辨别 Python 中 load 和 loads 的小技巧
load 和 loads 都是实现“反序列化”，load 通过 json.load(open('*.json')) 这样的格式，从文件句柄中打开文件，加载到Python的变量中，并以字典的格式转换。而 loads 必须对于 Python内存中的序列化对象转换成字符串。
load 和 loads 都是实现 “反序列化”，区别在于（以Python为例）：
-
loads 针对 内存对象，即将 Python内置数据序列化为字串。如使用json.dumps序列化的对象d_json=json.dumps({'a':1, 'b':2})，在这里 d_json 是一个字串'{"b": 2, "a": 1}'，d=json.loads(d_json) #{ b": 2, "a": 1}，使用load重新反序列化为dict
-
load 针对 文件句柄。如本地有一个 json 文件 a.json 则可以 d=json.load(open('a.json'))，相应的，dump 就是将内置类型序列化为 json 对象后写入文件
测试 ( 使用 loads )
list_1 = '[1,2,3,4]'
dict_1 = '{"k1":"v1"}'
print(type(list_1)) #
print(type(dict_1)) #
ret = json.loads(list_1)
print(ret, type(ret))
ret = json.loads(dict_1)
print(ret, type(ret))
# 输出
# [1, 2, 3, 4]
# {'k1': 'v1'}
测试( 使用 load )：
# -*- coding: utf-8 -*-
# @Time :
# @Author :
# @Email :
# @File : parse_cinema_info.py
# @Software: PyCharm
import json
def parse_cinema_info():
cinema_info_dict = json.load(open('f:/bj_cinema_all_info.json', "rb"))
all_cinemas = cinema_info_dict['cinemas']
cinemas_list = list()
for cinema in all_cinemas:
d = dict(
cinema_id=cinema['id'],
cinema_name=cinema['nm'],
city='北京',
address=cinema['addr'],
telephone=None
)
cinemas_list.append(d)
with open('f:/bj_cinema.json', 'w') as f:
json.dump(cinemas_list,f, ensure_ascii=False, indent=4)
pass
if __name__ == '__main__':
parse_cinema_info()
pass
使用 dump：
# -*- coding: utf-8 -*-
# @Time :
# @Author :
# @Email :
# @File : parse_cinema_hall_info.py
# @Software: PyCharm
import re
import json
def parse_file():
cinema_hall_info = dict()
with open('f:/pipelines.log', 'rb') as f:
all_lines = f.readlines()
for line in all_lines:
line_str = line.decode('utf-8')
base_time_info = re.findall("\('.*?'\)", line_str)
if base_time_info:
hall_info_list = list()
for base_time in base_time_info:
t = tuple(eval(base_time))
cinema_id, hall_info = t[1], t[8]
if hall_info not in hall_info_list:
hall_info_list.append(hall_info)
cinema_hall_info[cinema_id] = hall_info_list
else:
# print(json.dumps(cinema_hall_info, ensure_ascii=False))
hall_info_list = list()
for cinema in cinema_hall_info:
# print('cinema_id : {0} hall_info : {1}'.format(cinema, cinema_hall_info[cinema]))
d = dict(
cinema_id=cinema,
hall_info=cinema_hall_info[cinema],
seat_count=None
)
hall_info_list.append(d)
else:
with open('f:/bj_cinema_hall.json', 'w') as f:
json.dump(hall_info_list, f, ensure_ascii=False, indent=4)
if __name__ == '__main__':
parse_file()
pass
一个测试 json 文件 （bj_cinema_all_info.json）：
{
"cinemas": [
{
"id": 264,
"mark": 0,
"nm": "万达国际影城(CBD店)",
"sellPrice": "48.5",
"addr": "朝阳区建国路93号万达广场B座3层",
"distance": "600m",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"IMAX厅",
"RealD 6FL厅",
"4DX厅"
],
"hallTypeVOList": [
{
"name": "IMAX厅",
"url": ""
},
{
"name": "RealD 6FL厅",
"url": ""
},
{
"name": "4DX厅",
"url": ""
}
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 23,
"mark": 0,
"nm": "百丽宫影城(国贸店)",
"sellPrice": "29",
"addr": "朝阳区建国门外大街1号国贸商城北区B1层B120",
"distance": "1km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"RealD厅"
],
"hallTypeVOList": [
{
"name": "RealD厅",
"url": ""
}
],
"sell": 1,
"snack": 1
},
"promotion": {
}
},
{
"id": 135,
"mark": 0,
"nm": "UME国际影城(双井店)",
"sellPrice": "39.5",
"addr": "朝阳区东三环中路65号富力广场北区5层",
