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#!/usr/bin/env python
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# -*- coding: utf-8 -*-
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# @Time : 2025/3/16 20:09
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# @Author : old-tom
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# @File : vector_agent
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# @Project : llmFunctionCallDemo
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# @Desc : 向量数据库,解决相似度查询,例如 相机名称
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import marqo
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# 索引名称
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INDEX_NAME = 'test_index'
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# 初始化marqo
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mq = marqo.Client(url='http://localhost:8882')
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# mq.delete_index(INDEX_NAME)
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settings = {
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"treatUrlsAndPointersAsImages": False,
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"model": "hf/bge-large-zh-v1.5",
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"normalizeEmbeddings": True,
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}
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def create_and_set_index():
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"""
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全局只能调用一次
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:return:
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"""
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mq.create_index(INDEX_NAME, settings_dict=settings)
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# 添加文档(测试用)
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mq.index(INDEX_NAME).add_documents([
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{
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"carme_name": "中方国门AI算法",
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"ip": "192.168.10.80",
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"location": "国门顶部"
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},
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{
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"carme_name": "中方国门AI算法0102",
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"ip": "192.168.10.80",
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"location": "国门顶部"
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},
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{
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"carme_name": "中方国门入境1",
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"ip": "192.168.10.77",
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"location": "国门通道"
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},
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{
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"carme_name": "中方国门入境2",
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"ip": "192.168.10.79",
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"location": "国门通道"
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},
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{
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"carme_name": "中方国门入境摄像头中",
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"ip": "192.168.10.72",
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"location": "登临检验"
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},
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{
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"carme_name": "中方国门入境摄像头右",
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"ip": "192.168.10.74",
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"location": "登临检验"
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},
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{
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"carme_name": "中方国门入境摄像头左",
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"ip": "192.168.10.75",
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"location": "登临检验"
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},
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{
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"carme_name": "中方国门出境1",
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"ip": "192.168.10.76",
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"location": "国门通道"
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},
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{
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"carme_name": "中方国门出境2",
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"ip": "192.168.10.78",
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"location": "国门通道"
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},
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{
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"carme_name": "中方国门出境摄像头右",
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"ip": "192.168.10.71",
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"location": "登临检验"
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},
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{
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"carme_name": "中方国门出境摄像头左",
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"ip": "192.168.10.73",
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"location": "登临检验"
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},
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{
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"carme_name": "中方国门-面向国门球机",
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"ip": "192.168.10.215",
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"location": "国门通道拐角"
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},
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{
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"carme_name": "中方国门高点1",
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"ip": "192.168.10.70",
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"location": "国门顶部"
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},
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{
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"carme_name": "北卡口AI摄像头全景",
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"ip": "192.168.10.30",
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"location": "北卡口对面"
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},
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{
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"carme_name": "北卡口AI摄像头细节",
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"ip": "192.168.10.30",
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"location": "北卡口对面"
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},
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{
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"carme_name": "北卡口入境摄像头入场4号通道",
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"ip": "192.168.10.112",
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"location": "入场通道"
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},
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{
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"carme_name": "北卡口入境摄像头入场5号通道",
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"ip": "192.168.10.114",
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"location": "入场通道"
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},
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{
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"carme_name": "北卡口入境摄像头入场6号通道",
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"ip": "192.168.10.117",
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"location": "入场通道"
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},
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{
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"carme_name": "北卡口入境摄像头出场1号通道",
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"ip": "192.168.10.115",
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"location": "出场通道"
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},
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{
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"carme_name": "北卡口入境摄像头出场2号通道",
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"ip": "192.168.10.116",
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"location": "出场通道"
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},
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{
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"carme_name": "北卡口入境摄像头出场3号通道",
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"ip": "192.168.10.113",
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"location": "出场通道"
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},
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{
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"carme_name": "北卡口出口道路监控",
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"ip": "192.168.10.153",
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"location": "路口"
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},
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{
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"carme_name": "能投大厦高点1",
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"ip": "192.168.10.89",
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"location": "能投楼顶"
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},
