32>
 // CHECK: %[[OPER_DIM_1:.*]] = dim %[[OPERAND]], %[[C1]] : memref<?x?xf32>
 // CHECK: %[[OP_STRIDE_0:.*]] = muli %[[C1]], %[[OPER_DIM_1]] : index
 // CHECK: %[[OPER_DIM_0:.*]] = dim %[[OPERAND]], %[[C0]] : memref<?x?xf32>
+
+// CHECK: %[[EL0:.*]] = extract_element %[[SHAPE]]{{\[}}%[[C0]]] : tensor<3xi64>
+// CHECK: %[[SIZE_0:.*]] = index_cast %[[EL0]] : i64 to index
+// CHECK: %[[EL1:.*]] = extract_element %[[SHAPE]]{{\[}}%[[C1]]] : tensor<3xi64>
+
+// CHECK: %[[SIZE_1:.*]] = index_cast %[[EL1]] : i64 to index
 // CHECK: %[[EXPAND_1:.*]] = cmpi "slt", %[[OPER_DIM_0]], %[[SIZE_1]] : index
 // CHECK: %[[STRIDE_1:.*]] = select %[[EXPAND_1]], %[[C0]], %[[OP_STRIDE_0]] : index
+
+// CHECK: %[[C2:.*]] = constant 2 : index
+// CHECK: %[[EL2:.*]] = extract_element %[[SHAPE]]{{\[}}%[[C2]]] : tensor<3xi64>
+// CHECK: %[[SIZE_2:.*]] = index_cast %[[EL2]] : i64 to index
 // CHECK: %[[EXPAND_2:.*]] = cmpi "slt", %[[OPER_DIM_1]], %[[SIZE_2]] : index
 // CHECK: %[[STRIDE_2:.*]] = select %[[EXPAND_2]], %[[C0]], %[[C1]] : index
+
 // CHECK: %[[TRANSFORMED_MEMREF:.*]] = memref_reinterpret_cast %[[OPERAND]] to offset: [0], sizes: {{\[}}%[[SIZE_0]], %[[SIZE_1]], %[[SIZE_2]]], strides: {{\[}}%[[C0]], %[[STRIDE_1]], %[[STRIDE_2]]]: memref<?x?xf32> to memref<?x?x?xf32, #map>
+
+// CHECK: %[[RESULT:.*]] = alloc(%[[SIZE_0]], %[[SIZE_1]], %[[SIZE_2]]) : memref<?x?x?xf32>
+
 // CHECK: "lmhlo.copy"(%[[TRANSFORMED_MEMREF]], %[[RESULT]]) : (memref<?x?x?xf32, #map>, memref<?x?x?xf32>) -> ()
 // CHECK: dealloc %[[RESULT]] : memref<?x?x?xf32>