Blame view

3rdparty/opencv-4.5.4/samples/dnn/download_models.py 13.7 KB
f4334277   Hu Chunming   提交3rdparty
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
  '''
  Helper module to download extra data from Internet
  '''
  from __future__ import print_function
  import os
  import cv2
  import sys
  import yaml
  import argparse
  import tarfile
  import platform
  import tempfile
  import hashlib
  import requests
  import shutil
  from pathlib import Path
  from datetime import datetime
  if sys.version_info[0] < 3:
      from urllib2 import urlopen
  else:
      from urllib.request import urlopen
  import xml.etree.ElementTree as ET
  
  __all__ = ["downloadFile"]
  
  class HashMismatchException(Exception):
      def __init__(self, expected, actual):
          Exception.__init__(self)
          self.expected = expected
          self.actual = actual
      def __str__(self):
          return 'Hash mismatch: expected {} vs actual of {}'.format(self.expected, self.actual)
  
  def getHashsumFromFile(filepath):
      sha = hashlib.sha1()
      if os.path.exists(filepath):
          print('  there is already a file with the same name')
          with open(filepath, 'rb') as f:
              while True:
                  buf = f.read(10*1024*1024)
                  if not buf:
                      break
                  sha.update(buf)
      hashsum = sha.hexdigest()
      return hashsum
  
  def checkHashsum(expected_sha, filepath, silent=True):
      print('  expected SHA1: {}'.format(expected_sha))
      actual_sha = getHashsumFromFile(filepath)
      print('  actual SHA1:{}'.format(actual_sha))
      hashes_matched = expected_sha == actual_sha
      if not hashes_matched and not silent:
          raise HashMismatchException(expected_sha, actual_sha)
      return hashes_matched
  
  def isArchive(filepath):
      return tarfile.is_tarfile(filepath)
  
  class DownloadInstance:
      def __init__(self, **kwargs):
          self.name = kwargs.pop('name')
          self.filename = kwargs.pop('filename')
          self.loader = kwargs.pop('loader', None)
          self.save_dir = kwargs.pop('save_dir')
          self.sha = kwargs.pop('sha', None)
  
      def __str__(self):
          return 'DownloadInstance <{}>'.format(self.name)
  
      def get(self):
          print("  Working on " + self.name)
          print("  Getting file " + self.filename)
          if self.sha is None:
              print('  No expected hashsum provided, loading file')
          else:
              filepath = os.path.join(self.save_dir, self.sha, self.filename)
              if checkHashsum(self.sha, filepath):
                  print('  hash match - file already exists, skipping')
                  return filepath
              else:
                  print('  hash didn\'t match, loading file')
  
          if not os.path.exists(self.save_dir):
              print('  creating directory: ' + self.save_dir)
              os.makedirs(self.save_dir)
  
  
          print('  hash check failed - loading')
          assert self.loader
          try:
              self.loader.load(self.filename, self.sha, self.save_dir)
              print(' done')
              print(' file {}'.format(self.filename))
              if self.sha is None:
                  download_path = os.path.join(self.save_dir, self.filename)
                  self.sha = getHashsumFromFile(download_path)
                  new_dir = os.path.join(self.save_dir, self.sha)
  
                  if not os.path.exists(new_dir):
                      os.makedirs(new_dir)
                  filepath = os.path.join(new_dir, self.filename)
                  if not (os.path.exists(filepath)):
                      shutil.move(download_path, new_dir)
                  print('  No expected hashsum provided, actual SHA is {}'.format(self.sha))
              else:
                  checkHashsum(self.sha, filepath, silent=False)
          except Exception as e:
              print("  There was some problem with loading file {} for {}".format(self.filename, self.name))
              print("  Exception: {}".format(e))
              return
  
          print("  Finished " + self.name)
          return filepath
  
  class Loader(object):
      MB = 1024*1024
      BUFSIZE = 10*MB
      def __init__(self, download_name, download_sha, archive_member = None):
          self.download_name = download_name
          self.download_sha = download_sha
          self.archive_member = archive_member
  
