From 02d7e5514b0da9a7ebabb004533b274056c954e2 Mon Sep 17 00:00:00 2001
From: jm12138 <2286040843@qq.com>
Date: Fri, 14 Oct 2022 14:48:48 +0800
Subject: [PATCH] update stgan_bald (#2022)

---
 .../image/Image_gan/gan/stgan_bald/README.md  |   7 +-
 .../Image_gan/gan/stgan_bald/README_en.md     |   7 +-
 .../Image_gan/gan/stgan_bald/data_feed.py     |  22 +++--
 .../image/Image_gan/gan/stgan_bald/module.py  |  76 +++++++++-------
 .../Image_gan/gan/stgan_bald/module/__model__ | Bin 358737 -> 0 bytes
 .../Image_gan/gan/stgan_bald/processor.py     |  15 ++--
 .../Image_gan/gan/stgan_bald/requirements.txt |   1 -
 .../image/Image_gan/gan/stgan_bald/test.py    |  85 ++++++++++++++++++
 8 files changed, 163 insertions(+), 50 deletions(-)
 delete mode 100644 modules/image/Image_gan/gan/stgan_bald/module/__model__
 delete mode 100644 modules/image/Image_gan/gan/stgan_bald/requirements.txt
 create mode 100644 modules/image/Image_gan/gan/stgan_bald/test.py

diff --git a/modules/image/Image_gan/gan/stgan_bald/README.md b/modules/image/Image_gan/gan/stgan_bald/README.md
index 1d504093..6480f05b 100644
--- a/modules/image/Image_gan/gan/stgan_bald/README.md
+++ b/modules/image/Image_gan/gan/stgan_bald/README.md
@@ -129,6 +129,11 @@
 * 1.0.0
 
   初始发布
+
+* 1.1.0
+
+  移除 Fluid API
+
   - ```shell
-    $ hub install stgan_bald==1.0.0
+    $ hub install stgan_bald==1.1.0
     ```
diff --git a/modules/image/Image_gan/gan/stgan_bald/README_en.md b/modules/image/Image_gan/gan/stgan_bald/README_en.md
index 7146b1f5..37503dcf 100644
--- a/modules/image/Image_gan/gan/stgan_bald/README_en.md
+++ b/modules/image/Image_gan/gan/stgan_bald/README_en.md
@@ -128,6 +128,11 @@
 * 1.0.0
 
   First release
+
+* 1.1.0
+
+  Remove Fluid API
+
   - ```shell
-    $ hub install stgan_bald==1.0.0
+    $ hub install stgan_bald==1.1.0
     ```
diff --git a/modules/image/Image_gan/gan/stgan_bald/data_feed.py b/modules/image/Image_gan/gan/stgan_bald/data_feed.py
index 5626f02e..c5d84c9d 100644
--- a/modules/image/Image_gan/gan/stgan_bald/data_feed.py
+++ b/modules/image/Image_gan/gan/stgan_bald/data_feed.py
@@ -3,10 +3,8 @@ import os
 import time
 from collections import OrderedDict
 
-from PIL import Image, ImageOps
-import numpy as np
-from PIL import Image
 import cv2
+import numpy as np
 
 __all__ = ['reader']
 
@@ -26,27 +24,33 @@ def reader(images=None, paths=None, org_labels=None, target_labels=None):
     if paths:
         for i, im_path in enumerate(paths):
             each = OrderedDict()
-            assert os.path.isfile(im_path), "The {} isn't a valid file path.".format(im_path)
+            assert os.path.isfile(
+                im_path), "The {} isn't a valid file path.".format(im_path)
             im = cv2.imread(im_path)
             each['org_im'] = im
             each['org_im_path'] = im_path
             each['org_label'] = np.array(org_labels[i]).astype('float32')
             if not target_labels:
-                each['target_label'] = np.array(org_labels[i]).astype('float32')
+                each['target_label'] = np.array(
+                    org_labels[i]).astype('float32')
             else:
-                each['target_label'] = np.array(target_labels[i]).astype('float32')
+                each['target_label'] = np.array(
+                    target_labels[i]).astype('float32')
             component.append(each)
     if images is not None:
         assert type(images) is list, "images should be a list."
         for i, im in enumerate(images):
             each = OrderedDict()
             each['org_im'] = im
-            each['org_im_path'] = 'ndarray_time={}'.format(round(time.time(), 6) * 1e6)
+            each['org_im_path'] = 'ndarray_time={}'.format(
+                round(time.time(), 6) * 1e6)
             each['org_label'] = np.array(org_labels[i]).astype('float32')
             if not target_labels:
-                each['target_label'] = np.array(org_labels[i]).astype('float32')
+                each['target_label'] = np.array(
+                    org_labels[i]).astype('float32')
             else:
-                each['target_label'] = np.array(target_labels[i]).astype('float32')
+                each['target_label'] = np.array(
+                    target_labels[i]).astype('float32')
             component.append(each)
 
