update

LIB/OTHER/algo_param/Dockerfile

@@ -0,0 +1,34 @@
+# 基础镜像
+FROM python:3.8
+
+# 作者 （需要修改）
+LABEL author="lm"  
+
+
+# 环境变量参数
+ENV TZ="Asia/Shanghai"
+ENV PYTHONPATH="/"
+
+# 安装用到的python 第三方库 （需要修改)
+RUN pip install -i https://pypi.tuna.tsinghua.edu.cn/simple \
+    sqlalchemy \
+    pandas==1.3.4 \
+    pymysql apscheduler \
+    scipy \
+    cryptography \
+    numpy==1.20.3 \
+    requests
+
+#RUN rm -r /usr/bin
+#RUN rm -r /bin
+
+# 配置算法路径 （需要修改）
+ARG ALGO_PATH=LIB/MIDDLE/AlgoDemo/Demo/V_1_0_0/
+
+
+# 复制文件文件到 容器
+ADD LIB/BACKEND/ /LIB/BACKEND
+ADD ${ALGO_PATH}/ /${ALGO_PATH}/
+WORKDIR ${ALGO_PATH}/Main/
+
+CMD ["python", "main.py"]

LIB/OTHER/algo_param/config-dev.ini

@@ -0,0 +1,6 @@
+[Mysql-1]
+host = /rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com
+port = 3306
+db = hz_dev
+user = hz_dev
+password = Qx@123456

LIB/OTHER/algo_param/config-pro.ini

@@ -0,0 +1,13 @@
+[Mysql-1]
+host = 120.25.223.1
+port = 4901
+db = test
+user = root
+password = 123456
+
+[Mysql-2]
+host = 120.25.223.1
+port = 4901
+db = test
+user = root
+password = 123456

LIB/OTHER/algo_param/config-test.ini

@@ -0,0 +1,13 @@
+[Mysql-1]
+host = 192.168.0.43
+port = 3306
+db = test
+user = root
+password = Qx123456
+
+[Mysql-2]
+host = 192.168.0.43
+port = 3306
+db = test
+user = root
+password = Qx123456

LIB/OTHER/algo_param/main.ipynb

@@ -0,0 +1,107 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 读取算法参数，写入redis\n",
+    "\n",
+    "import pandas as pd\n",
+    "import time\n",
+    "from sqlalchemy import create_engine\n",
+    "import os\n",
+    "import configparser\n",
+    "import pymysql\n",
+    "import traceback\n",
+    "import datetime\n",
+    "from LIB.BACKEND import DBManager,Log # 以相对路径的方式从LIB开始引入！！！！！\n",
+    "from LIB.MIDDLE.AlgoDemo.Demo.V_1_0_0.CoreAlgo import core # 以相对路径的方式从LIB开始引入！！！！！\n",
+    "from LIB.BACKEND.OPENAPI import OpenApi\n",
+    "\n",
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    \n",
+    "    # 环境变量配置（通过环境变量确定当前程序运行在开发、测试、生产环境）\n",
+    "    env_dist = os.environ\n",
+    "    cur_env = env_dist.get(\"CURENV\", 'dev') # 默认为开发环境\n",
+    "    \n",
+    "    # 读取配置文件 (该部分请不要修改)\n",
+    "    cf = configparser.ConfigParser()\n",
+    "    if cur_env == 'dev':\n",
+    "        cf.read(\"config-dev.ini\")\n",
+    "    elif cur_env == 'test':\n",
+    "        cf.read(\"config-test.ini\")\n",
+    "    elif cur_env == 'pro':\n",
+    "        cf.read(\"config-pro.ini\")\n",
+    "    \n",
+    "    # 解析配置文件 （该部分请按照实际需求修改）\n",
+    "    host1 = cf.get(\"Mysql-1\", 'host')\n",
+    "    port1 = int(cf.get(\"Mysql-1\", 'port'))\n",
+    "    db1 = cf.get(\"Mysql-1\", 'db')\n",
+    "    user1 = cf.get(\"Mysql-1\", 'user')\n",
+    "    password1 = cf.get(\"Mysql-1\", 'password')\n",
+    "    \n",
+    "    \n",
+    "    # 日志配置（按照该配置，每次运行时可自动生成运行日期的文件夹, 会在与main.py同级的， 该部分可按照实际需求修改）\n",
+    "    now_str = time.strftime(\"%Y-%m-%d %H:%M:%S\", time.localtime()).replace(\":\",\"_\")\n",
+    "    log_path = 'log/' + now_str\n",
+    "    if not os.path.exists(log_path):\n",
+    "        os.makedirs(log_path)\n",
+    "    log = Log.Mylog(log_name='cal_sor', log_level = 'info')\n",
+    "    log.set_file_hl(file_name='{}/info.log'.format(log_path), log_level='info', size=1024* 1024 * 100)\n",
+    "    log.set_file_hl(file_name='{}/error.log'.format(log_path), log_level='error', size=1024* 1024 * 100)\n",
+    "    log.set_stream_hl(\"error\") # 打印错误日志\n",
+    "    logger = log.get_logger()\n",
+    "    logger.info(\"{}, 算法开始\".format(str(os.getpid())))\n",
+    "    \n",
+    "    try:    \n",
+    "        # 连接数据库的两种方式\n",
+    "        # 方式一：新dataframe写入数据库时，采用该方式可以不需要写sql语句；\n",
+    "        #    该方式无法对数据库进行修改；\n",
+    "        \n",
+    "        db_engine_1 = create_engine(\n",
+    "            \"mysql+pymysql://{}:{}@{}:{}/{}?charset=utf8\".format(\n",
+    "                user1, password1, host1, port1, db1\n",
+    "            ))    \n",
+    "    except Exception as e :\n",
+    "        logger.error(traceback.format_exc)\n",
+    "        logger.error(str(e))\n",
+    "        logger.error(u\"任务运行错误2\\n\", exc_info=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "5ac93a79b26608c768d42fbd754dd4f69161017bfc4d38cb4b18d60e5198dbca"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.6.2 ('ana_py36')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.12"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

