diff --git a/test_benchmark/TensorFlow/ResNetV1/deploy_infer.py b/test_benchmark/TensorFlow/ResNetV1/deploy_infer.py
index 5bedd8de4..ab79ef59f 100644
--- a/test_benchmark/TensorFlow/ResNetV1/deploy_infer.py
+++ b/test_benchmark/TensorFlow/ResNetV1/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/ResNetV1/pd_infer.py b/test_benchmark/TensorFlow/ResNetV1/pd_infer.py
index 4b639d86f..bb5d95afe 100644
--- a/test_benchmark/TensorFlow/ResNetV1/pd_infer.py
+++ b/test_benchmark/TensorFlow/ResNetV1/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import sys
 import os
@@ -11,11 +10,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = np.load('../dataset/ResNetV1/input.npy')
     result = exe.run(prog, feed={inputs[0]: data}, fetch_list=outputs)
 
diff --git a/test_benchmark/TensorFlow/ResNetV2/deploy_infer.py b/test_benchmark/TensorFlow/ResNetV2/deploy_infer.py
index e3415d29e..b2f750b55 100644
--- a/test_benchmark/TensorFlow/ResNetV2/deploy_infer.py
+++ b/test_benchmark/TensorFlow/ResNetV2/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/ResNetV2/pd_infer.py b/test_benchmark/TensorFlow/ResNetV2/pd_infer.py
index d8bc9d8a2..f5445275b 100644
--- a/test_benchmark/TensorFlow/ResNetV2/pd_infer.py
+++ b/test_benchmark/TensorFlow/ResNetV2/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import sys
 import os
@@ -11,11 +10,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = np.load('../dataset/ResNetV2/input.npy')
     result = exe.run(prog, feed={inputs[0]: data}, fetch_list=outputs)
 
@@ -33,3 +29,5 @@
             f.write("!!!!!Dygraph Failed\n")
 except:
     f.write("!!!!!Failed\n")
+
+    raise
diff --git a/test_benchmark/TensorFlow/RetinaFace/deploy_infer.py b/test_benchmark/TensorFlow/RetinaFace/deploy_infer.py
index c4d68c1fb..79c05982e 100644
--- a/test_benchmark/TensorFlow/RetinaFace/deploy_infer.py
+++ b/test_benchmark/TensorFlow/RetinaFace/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/RetinaFace/pd_infer.py b/test_benchmark/TensorFlow/RetinaFace/pd_infer.py
index 8d75187c8..8e06fb8cd 100644
--- a/test_benchmark/TensorFlow/RetinaFace/pd_infer.py
+++ b/test_benchmark/TensorFlow/RetinaFace/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import pickle
 import sys
@@ -12,11 +11,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = np.load('../dataset/RetinaFace/input.npy')
     result = exe.run(prog, feed={inputs[0]: data}, fetch_list=outputs)
 
diff --git a/test_benchmark/TensorFlow/ShuffleNet/deploy_infer.py b/test_benchmark/TensorFlow/ShuffleNet/deploy_infer.py
index bbaaa91e1..2c24eca6f 100644
--- a/test_benchmark/TensorFlow/ShuffleNet/deploy_infer.py
+++ b/test_benchmark/TensorFlow/ShuffleNet/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/ShuffleNet/pd_infer.py b/test_benchmark/TensorFlow/ShuffleNet/pd_infer.py
index 9a36b2579..12e4d870c 100644
--- a/test_benchmark/TensorFlow/ShuffleNet/pd_infer.py
+++ b/test_benchmark/TensorFlow/ShuffleNet/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import sys
 import os
@@ -11,12 +10,8 @@
 try:
     paddle.enable_static()
     exe = paddle.static.Executor(paddle.CPUPlace())
-
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     result = exe.run(prog, feed={inputs[0]: data}, fetch_list=outputs)
 
     diff = result[0] - tf_result
diff --git a/test_benchmark/TensorFlow/SqueezeNet/deploy_infer.py b/test_benchmark/TensorFlow/SqueezeNet/deploy_infer.py
index 5fa32a8ec..026ee48a6 100644
--- a/test_benchmark/TensorFlow/SqueezeNet/deploy_infer.py
+++ b/test_benchmark/TensorFlow/SqueezeNet/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/SqueezeNet/pd_infer.py b/test_benchmark/TensorFlow/SqueezeNet/pd_infer.py
index f1d20f4fe..9da5db643 100644
--- a/test_benchmark/TensorFlow/SqueezeNet/pd_infer.py
+++ b/test_benchmark/TensorFlow/SqueezeNet/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import sys
 import os
@@ -11,11 +10,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = np.load('../dataset/SqueezeNet/input.npy')
     result = exe.run(prog, feed={inputs[0]: data}, fetch_list=outputs)
 