     for element in component:
diff --git a/modules/image/Image_gan/gan/stgan_bald/module.py b/modules/image/Image_gan/gan/stgan_bald/module.py
index 5d832857..1a017f6f 100644
--- a/modules/image/Image_gan/gan/stgan_bald/module.py
+++ b/modules/image/Image_gan/gan/stgan_bald/module.py
@@ -13,17 +13,14 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-import ast
 import os
-import argparse
 import copy
+import paddle
 import numpy as np
-import paddle.fluid as fluid
-import paddlehub as hub
-from paddle.fluid.core import PaddleTensor, AnalysisConfig, create_paddle_predictor
-from paddlehub.module.module import moduleinfo, runnable, serving
-from stgan_bald.data_feed import reader
-from stgan_bald.processor import postprocess, base64_to_cv2, cv2_to_base64, check_dir
+from paddle.inference import Config, create_predictor
+from paddlehub.module.module import moduleinfo, serving
+from .data_feed import reader
+from .processor import postprocess, base64_to_cv2, cv2_to_base64
 
 
 def check_attribute_conflict(label_batch):
@@ -45,40 +42,43 @@ def check_attribute_conflict(label_batch):
 
 @moduleinfo(
     name="stgan_bald",
-    version="1.0.0",
+    version="1.1.0",
     summary="Baldness generator",
     author="Arrow, 七年期限，Mr.郑先生_",
     author_email="1084667371@qq.com，2733821739@qq.com",
     type="image/gan")
-class StganBald(hub.Module):
-    def _initialize(self):
-        self.default_pretrained_model_path = os.path.join(self.directory, "module")
+class StganBald:
+    def __init__(self):
+        self.default_pretrained_model_path = os.path.join(
+            self.directory, "module", "model")
         self._set_config()
 
     def _set_config(self):
         """
         predictor config setting
         """
-        self.model_file_path = os.path.join(self.default_pretrained_model_path, '__model__')
-        self.params_file_path = os.path.join(self.default_pretrained_model_path, '__params__')
-        cpu_config = AnalysisConfig(self.model_file_path, self.params_file_path)
+        model = self.default_pretrained_model_path+'.pdmodel'
+        params = self.default_pretrained_model_path+'.pdiparams'
+        cpu_config = Config(model, params)
         cpu_config.disable_glog_info()
         cpu_config.disable_gpu()
-        self.cpu_predictor = create_paddle_predictor(cpu_config)
+        self.cpu_predictor = create_predictor(cpu_config)
 
         try:
             _places = os.environ["CUDA_VISIBLE_DEVICES"]
             int(_places[0])
             use_gpu = True
-            self.place = fluid.CUDAPlace(0)
+            self.place = paddle.CUDAPlace(0)
         except:
             use_gpu = False
-            self.place = fluid.CPUPlace()
+            self.place = paddle.CPUPlace()
+
         if use_gpu:
-            gpu_config = AnalysisConfig(self.model_file_path, self.params_file_path)
+            gpu_config = Config(model, params)
             gpu_config.disable_glog_info()
-            gpu_config.enable_use_gpu(memory_pool_init_size_mb=1000, device_id=0)
-            self.gpu_predictor = create_paddle_predictor(gpu_config)
+            gpu_config.enable_use_gpu(
+                memory_pool_init_size_mb=1000, device_id=0)
+            self.gpu_predictor = create_predictor(gpu_config)
 
