diff --git a/lib/Dialect/mhlo/transforms/lhlo_legalize_to_llvm.cc b/lib/Dialect/mhlo/transforms/lhlo_legalize_to_llvm.cc
index 7d83589..7f18b8b 100644
--- a/lib/Dialect/mhlo/transforms/lhlo_legalize_to_llvm.cc
+++ b/lib/Dialect/mhlo/transforms/lhlo_legalize_to_llvm.cc
@@ -123,13 +123,138 @@ struct DynamicMemRefCastOpConverter
   }
 };
 
+struct ReshapeMemRefCastOpConverter
+    : public ConvertOpToLLVMPattern<ReshapeMemRefCastOp> {
+  using ConvertOpToLLVMPattern<ReshapeMemRefCastOp>::ConvertOpToLLVMPattern;
+
+  LogicalResult matchAndRewrite(
+      Operation *op, ArrayRef<Value> operands,
+      ConversionPatternRewriter &rewriter) const override {
+    Location loc = op->getLoc();
+
+    auto reshape_op = cast<ReshapeMemRefCastOp>(op);
+    Type dst_type = reshape_op.getResult().getType();
+    auto element_type = dst_type.cast<ShapedType>().getElementType();
+
+    auto shape = reshape_op.shape();
+
+    ReshapeMemRefCastOp::Adaptor operands_adaptor(operands);
+    PtrsAndOffset ptrs_n_offset = ExtractMemRefPtrsAndOffset(
+        loc, reshape_op.operand(), operands_adaptor.operand(), &rewriter);
+
+    MemRefDescriptor shape_desc(operands_adaptor.shape());
+
+    auto shape_memref_type = shape.getType().cast<MemRefType>();
+
+    if (shape_memref_type.hasStaticShape()) {
+      auto shape_length = shape_memref_type.getDimSize(0);
+
+      MemRefType targetMemRefType = MemRefType::get(
+          SmallVector<int64_t, 1>(shape_length, 1), element_type);
+      auto llvmTargetDescriptorTy = typeConverter.convertType(targetMemRefType)
+                                        .dyn_cast_or_null<LLVM::LLVMType>();
+      if (!llvmTargetDescriptorTy || !llvmTargetDescriptorTy.isStructTy())
+        return failure();
+      // Create descriptor.
+      auto desc =
+          MemRefDescriptor::undef(rewriter, loc, llvmTargetDescriptorTy);
+      desc.setAllocatedPtr(rewriter, loc, ptrs_n_offset.allocated_ptr);
+      desc.setAlignedPtr(rewriter, loc, ptrs_n_offset.aligned_ptr);
+      desc.setOffset(rewriter, loc, ptrs_n_offset.offset);
+
+      auto llvmIndexTy = typeConverter.convertType(rewriter.getIndexType())
+                             .cast<LLVM::LLVMType>();
+      auto llvmIndexTyPtr = llvmIndexTy.getPointerTo();
+      Value stride_carried = rewriter.create<LLVM::ConstantOp>(
+          loc, llvmIndexTy,
+          rewriter.getIntegerAttr(rewriter.getIndexType(), 1));
+      for (int i = shape_length - 1; i >= 0; --i) {
+        Value pos = rewriter.create<LLVM::ConstantOp>(
+            loc, llvmIndexTy,
+            rewriter.getIntegerAttr(rewriter.getIndexType(), i));
+        Value ptr = rewriter.create<LLVM::GEPOp>(
+            loc, llvmIndexTyPtr, shape_desc.alignedPtr(rewriter, loc),
+            ValueRange{pos});
+        Value extracted_size = rewriter.create<LLVM::LoadOp>(loc, ptr);
+        desc.setSize(rewriter, loc, i, extracted_size);
+        desc.setStride(rewriter, loc, i, stride_carried);
+        // Update stride
+        if (i > 0) {
+          stride_carried =
+              rewriter.create<LLVM::MulOp>(loc, stride_carried, extracted_size);
+        }
+      }
+      if (dst_type.isa<MemRefType>()) {
+        rewriter.replaceOp(op, {desc});
+      } else {
+        Value rank = rewriter.create<LLVM::ConstantOp>(
+            loc, llvmIndexTy,
+            rewriter.getIntegerAttr(rewriter.getIndexType(), shape_length));
+        Value alloca =
+            typeConverter.promoteOneMemRefDescriptor(loc, desc, rewriter);
+        Value void_ptr =
+            rewriter.create<LLVM::BitcastOp>(loc, getVoidPtrType(), alloca);
+        auto unranked_desc = UnrankedMemRefDescriptor::pack(
+            rewriter, loc, typeConverter, dst_type.cast<UnrankedMemRefType>(),
+            {rank, void_ptr});
+        rewriter.replaceOp(op, {unranked_desc});
+      }
+    } else {
+      /*
+       * TODO(pifon, herhut):
+       *   Compute strides with llvm.loop;
+       *   Use UnrankedMemrefDescr::ComputeSize with Alloca;
+       *   Set all the fields using getelementptr.
+       */
+      return failure();
+    }
+    return success();
+  }
+
+ private:
+  struct PtrsAndOffset {
+    Value allocated_ptr;
+    Value aligned_ptr;
+    Value offset;
+  };
+
+  PtrsAndOffset ExtractMemRefPtrsAndOffset(
+      Location loc, Value originalOperand, Value convertedOperand,
+      ConversionPatternRewriter *rewriter) const {
+    Type operandType = originalOperand.getType();
+    Value descriptor_ptr;
+    if (operandType.isa<MemRefType>()) {
+      descriptor_ptr = convertedOperand;
+    } else {
+      UnrankedMemRefDescriptor unranked_descriptor(convertedOperand);
+      Value underlying_desc_ptr =
+          unranked_descriptor.memRefDescPtr(*rewriter, loc);
+
+      Type element_type =
+          operandType.cast<UnrankedMemRefType>().getElementType();
+      LLVM::LLVMType memref_type_0d =
+          typeConverter.convertType(MemRefType::get(/*shape=*/{}, element_type))
+              .cast<LLVM::LLVMType>();
+      descriptor_ptr = rewriter->create<LLVM::BitcastOp>(
+          loc, memref_type_0d.getPointerTo(), underlying_desc_ptr);
+      descriptor_ptr = rewriter->create<LLVM::LoadOp>(loc, descriptor_ptr);
+    }
+    MemRefDescriptor descriptor(descriptor_ptr);
+    PtrsAndOffset result;
+    result.allocated_ptr = descriptor.allocatedPtr(*rewriter, loc);
+    result.aligned_ptr = descriptor.alignedPtr(*rewriter, loc);
+    result.offset = descriptor.offset(*rewriter, loc);
+    return result;
+  }
+};
+
 }  // namespace
 
 void PopulateLhloToLLVMConversionPatterns(const LowerToLLVMOptions &options,
                                           LLVMTypeConverter *converter,
                                           OwningRewritePatternList *patterns) {
-  patterns->insert<DynamicMemRefCastOpConverter, StaticMemRefCastOpConverter>(
-      *converter, options);
+  patterns->insert<DynamicMemRefCastOpConverter, ReshapeMemRefCastOpConverter,
+                   StaticMemRefCastOpConverter>(*converter, options);
 }
 
 }  // namespace lmhlo