"distance": "1.2km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"CGS中国巨幕厅",
"杜比全景声厅",
"RealD厅",
"4DX厅",
"DTS:X 临境音厅",
"4D厅"
],
"hallTypeVOList": [
{
"name": "CGS中国巨幕厅",
"url": ""
},
{
"name": "杜比全景声厅",
"url": ""
},
{
"name": "RealD厅",
"url": ""
},
{
"name": "4DX厅",
"url": ""
},
{
"name": "DTS:X 临境音厅",
"url": ""
},
{
"name": "4D厅",
"url": ""
}
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 23993,
"mark": 0,
"nm": "耀莱成龙国际影城(华贸店)",
"sellPrice": "300",
"addr": "朝阳区建国路89号18号楼L02内",
"distance": "1.2km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"杜比全景声厅"
],
"hallTypeVOList": [
{
"name": "杜比全景声厅",
"url": ""
}
],
"sell": 1,
"snack": 0
},
"promotion": {
}
},
{
"id": 25417,
"mark": 0,
"nm": "新影联东申影城",
"sellPrice": "28",
"addr": "朝阳区建国门外大街甲5号贵友大厦4层",
"distance": "1.4km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 24573,
"mark": 0,
"nm": "寰映影城(合生汇店)",
"sellPrice": "52.5",
"addr": "朝阳区西大望路甲22号院1号楼商业部分5层11/12号",
"distance": "1.6km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"Dolby Cinema厅",
"RealD厅",
"儿童厅",
"4D厅"
],
"hallTypeVOList": [
{
"name": "Dolby Cinema厅",
"url": ""
},
{
"name": "RealD厅",
"url": ""
},
{
"name": "儿童厅",
"url": ""
},
{
"name": "4D厅",
"url": ""
}
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 16773,
"mark": 0,
"nm": "中影星美国际影城(耳东)世贸天阶店",
"sellPrice": "38",
"addr": "朝阳区光华路9号世贸天阶商业南街B1层",
"distance": "1.7km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallType": [
"杜比全景声厅",
"4D厅"
],
"hallTypeVOList": [
{
"name": "杜比全景声厅",
"url": ""
},
{
"name": "4D厅",
"url": ""
}
],
"sell": 1,
"snack": 1
},
"promotion": {
}
},
{
"id": 25274,
"mark": 0,
"nm": "英皇电影城(英皇集团中心店)",
"sellPrice": "53",
"addr": "朝阳区建外大街丁12号英皇集团中心B1层",
"distance": "1.9km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"IMAX厅",
"杜比全景声厅",
"4D厅"
],
"hallTypeVOList": [
{
"name": "IMAX厅",
"url": ""
},
{
"name": "杜比全景声厅",
"url": ""
},
{
"name": "4D厅",
"url": ""
}
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 249,
"mark": 0,
"nm": "朝阳剧场",
"sellPrice": "43",
"addr": "朝阳区东三环北路36号呼家楼北（近朝阳北路）",
"distance": "1.9km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 5736,
"mark": 0,
"nm": "卢米埃影城(芳草地店)",
"sellPrice": "59",
"addr": "朝阳区东大桥路9号侨福芳草地购物中心LG2-26（尚都SOHO对面）",
"distance": "2.1km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"杜比全景声厅",
"RealD厅",
"RealD 6FL厅"
],
"hallTypeVOList": [
{
"name": "杜比全景声厅",
"url": ""
},
{
"name": "RealD厅",
"url": ""
},
{
"name": "RealD 6FL厅",
"url": ""
}
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 259,
"mark": 0,
"nm": "紫光影城(蓝岛店)",
"sellPrice": "33",
"addr": "朝阳区朝外大街8号（蓝岛大厦西区5-6层）",
"distance": "2.5km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 9730,
"mark": 0,
"nm": "耀莱成龙国际影城(慈云寺店)",
"sellPrice": "43",
"addr": "朝阳区东四环中路58号远洋未来汇C座2层",
"distance": "2.5km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"Dolby Cinema厅"
],
"hallTypeVOList": [
{
"name": "Dolby Cinema厅",
"url": ""
}
],
"sell": 1,
"snack": 0,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 16179,
"mark": 0,
"nm": "米瑞酷影城(日坛店)",
"sellPrice": "33",
"addr": "朝阳区日坛国际酒店地下一层",
"distance": "2.6km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 236,
"mark": 0,
"nm": "劲松电影院",
"sellPrice": "38",
"addr": "朝阳区劲松中街404号",
