添加bert句向量持久化代码
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bert_vec.py
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75
bert_vec.py
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import pickle
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from graph import set_logger
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from termcolor import colored
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logger = set_logger(colored('BERT_VEC', 'yellow'))
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bert_file_name = 'bert_data.pkl'
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class BertData:
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def __init__(self):
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self.dic = {}
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self._read_dic()
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# 批量插入数据
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def add_batch_data(self, keys, values):
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for key, value in zip(keys, values):
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self.dic[key] = value
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# 插入单条数据
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def add_data(self, key, value):
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self.dic[key] = value
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# 根据key删除数据
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def delete_data(self, key):
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if self.dic and self.dic.get(key, ''):
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self.dic.pop(key)
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# 根据key获取数据
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def get_data(self, key):
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return self.dic.get(key, '')
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# 获取全部数据
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def get_all_data(self):
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return self.dic
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# 提交
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def commit(self):
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self._save_dic()
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def _save_dic(self):
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try:
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with open(bert_file_name, 'wb')as file:
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pickle.dump(self.dic, file)
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logger.info('bert data saved successfully')
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except:
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logger.info('save bert data failed')
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def _read_dic(self):
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try:
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with open(bert_file_name, 'rb')as file:
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self.dic = pickle.load(file)
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except FileNotFoundError:
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logger.info('local bert data is none')
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if __name__ == '__main__':
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bd = BertData()
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data = []
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vec = []
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import numpy as np
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for i in range(30000):
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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))
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vec.append(np.random.rand(768))
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bd.add_batch_data(data, vec)
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# 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
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bd.commit()
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# bd.delete_data('上午好啊天气真的不错0')
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# res = bd.get_data('上午好啊天气真的不错1')
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# bd.add_data('上午好啊天气真的不错test', [1, 2, 3])
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# res = bd.get_all_data()
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# print(res.keys())
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# for i in res.items():
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# print(i[0], ':', i[1])
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# print(res.values())
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