LIB/OTHER/algo_param/main.py

@@ -0,0 +1,141 @@
+# -*- coding: UTF-8 -*-
+
+import pandas as pd
+import time
+from sqlalchemy import create_engine
+import os
+import configparser
+import pymysql
+import traceback
+import datetime
+from LIB.BACKEND import DBManager,Log # 以相对路径的方式从LIB开始引入！！！！！
+from LIB.MIDDLE.AlgoDemo.Demo.V_1_0_0.CoreAlgo import core # 以相对路径的方式从LIB开始引入！！！！！
+from LIB.BACKEND.OPENAPI import OpenApi
+
+if __name__ == '__main__':
+    
+    
+    # 环境变量配置（通过环境变量确定当前程序运行在开发、测试、生产环境）
+    env_dist = os.environ
+    cur_env = env_dist.get("CURENV", 'dev') # 默认为开发环境
+    
+    # 读取配置文件 (该部分请不要修改)
+    cf = configparser.ConfigParser()
+    if cur_env == 'dev':
+        cf.read("config-dev.ini")
+    elif cur_env == 'test':
+        cf.read("config-test.ini")
+    elif cur_env == 'pro':
+        cf.read("config-pro.ini")
+    
+    # 解析配置文件 （该部分请按照实际需求修改）
+    host1 = cf.get("Mysql-1", 'host')
+    port1 = int(cf.get("Mysql-1", 'port'))
+    db1 = cf.get("Mysql-1", 'db')
+    user1 = cf.get("Mysql-1", 'user')
+    password1 = cf.get("Mysql-1", 'password')
+    
+    host2 = cf.get("Mysql-2", 'host')
+    port2 = int(cf.get("Mysql-2", 'port'))
+    db2 = cf.get("Mysql-2", 'db')
+    user2 = cf.get("Mysql-2", 'user')
+    password2 = cf.get("Mysql-2", 'password')
+    
+    # 日志配置（按照该配置，每次运行时可自动生成运行日期的文件夹, 会在与main.py同级的， 该部分可按照实际需求修改）
+    now_str = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime()).replace(":","_")
+    log_path = 'log/' + now_str
+    if not os.path.exists(log_path):
+        os.makedirs(log_path)
+    log = Log.Mylog(log_name='cal_sor', log_level = 'info')
+    log.set_file_hl(file_name='{}/info.log'.format(log_path), log_level='info', size=1024* 1024 * 100)
+    log.set_file_hl(file_name='{}/error.log'.format(log_path), log_level='error', size=1024* 1024 * 100)
+    log.set_stream_hl("error") # 打印错误日志
+    logger = log.get_logger()
+    logger.info("{}, 算法开始".format(str(os.getpid())))
+    
+    try:    
+        # 连接数据库的两种方式
+        # 方式一：新dataframe写入数据库时，采用该方式可以不需要写sql语句；
+        #    该方式无法对数据库进行修改；
+        
+        db_engine_1 = create_engine(
+            "mysql+pymysql://{}:{}@{}:{}/{}?charset=utf8".format(
+                user1, password1, host1, port1, db1
+            ))
+        
+        # 方式二：该方式可以通过写update SQL语句，对数据库中的数据进行修改
+        conn = pymysql.connect(host=host2, port=port2, user=user2, password=password2, database=db2)
+        cursor = conn.cursor()
+
+        # 准备算法数据
+        
+        # 原始数据时间设置
+        end_time=datetime.datetime.now()
+        start_time=end_time-datetime.timedelta(seconds=300)
+        start_time=start_time.strftime('%Y-%m-%d %H:%M:%S')
+        end_time=end_time.strftime('%Y-%m-%d %H:%M:%S')
