Index: lib/Basic/Targets/NVPTX.h
===================================================================
--- lib/Basic/Targets/NVPTX.h
+++ lib/Basic/Targets/NVPTX.h
@@ -35,6 +35,16 @@
     3, // cuda_shared
 };
 
+/// The DWARF address class. Taken from
+/// https://docs.nvidia.com/cuda/archive/10.0/ptx-writers-guide-to-interoperability/index.html#cuda-specific-dwarf
+static const int NVPTXDWARFAddrSpaceMap[] = {
+    -1, // Default, opencl_private or opencl_generic - not defined
+    5,  // opencl_global
+    -1,
+    8,  // opencl_local or cuda_shared
+    4,  // opencl_constant or cuda_constant
+};
+
 class LLVM_LIBRARY_VISIBILITY NVPTXTargetInfo : public TargetInfo {
   static const char *const GCCRegNames[];
   static const Builtin::Info BuiltinInfo[];
@@ -124,6 +134,20 @@
     Opts.support("cl_khr_local_int32_extended_atomics");
   }
 
+  /// \returns If a target requires an address within a target specific address
+  /// space \p AddressSpace to be converted in order to be used, then return the
+  /// corresponding target specific DWARF address space.
+  ///
+  /// \returns Otherwise return None and no conversion will be emitted in the
+  /// DWARF.
+  Optional<unsigned>
+  getDWARFAddressSpace(unsigned AddressSpace) const override {
+    if (AddressSpace >= llvm::array_lengthof(NVPTXDWARFAddrSpaceMap) ||
+        NVPTXDWARFAddrSpaceMap[AddressSpace] < 0)
+      return llvm::None;
+    return NVPTXDWARFAddrSpaceMap[AddressSpace];
+  }
+
   CallingConvCheckResult checkCallingConvention(CallingConv CC) const override {
     // CUDA compilations support all of the host's calling conventions.
     //
Index: lib/CodeGen/CGDebugInfo.cpp
===================================================================
--- lib/CodeGen/CGDebugInfo.cpp
+++ lib/CodeGen/CGDebugInfo.cpp
@@ -4232,6 +4232,14 @@
     SmallVector<int64_t, 4> Expr;
     unsigned AddressSpace =
         CGM.getContext().getTargetAddressSpace(D->getType());
+    if (CGM.getLangOpts().CUDA && CGM.getLangOpts().CUDAIsDevice) {
+      if (D->hasAttr<CUDASharedAttr>())
+        AddressSpace =
+            CGM.getContext().getTargetAddressSpace(LangAS::cuda_shared);
+      else if (D->hasAttr<CUDAConstantAttr>())
+        AddressSpace =
+            CGM.getContext().getTargetAddressSpace(LangAS::cuda_constant);
+    }
     AppendAddressSpaceXDeref(AddressSpace, Expr);
 
     GVE = DBuilder.createGlobalVariableExpression(
Index: test/CodeGenCUDA/debug-info-address-class.cu
===================================================================
--- /dev/null
+++ test/CodeGenCUDA/debug-info-address-class.cu
@@ -0,0 +1,25 @@
+// RUN: %clang_cc1 -emit-llvm %s -o - -fcuda-is-device -triple nvptx-unknown-unknown -debug-info-kind=limited -dwarf-version=2 -debugger-tuning=gdb | FileCheck %s
+
+#include "Inputs/cuda.h"
+
+// CHECK-DAG: ![[FILEVAR0:[0-9]+]] = distinct !DIGlobalVariable(name: "FileVar0", scope: !{{[0-9]+}}, file: !{{[0-9]+}}, line: {{[0-9]+}}, type: !{{[0-9]+}}, isLocal: false, isDefinition: true)
+// CHECK-DAG: !DIGlobalVariableExpression(var: ![[FILEVAR0]], expr: !DIExpression())
+__device__ int FileVar0;
+// CHECK-DAG: ![[FILEVAR1:[0-9]+]] = distinct !DIGlobalVariable(name: "FileVar1", scope: !{{[0-9]+}}, file: !{{[0-9]+}}, line: {{[0-9]+}}, type: !{{[0-9]+}}, isLocal: false, isDefinition: true)
+// CHECK-DAG: !DIGlobalVariableExpression(var: ![[FILEVAR1]], expr: !DIExpression(DW_OP_constu, 8, DW_OP_swap, DW_OP_xderef))
+__device__ __shared__ int FileVar1;
+// CHECK-DAG: ![[FILEVAR2:[0-9]+]] = distinct !DIGlobalVariable(name: "FileVar2", scope: !{{[0-9]+}}, file: !{{[0-9]+}}, line: {{[0-9]+}}, type: !{{[0-9]+}}, isLocal: false, isDefinition: true)
+// CHECK-DAG: !DIGlobalVariableExpression(var: ![[FILEVAR2]], expr: !DIExpression(DW_OP_constu, 4, DW_OP_swap, DW_OP_xderef))
+__device__ __constant__ int FileVar2;
+
+__device__ void kernel1(
+    // CHECK-DAG: ![[ARG:[0-9]+]] = !DILocalVariable(name: "Arg", arg: {{[0-9]+}}, scope: !{{[0-9]+}}, file: !{{[0-9]+}}, line: {{[0-9]+}}, type: !{{[0-9]+}})
+    // CHECK-DAG: call void @llvm.dbg.declare(metadata i32* {{.*}}, metadata ![[ARG]], metadata !DIExpression()), !dbg !{{[0-9]+}}
+    int Arg) {
+    // CHECK-DAG: ![[FUNCVAR0:[0-9]+]] = distinct !DIGlobalVariable(name: "FuncVar0", scope: !{{[0-9]+}}, file: !{{[0-9]+}}, line: {{[0-9]+}}, type: !{{[0-9]+}}, isLocal: true, isDefinition: true)
+    // CHECK-DAG: !DIGlobalVariableExpression(var: ![[FUNCVAR0]], expr: !DIExpression(DW_OP_constu, 8, DW_OP_swap, DW_OP_xderef))
+  __shared__ int FuncVar0;
+  // CHECK-DAG: ![[FUNCVAR1:[0-9]+]] = !DILocalVariable(name: "FuncVar1", scope: !{{[0-9]+}}, file: !{{[0-9]+}}, line: {{[0-9]+}}, type: !{{[0-9]+}})
+  // CHECK-DAG: call void @llvm.dbg.declare(metadata i32* {{.*}}, metadata ![[FUNCVAR1]], metadata !DIExpression()), !dbg !{{[0-9]+}}
+  int FuncVar1;
+}