diff --git a/paddle/fluid/pybind/slice_utils.h b/paddle/fluid/pybind/slice_utils.h
index 918d2eeae4272a..f4eef3af16bcf1 100644
--- a/paddle/fluid/pybind/slice_utils.h
+++ b/paddle/fluid/pybind/slice_utils.h
@@ -25,6 +25,7 @@
 #include "paddle/fluid/eager/api/generated/eager_generated/forwards/dygraph_functions.h"
 #include "paddle/fluid/framework/convert_utils.h"
 #include "paddle/fluid/framework/scope_guard.h"
+#include "paddle/fluid/operators/common_infer_shape_functions.h"
 #include "paddle/fluid/operators/utils.h"
 #include "paddle/phi/common/data_type.h"
 #include "paddle/phi/core/compat/convert_utils.h"
@@ -483,13 +484,15 @@ static paddle::Tensor getValueForBoolTensor(const paddle::Tensor& tensor,
     i++;
   }
 
-  auto bool_2_idx = nonzero_ad_func(bool_index);
-
   const phi::distributed::ProcessMesh* mesh = nullptr;
-  if (InputsContainDistTensor(&mesh, tensor, bool_2_idx)) {
-    ConvertAllInputsToDistTensor(mesh, tensor, bool_2_idx);
+  if (InputsContainDistTensor(&mesh, tensor, bool_index)) {
+    ConvertAllInputsToDistTensor(mesh, tensor, bool_index);
   }
 
+  if (bool_index.shape().size() == tensor_shape.size()) {
+    return masked_select_ad_func(tensor, bool_index);
+  }
+  auto bool_2_idx = nonzero_ad_func(bool_index);
   return gather_nd_ad_func(tensor, bool_2_idx);
 }
 
@@ -504,10 +507,30 @@ static void ParseBoolAndBroadcastIndices(
     }
   }
   if (advanced_index->size() > 1) {
-    // Here advanced_index has been checked ContainDistTensor
-    // and transed in dealWithAdvancedIndex
-    auto broadcasted_index = broadcast_tensors_ad_func(*advanced_index);
-    advanced_index->assign(broadcasted_index.begin(), broadcasted_index.end());
+    bool need_broadcast = false;
+    common::DDim common_shape = common::make_ddim((*advanced_index)[0].shape());
+    for (size_t i = 1; i < advanced_index->size(); ++i) {
+      common::DDim current_shape =
+          common::make_ddim((*advanced_index)[i].shape());
+      if (current_shape != common_shape) {
+        need_broadcast = true;
+        common_shape = operators::details::BroadcastTwoDims(
+            current_shape, common_shape, -1);
+      }
+    }
+
+    if (need_broadcast) {
+      // Here advanced_index has been checked ContainDistTensor
+      // and transed in dealWithAdvancedIndex
+      auto common_shape_vec = common::vectorize<int64_t>(common_shape);
+      for (size_t i = 0; i < advanced_index->size(); ++i) {
+        auto current_shape = (*advanced_index)[i].shape();
+        if (current_shape != common_shape_vec) {
+          (*advanced_index)[i] =
+              expand_ad_func((*advanced_index)[i], common_shape_vec);
+        }
+      }
+    }
   }
 }
 
diff --git a/paddle/phi/kernels/cpu/masked_select_grad_kernel.cc b/paddle/phi/kernels/cpu/masked_select_grad_kernel.cc
index fa120de4b79521..49b1de9446c3e4 100644
--- a/paddle/phi/kernels/cpu/masked_select_grad_kernel.cc
+++ b/paddle/phi/kernels/cpu/masked_select_grad_kernel.cc
@@ -100,7 +100,15 @@ PD_REGISTER_KERNEL(masked_select_grad,
                    CPU,
                    ALL_LAYOUT,
                    phi::MaskedSelectGradKernel,
+                   bool,
                    float,
                    double,
                    int,
-                   int64_t) {}
+                   int8_t,
+                   int64_t,
+                   int16_t,
+                   uint8_t,
+                   phi::dtype::float16,
+                   phi::dtype::bfloat16,
+                   phi::dtype::complex<float>,
+                   phi::dtype::complex<double>) {}
diff --git a/paddle/phi/kernels/cpu/masked_select_kernel.cc b/paddle/phi/kernels/cpu/masked_select_kernel.cc
index 8e9e3bbebecd4d..7c7c134248bd4a 100644
--- a/paddle/phi/kernels/cpu/masked_select_kernel.cc
+++ b/paddle/phi/kernels/cpu/masked_select_kernel.cc
@@ -87,9 +87,17 @@ PD_REGISTER_KERNEL(masked_select,
                    CPU,
                    ALL_LAYOUT,
                    phi::MaskedSelectKernel,
+                   bool,
                    float,
                    double,
                    int,
-                   int64_t) {
+                   int8_t,
+                   int64_t,
+                   int16_t,
+                   uint8_t,
+                   phi::dtype::float16,
+                   phi::dtype::bfloat16,
+                   phi::dtype::complex<float>,
+                   phi::dtype::complex<double>) {
   kernel->InputAt(1).SetDataType(phi::DataType::BOOL);
 }
diff --git a/paddle/phi/kernels/gpu/masked_select_grad_kernel.cu b/paddle/phi/kernels/gpu/masked_select_grad_kernel.cu
index 4bf5949f084fe5..0e717ecc13ff8d 100644
--- a/paddle/phi/kernels/gpu/masked_select_grad_kernel.cu
+++ b/paddle/phi/kernels/gpu/masked_select_grad_kernel.cu
@@ -108,9 +108,15 @@ PD_REGISTER_KERNEL(masked_select_grad,
                    GPU,
                    ALL_LAYOUT,
                    phi::MaskedSelectGradKernel,
+                   bool,
                    float,
                    double,
                    int,
+                   int8_t,
                    int64_t,
+                   int16_t,
+                   uint8_t,
                    phi::dtype::float16,
-                   phi::dtype::bfloat16) {}
+                   phi::dtype::bfloat16,
+                   phi::dtype::complex<float>,
+                   phi::dtype::complex<double>) {}
diff --git a/paddle/phi/kernels/gpu/masked_select_kernel.cu b/paddle/phi/kernels/gpu/masked_select_kernel.cu
index 9739f9799a4ec1..0bf8a8789d0a18 100644
--- a/paddle/phi/kernels/gpu/masked_select_kernel.cu
+++ b/paddle/phi/kernels/gpu/masked_select_kernel.cu
@@ -94,11 +94,17 @@ PD_REGISTER_KERNEL(masked_select,
                    GPU,
                    ALL_LAYOUT,
                    phi::MaskedSelectKernel,
+                   bool,
                    float,
                    double,
                    int,
+                   int8_t,
                    int64_t,
+                   int16_t,
+                   uint8_t,
                    phi::dtype::float16,
-                   phi::dtype::bfloat16) {
+                   phi::dtype::bfloat16,
+                   phi::dtype::complex<float>,
+                   phi::dtype::complex<double>) {
   kernel->InputAt(1).SetDataType(phi::DataType::BOOL);
 }
diff --git a/python/paddle/base/variable_index.py b/python/paddle/base/variable_index.py
index f47afddde84f0a..0df9ebc5513dac 100644
--- a/python/paddle/base/variable_index.py
+++ b/python/paddle/base/variable_index.py
@@ -134,7 +134,8 @@ def get_value_for_bool_tensor(var, item):
                 )
             )
         i += 1
-
+    if len(item.shape) == len(var.shape):
+        return paddle.masked_select(var, item)
     bool_2_idx = paddle.nonzero(item)
     return paddle.gather_nd(var, bool_2_idx)