diff --git a/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.cc b/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.cc
index 99102b0773b..b77fa0c3248 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.cc
+++ b/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.cc
@@ -1,5 +1,5 @@
 /**
- * Copyright 2020 Huawei Technologies Co., Ltd
+ * Copyright 2020-2021 Huawei Technologies Co., Ltd
  *
  * Licensed under the Apache License, Version 2.0 (the "License");
  * you may not use this file except in compliance with the License.
@@ -18,6 +18,10 @@
 
 namespace mindspore {
 namespace kernel {
+MS_REG_GPU_KERNEL_TWO(
+  GatherNd,
+  KernelAttr().AddInputAttr(kNumberTypeFloat64).AddInputAttr(kNumberTypeInt32).AddOutputAttr(kNumberTypeFloat64),
+  GatherNdGpuFwdKernel, double, int)
 MS_REG_GPU_KERNEL_TWO(
   GatherNd,
   KernelAttr().AddInputAttr(kNumberTypeFloat32).AddInputAttr(kNumberTypeInt32).AddOutputAttr(kNumberTypeFloat32),
@@ -38,6 +42,10 @@ MS_REG_GPU_KERNEL_TWO(
 MS_REG_GPU_KERNEL_TWO(
   GatherNd, KernelAttr().AddInputAttr(kNumberTypeBool).AddInputAttr(kNumberTypeInt32).AddOutputAttr(kNumberTypeBool),
   GatherNdGpuFwdKernel, bool, int)
+MS_REG_GPU_KERNEL_TWO(
+  GatherNd,
+  KernelAttr().AddInputAttr(kNumberTypeFloat64).AddInputAttr(kNumberTypeInt64).AddOutputAttr(kNumberTypeFloat64),
+  GatherNdGpuFwdKernel, double, int64_t)
 MS_REG_GPU_KERNEL_TWO(
   GatherNd,
   KernelAttr().AddInputAttr(kNumberTypeFloat32).AddInputAttr(kNumberTypeInt64).AddOutputAttr(kNumberTypeFloat32),
diff --git a/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.h b/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.h
index 01ae0103289..1b6867d8acd 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.h
+++ b/mindspore/ccsrc/backend/kernel_compiler/gpu/arrays/gathernd_gpu_kernel.h
@@ -1,5 +1,5 @@
 /**
- * Copyright 2020 Huawei Technologies Co., Ltd
+ * Copyright 2020-2021 Huawei Technologies Co., Ltd
  *
  * Licensed under the Apache License, Version 2.0 (the "License");
  * you may not use this file except in compliance with the License.
@@ -14,8 +14,8 @@
  * limitations under the License.
  */
 
-#ifndef MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_ARRAYS_GATHERND_GPU_KERNEL_H
-#define MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_ARRAYS_GATHERND_GPU_KERNEL_H
+#ifndef MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_ARRAYS_GATHERND_GPU_KERNEL_H_
+#define MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_ARRAYS_GATHERND_GPU_KERNEL_H_
 
 #include <vector>
 #include "backend/kernel_compiler/gpu/gpu_kernel.h"
@@ -171,4 +171,4 @@ class GatherNdGpuFwdKernel : public GpuKernel {
 }  // namespace kernel
 }  // namespace mindspore
 
-#endif  // MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_ARRAYS_GATHERND_GPU_KERNEL_H
+#endif  // MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_ARRAYS_GATHERND_GPU_KERNEL_H_
diff --git a/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cu b/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cu
index ae53ad04e4a..3d506cc5ce7 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cu
+++ b/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cu
@@ -1,5 +1,5 @@
 /**
- * Copyright 2020 Huawei Technologies Co., Ltd
+ * Copyright 2020-2021 Huawei Technologies Co., Ltd
  *
  * Licensed under the Apache License, Version 2.0 (the "License");
  * you may not use this file except in compliance with the License.
@@ -54,6 +54,9 @@ void GatherNd(T *input, S *indices, T *output, const size_t &output_dim0, const
   return;
 }
 