+        
+        # 从开放平台获取资产列表及相关信息
+        openApi = OpenApi.OpenApi()
+        df_all_sn = openApi.get_asset()
+        calSor = core.CalSor(); # 算法初始化
+        
+        # 遍历资产列表，获取数据和参数，输入算法中
+        for index in range(0, df_all_sn.index[-1]):
+            
+            try:# 解析得到厂家、sn、协议类型、电芯参数等输入数据
+                factory = df_all_sn.loc[index,'factory']
+                sn = df_all_sn.loc[index,'sn']
+                imei = df_all_sn.loc[index,'imei']
+                protocolType = df_all_sn.loc[index,'protocolType'] # 协议类型（3：32960，10：科易，13：优旦）
+                if imei[5:9] == 'N640':
+                    celltype=1 #6040三元电芯
+                elif imei[5:9] == 'N440':
+                    celltype=2 #4840三元电芯
+                elif imei[5:9] == 'L660':
+                    celltype=99 # 6060锂电芯
+                elif imei[3:5] == 'LX' and imei[5:9] == 'N750':    
+                    celltype=3 #力信 50ah三元电芯
+                elif imei[3:5] == 'CL' and imei[5:9] == 'N750': 
+                    celltype=4 #CATL 50ah三元电芯
+                elif imei[1:3] == 'JM': # 金茂
+                    celltype=100 #CATL 50ah三元电芯
+
+                # 获取电池历史数据
+                logger.info("{} start".format(sn))
+                dbManager = DBManager.DBManager()
+                df_data = dbManager.get_data(sn=sn, start_time=start_time, end_time=end_time, data_groups=['bms', 'gps', 'accum', 'system'])
+                df_bms = df_data['bms']
+                
+                # 获取数据库原始数据
+                df_ram = pd.read_sql("select * from test_tb where sn ='{}'".format(sn), db_engine_1)
+                
+                # 调用核心算法 
+                df_res = calSor.calSor(sn, df_bms,celltype);
+                
+                # 算法结果入库
+                # 新增
+                if (len(df_ram) == 0):
+                    df_res.to_sql("test_tb",con=db_engine_1, if_exists="append",index=False)
+                    
+                else:   
+                # 修改
+                    sql = '''update test_tb set data={} where sn='{}' '''.format(df_res['data'].values[0], (df_res['sn'].values[0]))
+                    cursor.execute(sql)
+                    conn.commit()
+                logger.info("{} done".format(sn))
+            except Exception as e :
+                logger.error(traceback.format_exc)
+                logger.error(str(e))
+                logger.error(u"{} ：{},{} 任务运行错误\n".format(sn,start_time,end_time), exc_info=True)
+            
+    except Exception as e :
+        logger.error(traceback.format_exc)
+        logger.error(str(e))
+        logger.error(u"任务运行错误2\n", exc_info=True)
+        
+    # 释放数据库资源
+    cursor.close()
+    conn.close()
+    db_engine_1.dispose()
+

