Spaces:
Running
Running
Upload 8 files
Browse files- .gitattributes +1 -0
- Dockerfile +43 -0
- alprsdk.py +26 -0
- app.py +159 -0
- demo.py +159 -0
- libalpr.so +3 -0
- libopencv.zip +3 -0
- requirements.txt +5 -0
- run.sh +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
36 |
+
libalpr.so filter=lfs diff=lfs merge=lfs -text
|
Dockerfile
ADDED
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
FROM openvino/ubuntu20_runtime:2024.5.0
|
2 |
+
|
3 |
+
USER root
|
4 |
+
RUN rm -rf /var/lib/apt/lists/* && apt update && apt install -y unzip \
|
5 |
+
libjpeg8 \
|
6 |
+
libwebp6 \
|
7 |
+
libpng16-16 \
|
8 |
+
libtbb2 \
|
9 |
+
libtiff5 \
|
10 |
+
libtbb-dev \
|
11 |
+
libopenexr-dev \
|
12 |
+
libgl1-mesa-glx \
|
13 |
+
libglib2.0-0
|
14 |
+
|
15 |
+
# Set up working directory
|
16 |
+
RUN mkdir -p /home/openvino/kby-ai-alpr
|
17 |
+
WORKDIR /home/openvino/kby-ai-alpr
|
18 |
+
|
19 |
+
# Copy shared libraries and application files
|
20 |
+
COPY ./libopencv.zip .
|
21 |
+
RUN unzip libopencv.zip
|
22 |
+
RUN cp -f libopencv/* /usr/local/lib/
|
23 |
+
RUN ldconfig
|
24 |
+
|
25 |
+
# Copy Python and application files
|
26 |
+
COPY ./libalpr.so .
|
27 |
+
COPY ./app.py .
|
28 |
+
COPY ./alprsdk.py .
|
29 |
+
COPY ./requirements.txt .
|
30 |
+
COPY ./license.txt .
|
31 |
+
COPY ./run.sh .
|
32 |
+
COPY ./model ./model
|
33 |
+
|
34 |
+
# Install Python dependencies
|
35 |
+
|
36 |
+
RUN pip3 install --no-cache-dir -r requirements.txt
|
37 |
+
# RUN chmod +x ./run.sh
|
38 |
+
# USER openvino
|
39 |
+
# Set up entrypoint
|
40 |
+
CMD ["bash", "./run.sh"]
|
41 |
+
|
42 |
+
# Expose ports
|
43 |
+
EXPOSE 8080 9000
|
alprsdk.py
ADDED
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import os
|
2 |
+
|
3 |
+
from ctypes import *
|
4 |
+
|
5 |
+
libPath = os.path.abspath(os.path.dirname(__file__)) + '/libalpr.so'
|
6 |
+
alprsdk = cdll.LoadLibrary(libPath)
|
7 |
+
|
8 |
+
getMachineCode = alprsdk.getMachineCode
|
9 |
+
getMachineCode.argtypes = []
|
10 |
+
getMachineCode.restype = c_char_p
|
11 |
+
|
12 |
+
setActivation = alprsdk.setActivation
|
13 |
+
setActivation.argtypes = [c_char_p]
|
14 |
+
setActivation.restype = c_int32
|
15 |
+
|
16 |
+
initSDK = alprsdk.initSDK
|
17 |
+
initSDK.argtypes = []
|
18 |
+
initSDK.restype = c_int32
|
19 |
+
|
20 |
+
getLicensePlate = alprsdk.get_license_using_bytes
|
21 |
+
getLicensePlate.argtypes = [c_char_p, c_ulong, POINTER(POINTER(c_char_p)), POINTER(c_int)]
|
22 |
+
getLicensePlate.restype = c_int32
|
23 |
+
|
24 |
+
freeLicenseResults = alprsdk.free_license_results
|
25 |
+
freeLicenseResults.argtypes = [POINTER(c_char_p), c_int]
|
26 |
+
freeLicenseResults.restype = None
|
app.py
ADDED
@@ -0,0 +1,159 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import sys
|
2 |
+
sys.path.append('.')