diff --git a/test_benchmark/TensorFlow/ToyUNet-UNet/deploy_infer.py b/test_benchmark/TensorFlow/ToyUNet-UNet/deploy_infer.py
index a2d68a87e..c7c3d8996 100644
--- a/test_benchmark/TensorFlow/ToyUNet-UNet/deploy_infer.py
+++ b/test_benchmark/TensorFlow/ToyUNet-UNet/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/ToyUNet-UNet/pd_infer.py b/test_benchmark/TensorFlow/ToyUNet-UNet/pd_infer.py
index 321d49ce3..4694a09d1 100644
--- a/test_benchmark/TensorFlow/ToyUNet-UNet/pd_infer.py
+++ b/test_benchmark/TensorFlow/ToyUNet-UNet/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import pickle
 import sys
@@ -12,11 +11,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     with open('../dataset/ToyUNet-UNet/input.pkl', 'rb') as f1:
         data = pickle.load(f1)
 
diff --git a/test_benchmark/TensorFlow/UNet-GanUNet/deploy_infer.py b/test_benchmark/TensorFlow/UNet-GanUNet/deploy_infer.py
index 288df8d63..bdf013fe4 100644
--- a/test_benchmark/TensorFlow/UNet-GanUNet/deploy_infer.py
+++ b/test_benchmark/TensorFlow/UNet-GanUNet/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/UNet-GanUNet/pd_infer.py b/test_benchmark/TensorFlow/UNet-GanUNet/pd_infer.py
index e108bd152..544cae0c2 100644
--- a/test_benchmark/TensorFlow/UNet-GanUNet/pd_infer.py
+++ b/test_benchmark/TensorFlow/UNet-GanUNet/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import pickle
 import sys
@@ -12,11 +11,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = [np.load('../dataset/UNet-GanUNet/input.npy')]
     result = exe.run(prog, feed={inputs[0]: data[0]}, fetch_list=outputs)
     print(result[0].shape, result[0].mean(), result[0].max(), result[0].min())
diff --git a/test_benchmark/TensorFlow/UNet-UNet/deploy_infer.py b/test_benchmark/TensorFlow/UNet-UNet/deploy_infer.py
index 660863240..ffd77bead 100644
--- a/test_benchmark/TensorFlow/UNet-UNet/deploy_infer.py
+++ b/test_benchmark/TensorFlow/UNet-UNet/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/UNet-UNet/pd_infer.py b/test_benchmark/TensorFlow/UNet-UNet/pd_infer.py
index fdcd66204..d2497c9a7 100644
--- a/test_benchmark/TensorFlow/UNet-UNet/pd_infer.py
+++ b/test_benchmark/TensorFlow/UNet-UNet/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import pickle
 import sys
@@ -12,11 +11,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = [np.load('../dataset/UNet-UNet/input.npy')]
     result = exe.run(prog, feed={inputs[0]: data[0]}, fetch_list=outputs)
 
diff --git a/test_benchmark/TensorFlow/VGG16/deploy_infer.py b/test_benchmark/TensorFlow/VGG16/deploy_infer.py
index db5d4bcdb..dbdedd5ec 100644
--- a/test_benchmark/TensorFlow/VGG16/deploy_infer.py
+++ b/test_benchmark/TensorFlow/VGG16/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/VGG16/pd_infer.py b/test_benchmark/TensorFlow/VGG16/pd_infer.py
index f8dd4f10e..a4e75f74b 100644
--- a/test_benchmark/TensorFlow/VGG16/pd_infer.py
+++ b/test_benchmark/TensorFlow/VGG16/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import sys
 import os
@@ -11,11 +10,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = np.load('../dataset/VGG16/input.npy')
     result = exe.run(prog, feed={inputs[0]: data}, fetch_list=outputs)
 
diff --git a/test_benchmark/TensorFlow/YOLOv3/deploy_infer.py b/test_benchmark/TensorFlow/YOLOv3/deploy_infer.py
index 50ca9d64d..a97f7029b 100644
--- a/test_benchmark/TensorFlow/YOLOv3/deploy_infer.py
+++ b/test_benchmark/TensorFlow/YOLOv3/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/YOLOv3/pd_infer.py b/test_benchmark/TensorFlow/YOLOv3/pd_infer.py
index a5af74b20..d343bf0b6 100644
--- a/test_benchmark/TensorFlow/YOLOv3/pd_infer.py
+++ b/test_benchmark/TensorFlow/YOLOv3/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import pickle
 import sys
@@ -12,11 +11,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     data = [np.load('../dataset/YOLOv3/input.npy')]
     result = exe.run(prog, feed={inputs[0]: data[0]}, fetch_list=outputs)
 
diff --git a/test_benchmark/TensorFlow/YOLOv3_darknet/deploy_infer.py b/test_benchmark/TensorFlow/YOLOv3_darknet/deploy_infer.py
index d88643da9..c2eb0079e 100644
--- a/test_benchmark/TensorFlow/YOLOv3_darknet/deploy_infer.py
+++ b/test_benchmark/TensorFlow/YOLOv3_darknet/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/YOLOv3_darknet/pd_infer.py b/test_benchmark/TensorFlow/YOLOv3_darknet/pd_infer.py
index 596b95517..10e5b5c64 100644
--- a/test_benchmark/TensorFlow/YOLOv3_darknet/pd_infer.py
+++ b/test_benchmark/TensorFlow/YOLOv3_darknet/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import pickle
 import sys
@@ -14,11 +13,8 @@
     exe = paddle.static.Executor(paddle.CPUPlace())
 