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{
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"carme_name": "南卡口AI算法2",
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"ip": "192.168.10.210",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "南卡口AI算法20102",
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"ip": "192.168.10.210",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "南卡口AI算法识别摄像机",
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"ip": "192.168.10.91",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "南卡口AI算法识别摄像机0102",
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"ip": "192.168.10.91",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "南卡口出境摄像头1号通道",
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"ip": "192.168.10.100",
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"location": "出境通道"
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},
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{
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"carme_name": "南卡口出境摄像头2号通道",
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"ip": "192.168.10.103",
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"location": "出境通道"
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},
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{
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"carme_name": "南卡口出境摄像头3号通道",
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"ip": "192.168.10.104",
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"location": "出境通道"
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},
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{
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"carme_name": "南卡口出境摄像头4号通道",
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"ip": "192.168.10.102",
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"location": "出境通道"
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},
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{
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"carme_name": "南卡口出境摄像头5号通道",
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"ip": "192.168.10.99",
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"location": "出境通道"
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},
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{
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"carme_name": "南卡口出境摄像头6号通道",
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"ip": "192.168.10.101",
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"location": "出境通道"
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},
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{
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"carme_name": "南卡口入境摄像头7号通道",
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"ip": "192.168.10.98",
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"location": "入境通道"
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},
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{
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"carme_name": "南卡口入境摄像头8号通道",
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"ip": "192.168.10.93",
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"location": "入境通道"
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},
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{
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"carme_name": "南卡口入境摄像头9号通道",
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"ip": "192.168.10.97",
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"location": "入境通道"
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},
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{
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"carme_name": "南卡口入境摄像头10号通道",
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"ip": "192.168.10.96",
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"location": "入境通道"
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},
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{
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"carme_name": "南卡口入境摄像头11号通道",
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"ip": "192.168.10.94",
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"location": "入境通道"
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},
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{
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"carme_name": "南卡口入境摄像头12号通道",
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"ip": "192.168.10.95",
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"location": "入境通道"
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},
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{
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"carme_name": "南卡口高点-1",
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"ip": "192.168.10.90",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "南卡口高点-2",
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"ip": "192.168.10.92",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "南卡口高点-3",
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"ip": "192.168.3.12",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "1.3公里封闭道路入境出场1",
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"ip": "192.168.10.82",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "1.3公里封闭道路入境出场2",
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"ip": "192.168.10.88",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "1.3公里封闭道路入境出场20102",
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"ip": "192.168.10.88",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "1.3公里封闭道路入境摄像头入场2",
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"ip": "192.168.10.87",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "1.3公里封闭道路入境摄像头入场20102",
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"ip": "192.168.10.87",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "1.3公里封闭道路入境入场1",
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"ip": "192.168.10.81",
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"location": "南卡口顶部"
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},
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{
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"carme_name": "H9861号口摄像头入场",
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"ip": "192.168.10.107",
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"location": "H986停车场出入口"
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},
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{
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"carme_name": "H9862号口摄像头出场",
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"ip": "192.168.10.109",
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"location": "H987停车场出入口"
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},
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{
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"carme_name": "H9862号口摄像头入场",
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"ip": "192.168.10.190",
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"location": "H988停车场出入口"
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},
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{
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"carme_name": "车辆定位AI摄像头",
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"ip": "192.168.10.29",
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"location": "H988停车场山上"
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},
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{
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"carme_name": "车辆定位AI摄像头0102",
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"ip": "192.168.10.29",
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"location": "H989停车场山上"
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},
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{
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"carme_name": "北山货场森林公园制高点",
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"ip": "192.168.10.191",
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"location": "H990停车场山上"
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},
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{
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"carme_name": "边民互市入境摄像头出场",
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"ip": "192.168.10.119",
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"location": "边民互市"
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},
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{
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"carme_name": "边民互市入境摄像头入场",
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"ip": "192.168.10.118",
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"location": "出入口"
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},
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{
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"carme_name": "车辆缓冲区1号门入口",
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"ip": "192.168.10.193",
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"location": "出入口"
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},
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{
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"carme_name": "车辆缓冲区2号门入口",
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"ip": "192.168.10.195",
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"location": "出入口"
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},
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{
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"carme_name": "车辆缓冲区2号门出口",