|
3 |
+
|
4 |
+
import os
|
5 |
+
import base64
|
6 |
+
import json
|
7 |
+
from ctypes import *
|
8 |
+
from alprsdk import initSDK, getLicensePlate, getMachineCode, freeLicenseResults, setActivation
|
9 |
+
import cv2
|
10 |
+
import numpy as np
|
11 |
+
from flask import Flask, request, jsonify
|
12 |
+
|
13 |
+
|
14 |
+
licensePath = "license.txt"
|
15 |
+
license = ""
|
16 |
+
|
17 |
+
machineCode = getMachineCode()
|
18 |
+
print("\nmachineCode: ", machineCode.decode('utf-8'))
|
19 |
+
|
20 |
+
try:
|
21 |
+
with open(licensePath, 'r') as file:
|
22 |
+
license = file.read().strip()
|
23 |
+
except IOError as exc:
|
24 |
+
print("failed to open license.txt: ", exc.errno)
|
25 |
+
|
26 |
+
print("\nlicense: ", license)
|
27 |
+
|
28 |
+
ret = setActivation(license.encode('utf-8'))
|
29 |
+
print("\nactivation: ", ret)
|
30 |
+
|
31 |
+
ret = initSDK()
|
32 |
+
print("init: ", ret)
|
33 |
+
|
34 |
+
app = Flask(__name__)
|
35 |
+
|
36 |
+
def mat_to_bytes(mat):
|
37 |
+
"""
|
38 |
+
Convert cv::Mat image data (NumPy array in Python) to raw bytes.
|
39 |
+
"""
|
40 |
+
# Encode cv::Mat as PNG bytes
|
41 |
+
is_success, buffer = cv2.imencode(".png", mat)
|
42 |
+
if not is_success:
|
43 |
+
raise ValueError("Failed to encode cv::Mat image")
|
44 |
+
return buffer.tobytes()
|
45 |
+
|
46 |
+
@app.route('/alpr', methods=['POST'])
|
47 |
+
def alpr():
|
48 |
+
result = "None"
|
49 |
+
license = {}
|
50 |
+
box = {}
|
51 |
+
|
52 |
+
file = request.files['file']
|
53 |
+
|
54 |
+
try:
|
55 |
+
image = cv2.imdecode(np.frombuffer(file.read(), np.uint8), cv2.IMREAD_COLOR)
|
56 |
+
|
57 |
+
except:
|
58 |
+
result = "Failed to open file1"
|
59 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
60 |
+
|
61 |
+
response.status_code = 200
|
62 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
63 |
+
return response
|
64 |
+
|
65 |
+
|
66 |
+
img_byte = mat_to_bytes(image)
|
67 |
+
|
68 |
+
recog_array = (c_int * 1024)() # Assuming a maximum of 256 rectangles
|
69 |
+
|
70 |
+
license_plate_ptr = POINTER(c_char_p)()
|
71 |
+
cnt = getLicensePlate(img_byte, len(img_byte), byref(license_plate_ptr), recog_array)
|
72 |
+
|
73 |
+
license_plate = [license_plate_ptr[i].decode('utf-8') for i in range(cnt)]
|
74 |
+
rectangles = [
|
75 |
+
(recog_array[i * 4], recog_array[i * 4 + 1], recog_array[i * 4 + 2], recog_array[i * 4 + 3])
|
76 |
+
for i in range(cnt)]
|
77 |
+
|
78 |
+
freeLicenseResults(license_plate_ptr, cnt)
|
79 |
+
|
80 |
+
# print("number: ", cnt, rectangles, license_plate)
|
81 |
+
if cnt == 0:
|
82 |
+
result = "Nothing Detected !"
|
83 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
84 |
+
|
85 |
+
response.status_code = 200
|
86 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
87 |
+
return response
|
88 |
+
|
89 |
+
result = "License Plate Number Detected !"
|
90 |
+
for i in range(cnt):
|
91 |
+
license[f"vehicle {i + 1}"] = license_plate[i]
|
92 |
+
box[f"vehicle {i + 1}"] = rectangles[i]
|
93 |
+
|
94 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
95 |
+
|
96 |
+
response.status_code = 200
|
97 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
98 |
+
return response
|
99 |
+
|
100 |
+
@app.route('/alpr_base64', methods=['POST'])
|
101 |
+
def alpr_base64():
|
102 |
+
|
103 |
+
result = "None"
|
104 |
+
license = {}
|
105 |
+
box = {}
|
106 |
+
|
107 |
+
content = request.get_json()
|
108 |
+
|
109 |
+
try:
|
110 |
+
imageBase64 = content['base64']
|
111 |
+
image_data = base64.b64decode(imageBase64)
|
112 |
+
np_array = np.frombuffer(image_data, np.uint8)
|
113 |
+
image = cv2.imdecode(np_array, cv2.IMREAD_COLOR)
|
114 |
+
except:
|
115 |
+
result = "Failed to open file1"
|
116 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
117 |
+
|
118 |
+
response.status_code = 200
|
119 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
120 |
+
return response
|
121 |
+
|
122 |
+
|
123 |
+
img_byte = mat_to_bytes(image)
|
124 |
+
|
125 |
+
recog_array = (c_int * 1024)() # Assuming a maximum of 256 rectangles
|
126 |
+
|
127 |
+
license_plate_ptr = POINTER(c_char_p)()
|
128 |
+
cnt = getLicensePlate(img_byte, len(img_byte), byref(license_plate_ptr), recog_array)
|
129 |
+
|
130 |
+
license_plate = [license_plate_ptr[i].decode('utf-8') for i in range(cnt)]
|
131 |
+
rectangles = [
|
132 |
+
(recog_array[i * 4], recog_array[i * 4 + 1], recog_array[i * 4 + 2], recog_array[i * 4 + 3])
|
133 |
+
for i in range(cnt)]
|
134 |
+
|
135 |
+
freeLicenseResults(license_plate_ptr, cnt)
|
136 |
+
|
137 |
+
# print("number: ", cnt, rectangles, license_plate)
|
138 |
+
if cnt == 0:
|
139 |
+
result = "Nothing Detected !"
