diff --git a/paddle/fluid/memory/allocation/CMakeLists.txt b/paddle/fluid/memory/allocation/CMakeLists.txt
index 71cf12ebf02df6b2217c239385584421042f0340..94dc13ad5f0184da96c2241a2b912b03ff6d1a93 100644
--- a/paddle/fluid/memory/allocation/CMakeLists.txt
+++ b/paddle/fluid/memory/allocation/CMakeLists.txt
@@ -35,6 +35,7 @@ endif()
 cc_library(aligned_allocator SRCS aligned_allocator.cc DEPS allocator)
 cc_library(auto_increment_allocator SRCS auto_increment_allocator.cc DEPS allocator)
 cc_library(zero_size_allocator SRCS zero_size_allocator.cc DEPS allocator)
+cc_library(conditional_allocator SRCS conditional_allocator.cc DEPS allocator)
 cc_library(allocator_facade SRCS allocator_facade.cc DEPS
         ${AllocatorFacadeDeps}
         cpu_allocator
@@ -44,6 +45,7 @@ cc_library(allocator_facade SRCS allocator_facade.cc DEPS
         aligned_allocator
         auto_increment_allocator
         zero_size_allocator
+        conditional_allocator
         cuda_device_guard)
 
 nv_test(allocation_and_eigen_test SRCS allocation_and_eigen_test.cu DEPS allocator_facade)
diff --git a/paddle/fluid/memory/allocation/allocator_facade.cc b/paddle/fluid/memory/allocation/allocator_facade.cc
index 971e7d02c58ed6482b758a48a803d06b5e9fe692..7816aec8f788e536293f77f21cbc22ba7bcbebd5 100644
--- a/paddle/fluid/memory/allocation/allocator_facade.cc
+++ b/paddle/fluid/memory/allocation/allocator_facade.cc
@@ -19,6 +19,7 @@
 #include "paddle/fluid/memory/allocation/allocator_facade.h"
 #include "paddle/fluid/memory/allocation/auto_increment_allocator.h"
 #include "paddle/fluid/memory/allocation/best_fit_allocator.h"
+#include "paddle/fluid/memory/allocation/conditional_allocator.h"
 #include "paddle/fluid/memory/allocation/cpu_allocator.h"
 #include "paddle/fluid/memory/allocation/locked_allocator.h"
 #include "paddle/fluid/memory/allocation/naive_managed_allocator.h"
@@ -77,6 +78,18 @@ class CUDAManagedAllocator : public ManagedAllocator {
         new CUDAAllocator(platform::CUDAPlace(dev_id))));
     default_allocator_ = std::make_shared<AutoIncrementAllocator>(
         [this] { return std::move(BestFitAllocatorCreator()); });
+
+    auto* cond_allocator = new ConditionalAllocator();
+    cond_allocator
+        ->AddAllocator(
+            [this](size_t size, Attr attr) { return size < max_chunk_size_; },
+            default_allocator_)
+        .AddAllocator(
+            [](size_t size, Attr attr) {
+              return true;  // default case
+            },
+            raw_allocator_);
+    default_allocator_.reset(cond_allocator);
   }
 
   ~CUDAManagedAllocator() {
diff --git a/paddle/fluid/memory/allocation/conditional_allocator.cc b/paddle/fluid/memory/allocation/conditional_allocator.cc
new file mode 100644
index 0000000000000000000000000000000000000000..2df10a89bc2d94920b286e4842f4b6a3d4918375
--- /dev/null
+++ b/paddle/fluid/memory/allocation/conditional_allocator.cc
@@ -0,0 +1,43 @@
+// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+#include "paddle/fluid/memory/allocation/conditional_allocator.h"
+
+namespace paddle {
+namespace memory {
+namespace allocation {
+
+ConditionalAllocator& ConditionalAllocator::AddAllocator(
+    std::function<bool(size_t, Allocator::Attr)> func,
+    std::shared_ptr<ManagedAllocator> allocator) {
+  underlying_allocators_.emplace_back(std::move(func), std::move(allocator));
+  return *this;
+}
+std::unique_ptr<Allocation> ConditionalAllocator::Allocate(
+    size_t size, Allocator::Attr attr) {
+  return SelectAndInvoke(size, attr, [&](ManagedAllocator& allocator) {
+    return allocator.Allocate(size, attr);
+  });
+}
+std::shared_ptr<Allocation> ConditionalAllocator::AllocateShared(
+    size_t size, Allocator::Attr attr) {
+  return SelectAndInvoke(size, attr, [&](ManagedAllocator& allocator) {
+    return allocator.AllocateShared(size, attr);
+  });
+}
+bool ConditionalAllocator::IsAllocThreadSafe() const { return true; }
+
+}  // namespace allocation
+}  // namespace memory
+}  // namespace paddle
diff --git a/paddle/fluid/memory/allocation/conditional_allocator.h b/paddle/fluid/memory/allocation/conditional_allocator.h
new file mode 100644
index 0000000000000000000000000000000000000000..f993857c79400115ecef29af164877ba830c50b3
--- /dev/null
+++ b/paddle/fluid/memory/allocation/conditional_allocator.h
@@ -0,0 +1,55 @@
+// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+#pragma once
+#include <functional>
+#include <utility>
+#include <vector>
+#include "paddle/fluid/memory/allocation/allocator.h"
+
+namespace paddle {
+namespace memory {
+namespace allocation {
+
+class ConditionalAllocator : public ManagedAllocator {
+ public:
+  ConditionalAllocator() = default;
+
+  ConditionalAllocator& AddAllocator(
+      std::function<bool(size_t, Attr)> func,
+      std::shared_ptr<ManagedAllocator> allocator);
+  std::unique_ptr<Allocation> Allocate(size_t size, Attr attr) override;
+  std::shared_ptr<Allocation> AllocateShared(size_t size, Attr attr) override;
+  bool IsAllocThreadSafe() const override;
+
+ private:
+  template <typename Callback>
+  inline typename std::result_of<Callback(ManagedAllocator&)>::type
+  SelectAndInvoke(size_t size, Attr attr, Callback callback) {
+    for (auto& pair : underlying_allocators_) {
+      if (pair.first(size, attr)) {
+        return callback(*pair.second);
+      }
+    }
+    PADDLE_THROW("No suitable allocator");
+  }
+
+  std::vector<std::pair<std::function<bool(size_t, Attr)>,
+                        std::shared_ptr<ManagedAllocator>>>
+      underlying_allocators_;
+};
+
+}  // namespace allocation
+}  // namespace memory
+}  // namespace paddle