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"ip": "192.168.10.194",
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"location": "出入口"
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},
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{
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"carme_name": "车辆缓冲区1号门出口",
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"ip": "192.168.10.192",
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"location": "出入口"
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},
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{
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"carme_name": "大贸查验场进口入境摄像头入场东口",
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"ip": "192.168.10.181",
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"location": "出入口"
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},
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{
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"carme_name": "大贸查验场进口入境摄像头出场东口",
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"ip": "192.168.10.180",
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"location": "出入口"
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},
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{
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"carme_name": "大贸查验场（进口）入境摄像头入场（西口）",
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"ip": "192.168.10.106",
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"location": "出入口"
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},
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{
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"carme_name": "大贸查验场（进口）高点1",
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"ip": "192.168.10.156",
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"location": "高点"
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},
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{
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"carme_name": "大贸查验场出口出境摄像头出场2",
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"ip": "192.168.10.110",
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"location": "出入口"
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},
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{
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"carme_name": "大贸查验场出口出境摄像头入场左",
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"ip": "192.168.10.184",
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"location": "出入口"
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},
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{
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"carme_name": "大贸查验场出口出境摄像头出场1",
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"ip": "192.168.10.111",
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"location": "出入口"
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},
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{
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"carme_name": "北山高速收费站入境摄像头入场出方向",
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"ip": "192.168.10.170",
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"location": "道路"
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},
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{
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"carme_name": "北山高速收费站入境摄像头入场入方向",
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"ip": "192.168.10.169",
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"location": "道路"
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},
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{
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"carme_name": "坝洒高点",
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"ip": "192.168.10.164",
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"location": ""
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},
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{
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"carme_name": "停车场卡口（坝洒）入境摄像头入场",
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"ip": "192.168.10.165",
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"location": "出入口"
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},
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{
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"carme_name": "停车场卡口（坝洒）入境摄像头出场",
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"ip": "192.168.10.166",
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"location": "出入口"
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},
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{
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"carme_name": "东西干道卡口入境摄像头入场",
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|
"ip": "192.168.10.136",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "东西干道卡口入境摄像头出场",
|
|
|
"ip": "192.168.10.135",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "主卡口（临时）货场大门-高点",
|
|
|
"ip": "192.168.10.146",
|
|
|
"location": ""
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰酒店往边民互市高点",
|
|
|
"ip": "192.168.10.211",
|
|
|
"location": "利丰酒店楼顶"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场近御峰货场入境摄像头出场2",
|
|
|
"ip": "192.168.10.132",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰酒店往边民互市高点2",
|
|
|
"ip": "192.168.10.212",
|
|
|
"location": "利丰酒店楼顶"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场近御峰货场入境摄像头入场2",
|
|
|
"ip": "192.168.10.139",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场入境摄像头出场左",
|
|
|
"ip": "192.168.10.127",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场入境摄像头入场左",
|
|
|
"ip": "192.168.10.128",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场入境摄像头出场右",
|
|
|
"ip": "192.168.10.126",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场-高点",
|
|
|
"ip": "192.168.10.125",
|
|
|
"location": ""
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场近御峰货场入境摄像头出场1",
|
|
|
"ip": "192.168.10.131",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场入境摄像头入场右",
|
|
|
"ip": "192.168.10.129",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "利丰货场近御峰货场入境摄像头入场1",
|
|
|
"ip": "192.168.10.130",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "南屏高速收费站入境摄像头出场",
|
|
|
"ip": "192.168.10.168",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "南屏高速收费站入境摄像头入场",
|
|
|
"ip": "192.168.10.167",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "停车场卡口老表入境摄像头入场",
|
|
|
"ip": "192.168.10.160",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "停车场卡口老表右入境摄像头入场",
|
|
|
"ip": "192.168.10.162",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "停车场卡口老表入境摄像头出场",
|
|
|
"ip": "192.168.10.161",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "停车场卡口老表右入境摄像头出场",
|
|
|
"ip": "192.168.10.163",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "槟榔寨站入境摄像头入场",
|
|
|
"ip": "192.168.10.173",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "槟榔寨站入境摄像头出场",
|
|
|
"ip": "192.168.10.174",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "外围冷链停车区入境摄像头出场",
|
|
|
"ip": "192.168.10.158",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "外围冷链停车区入境摄像头入场",
|
|
|
"ip": "192.168.10.157",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "清水河隧道出",
|
|
|
"ip": "192.168.10.175",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "清水河隧道入",
|
|
|
"ip": "192.168.10.186",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "商阜路闭环区道路监控-高点",
|
|
|
"ip": "192.168.10.154",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "商阜路闭环区道路监控道路监控高点2",
|
|
|
"ip": "192.168.10.155",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "商阜路闭环区道路监控道路监控-后",
|
|
|
"ip": "192.168.10.152",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "越南城十字路口-东西干道入境摄像头出场",
|
|
|
"ip": "192.168.10.172",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "越南城十字路口-东西干道入境摄像头入场",
|
|
|
"ip": "192.168.10.171",
|
|
|
"location": "道路"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "停车场卡口能投入境摄像头出场",
|
|
|
"ip": "192.168.10.124",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "停车场卡口能投入境摄像头入场2",
|
|
|
"ip": "192.168.10.123",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "停车场卡口能投入境摄像头入场1",
|
|
|
"ip": "192.168.10.122",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场冷链入境摄像头出场出口",
|
|
|
"ip": "192.168.10.145",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场（冷链）-高点",
|
|
|
"ip": "192.168.10.137",
|
|
|
"location": ""
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场冷链入境摄像头入场进口",
|
|
|
"ip": "192.168.10.133",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场冷链入境摄像头入场出口",
|
|
|
"ip": "192.168.10.138",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场冷链入境摄像头出场进口",
|
|
|
"ip": "192.168.10.141",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场干货入境摄像头入场",
|
|
|
"ip": "192.168.10.140",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场干货入境摄像头入场2",
|
|
|
"ip": "192.168.10.148",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场干货入境摄像头出场",
|
|
|
"ip": "192.168.10.144",
|
|
|
"location": "出入口"
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场（干货）-高点1",
|
|
|
"ip": "192.168.10.142",
|
|
|
"location": ""
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场（干货）-高点2",
|
|
|
"ip": "192.168.10.143",
|
|
|
"location": ""
|
|
|
},
|
|
|
{
|
|
|
"carme_name": "御峰货场干货入境摄像头出场2",
|
|
|
"ip": "192.168.10.147",
|
|
|
"location": "出入口"
|
|
|
}],
|
|
|
tensor_fields=["carme_name"]
|
|
|
)
|
|
|
|
|
|
|
|
|
def query_vector_db(query):
|
|
|
return mq.index(INDEX_NAME).search(q=query)
|
|
|
|
|
|
|
|
|
if __name__ == '__main__':
|
|
|
# create_and_set_index()
|
|
|
rt = query_vector_db('利丰酒店高点')
|
|
|
# TODO 根据 _score字段 取出相似度最高的结果
|
|
|
if rt:
|
|
|
for ele in rt['hits']:
|
|
|
print(ele)
|