LIB/OTHER/data_to_algo/test.ipynb

@@ -36,21 +36,288 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "b'{\"sn\":\"0CZPE007DN0111B4K0000084\",\"key\":\"0CZPE007DN0111B4K0000084_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n"
-     ]
-    },
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "[Errno 2] No such file or directory: '{\"sn\":\"0CZPE007DN0111B4K0000084\",\"key\":\"0CZPE007DN0111B4K0000084_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"华鼎国联动力电池有限公司\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"华鼎国联动力电池有限公司\"}.csv'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-1-752dc97aae1a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     67\u001b[0m             \u001b[0mdf_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf_data\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     68\u001b[0m       \u001b[0mdf_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m       \u001b[0mdf_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'utf-8'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m'.csv'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     70\u001b[0m       \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mD:\\Common\\software\\anaconda\\envs\\ana_py36\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mto_csv\u001b[1;34m(self, path_or_buf, sep, na_rep, float_format, columns, header, index, index_label, mode, encoding, compression, quoting, quotechar, line_terminator, chunksize, date_format, doublequote, escapechar, decimal, errors)\u001b[0m\n\u001b[0;32m   3168\u001b[0m             \u001b[0mdecimal\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdecimal\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3169\u001b[0m         )\n\u001b[1;32m-> 3170\u001b[1;33m         \u001b[0mformatter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3171\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3172\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mpath_or_buf\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mD:\\Common\\software\\anaconda\\envs\\ana_py36\\lib\\site-packages\\pandas\\io\\formats\\csvs.py\u001b[0m in \u001b[0;36msave\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    188\u001b[0m                 \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mencoding\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    189\u001b[0m                 \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 190\u001b[1;33m                 \u001b[0mcompression\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompression_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompression\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    191\u001b[0m             )\n\u001b[0;32m    192\u001b[0m             \u001b[0mclose\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32mD:\\Common\\software\\anaconda\\envs\\ana_py36\\lib\\site-packages\\pandas\\io\\common.py\u001b[0m in \u001b[0;36mget_handle\u001b[1;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors)\u001b[0m\n\u001b[0;32m    491\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    492\u001b[0m             \u001b[1;31m# Encoding\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 493\u001b[1;33m             \u001b[0mf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath_or_buf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    494\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0mis_text\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    495\u001b[0m             \u001b[1;31m# No explicit encoding\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '{\"sn\":\"0CZPE007DN0111B4K0000084\",\"key\":\"0CZPE007DN0111B4K0000084_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"华鼎国联动力电池有限公司\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"华鼎国联动力电池有限公司\"}.csv'"
+      "b'{\"sn\":\"0CZPE007DN0111B4K0000084\",\"key\":\"0CZPE007DN0111B4K0000084_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"09SPE005FA0111B8L0000059\",\"key\":\"09SPE005FA0111B8L0000059_202202271605\",\"module_model_code\":\"MODULE_2.64kWh_177Ah_1P4S\",\"pack_series_parallerl\":\"1P104S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TW\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"174\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"001PB047000001A8D0100014\",\"key\":\"001PB047000001A8D0100014_202202271605\",\"module_model_code\":\"CB350\",\"pack_series_parallerl\":\"1P112S\",\"cell_battery_type\":\"B\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TS\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"87\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111B990000050\",\"key\":\"0CZPE007DN0111B990000050_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111B800000064\",\"key\":\"0CZPE007DN0111B800000064_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"001PB047000001AA70100148\",\"key\":\"001PB047000001AA70100148_202202271605\",\"module_model_code\":\"CB350\",\"pack_series_parallerl\":\"1P112S\",\"cell_battery_type\":\"B\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TS\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"87\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111B8S0000045\",\"key\":\"0CZPE007DN0111B8S0000045_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"09SPE006DA0111A9K0000014\",\"key\":\"09SPE006DA0111A9K0000014_202202271605\",\"module_model_code\":\"MEAFG\",\"pack_series_parallerl\":\"1P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TZ\",\"module_manufactory\":\"\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"110\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111B8T0000051\",\"key\":\"0CZPE007DN0111B8T0000051_202202271605\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111B4K0000084\",\"key\":\"0CZPE007DN0111B4K0000084_202202271606\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111B990000050\",\"key\":\"0CZPE007DN0111B990000050_202202271606\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