      def load(self, requested_file, sha, save_dir):
          if self.download_sha is None:
              download_dir = save_dir
          else:
              # create a new folder in save_dir to avoid possible name conflicts
              download_dir = os.path.join(save_dir, self.download_sha)
          if not os.path.exists(download_dir):
              os.makedirs(download_dir)
          download_path = os.path.join(download_dir, self.download_name)
          print("  Preparing to download file " + self.download_name)
          if checkHashsum(self.download_sha, download_path):
              print('  hash match - file already exists, no need to download')
          else:
              filesize = self.download(download_path)
              print('  Downloaded {} with size {} Mb'.format(self.download_name, filesize/self.MB))
              if self.download_sha is not None:
                  checkHashsum(self.download_sha, download_path, silent=False)
          if self.download_name == requested_file:
              return
          else:
              if isArchive(download_path):
                  if sha is not None:
                      extract_dir = os.path.join(save_dir, sha)
                  else:
                      extract_dir = save_dir
                  if not os.path.exists(extract_dir):
                      os.makedirs(extract_dir)
                  self.extract(requested_file, download_path, extract_dir)
              else:
                  raise Exception("Downloaded file has different name")
  
      def download(self, filepath):
          print("Warning: download is not implemented, this is a base class")
          return 0
  
      def extract(self, requested_file, archive_path, save_dir):
          filepath = os.path.join(save_dir, requested_file)
          try:
              with tarfile.open(archive_path) as f:
                  if self.archive_member is None:
                      pathDict = dict((os.path.split(elem)[1], os.path.split(elem)[0]) for elem in f.getnames())
                      self.archive_member = pathDict[requested_file]
                  assert self.archive_member in f.getnames()
                  self.save(filepath, f.extractfile(self.archive_member))
          except Exception as e:
              print('  catch {}'.format(e))
  
      def save(self, filepath, r):
          with open(filepath, 'wb') as f:
              print('  progress ', end="")
              sys.stdout.flush()
              while True:
                  buf = r.read(self.BUFSIZE)
                  if not buf:
                      break
                  f.write(buf)
                  print('>', end="")
                  sys.stdout.flush()
  
  class URLLoader(Loader):
      def __init__(self, download_name, download_sha, url, archive_member = None):
          super(URLLoader, self).__init__(download_name, download_sha, archive_member)
          self.download_name = download_name
          self.download_sha = download_sha
          self.url = url
  
      def download(self, filepath):
          r = urlopen(self.url, timeout=60)
          self.printRequest(r)
          self.save(filepath, r)
          return os.path.getsize(filepath)
  
      def printRequest(self, r):
          def getMB(r):
              d = dict(r.info())
              for c in ['content-length', 'Content-Length']:
                  if c in d:
                      return int(d[c]) / self.MB
              return '<unknown>'
          print('  {} {} [{} Mb]'.format(r.getcode(), r.msg, getMB(r)))
  
  class GDriveLoader(Loader):
      BUFSIZE = 1024 * 1024
      PROGRESS_SIZE = 10 * 1024 * 1024
      def __init__(self, download_name, download_sha, gid, archive_member = None):
          super(GDriveLoader, self).__init__(download_name, download_sha, archive_member)
          self.download_name = download_name
          self.download_sha = download_sha
          self.gid = gid
  
      def download(self, filepath):
          session = requests.Session()  # re-use cookies
  
          URL = "https://docs.google.com/uc?export=download"
          response = session.get(URL, params = { 'id' : self.gid }, stream = True)
  
          def get_confirm_token(response):  # in case of large files
              for key, value in response.cookies.items():
                  if key.startswith('download_warning'):
                      return value
              return None
          token = get_confirm_token(response)
  
          if token:
              params = { 'id' : self.gid, 'confirm' : token }
              response = session.get(URL, params = params, stream = True)
  
          sz = 0
          progress_sz = self.PROGRESS_SIZE
          with open(filepath, "wb") as f:
              for chunk in response.iter_content(self.BUFSIZE):
                  if not chunk:
                      continue  # keep-alive
  
                  f.write(chunk)
                  sz += len(chunk)
                  if sz >= progress_sz:
                      progress_sz += self.PROGRESS_SIZE
                      print('>', end='')
                      sys.stdout.flush()
          print('')
          return sz
  
