API-RMS / app.py
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# app.py
import cv2
import insightface
import numpy as np
from flask import Flask, request, jsonify
from flask_cors import CORS
import base64
import os
import tempfile
import uuid
from werkzeug.utils import secure_filename
from insightface.app import FaceAnalysis
app = Flask(__name__)
CORS(app)
# Configuration
app.config['MAX_CONTENT_LENGTH'] = 16 * 1024 * 1024 # 16MB max file size
app.config['UPLOAD_FOLDER'] = tempfile.gettempdir()
ALLOWED_EXTENSIONS = {'png', 'jpg', 'jpeg', 'webp'}
# Initialize face analysis globally
face_app = FaceAnalysis(providers=['CPUExecutionProvider'])
face_app.prepare(ctx_id=0, det_size=(640, 640))
# Initialize face swapper
swapper = insightface.model_zoo.get_model('inswapper_128.onnx')
def allowed_file(filename):
return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
def decode_base64_image(base64_string):
"""Decode base64 string to numpy image"""
if ',' in base64_string:
base64_string = base64_string.split(',')[1]
img_data = base64.b64decode(base64_string)
nparr = np.frombuffer(img_data, np.uint8)
return cv2.imdecode(nparr, cv2.IMREAD_COLOR)
def encode_image_to_base64(image):
"""Encode numpy image to base64 string"""
_, buffer = cv2.imencode('.jpg', image)
return base64.b64encode(buffer).decode('utf-8')
@app.route('/health', methods=['GET'])
def health_check():
return jsonify({'status': 'healthy', 'message': 'Face Swap API is running'})
@app.route('/swap', methods=['POST'])
def swap_faces():
"""
Swap faces between source and target images
Expected JSON payload:
{
"source_image": "base64_string or file_path",
"target_image": "base64_string or file_path",
"source_is_base64": true, # optional, defaults to false
"target_is_base64": true # optional, defaults to false
}
Or use multipart/form-data with files:
- source_file (image file)
- target_file (image file)
"""
try:
source_img = None
target_img = None
# Handle JSON request
if request.is_json:
data = request.get_json()
# Get source image
source_is_base64 = data.get('source_is_base64', False)
if source_is_base64:
source_img = decode_base64_image(data['source_image'])
else:
source_img = cv2.imread(data['source_image'])
# Get target image
target_is_base64 = data.get('target_is_base64', False)
if target_is_base64:
target_img = decode_base64_image(data['target_image'])
else:
target_img = cv2.imread(data['target_image'])
# Handle multipart form request
elif 'source_file' in request.files and 'target_file' in request.files:
source_file = request.files['source_file']
target_file = request.files['target_file']
if source_file and allowed_file(source_file.filename):
source_filename = secure_filename(source_file.filename)
source_path = os.path.join(app.config['UPLOAD_FOLDER'], f"source_{uuid.uuid4()}_{source_filename}")
source_file.save(source_path)
source_img = cv2.imread(source_path)
os.remove(source_path) # Clean up
else:
return jsonify({'error': 'Invalid source file type'}), 400
if target_file and allowed_file(target_file.filename):
target_filename = secure_filename(target_file.filename)
target_path = os.path.join(app.config['UPLOAD_FOLDER'], f"target_{uuid.uuid4()}_{target_filename}")
target_file.save(target_path)
target_img = cv2.imread(target_path)
os.remove(target_path) # Clean up
else:
return jsonify({'error': 'Invalid target file type'}), 400
else:
return jsonify({'error': 'Invalid request. Provide source_image/target_image or source_file/target_file'}), 400
# Validate images
if source_img is None:
return jsonify({'error': 'Could not read source image'}), 400
if target_img is None:
return jsonify({'error': 'Could not read target image'}), 400
# Detect faces
source_faces = face_app.get(source_img)
target_faces = face_app.get(target_img)
if len(source_faces) == 0:
return jsonify({'error': 'No face found in source image'}), 400
if len(target_faces) == 0:
return jsonify({'error': 'No face found in target image'}), 400
# Perform face swap
swapped_image = swapper.get(target_img, target_faces[0], source_faces[0], paste_back=True)
# Prepare response
return_type = request.args.get('return_type', 'base64')
if return_type == 'file':
# Save and return file path
output_filename = f"swapped_{uuid.uuid4()}.jpg"
output_path = os.path.join(app.config['UPLOAD_FOLDER'], output_filename)
cv2.imwrite(output_path, swapped_image)
return jsonify({
'success': True,
'message': 'Face swap completed successfully',
'output_path': output_path,
'filename': output_filename
})
else:
# Return base64 encoded image
encoded_image = encode_image_to_base64(swapped_image)
return jsonify({
'success': True,
'message': 'Face swap completed successfully',
'swapped_image': encoded_image
})
except Exception as e:
return jsonify({'error': str(e)}), 500
@app.route('/swap/batch', methods=['POST'])
def batch_swap_faces():
"""
Batch face swap with multiple targets
Expected JSON payload:
{
"source_image": "base64_string or path",
"target_images": ["base64_string1", "base64_string2", ...],
"source_is_base64": true,
"targets_are_base64": true
}
"""
try:
data = request.get_json()
# Get source image
source_is_base64 = data.get('source_is_base64', False)
if source_is_base64:
source_img = decode_base64_image(data['source_image'])
else:
source_img = cv2.imread(data['source_image'])
if source_img is None:
return jsonify({'error': 'Could not read source image'}), 400
# Detect source face once
source_faces = face_app.get(source_img)
if len(source_faces) == 0:
return jsonify({'error': 'No face found in source image'}), 400
source_face = source_faces[0]
# Process all target images
results = []
target_images = data.get('target_images', [])
targets_are_base64 = data.get('targets_are_base64', False)
for idx, target_img_data in enumerate(target_images):
try:
if targets_are_base64:
target_img = decode_base64_image(target_img_data)
else:
target_img = cv2.imread(target_img_data)
if target_img is None:
results.append({'index': idx, 'error': 'Could not read target image'})
continue
target_faces = face_app.get(target_img)
if len(target_faces) == 0:
results.append({'index': idx, 'error': 'No face found in target image'})
continue
swapped_image = swapper.get(target_img, target_faces[0], source_face, paste_back=True)
encoded_image = encode_image_to_base64(swapped_image)
results.append({
'index': idx,
'success': True,
'swapped_image': encoded_image
})
except Exception as e:
results.append({'index': idx, 'error': str(e)})
return jsonify({
'success': True,
'message': f'Processed {len(results)} images',
'results': results
})
except Exception as e:
return jsonify({'error': str(e)}), 500
if __name__ == '__main__':
print("Starting Face Swap API Server...")
print("Make sure 'inswapper_128.onnx' is in the current directory")
print("API endpoints:")
print(" GET /health - Health check")
print(" POST /swap - Single face swap")
print(" POST /swap/batch - Batch face swap")
print("\nStarting server on http://localhost:5000")
app.run(host='0.0.0.0', port=7860, debug=True)