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+      "b'{\"sn\":\"001PB047000001A6F0100043\",\"key\":\"001PB047000001A6F0100043_202202281905\",\"module_model_code\":\"CB350\",\"pack_series_parallerl\":\"1P112S\",\"cell_battery_type\":\"B\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TS\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"87\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281906\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281907\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281908\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281909\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"001PB047000001A6F0100043\",\"key\":\"001PB047000001A6F0100043_202202281909\",\"module_model_code\":\"CB350\",\"pack_series_parallerl\":\"1P112S\",\"cell_battery_type\":\"B\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TS\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"87\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281910\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"001PB047000001A6F0100043\",\"key\":\"001PB047000001A6F0100043_202202281910\",\"module_model_code\":\"CB350\",\"pack_series_parallerl\":\"1P112S\",\"cell_battery_type\":\"B\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TS\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"87\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281911\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"001PB047000001A6F0100043\",\"key\":\"001PB047000001A6F0100043_202202281911\",\"module_model_code\":\"CB350\",\"pack_series_parallerl\":\"1P112S\",\"cell_battery_type\":\"B\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TS\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"87\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"001PB047000001A6F0100043\",\"key\":\"001PB047000001A6F0100043_202202281912\",\"module_model_code\":\"CB350\",\"pack_series_parallerl\":\"1P112S\",\"cell_battery_type\":\"B\",\"cell_dict_shape\":\"1\",\"pack_model_code\":\"2101TS\",\"module_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"87\",\"cell_manufactory\":\"\\xe5\\xae\\x81\\xe5\\xbe\\xb7\\xe6\\x97\\xb6\\xe4\\xbb\\xa3\\xe6\\x96\\xb0\\xe8\\x83\\xbd\\xe6\\xba\\x90\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x82\\xa1\\xe4\\xbb\\xbd\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281912\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281913\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281914\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"sn\":\"0CZPE007DN0111BAN0000009\",\"key\":\"0CZPE007DN0111BAN0000009_202202281915\",\"module_model_code\":\"J9\",\"pack_series_parallerl\":\"2P96S\",\"cell_battery_type\":\"E\",\"cell_dict_shape\":\"3\",\"pack_model_code\":\"2101TAB\",\"module_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\",\"pack_capacity\":\"122\",\"cell_manufactory\":\"\\xe5\\x8d\\x8e\\xe9\\xbc\\x8e\\xe5\\x9b\\xbd\\xe8\\x81\\x94\\xe5\\x8a\\xa8\\xe5\\x8a\\x9b\\xe7\\x94\\xb5\\xe6\\xb1\\xa0\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011020\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011020\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011020\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011021\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011021\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011021\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011021\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011030\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011030\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011030\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011030\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011031\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011031\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011031\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011031\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011043\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011043\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011043\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011043\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011044\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011044\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011044\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011511\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011511\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011512\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011512\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011512\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011558\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011558\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011558\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011558\"}'\n",
+      "0\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011559\"}'\n",
+      "654\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011559\"}'\n",
+      "5093\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011732\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111B800000059_202203011733\"}'\n",
+      "20\n",
+      "b'{\"key\":\"001PB047000001A6F0100043_202203011733\"}'\n",
+      "0\n",
+      "b'{\"key\":\"09SPE007CB0111B9P0000005_202203011733\"}'\n",
+      "0\n",
+      "b'{\"key\":\"0CZPE007DN0111BAN0000009_202203011733\"}'\n",
+      "0\n"
      ]
     }
    ],
@@ -124,7 +391,8 @@
     "            df = pd.read_csv('test.txt', names=columns, sep=' ')\n",
     "            df_data = pd.concat([df_data,df])\n",
     "      df_data = df_data.reset_index(drop=True)\n",
-    "      df_data.to_csv(str(message.value,'utf-8')+'.csv')\n",
+    "      if len(df_data)>0:\n",
+    "            df_data.to_csv(json.loads(str(message.value,'utf-8'))['key']+'.csv')\n",
     "      print(str(len(df_data)))\n",
     "      \n",
     "    \n",