+template void GatherNd<double, int>(double *input, int *indices, double *output, const size_t &output_dim0,
+                                    const size_t &output_dim1, const size_t &indices_dim1, int *batch_indices,
+                                    int *batch_strides, cudaStream_t stream);
 template void GatherNd<float, int>(float *input, int *indices, float *output, const size_t &output_dim0,
                                    const size_t &output_dim1, const size_t &indices_dim1, int *batch_indices,
                                    int *batch_strides, cudaStream_t stream);
@@ -73,6 +76,9 @@ template void GatherNd<unsigned char, int>(unsigned char *input, int *indices, u
 template void GatherNd<bool, int>(bool *input, int *indices, bool *output, const size_t &output_dim0,
                                   const size_t &output_dim1, const size_t &indices_dim1, int *batch_indices,
                                   int *batch_strides, cudaStream_t stream);
+template void GatherNd<double, int64_t>(double *input, int64_t *indices, double *output, const size_t &output_dim0,
+                                        const size_t &output_dim1, const size_t &indices_dim1, int64_t *batch_indices,
+                                        int64_t *batch_strides, cudaStream_t stream);
 template void GatherNd<float, int64_t>(float *input, int64_t *indices, float *output, const size_t &output_dim0,
                                        const size_t &output_dim1, const size_t &indices_dim1, int64_t *batch_indices,
                                        int64_t *batch_strides, cudaStream_t stream);
diff --git a/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cuh b/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cuh
index 250b2d99085..b8693b8b4ec 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cuh
+++ b/mindspore/ccsrc/backend/kernel_compiler/gpu/cuda_impl/gathernd.cuh
@@ -1,5 +1,5 @@
 /**
- * Copyright 2020 Huawei Technologies Co., Ltd
+ * Copyright 2020-2021 Huawei Technologies Co., Ltd
  *
  * Licensed under the Apache License, Version 2.0 (the "License");
  * you may not use this file except in compliance with the License.
@@ -14,8 +14,8 @@
  * limitations under the License.
  */
 
-#ifndef MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_CUDA_IMPL_GATHERND_GPU_CU_H
-#define MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_CUDA_IMPL_GATHERND_GPU_CU_H
+#ifndef MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_CUDA_IMPL_GATHERND_CUH_
+#define MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_CUDA_IMPL_GATHERND_CUH_
 
 #include "runtime/device/gpu/cuda_common.h"
 
@@ -23,4 +23,4 @@ template <typename T, typename S>
 void GatherNd(T *input, S *indices, T *output, const size_t &output_dim0, const size_t &output_dim1,
               const size_t &indices_dim1, S *batch_indices, S *batch_strides, cudaStream_t stream);
 
-#endif  // MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_CUDA_IMPL_GATHERND_GPU_CU_H
+#endif  // MINDSPORE_CCSRC_BACKEND_KERNEL_COMPILER_GPU_CUDA_IMPL_GATHERND_CUH_
diff --git a/tests/st/ops/gpu/test_gathernd_op.py b/tests/st/ops/gpu/test_gathernd_op.py
index b516b7ec85a..327a6b1bbe3 100644
--- a/tests/st/ops/gpu/test_gathernd_op.py
+++ b/tests/st/ops/gpu/test_gathernd_op.py
@@ -1,4 +1,4 @@
-# Copyright 2020 Huawei Technologies Co., Ltd
+# Copyright 2020-2021 Huawei Technologies Co., Ltd
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -40,6 +40,12 @@ def gathernd0(nptype):
 
     assert np.array_equal(output.asnumpy(), expect)
 
+@pytest.mark.level0
+@pytest.mark.platform_x86_gpu_training
+@pytest.mark.env_onecard
+def test_gathernd0_float64():
+    gathernd0(np.float64)
+
 @pytest.mark.level0
 @pytest.mark.platform_x86_gpu_training
 @pytest.mark.env_onecard
@@ -110,6 +116,12 @@ def gathernd1(nptype):
 
     assert np.array_equal(output.asnumpy(), expect)
 
+@pytest.mark.level0
+@pytest.mark.platform_x86_gpu_training
+@pytest.mark.env_onecard
+def test_gathernd1_float64():
+    gathernd1(np.float64)
+
 @pytest.mark.level0
 @pytest.mark.platform_x86_gpu_training
 @pytest.mark.env_onecard
@@ -163,6 +175,12 @@ def gathernd2(nptype):
 
     assert np.array_equal(output.asnumpy(), expect)
 
+@pytest.mark.level0
+@pytest.mark.platform_x86_gpu_training
+@pytest.mark.env_onecard
+def test_gathernd2_float64():
+    gathernd2(np.float64)
+
 @pytest.mark.level0
 @pytest.mark.platform_x86_gpu_training
 @pytest.mark.env_onecard