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Runtime error
Runtime error
Upload 10 files
Browse files- .gitattributes +1 -0
- Dockerfile +16 -0
- app.py +198 -0
- facewrapper/dict/data1.bin +3 -0
- facewrapper/dict/data2.bin +3 -0
- facewrapper/dict/data3.bin +3 -0
- facewrapper/facewrapper.py +32 -0
- facewrapper/libs/libimutils.so +0 -0
- facewrapper/libs/libimutils.so_for_ubuntu22 +0 -0
- facewrapper/libs/libttvfaceengine6.so +3 -0
- requirements.txt +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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facewrapper/libs/libttvfaceengine6.so filter=lfs diff=lfs merge=lfs -text
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Dockerfile
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FROM ubuntu:20.04
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RUN ln -snf /usr/share/zoneinfo/$CONTAINER_TIMEZONE /etc/localtime && echo $CONTAINER_TIMEZONE > /etc/timezone
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RUN apt-get update -y
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RUN apt-get install -y python3 python3-pip python3-opencv
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RUN apt-get install -y libcurl4-openssl-dev libssl-dev
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RUN mkdir -p /root/FaceOnLive_v6
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RUN mkdir -p /root/FaceOnLive_v6/facewrapper
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WORKDIR /root/FaceOnLive_v6
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COPY ./facewrapper ./facewrapper
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COPY ./facewrapper/libs/libimutils.so /usr/lib
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COPY ./facewrapper/libs/openvino /usr/lib
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COPY ./app.py ./app.py
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COPY ./requirements.txt ./requirements.txt
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RUN pip3 install -r requirements.txt
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CMD [ "python3", "app.py"]
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EXPOSE 8000
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app.py
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import sys
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sys.path.append('.')
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from flask import Flask, request, jsonify
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from time import gmtime, strftime
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import os
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import base64
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import json
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import cv2
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import numpy as np
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from facewrapper.facewrapper import ttv_version
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from facewrapper.facewrapper import ttv_get_hwid
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from facewrapper.facewrapper import ttv_init
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from facewrapper.facewrapper import ttv_init_offline
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from facewrapper.facewrapper import ttv_extract_feature
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from facewrapper.facewrapper import ttv_compare_feature
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app = Flask(__name__)
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app.config['SITE'] = "http://0.0.0.0:8000/"
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app.config['DEBUG'] = False
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licenseKey = "IBHTS-SIGHK-VVGCB-MGJYC"
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licensePath = "license.txt"
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modelFolder = os.path.abspath(os.path.dirname(__file__)) + '/facewrapper/dict'
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version = ttv_version()
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print("version: ", version.decode('utf-8'))
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ret = ttv_init(modelFolder.encode('utf-8'), licenseKey.encode('utf-8'))
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if ret != 0:
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print(f"online init failed: {ret}");
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hwid = ttv_get_hwid()
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print("hwid: ", hwid.decode('utf-8'))
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ret = ttv_init_offline(modelFolder.encode('utf-8'), licensePath.encode('utf-8'))
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if ret != 0:
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print(f"offline init failed: {ret}")
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exit(-1)
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else:
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print(f"offline init ok")
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else:
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print(f"online init ok")
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@app.route('/api/compare_face', methods=['POST'])
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def compare_face():
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file1 = request.files['image1']
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image1 = cv2.imdecode(np.fromstring(file1.read(), np.uint8), cv2.IMREAD_COLOR)
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if image1 is None:
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result = "image1: is null!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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file2 = request.files['image2']
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image2 = cv2.imdecode(np.fromstring(file2.read(), np.uint8), cv2.IMREAD_COLOR)
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if image2 is None:
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result = "image2: is null!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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faceRect1 = np.zeros([4], dtype=np.int32)
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feature1 = np.zeros([2048], dtype=np.uint8)
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featureSize1 = np.zeros([1], dtype=np.int32)
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ret = ttv_extract_feature(image1, image1.shape[1], image1.shape[0], faceRect1, feature1, featureSize1)
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if ret <= 0:
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if ret == -1:
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result = "license error!"
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elif ret == -2:
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result = "init error!"
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elif ret == 0:
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result = "image1: no face detected!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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faceRect2 = np.zeros([4], dtype=np.int32)
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feature2 = np.zeros([2048], dtype=np.uint8)
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featureSize2 = np.zeros([1], dtype=np.int32)
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ret = ttv_extract_feature(image2, image2.shape[1], image2.shape[0], faceRect2, feature2, featureSize2)
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if ret <= 0:
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if ret == -1:
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result = "license error!"
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elif ret == -2:
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result = "init error!"
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elif ret == 0:
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result = "image2: no face detected!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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similarity = ttv_compare_feature(feature1, feature2)
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if similarity > 0.67:
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result = "same person!"