LIB/OTHER/scripts/ocv_to_mysql.ipynb

@@ -0,0 +1,188 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2101TS\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 将文件中的ocv数据更新到数据库中\n",
+    "import pandas as pd\n",
+    "import os\n",
+    "from sqlalchemy import create_engine,sessionmaker\n",
+    "from sqlalchemy.orm import sessionmaker\n",
+    "from urllib import parse\n",
+    "import json\n",
+    "\n",
+    "host = 'rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'\n",
+    "port = '3306'\n",
+    "db = 'hz_dev'\n",
+    "user = 'hz_dev'\n",
+    "password = parse.quote_plus('Qx@123456')\n",
+    "\n",
+    "db_engine = create_engine(\n",
+    "    \"mysql+pymysql://{}:{}@{}:{}/{}?charset=utf8\".format(\n",
+    "        user, password, host, port, db\n",
+    "    ))\n",
+    "\n",
+    "Session = sessionmaker(bind=db_engine)\n",
+    "session = Session()\n",
+    "\n",
+    "df_cell = pd.read_sql(\"select * from sys_battery_cell_model\", db_engine)\n",
+    "df_model_lk = pd.read_sql(\"select * from sys_battery_model_lk where model_type='M'\", db_engine)\n",
+    "df_module_model = pd.read_sql(\"select * from sys_battery_module_model\", db_engine)\n",
+    "# df_entity = pd.read_sql(\"select * from sys_battery_pack_entity_storage\", db_engine)\n",
+    "df_pack_model = pd.read_sql(\"select * from sys_battery_pack_model\", db_engine)\n",
+    "df_algo_pack_param = pd.read_sql(\"select * from algo_pack_param\", db_engine)\n",
+    "\n",
+    "# 读取ocv曲线\n",
+    "files = os.listdir('./OCV-SOC曲线')\n",
+    "for f in files:\n",
+    "    \n",
+    "    # 根据cellcode 查找packcode\n",
+    "    module_code =  df_module_model[df_module_model['cell_model']==f[0:-5].replace('_','/')]['model_code'].values[0]\n",
+    "    pack_code = df_model_lk[df_model_lk['child_code']==module_code]['code'].values[0]\n",
+    "    \n",
+    "    # 读取ocv曲线， 并更新到pack参数中\n",
+    "    df = pd.read_excel('./OCV-SOC曲线/'+f)\n",
+    "    param = df_algo_pack_param[df_algo_pack_param['pack_code']==pack_code]['param']\n",
+    "    if len(param) == 0:\n",
+    "        param = {'charge_ocv_v':list(df['充电OCV']),'charge_ocv_soc':list(df['充电SOC']),'discharge_ocv_v':list(df['放电OCV']),'discharge_ocv_soc':list(df['放电SOC'])}\n",
+    "    else:\n",
+    "        param = json.loads(param.values[0])\n",
+    "        param.update({'charge_ocv_v':list(df['充电OCV']),'charge_ocv_soc':list(df['充电SOC']),'discharge_ocv_v':list(df['放电OCV']),'discharge_ocv_soc':list(df['放电SOC'])})\n",
+    "    param = json.dumps(param)\n",
+    "    cursor = session.execute('insert into algo_pack_param (pack_code, param) values (:pack_code, :param) on duplicate key update param = :param',\n",
+    "                                 params={\"pack_code\":pack_code,\"param\": param})\n",
+    "db_engine.dispose()\n",
+    "    \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "df_algo_pack_param = pd.read_sql(\"select * from algo_pack_param\", db_engine)\n",
+    "param = df_algo_pack_param[df_algo_pack_param['pack_code']==pack_code]['param']\n",
+    "\n",
+    "\n",
+    "param = json.loads(param.values[0])\n",
+    "param.update({'charge_ocv_v':list(df['充电OCV']),'charge_ocv_soc':list(df['充电SOC']),'discharge_ocv_v':list(df['放电OCV']),'discharge_ocv_soc':list(df['放电SOC'])})\n",
+    "session.commit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "    param = json.dumps(param)\n",
+    "    cursor = session.execute('insert into algo_pack_param (pack_code, param) values (:pack_code, :param) on duplicate key update param = :param',\n",
+    "                                 params={\"pack_code\":pack_code,\"param\": param}) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sqlalchemy.orm import sessionmaker\n",
+    "Session = sessionmaker(bind=db_engine)\n",
+    "session = Session()\n",
+    "param = {'charge_ocv_v':list(df['充电OCV']),'charge_ocv_soc':list(df['充电SOC']),'discharge_ocv_v':list(df['放电OCV']),'discharge_ocv_soc':list(df['放电SOC'])}\n",
+    "param = json.dumps(param)\n",
+    "cursor = session.execute('insert into algo_pack_param (pack_code, param) values (:pack_code, :param) on duplicate key update param = :param',\n",
+    "                            params={\"pack_code\":pack_code,\"param\": \"ts\"})\n",
+    "session.commit()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    ts\n",
+       "Name: param, dtype: object"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "param"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'t': 2}"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a.update({\"t\":2})\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "ac7555030399793291671316948dfc1cf0035da70681b2458d9e2645bf33bfe4"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.8.12 ('algo_dev_env')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.12"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}