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- #
- # Copyright 2019 The FATE Authors. All Rights Reserved.
- #
- # Licensed under the Apache License, Version 2.0 (the "License");
- # you may not use this file except in compliance with the License.
- # You may obtain a copy of the License at
- #
- # http://www.apache.org/licenses/LICENSE-2.0
- #
- # Unless required by applicable law or agreed to in writing, software
- # distributed under the License is distributed on an "AS IS" BASIS,
- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- # See the License for the specific language governing permissions and
- # limitations under the License.
- #
- from fate_arch.storage import StorageEngine, MySQLStoreType
- from fate_arch.storage import StorageTableBase
- class StorageTable(StorageTableBase):
- def __init__(
- self,
- cur,
- con,
- address=None,
- name: str = None,
- namespace: str = None,
- partitions: int = 1,
- store_type: MySQLStoreType = MySQLStoreType.InnoDB,
- options=None,
- ):
- super(StorageTable, self).__init__(
- name=name,
- namespace=namespace,
- address=address,
- partitions=partitions,
- options=options,
- engine=StorageEngine.MYSQL,
- store_type=store_type,
- )
- self._cur = cur
- self._con = con
- def check_address(self):
- schema = self.meta.get_schema()
- if schema:
- if schema.get("sid") and schema.get("header"):
- sql = "SELECT {},{} FROM {}".format(
- schema.get("sid"), schema.get("header"), self._address.name
- )
- else:
- sql = "SELECT {} FROM {}".format(
- schema.get("sid"), self._address.name
- )
- feature_data = self.execute(sql)
- for feature in feature_data:
- if feature:
- break
- return True
- @staticmethod
- def get_meta_header(feature_name_list):
- create_features = ""
- feature_list = []
- feature_size = "varchar(255)"
- for feature_name in feature_name_list:
- create_features += "{} {},".format(feature_name, feature_size)
- feature_list.append(feature_name)
- return create_features, feature_list
- def _count(self):
- sql = "select count(*) from {}".format(self._address.name)
- try:
- self._cur.execute(sql)
- # self.con.commit()
- ret = self._cur.fetchall()
- count = ret[0][0]
- except BaseException:
- count = 0
- return count
- def _collect(self, **kwargs) -> list:
- id_name, feature_name_list, _ = self._get_id_feature_name()
- id_feature_name = [id_name]
- id_feature_name.extend(feature_name_list)
- sql = "select {} from {}".format(",".join(id_feature_name), self._address.name)
- data = self.execute(sql)
- for line in data:
- feature_list = [str(feature) for feature in list(line[1:])]
- yield line[0], self.meta.get_id_delimiter().join(feature_list)
- def _put_all(self, kv_list, **kwargs):
- id_name, feature_name_list, id_delimiter = self._get_id_feature_name()
- feature_sql, feature_list = StorageTable.get_meta_header(feature_name_list)
- id_size = "varchar(100)"
- create_table = (
- "create table if not exists {}({} {} NOT NULL, {} PRIMARY KEY({}))".format(
- self._address.name, id_name, id_size, feature_sql, id_name
- )
- )
- self._cur.execute(create_table)
- sql = "REPLACE INTO {}({}, {}) VALUES".format(
- self._address.name, id_name, ",".join(feature_list)
- )
- for kv in kv_list:
- sql += '("{}", "{}"),'.format(kv[0], '", "'.join(kv[1].split(id_delimiter)))
- sql = ",".join(sql.split(",")[:-1]) + ";"
- self._cur.execute(sql)
- self._con.commit()
- def _destroy(self):
- sql = "drop table {}".format(self._address.name)
- self._cur.execute(sql)
- self._con.commit()
- def _save_as(self, address, name, namespace, partitions=None, **kwargs):
- sql = "create table {}.{} select * from {};".format(namespace, name, self._address.name)
- self._cur.execute(sql)
- self._con.commit()
- def execute(self, sql, select=True):
- self._cur.execute(sql)
- if select:
- while True:
- result = self._cur.fetchone()
- if result:
- yield result
- else:
- break
- else:
- result = self._cur.fetchall()
- return result
- def _get_id_feature_name(self):
- id = self.meta.get_schema().get("sid", "id")
- header = self.meta.get_schema().get("header", [])
- id_delimiter = self.meta.get_id_delimiter()
- if not header:
- feature_list = []
- elif isinstance(header, str):
- feature_list = header.split(id_delimiter)
- elif isinstance(header, list):
- feature_list = header
- else:
- feature_list = [header]
- if self.meta.get_extend_sid():
- id = feature_list[0]
- if len(feature_list) > 1:
- feature_list = feature_list[1:]
- return id, feature_list, id_delimiter
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