diff --git a/paddle/fluid/inference/api/analysis_predictor.cc b/paddle/fluid/inference/api/analysis_predictor.cc
index ac914700643af2e7e8eca5dcf0bdf8de88e320d6..42e62011f84c18b875a3fa48b95a05f152fb5791 100644
--- a/paddle/fluid/inference/api/analysis_predictor.cc
+++ b/paddle/fluid/inference/api/analysis_predictor.cc
@@ -1048,6 +1048,7 @@ void AnalysisPredictor::SaveOptimModel(const std::string &dir) {
 template <>
 std::unique_ptr<PaddlePredictor> CreatePaddlePredictor<AnalysisConfig>(
     const AnalysisConfig &config) {
+  LOG(WARNING) << "Deprecated. Please use CreatePredictor instead.";
   return CreatePaddlePredictor<AnalysisConfig, PaddleEngineKind::kAnalysis>(
       config);
 }
diff --git a/paddle/fluid/inference/api/api_impl.cc b/paddle/fluid/inference/api/api_impl.cc
index ca0a5148f0622a8c848cb18afb94f600a547bbfe..c78cdf24dec561f5fd5643cb50ee243a58b3ab6a 100644
--- a/paddle/fluid/inference/api/api_impl.cc
+++ b/paddle/fluid/inference/api/api_impl.cc
@@ -373,6 +373,7 @@ std::unique_ptr<PaddlePredictor> CreatePaddlePredictor<
 template <>
 std::unique_ptr<PaddlePredictor> CreatePaddlePredictor<NativeConfig>(
     const NativeConfig &config) {
+  LOG(WARNING) << "Deprecated. Please use CreatePredictor instead.";
   return CreatePaddlePredictor<NativeConfig, PaddleEngineKind::kNative>(config);
 }
 
diff --git a/python/paddle/inference/__init__.py b/python/paddle/inference/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..c388301ec3408e436eacb2567e8e529d0bbc03bb
--- /dev/null
+++ b/python/paddle/inference/__init__.py
@@ -0,0 +1,16 @@
+#   Copyright (c) 2020 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.
+
+from ..fluid.inference import Config, DataType, PlaceType, PrecisionType, Tensor, \
+    Predictor, create_predictor, get_version, get_num_bytes_of_data_type, PredictorPool
diff --git a/python/setup.py.in b/python/setup.py.in
index d85a23a5edd31f77514b468731097759f47533c1..467c5cb86779b80e51794cf800226d64534e8676 100644
--- a/python/setup.py.in
+++ b/python/setup.py.in
@@ -155,6 +155,7 @@ packages=['paddle',
           'paddle.distributed.fleet.utils',
           'paddle.framework',
           'paddle.jit',
+          'paddle.inference',
           'paddle.fluid',
           'paddle.fluid.inference',
           'paddle.fluid.dygraph',