算法全部采用url方式
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@ -5,6 +5,8 @@ from io import BytesIO
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import os
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import requests
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import grpc
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from apps.ecm.service import save_dahua_pic
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from . import BeiHangGrpc_pb2_grpc
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from . import BeiHangGrpc_pb2
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import uuid
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@ -12,29 +14,29 @@ from django.conf import settings
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import cv2
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requests.packages.urllib3.disable_warnings()
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# 本地图像输入
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# image_path = "./onnx/image/single3.jpg"
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# with open(image_path, 'rb') as f:
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# image_base64 = str(base64.b64encode(f.read()), encoding='utf-8')
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# request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id,imgsbase64=image_base64)
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# base64img = str(base64.b64encode(BytesIO(requests.get(url=pic_url, verify=False).content).read()), 'utf-8')
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# with open('face_test.txt', 'w') as f:
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# f.write(base64img)
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# request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id, imgUrl=pic_url)
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def helmet(ip: str, pic_url: str):
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"""安全帽事件
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"""安全帽事件(抠图)
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Args:
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ip (_type_): _description_
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pic_url (_type_): _description_
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"""
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# print(pic_url)
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channel = grpc.insecure_channel(ip+':2000') # 监听频道
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stub = BeiHangGrpc_pb2_grpc.Helmet_RegStub(channel) # 客户端使用Stub类发送请求,参数为频道,为了绑定链接
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image_id = 3
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# 本地图像输入
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# image_path = "./onnx/image/single3.jpg"
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# with open(image_path, 'rb') as f:
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# image_base64 = str(base64.b64encode(f.read()), encoding='utf-8')
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# request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id,imgsbase64=image_base64)
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base64img = str(base64.b64encode(BytesIO(requests.get(url=pic_url, verify=False).content).read()), 'utf-8')
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# with open('face_test.txt', 'w') as f:
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# f.write(base64img)
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request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id, imgsbase64=base64img)
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# request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id, imgUrl=pic_url)
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img_path = save_dahua_pic(pic_url)
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request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id, imgUrl=settings.BASE_URL_OUT + img_path)
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response = stub.sendHelmet_Info(request)
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if response.helmetinfoList:
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for i in response.helmetinfoList:
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@ -43,23 +45,40 @@ def helmet(ip: str, pic_url: str):
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return False, response
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def helme2(ip: str, pic_url: str):
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"""安全帽事件(全图)
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Args:
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ip (_type_): _description_
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pic_url (_type_): _description_
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"""
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channel = grpc.insecure_channel(ip+':2002') # 监听频道
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stub = BeiHangGrpc_pb2_grpc.Helmet_RegStub(channel) # 客户端使用Stub类发送请求,参数为频道,为了绑定链接
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image_id = 3
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img_path = save_dahua_pic(pic_url)
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request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id, imgUrl=settings.BASE_URL_OUT + img_path)
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response = stub.sendHelmet_Info(request)
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os.remove(settings.BASE_DIR + img_path)
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if response.helmetinfoList:
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for i in response.helmetinfoList:
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if i.head_helmet == 1: # 未戴安全帽事件成立
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return True, response
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return False, response
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def fire1(ip: str, pic_url: str):
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# 未配置灭火器事件
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channel = grpc.insecure_channel(ip+':2001')
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stub = BeiHangGrpc_pb2_grpc.Fire_RegStub(channel)
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image_id = 3
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img_name = '{}.png'.format(uuid.uuid4())
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img_path = settings.BASE_DIR + '/temp/' + img_name
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with open(img_path, "wb") as f:
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f.write(requests.get(url=pic_url, verify=False).content)
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img = cv2.imread(img_path)
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resized_img = cv2.resize(img, None, fx=0.25, fy=0.25)
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resized_img = cv2.imencode('.png', resized_img)[1]
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image_base64 = str(base64.b64encode(resized_img))[2:-1]
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request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id, imgsbase64=image_base64)
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img_path = save_dahua_pic(pic_url)
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# img = cv2.imread(img_path)
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# resized_img = cv2.resize(img, None, fx=0.25, fy=0.25)
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# resized_img = cv2.imencode('.png', resized_img)[1]
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# image_base64 = str(base64.b64encode(resized_img))[2:-1]
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request = BeiHangGrpc_pb2.JinYu_Request(zzid=image_id, imgUrl=settings.BASE_URL_OUT + img_path)
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response = stub.sendFire_Info(request)
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os.remove(img_path) # 删除临时图片
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os.remove(settings.BASE_DIR + img_path) # 删除临时图片
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if response.FireinfoList:
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for i in response.FireinfoList:
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if i.fire == 0: # 配置了灭火器
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@ -7,12 +7,13 @@ myLogger = logging.getLogger('log')
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algo_dict = {
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"helmet": "apps.ai.client.helmet",
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"helmet2": "apps.ai.client.helmet2",
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"fire1": "apps.ai.client.fire1"
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}
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def ai_analyse(codes: list, global_img: str, face_img: str = None):
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"""多线程进行算法分析图片
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"""算法分析图片
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Args:
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codes: 算法列表
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@ -27,11 +28,8 @@ def ai_analyse(codes: list, global_img: str, face_img: str = None):
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f = getattr(m, func)
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try:
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is_happend, res = False, None
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if i == 'helmet': # 如果是安全帽识别
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if face_img:
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is_happend, res = f(ip=settings.AI_IP, pic_url=face_img)
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else:
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is_happend, res = f(ip=settings.AI_IP, pic_url=global_img)
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if i == 'helmet' and face_img: # 如果是安全帽抠图识别
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is_happend, res = f(ip=settings.AI_IP, pic_url=face_img)
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else:
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is_happend, res = f(ip=settings.AI_IP, pic_url=global_img)
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if is_happend:
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@ -86,7 +86,7 @@ def opl_task(vc_codes: list, opl_id: str):
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algo_codes = list(EventCate.objects.filter(opl_cates=opl_cate).values_list('code', flat=True))
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vchannels = TDevice.objects.filter(code__in=vc_codes)
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opl = Opl.objects.get(id=opl_id)
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while time.time()-start_time < 28800: # 一次任务不手动关闭最多持续8小时
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while time.time()-start_time < 14400: # 一次任务不手动关闭最多持续8小时
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for i in vchannels:
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Thread(target=snap_and_analyse, args=(i, algo_codes, opl)).start()
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time.sleep(10)
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