     # test dygraph
-    [prog, inputs, outputs] = fluid.io.load_inference_model(
-        dirname="pd_model_dygraph/inference_model/",
-        executor=exe,
-        model_filename="model.pdmodel",
-        params_filename="model.pdiparams")
+    [prog, inputs, outputs] = paddle.static.load_inference_model(
+        path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
     result = exe.run(prog, feed={inputs[0]: data}, fetch_list=outputs)
 
     diff = result[0] - tf_result
diff --git a/test_benchmark/TensorFlow/black.list b/test_benchmark/TensorFlow/black.list
index 49a3ebfab..a852ece08 100644
--- a/test_benchmark/TensorFlow/black.list
+++ b/test_benchmark/TensorFlow/black.list
@@ -1,19 +1,6 @@
 EfficientNet
 KerasBert
-ResNetV1
-ResNetV2
-RetinaFace
-ShuffleNet
-SqueezeNet
 ToyUNet-ToyUnet
-ToyUNet-UNet
-UNet-GanUNet
-UNet-UNet
-VGG16
-YOLOv3
-YOLOv3_darknet
-frozen
-frozen_MobileNetV1
 pix2pix
 dataset
 tools
diff --git a/test_benchmark/TensorFlow/frozen/deploy_infer.py b/test_benchmark/TensorFlow/frozen/deploy_infer.py
index 9e9d30273..3a30d2404 100644
--- a/test_benchmark/TensorFlow/frozen/deploy_infer.py
+++ b/test_benchmark/TensorFlow/frozen/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/frozen/pd_infer.py b/test_benchmark/TensorFlow/frozen/pd_infer.py
index 051963754..82d0c89b5 100644
--- a/test_benchmark/TensorFlow/frozen/pd_infer.py
+++ b/test_benchmark/TensorFlow/frozen/pd_infer.py
@@ -1,5 +1,4 @@
 import paddle
-import paddle.fluid as fluid
 import numpy as np
 import numpy
 import sys
@@ -17,11 +16,8 @@
 exe = paddle.static.Executor(paddle.CPUPlace())
 
 # test dygraph
-[prog, inputs, outputs
- ] = fluid.io.load_inference_model(dirname="pd_model_dygraph/inference_model/",
-                                   executor=exe,
-                                   model_filename="model.pdmodel",
-                                   params_filename="model.pdiparams")
+[prog, inputs, outputs] = paddle.static.load_inference_model(
+    path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
 result = exe.run(prog,
                  feed={
                      inputs[0]: input_data["ipt0"],
diff --git a/test_benchmark/TensorFlow/frozen_MobileNetV1/deploy_infer.py b/test_benchmark/TensorFlow/frozen_MobileNetV1/deploy_infer.py
index 4f72e28fb..ad03a4809 100644
--- a/test_benchmark/TensorFlow/frozen_MobileNetV1/deploy_infer.py
+++ b/test_benchmark/TensorFlow/frozen_MobileNetV1/deploy_infer.py
@@ -4,7 +4,6 @@
 
 import numpy as np
 import paddle
-import paddle.fluid as fluid
 from paddle.inference import Config
 from paddle.inference import create_predictor
 
diff --git a/test_benchmark/TensorFlow/frozen_MobileNetV1/pd_infer.py b/test_benchmark/TensorFlow/frozen_MobileNetV1/pd_infer.py
index c3b242894..b85416831 100644
--- a/test_benchmark/TensorFlow/frozen_MobileNetV1/pd_infer.py
+++ b/test_benchmark/TensorFlow/frozen_MobileNetV1/pd_infer.py
@@ -1,6 +1,5 @@
 from __future__ import print_function
 import paddle
-import paddle.fluid as fluid
 import sys
 import os
 import numpy as np
@@ -14,11 +13,9 @@
 
 input_data = np.random.rand(1, 224, 224, 3).astype("float32")
 # test dygrah
-[inference_program, feed_target_names, fetch_targets
- ] = fluid.io.load_inference_model(dirname="pd_model_dygraph/inference_model/",
-                                   executor=exe,
-                                   model_filename="model.pdmodel",
-                                   params_filename="model.pdiparams")
+[inference_program, feed_target_names,
+ fetch_targets] = paddle.static.load_inference_model(
+     path_prefix="pd_model_dygraph/inference_model/model", executor=exe)
 
 result = exe.run(inference_program,
                  feed={feed_target_names[0]: input_data},