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else:
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result = "different person!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result, "similarity": float(similarity)}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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@app.route('/api/compare_face_base64', methods=['POST'])
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def coompare_face_base64():
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content = request.get_json()
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imageBase641 = content['image1']
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image1 = cv2.imdecode(np.frombuffer(base64.b64decode(imageBase641), dtype=np.uint8), cv2.IMREAD_COLOR)
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if image1 is None:
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result = "image1: is null!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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imageBase642 = content['image2']
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image2 = cv2.imdecode(np.frombuffer(base64.b64decode(imageBase642), dtype=np.uint8), cv2.IMREAD_COLOR)
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if image2 is None:
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result = "image2: is null!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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faceRect1 = np.zeros([4], dtype=np.int32)
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feature1 = np.zeros([2048], dtype=np.uint8)
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featureSize1 = np.zeros([1], dtype=np.int32)
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ret = ttv_extract_feature(image1, image1.shape[1], image1.shape[0], faceRect1, feature1, featureSize1)
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if ret <= 0:
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if ret == -1:
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result = "license error!"
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elif ret == -2:
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result = "init error!"
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elif ret == 0:
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result = "image1: no face detected!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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faceRect2 = np.zeros([4], dtype=np.int32)
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feature2 = np.zeros([2048], dtype=np.uint8)
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featureSize2 = np.zeros([1], dtype=np.int32)
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ret = ttv_extract_feature(image2, image2.shape[1], image2.shape[0], faceRect2, feature2, featureSize2)
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if ret <= 0:
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if ret == -1:
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result = "license error!"
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elif ret == -2:
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result = "init error!"
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elif ret == 0:
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result = "image2: no face detected!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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similarity = ttv_compare_feature(feature1, feature2)
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if similarity > 0.67:
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result = "same person!"
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else:
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result = "different person!"
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status = "ok"
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response = jsonify({"status": status, "data": {"result": result, "similarity": float(similarity)}})
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response.status_code = 200
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response.headers["Content-Type"] = "application/json; charset=utf-8"
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return response
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if __name__ == '__main__':
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port = int(os.environ.get("PORT", 8000))
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app.run(host='0.0.0.0', port=port)
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facewrapper/dict/data1.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:36cf5fcc49345989a86839a53529314ec1fe5d621c377a1952bc7538d55e7f1b
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size 16255630
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facewrapper/dict/data2.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:f25fb0cd3d70cb84c258e7109620f411c087e0875828d6ab86cc9c4838d49bec
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size 11875339
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facewrapper/dict/data3.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:06daf36a8545f59ac104415e8b2d38072d06abc027cb346fd4a6c6029fed55b4
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size 90716260
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facewrapper/facewrapper.py
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import ctypes, ctypes.util
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from ctypes import *
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from numpy.ctypeslib import ndpointer
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import sys
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import os
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lib_path = os.path.abspath(os.path.dirname(__file__)) + '/libs/libttvfaceengine6.so'
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liveness_engine = cdll.LoadLibrary(lib_path)
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ttv_version = liveness_engine.ttv_version
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ttv_version.argtypes = []
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ttv_version.restype = ctypes.c_char_p
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ttv_get_hwid = liveness_engine.ttv_get_hwid
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ttv_get_hwid.argtypes = []
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ttv_get_hwid.restype = ctypes.c_char_p
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ttv_init = liveness_engine.ttv_init
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ttv_init.argtypes = [ctypes.c_char_p, ctypes.c_char_p]
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ttv_init.restype = ctypes.c_int32
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ttv_init_offline = liveness_engine.ttv_init_offline
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ttv_init_offline.argtypes = [ctypes.c_char_p, ctypes.c_char_p]
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ttv_init_offline.restype = ctypes.c_int32
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ttv_extract_feature = liveness_engine.ttv_extract_feature
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ttv_extract_feature.argtypes = [ndpointer(ctypes.c_ubyte, flags='C_CONTIGUOUS'), ctypes.c_int32, ctypes.c_int32, ndpointer(ctypes.c_int32, flags='C_CONTIGUOUS'), ndpointer(ctypes.c_ubyte, flags='C_CONTIGUOUS'), ndpointer(ctypes.c_int32, flags='C_CONTIGUOUS')]
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ttv_extract_feature.restype = ctypes.c_int
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ttv_compare_feature = liveness_engine.ttv_compare_feature
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ttv_compare_feature.argtypes = [ndpointer(ctypes.c_ubyte, flags='C_CONTIGUOUS'), ndpointer(ctypes.c_ubyte, flags='C_CONTIGUOUS')]
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ttv_compare_feature.restype = ctypes.c_double
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facewrapper/libs/libimutils.so
ADDED
Binary file (412 kB). View file
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facewrapper/libs/libimutils.so_for_ubuntu22
ADDED
Binary file (412 kB). View file
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facewrapper/libs/libttvfaceengine6.so
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:47263ed3dae141d4640141d2a91c6ad72934771ff7101ff916f26df62c714952
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size 1233040
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requirements.txt
ADDED
@@ -0,0 +1,3 @@
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1 |
+
opencv-python
|
2 |
+
flask
|
3 |
+
flask-cors
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