  def produceDownloadInstance(instance_name, filename, sha, url, save_dir, download_name=None, download_sha=None, archive_member=None):
      spec_param = url
      loader = URLLoader
      if download_name is None:
          download_name = filename
      if download_sha is None:
          download_sha = sha
      if "drive.google.com" in url:
          token = ""
          token_part = url.rsplit('/', 1)[-1]
          if "&id=" not in token_part:
              token_part = url.rsplit('/', 1)[-2]
          for param in token_part.split("&"):
              if param.startswith("id="):
                  token = param[3:]
          if token:
              loader = GDriveLoader
              spec_param = token
          else:
              print("Warning: possibly wrong Google Drive link")
      return DownloadInstance(
          name=instance_name,
          filename=filename,
          sha=sha,
          save_dir=save_dir,
          loader=loader(download_name, download_sha, spec_param, archive_member)
      )
  
  def getSaveDir():
      env_path = os.environ.get("OPENCV_DOWNLOAD_DATA_PATH", None)
      if env_path:
          save_dir = env_path
      else:
          # TODO reuse binding function cv2.utils.fs.getCacheDirectory when issue #19011 is fixed
          if platform.system() == "Darwin":
              #On Apple devices
              temp_env = os.environ.get("TMPDIR", None)
              if temp_env is None or not os.path.isdir(temp_env):
                  temp_dir = Path("/tmp")
                  print("Using world accessible cache directory. This may be not secure: ", temp_dir)
              else:
                  temp_dir = temp_env
          elif platform.system() == "Windows":
              temp_dir = tempfile.gettempdir()
          else:
              xdg_cache_env = os.environ.get("XDG_CACHE_HOME", None)
              if (xdg_cache_env and xdg_cache_env[0] and os.path.isdir(xdg_cache_env)):
                  temp_dir = xdg_cache_env
              else:
                  home_env = os.environ.get("HOME", None)
                  if (home_env and home_env[0] and os.path.isdir(home_env)):
                      home_path = os.path.join(home_env, ".cache/")
                      if os.path.isdir(home_path):
                          temp_dir = home_path
                  else:
                      temp_dir = tempfile.gettempdir()
                      print("Using world accessible cache directory. This may be not secure: ", temp_dir)
  
          save_dir = os.path.join(temp_dir, "downloads")
      if not os.path.exists(save_dir):
          os.makedirs(save_dir)
      return save_dir
  
  def downloadFile(url, sha=None, save_dir=None, filename=None):
      if save_dir is None:
          save_dir = getSaveDir()
      if filename is None:
          filename = "download_" + datetime.now().__str__()
      name = filename
      return produceDownloadInstance(name, filename, sha, url, save_dir).get()
  
  def parseMetalinkFile(metalink_filepath, save_dir):
      NS = {'ml': 'urn:ietf:params:xml:ns:metalink'}
      models = []
      for file_elem in ET.parse(metalink_filepath).getroot().findall('ml:file', NS):
          url = file_elem.find('ml:url', NS).text
          fname = file_elem.attrib['name']
          name = file_elem.find('ml:identity', NS).text
          hash_sum = file_elem.find('ml:hash', NS).text
          models.append(produceDownloadInstance(name, fname, hash_sum, url, save_dir))
      return models
  
  def parseYAMLFile(yaml_filepath, save_dir):
      models = []
      with open(yaml_filepath, 'r') as stream:
          data_loaded = yaml.safe_load(stream)
          for name, params in data_loaded.items():
              load_info = params.get("load_info", None)
              if load_info:
                  fname = os.path.basename(params.get("model"))
                  hash_sum = load_info.get("sha1")
                  url = load_info.get("url")
                  download_sha = load_info.get("download_sha")
                  download_name = load_info.get("download_name")
                  archive_member = load_info.get("member")
                  models.append(produceDownloadInstance(name, fname, hash_sum, url, save_dir,
                      download_name=download_name, download_sha=download_sha, archive_member=archive_member))
  
      return models
  
  if __name__ == '__main__':
      parser = argparse.ArgumentParser(description='This is a utility script for downloading DNN models for samples.')
  
      parser.add_argument('--save_dir', action="store", default=os.getcwd(),
                          help='Path to the directory to store downloaded files')
      parser.add_argument('model_name', type=str, default="", nargs='?', action="store",
                          help='name of the model to download')
      args = parser.parse_args()
      models = []
      save_dir = args.save_dir
      selected_model_name = args.model_name
      models.extend(parseMetalinkFile('face_detector/weights.meta4', save_dir))
      models.extend(parseYAMLFile('models.yml', save_dir))
      for m in models:
          print(m)
          if selected_model_name and not m.name.startswith(selected_model_name):
              continue
          print('Model: ' + selected_model_name)
          m.get()