     def bald(self,
              images=None,
@@ -135,19 +135,29 @@ class StganBald(hub.Module):
                     label_trg_tmp = copy.deepcopy(target_label_np)
                     new_i = 0
                     label_trg_tmp[0][new_i] = 1.0 - label_trg_tmp[0][new_i]
-                    label_trg_tmp = check_attribute_conflict(label_trg_tmp)
+                    label_trg_tmp = check_attribute_conflict(
+                        label_trg_tmp)
                     change_num = j * 0.02 + 0.3
-                    label_org_tmp = list(map(lambda x: ((x * 2) - 1) * change_num, org_label_np))
-                    label_trg_tmp = list(map(lambda x: ((x * 2) - 1) * change_num, label_trg_tmp))
-
-                    image = PaddleTensor(image_np.copy())
-                    org_label = PaddleTensor(np.array(label_org_tmp).astype('float32'))
-                    target_label = PaddleTensor(np.array(label_trg_tmp).astype('float32'))
-
-                    output = self.gpu_predictor.run([
-                        image, target_label, org_label
-                    ]) if use_gpu else self.cpu_predictor.run([image, org_label, target_label])
-                    outputs.append(output)
+                    label_org_tmp = list(
+                        map(lambda x: ((x * 2) - 1) * change_num, org_label_np))
+                    label_trg_tmp = list(
+                        map(lambda x: ((x * 2) - 1) * change_num, label_trg_tmp))
+
+                    predictor = self.gpu_predictor if use_gpu else self.cpu_predictor
+                    input_names = predictor.get_input_names()
+                    input_handle = predictor.get_input_handle(input_names[0])
+                    input_handle.copy_from_cpu(image_np.copy())
+                    input_handle = predictor.get_input_handle(input_names[1])
+                    input_handle.copy_from_cpu(
+                        np.array(label_org_tmp).astype('float32'))
+                    input_handle = predictor.get_input_handle(input_names[2])
+                    input_handle.copy_from_cpu(
+                        np.array(label_trg_tmp).astype('float32'))
+                    predictor.run()
+                    output_names = predictor.get_output_names()
+                    output_handle = predictor.get_output_handle(
+                        output_names[0])
+                    outputs.append(output_handle)
 
             out = postprocess(
                 data_out=outputs,
diff --git a/modules/image/Image_gan/gan/stgan_bald/module/__model__ b/modules/image/Image_gan/gan/stgan_bald/module/__model__
deleted file mode 100644
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diff --git a/modules/image/Image_gan/gan/stgan_bald/processor.py b/modules/image/Image_gan/gan/stgan_bald/processor.py
index 7846df26..782751e7 100644
--- a/modules/image/Image_gan/gan/stgan_bald/processor.py
+++ b/modules/image/Image_gan/gan/stgan_bald/processor.py
@@ -1,11 +1,10 @@
 # -*- coding:utf-8 -*-
 import os
-import time
 import base64
 
 import cv2
-from PIL import Image
 import numpy as np
+from PIL import Image
 
 __all__ = ['cv2_to_base64', 'base64_to_cv2', 'postprocess']
 
@@ -22,7 +21,12 @@ def base64_to_cv2(b64str):
     return data
 
 
-def postprocess(data_out, org_im, org_im_path, output_dir, visualization, thresh=120):
+def postprocess(data_out,
+                org_im,
+                org_im_path,
+                output_dir,
+                visualization,
+                thresh=120):
     """
     Postprocess output of network. one image at a time.
 