"distance": "2.6km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 262,
"mark": 0,
"nm": "东都影城",
"sellPrice": "44",
"addr": "朝阳区东四环中路195号华腾新天地五层（近迪卡侬）",
"distance": "2.9km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"巨幕厅"
],
"hallTypeVOList": [
{
"name": "巨幕厅",
"url": ""
}
],
"sell": 1,
"snack": 1
},
"promotion": {
}
},
{
"id": 116,
"mark": 0,
"nm": "博纳国际影城(悠唐店)",
"sellPrice": "39",
"addr": "朝阳区三丰北里2号悠唐购物中心二期B1层",
"distance": "3km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"IMAX厅"
],
"hallTypeVOList": [
{
"name": "IMAX厅",
"url": ""
}
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 23886,
"mark": 0,
"nm": "三克影院(三里屯盈科店)",
"sellPrice": "75",
"addr": "朝阳区工人体育场北路盈科中心B座1层",
"distance": "3.1km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 136,
"mark": 0,
"nm": "美嘉欢乐影城(三里屯店)",
"sellPrice": "49",
"addr": "朝阳区三里屯北路19号三里屯太古里南区B2层",
"distance": "3.4km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallType": [
"杜比全景声厅"
],
"hallTypeVOList": [
{
"name": "杜比全景声厅",
"url": ""
}
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 13640,
"mark": 0,
"nm": "艾米·1895电影街",
"sellPrice": "38",
"addr": "朝阳区工体北路13号世茂工三3楼，艾米·1895电影街（三里屯商圈）",
"distance": "3.7km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 16813,
"mark": 0,
"nm": "米高梅国际影城(工体店)",
"sellPrice": "48",
"addr": "朝阳区工体北路21号永利国际购物中心B1",
"distance": "3.7km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 122,
"mark": 0,
"nm": "百丽宫影城(金宝汇店)",
"sellPrice": "34",
"addr": "东城区金宝街88号金宝汇购物中心一期7层",
"distance": "4km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1
},
"promotion": {
}
},
{
"id": 119,
"mark": 0,
"nm": "百老汇影城(国瑞购物中心店)",
"sellPrice": "29",
"addr": "东城区崇文门外大街18号国瑞城购物中心首层/-2层",
"distance": "4km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"杜比全景声厅",
"RealD厅",
"LUXE巨幕厅",
"4K厅"
],
"hallTypeVOList": [
{
"name": "杜比全景声厅",
"url": ""
},
{
"name": "RealD厅",
"url": ""
},
{
"name": "LUXE巨幕厅",
"url": ""
},
{
"name": "4K厅",
"url": ""
}
],
"sell": 1,
"snack": 1
},
"promotion": {
}
},
{
"id": 270,
"mark": 0,
"nm": "搜秀影城",
"sellPrice": "25",
"addr": "东城区崇外大街40号搜秀城9层",
"distance": "4.1km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 269,
"mark": 0,
"nm": "百老汇影城(东方广场店)",
"sellPrice": "29",
"addr": "东城区东长安街1号东方广场地下1层",
"distance": "4.3km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"RealD厅"
],
"hallTypeVOList": [
{
"name": "RealD厅",
"url": ""
}
],
"sell": 1,
"snack": 1
},
"promotion": {
}
},
{
"id": 16605,
"mark": 0,
"nm": "传奇奢华影城",
"sellPrice": "31",
"addr": "东城区东打磨厂街7号新活馆B1层",
"distance": "4.6km",
"tag": {
"allowRefund": 1,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 1,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 10951,
"mark": 0,
"nm": "大地影院(十里河铭泽影院)",
"sellPrice": "38.9",
"addr": "朝阳区西大望南路与弘燕南一路交叉口铭泽生活广场5层",
"distance": "4.6km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallTypeVOList": [
],
"sell": 1,
"snack": 1,
"vipTag": "折扣卡"
},
"promotion": {
}
},
{
"id": 267,
"mark": 0,
"nm": "百老汇影城(apm购物中心店)",
"sellPrice": "29",
"addr": "东城区王府井大街138号北京apm6层",
"distance": "4.8km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallType": [
"RealD厅"
],
"hallTypeVOList": [
{
"name": "RealD厅",
"url": ""
}
],
"sell": 1,
"snack": 1
},
"promotion": {
