You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

serving_server.py 1.3 kB

1234567891011121314151617181920212223242526272829303132333435
  1. # Copyright 2021 Huawei Technologies Co., Ltd
  2. #
  3. # Licensed under the Apache License, Version 2.0 (the "License");
  4. # you may not use this file except in compliance with the License.
  5. # You may obtain a copy of the License at
  6. #
  7. # http://www.apache.org/licenses/LICENSE-2.0
  8. #
  9. # Unless required by applicable law or agreed to in writing, software
  10. # distributed under the License is distributed on an "AS IS" BASIS,
  11. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. # See the License for the specific language governing permissions and
  13. # limitations under the License.
  14. # ============================================================================
  15. """The server of example perturbation"""
  16. import os
  17. import sys
  18. from mindspore_serving import server
  19. def start():
  20. """Start server."""
  21. servable_dir = os.path.dirname(os.path.realpath(sys.argv[0]))
  22. servable_config = server.ServableStartConfig(servable_directory=servable_dir, servable_name="perturbation",
  23. device_ids=(0, 1), num_parallel_workers=4)
  24. server.start_servables(servable_configs=servable_config)
  25. server.start_grpc_server(address="0.0.0.0:5500", max_msg_mb_size=200)
  26. # server.start_restful_server(address="0.0.0.0:5500")
  27. if __name__ == "__main__":
  28. start()

MindArmour关注AI的安全和隐私问题。致力于增强模型的安全可信、保护用户的数据隐私。主要包含3个模块:对抗样本鲁棒性模块、Fuzz Testing模块、隐私保护与评估模块。 对抗样本鲁棒性模块 对抗样本鲁棒性模块用于评估模型对于对抗样本的鲁棒性,并提供模型增强方法用于增强模型抗对抗样本攻击的能力,提升模型鲁棒性。对抗样本鲁棒性模块包含了4个子模块:对抗样本的生成、对抗样本的检测、模型防御、攻防评估。