app.py 3.8 KB

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  1. import os
  2. import tempfile
  3. import face_recognition
  4. import requests
  5. from flask import Flask, request, jsonify, json
  6. def create_app():
  7. app = Flask(__name__)
  8. def init_app():
  9. known_faces_dir = "./known_faces"
  10. print(known_faces_dir)
  11. load_known_faces(known_faces_dir)
  12. init_app()
  13. @app.route('/')
  14. def hello_world(): # put application's code here
  15. return 'Hello World!'
  16. @app.route('/recognize/url', methods=['POST'])
  17. def recognize_url():
  18. if 'url' not in request.json:
  19. return jsonify({'error': 'No URL provided'}), 400
  20. url = request.json.get('url')
  21. if not url:
  22. return jsonify({'error': 'Invalid URL'}), 400
  23. try:
  24. # 从 URL 下载文件
  25. response = requests.get(url)
  26. if response.status_code != 200:
  27. return jsonify({'error': 'Failed to download image from URL'}), 400
  28. # 创建一个临时文件保存下载的文件
  29. temp_file = tempfile.NamedTemporaryFile(delete=False)
  30. temp_file.write(response.content)
  31. temp_file.close()
  32. find = find_faces_in_image(temp_file.name)
  33. os.remove(temp_file.name) # 删除临时文件
  34. results = return_json(find)
  35. return results
  36. except Exception as e:
  37. return jsonify({'error': str(e)}), 500
  38. @app.route('/recognize/file', methods=['POST'])
  39. def recognize_file():
  40. if 'file' not in request.files:
  41. return jsonify({'error': 'No file part'}), 400
  42. file = request.files['file']
  43. if file.filename == '':
  44. return jsonify({'error': 'No selected file'}), 400
  45. if file:
  46. # 创建一个临时文件保存上传的文件
  47. temp_file = tempfile.NamedTemporaryFile(delete=False)
  48. file.save(temp_file.name)
  49. find = find_faces_in_image(temp_file.name)
  50. os.remove(temp_file.name)# 删除临时文件
  51. results = return_json(find)
  52. return results
  53. return jsonify({'error': 'An error occurred'}), 500
  54. return app
  55. def return_json(find):
  56. result = {
  57. "code": 0,
  58. "msg": "success",
  59. "data": None, # 将 data 初始化为 None
  60. "success": True
  61. }
  62. if find:
  63. result["data"] = {"find_face_status": 1}
  64. else:
  65. result["data"] = {"find_face_status": 2}
  66. json_result = json.dumps(result)
  67. return json_result
  68. # 全局变量存储已知人脸编码和名称
  69. known_face_encodings = []
  70. known_face_names = []
  71. def load_known_faces(known_faces_dir):
  72. global known_face_encodings, known_face_names
  73. known_face_encodings = []
  74. known_face_names = []
  75. for filename in os.listdir(known_faces_dir):
  76. if filename.endswith(".jpg") or filename.endswith(".png"):
  77. image_path = os.path.join(known_faces_dir, filename)
  78. image = face_recognition.load_image_file(image_path)
  79. face_encoding = face_recognition.face_encodings(image)[0]
  80. known_face_encodings.append(face_encoding)
  81. known_face_names.append(os.path.splitext(filename)[0])
  82. def find_faces_in_image(image_path):
  83. image = face_recognition.load_image_file(image_path)
  84. face_locations = face_recognition.face_locations(image)
  85. face_encodings = face_recognition.face_encodings(image, face_locations)
  86. found_faces = []
  87. for face_encoding in face_encodings:
  88. matches = face_recognition.compare_faces(known_face_encodings, face_encoding, tolerance=0.35)
  89. if True in matches:
  90. first_match_index = matches.index(True)
  91. name = known_face_names[first_match_index]
  92. found_faces.append(name)
  93. if found_faces:
  94. return True
  95. else:
  96. return False
  97. if __name__ == '__main__':
  98. app = create_app()
  99. app.run(host='0.0.0.0', port=5000)