@@ -41,7 +45,7 @@ def postprocess(data_out, org_im, org_im_path, output_dir, visualization, thresh
     result = dict()
     for i, img in enumerate(data_out):
 
-        img = np.squeeze(img[0].as_ndarray(), 0).transpose((1, 2, 0))
+        img = np.squeeze(img.copy_to_cpu(), 0).transpose((1, 2, 0))
         img = ((img + 1) * 127.5).astype(np.uint8)
         img = cv2.resize(img, (256, 341), cv2.INTER_CUBIC)
         fake_image = Image.fromarray(img)
@@ -76,6 +80,7 @@ def get_save_image_name(org_im_path, output_dir, num):
     # save image path
     save_im_path = os.path.join(output_dir, im_prefix + ext)
     if os.path.exists(save_im_path):
-        save_im_path = os.path.join(output_dir, im_prefix + str(num) + ext)
+        save_im_path = os.path.join(
+            output_dir, im_prefix + str(num) + ext)
 
     return save_im_path
diff --git a/modules/image/Image_gan/gan/stgan_bald/requirements.txt b/modules/image/Image_gan/gan/stgan_bald/requirements.txt
deleted file mode 100644
index 00a00fcc..00000000
--- a/modules/image/Image_gan/gan/stgan_bald/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-paddlehub>=1.8.0
diff --git a/modules/image/Image_gan/gan/stgan_bald/test.py b/modules/image/Image_gan/gan/stgan_bald/test.py
new file mode 100644
index 00000000..05ca0bac
--- /dev/null
+++ b/modules/image/Image_gan/gan/stgan_bald/test.py
@@ -0,0 +1,85 @@
+import os
+import shutil
+import unittest
+
+import cv2
+import requests
+import numpy as np
+import paddlehub as hub
+
+
+class TestHubModule(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls) -> None:
+        img_url = 'https://ai-studio-static-online.cdn.bcebos.com/68313e182f5e4ad9907e69dac9ece8fc50840d7ffbd24fa88396f009958f969a'
+        if not os.path.exists('tests'):
+            os.makedirs('tests')
+        response = requests.get(img_url)
+        assert response.status_code == 200, 'Network Error.'
+        with open('tests/test.jpg', 'wb') as f:
+            f.write(response.content)
+        cls.module = hub.Module(name="stgan_bald")
+
+    @classmethod
+    def tearDownClass(cls) -> None:
+        shutil.rmtree('tests')
+        shutil.rmtree('inference')
+        shutil.rmtree('bald_output')
+
+    def test_bald1(self):
+        results = self.module.bald(
+            paths=['tests/test.jpg']
+        )
+        data_0 = results[0]['data_0']
+        data_1 = results[0]['data_1']
+        data_2 = results[0]['data_2']
+        self.assertIsInstance(data_0, np.ndarray)
+        self.assertIsInstance(data_1, np.ndarray)
+        self.assertIsInstance(data_2, np.ndarray)
+
+    def test_bald2(self):
+        results = self.module.bald(
+            images=[cv2.imread('tests/test.jpg')]
+        )
+        data_0 = results[0]['data_0']
+        data_1 = results[0]['data_1']
+        data_2 = results[0]['data_2']
+        self.assertIsInstance(data_0, np.ndarray)
+        self.assertIsInstance(data_1, np.ndarray)
+        self.assertIsInstance(data_2, np.ndarray)
+
+    def test_bald3(self):
+        results = self.module.bald(
+            images=[cv2.imread('tests/test.jpg')],
+            visualization=False
+        )
+        data_0 = results[0]['data_0']
+        data_1 = results[0]['data_1']
+        data_2 = results[0]['data_2']
+        self.assertIsInstance(data_0, np.ndarray)
+        self.assertIsInstance(data_1, np.ndarray)
+        self.assertIsInstance(data_2, np.ndarray)
+
+    def test_bald4(self):
+        self.assertRaises(
+            AssertionError,
+            self.module.bald,
+            paths=['no.jpg']
+        )
+
+    def test_bald5(self):
+        self.assertRaises(
+            cv2.error,
+            self.module.bald,
+            images=['tests/test.jpg']
+        )
+
+    def test_save_inference_model(self):
+        self.module.save_inference_model('./inference/model')
+
+        self.assertTrue(os.path.exists('./inference/model.pdmodel'))
+        self.assertTrue(os.path.exists('./inference/model.pdiparams'))
+
+
+if __name__ == "__main__":
+    unittest.main()
-- 
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