添加bert句向量持久化代码

This commit is contained in:
joe 2019-05-27 13:53:07 +08:00
parent e5bdc8026d
commit 98219427aa

75
bert_vec.py Normal file
View File

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import pickle
from graph import set_logger
from termcolor import colored
logger = set_logger(colored('BERT_VEC', 'yellow'))
bert_file_name = 'bert_data.pkl'
class BertData:
def __init__(self):
self.dic = {}
self._read_dic()
# 批量插入数据
def add_batch_data(self, keys, values):
for key, value in zip(keys, values):
self.dic[key] = value
# 插入单条数据
def add_data(self, key, value):
self.dic[key] = value
# 根据key删除数据
def delete_data(self, key):
if self.dic and self.dic.get(key, ''):
self.dic.pop(key)
# 根据key获取数据
def get_data(self, key):
return self.dic.get(key, '')
# 获取全部数据
def get_all_data(self):
return self.dic
# 提交
def commit(self):
self._save_dic()
def _save_dic(self):
try:
with open(bert_file_name, 'wb')as file:
pickle.dump(self.dic, file)
logger.info('bert data saved successfully')
except:
logger.info('save bert data failed')
def _read_dic(self):
try:
with open(bert_file_name, 'rb')as file:
self.dic = pickle.load(file)
except FileNotFoundError:
logger.info('local bert data is none')
if __name__ == '__main__':
bd = BertData()
data = []
vec = []
import numpy as np
for i in range(30000):
data.append('阿迪和考虑就鞍山市会计法哈三联空间和福利卡就很烦' + str(i))
vec.append(np.random.rand(768))
bd.add_batch_data(data, vec)
# 增删改需要调用commit方法才会修改本地缓存的内容查询不需要调用该方法
bd.commit()
# bd.delete_data('上午好啊天气真的不错0')
# res = bd.get_data('上午好啊天气真的不错1')
# bd.add_data('上午好啊天气真的不错test', [1, 2, 3])
# res = bd.get_all_data()
# print(res.keys())
# for i in res.items():
# print(i[0], ':', i[1])
# print(res.values())