|
140 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
141 |
+
|
142 |
+
response.status_code = 200
|
143 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
144 |
+
return response
|
145 |
+
|
146 |
+
result = "License Plate Number Detected !"
|
147 |
+
for i in range(cnt):
|
148 |
+
license[f"vehicle {i + 1}"] = license_plate[i]
|
149 |
+
box[f"vehicle {i + 1}"] = rectangles[i]
|
150 |
+
|
151 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
152 |
+
|
153 |
+
response.status_code = 200
|
154 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
155 |
+
return response
|
156 |
+
|
157 |
+
if __name__ == '__main__':
|
158 |
+
port = int(os.environ.get("PORT", 8080))
|
159 |
+
app.run(host='0.0.0.0', port=port)
|
demo.py
ADDED
@@ -0,0 +1,159 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import sys
|
2 |
+
sys.path.append('.')
|
3 |
+
|
4 |
+
import os
|
5 |
+
import base64
|
6 |
+
import json
|
7 |
+
from ctypes import *
|
8 |
+
from alprsdk import initSDK, getLicensePlate, getMachineCode, freeLicenseResults, setActivation
|
9 |
+
import cv2
|
10 |
+
import numpy as np
|
11 |
+
from flask import Flask, request, jsonify
|
12 |
+
|
13 |
+
|
14 |
+
licensePath = "license.txt"
|
15 |
+
license = ""
|
16 |
+
|
17 |
+
machineCode = getMachineCode()
|
18 |
+
print("\nmachineCode: ", machineCode.decode('utf-8'))
|
19 |
+
|
20 |
+
try:
|
21 |
+
with open(licensePath, 'r') as file:
|
22 |
+
license = file.read().strip()
|
23 |
+
except IOError as exc:
|
24 |
+
print("failed to open license.txt: ", exc.errno)
|
25 |
+
|
26 |
+
print("\nlicense: ", license)
|
27 |
+
|
28 |
+
ret = setActivation(license.encode('utf-8'))
|
29 |
+
print("\nactivation: ", ret)
|
30 |
+
|
31 |
+
ret = initSDK()
|
32 |
+
print("init: ", ret)
|
33 |
+
|
34 |
+
app = Flask(__name__)
|
35 |
+
|
36 |
+
def mat_to_bytes(mat):
|
37 |
+
"""
|
38 |
+
Convert cv::Mat image data (NumPy array in Python) to raw bytes.
|
39 |
+
"""
|
40 |
+
# Encode cv::Mat as PNG bytes
|
41 |
+
is_success, buffer = cv2.imencode(".png", mat)
|
42 |
+
if not is_success:
|
43 |
+
raise ValueError("Failed to encode cv::Mat image")
|
44 |
+
return buffer.tobytes()
|
45 |
+
|
46 |
+
@app.route('/alpr', methods=['POST'])
|
47 |
+
def alpr():
|
48 |
+
result = "None"
|
49 |
+
license = {}
|
50 |
+
box = {}
|
51 |
+
|
52 |
+
file = request.files['file']
|
53 |
+
|
54 |
+
try:
|
55 |
+
image = cv2.imdecode(np.frombuffer(file.read(), np.uint8), cv2.IMREAD_COLOR)
|
56 |
+
|
57 |
+
except:
|
58 |
+
result = "Failed to open file1"
|
59 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
60 |
+
|
61 |
+
response.status_code = 200
|
62 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
63 |
+
return response
|
64 |
+
|
65 |
+
|
66 |
+
img_byte = mat_to_bytes(image)
|
67 |
+
|
68 |
+
recog_array = (c_int * 1024)() # Assuming a maximum of 256 rectangles
|
69 |
+
|
70 |
+
license_plate_ptr = POINTER(c_char_p)()
|
71 |
+
cnt = getLicensePlate(img_byte, len(img_byte), byref(license_plate_ptr), recog_array)
|
72 |
+
|
73 |
+
license_plate = [license_plate_ptr[i].decode('utf-8') for i in range(cnt)]
|
74 |
+
rectangles = [
|
75 |
+
(recog_array[i * 4], recog_array[i * 4 + 1], recog_array[i * 4 + 2], recog_array[i * 4 + 3])
|
76 |
+
for i in range(cnt)]
|
77 |
+
|
78 |
+
freeLicenseResults(license_plate_ptr, cnt)
|
79 |
+
|
80 |
+
# print("number: ", cnt, rectangles, license_plate)
|
81 |
+
if cnt == 0:
|
82 |
+
result = "Nothing Detected !"