}
},
{
"id": 10781,
"mark": 0,
"nm": "耀莱成龙国际影城(王府井店)",
"sellPrice": "38",
"addr": "东城区王府井大街301号新燕莎金街购物广场地下1层MB124",
"distance": "4.8km",
"tag": {
"allowRefund": 0,
"buyout": 0,
"cityCardTag": 0,
"deal": 0,
"endorse": 0,
"hallTypeVOList": [
],
"sell": 1,
"snack": 0,
"vipTag": "折扣卡"
},
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}测试 pipeline.log 文件：
[2018-11-30 20:50:27,082][pipelines.py][line:236][process_item][INFO]:mao_yan_base_time step into process_item and start process item
[2018-11-30 20:50:27,111][pipelines.py][line:257][process_item][INFO]:Kafka write data : [('201812010295496', 9916, 1165276, 6, 'maoyan', '2018-12-01', '10:30', '34', '3号激光厅', 'http://maoyan.com/xseats/201812010295496?movieId=1165276&cinemaId=9916', '国语', '2D', '2018-11-30 20:50:27.062969'), ('201812010295495', 9916, 1165276, 6, 'maoyan', '2018-12-01', '18:25', '44', '3号激光厅', 'http://maoyan.com/xseats/201812010295495?movieId=1165276&cinemaId=9916', '国语', '2D', '2018-11-30 20:50:27.062969'), ('201812010335335', 9916, 1165276, 6, 'maoyan', '2018-12-01', '22:35', '34', '3号激光厅', 'http://maoyan.com/xseats/201812010335335?movieId=1165276&cinemaId=9916', '国语', '2D', '2018-11-30 20:50:27.062969'), ('201811300393503', 9916, 1221035, 6, 'maoyan', '2018-11-30', '23:10', '34', '2号激光厅', 'http://maoyan.com/xseats/201811300393503?movieId=1221035&cinemaId=9916', '原版', '2D', '2018-11-30 20:50:27.062969'), ('201812010295501', 9916, 1221035, 6, 'maoyan', '2018-12-01', '16:35', '44', '2号激光厅', 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[2018-11-30 20:50:27,164][pipelines.py][line:236][process_item][INFO]:mao_yan_base_time step into process_item and start process item
[2018-11-30 20:50:27,180][pipelines.py][line:268][delete_mirror_queue][INFO]:delete mirror success
{"cinema_id": 9916, "cinema_name": "中影电影院(小西天店)", "city_id": 1, "city_name": "北京", "url": "https://m.maoyan.com/ajax/cinemaDetail?cinemaId=9916"}
[2018-11-30 20:50:27,742][pipelines.py][line:236][process_item][INFO]:mao_yan_base_time step into process_item and start process item
[2018-11-30 20:50:27,766][pipelines.py][line:257][process_item][INFO]:Kafka write data : [('201811300365254', 9914, 1208282, 6, 'maoyan', '2018-11-30', '21:15', '38', '2号厅', 'http://maoyan.com/xseats/201811300365254?movieId=1208282&cinemaId=9914', '国语', '2D', '2018-11-30 20:50:27.709006'), ('201812010348217', 9914, 1208282, 6, 'maoyan', '2018-12-01', '10:00', '38', '1号厅', 'http://maoyan.com/xseats/201812010348217?movieId=1208282&cinemaId=9914', '国语', '2D', '2018-11-30 20:50:27.709006'), ('201812010348216', 9914, 1208282, 6, 'maoyan', '2018-12-01', '12:00', '38', '1号厅', 'http://maoyan.com/xseats/201812010348216?movieId=1208282&cinemaId=9914', '国语', '2D', '2018-11-30 20:50:27.709006'), ('201812010348215', 9914, 1208282, 6, 'maoyan', '2018-12-01', '14:30', '38', '2号厅', 'http://maoyan.com/xseats/201812010348215?movieId=1208282&cinemaId=9914', '国语', '2D', '2018-11-30 20:50:27.709006'), ('201812010348214', 9914, 1208282, 6, 'maoyan', '2018-12-01', '16:00', '38', '1号厅', 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[2018-11-30 20:50:27,847][pipelines.py][line:236][process_item][INFO]:mao_yan_base_time step into process_item and start process item