|
83 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
84 |
+
|
85 |
+
response.status_code = 200
|
86 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
87 |
+
return response
|
88 |
+
|
89 |
+
result = "License Plate Number Detected !"
|
90 |
+
for i in range(cnt):
|
91 |
+
license[f"vehicle {i + 1}"] = license_plate[i]
|
92 |
+
box[f"vehicle {i + 1}"] = rectangles[i]
|
93 |
+
|
94 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
95 |
+
|
96 |
+
response.status_code = 200
|
97 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
98 |
+
return response
|
99 |
+
|
100 |
+
@app.route('/alpr_base64', methods=['POST'])
|
101 |
+
def alpr_base64():
|
102 |
+
|
103 |
+
result = "None"
|
104 |
+
license = {}
|
105 |
+
box = {}
|
106 |
+
|
107 |
+
content = request.get_json()
|
108 |
+
|
109 |
+
try:
|
110 |
+
imageBase64 = content['base64']
|
111 |
+
image_data = base64.b64decode(imageBase64)
|
112 |
+
np_array = np.frombuffer(image_data, np.uint8)
|
113 |
+
image = cv2.imdecode(np_array, cv2.IMREAD_COLOR)
|
114 |
+
except:
|
115 |
+
result = "Failed to open file1"
|
116 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
117 |
+
|
118 |
+
response.status_code = 200
|
119 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
120 |
+
return response
|
121 |
+
|
122 |
+
|
123 |
+
img_byte = mat_to_bytes(image)
|
124 |
+
|
125 |
+
recog_array = (c_int * 1024)() # Assuming a maximum of 256 rectangles
|
126 |
+
|
127 |
+
license_plate_ptr = POINTER(c_char_p)()
|
128 |
+
cnt = getLicensePlate(img_byte, len(img_byte), byref(license_plate_ptr), recog_array)
|
129 |
+
|
130 |
+
license_plate = [license_plate_ptr[i].decode('utf-8') for i in range(cnt)]
|
131 |
+
rectangles = [
|
132 |
+
(recog_array[i * 4], recog_array[i * 4 + 1], recog_array[i * 4 + 2], recog_array[i * 4 + 3])
|
133 |
+
for i in range(cnt)]
|
134 |
+
|
135 |
+
freeLicenseResults(license_plate_ptr, cnt)
|
136 |
+
|
137 |
+
# print("number: ", cnt, rectangles, license_plate)
|
138 |
+
if cnt == 0:
|
139 |
+
result = "Nothing Detected !"
|
140 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
141 |
+
|
142 |
+
response.status_code = 200
|
143 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
144 |
+
return response
|
145 |
+
|
146 |
+
result = "License Plate Number Detected !"
|
147 |
+
for i in range(cnt):
|
148 |
+
license[f"vehicle {i + 1}"] = license_plate[i]
|
149 |
+
box[f"vehicle {i + 1}"] = rectangles[i]
|
150 |
+
|
151 |
+
response = jsonify({"result": result, "plate number": license, "coordinate": box})
|
152 |
+
|
153 |
+
response.status_code = 200
|
154 |
+
response.headers["Content-Type"] = "application/json; charset=utf-8"
|
155 |
+
return response
|
156 |
+
|
157 |
+
if __name__ == '__main__':
|
158 |
+
port = int(os.environ.get("PORT", 8080))
|
159 |
+
app.run(host='0.0.0.0', port=port)
|
libalpr.so
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:2f090f94e75de52c565f24df6c102bd6b21d81fdb004400dfd6579987db27e69
|
3 |
+
size 3287551
|
libopencv.zip
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8845c1412c45c484e054235269944e2ac43c90a148ce3444215fe52049cf7479
|
3 |
+
size 61014815
|
requirements.txt
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
flask
|
2 |
+
flask-cors
|
3 |
+
gradio==3.50.2
|
4 |
+
datadog_api_client
|
5 |
+
opencv-python
|
run.sh
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
# cd /home/openvino/kby-ai-alpr
|
2 |
+
# exec python3 demo.py &
|
3 |
+
exec python3 app.py
|