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table_column_usage.py
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# Copyright Contributors to the Amundsen project.
# SPDX-License-Identifier: Apache-2.0
from typing import (
Iterable, Iterator, Union,
)
from amundsen_rds.models import RDSModel
from amundsen_rds.models.table import TableUsage as RDSTableUsage
from databuilder.models.graph_node import GraphNode
from databuilder.models.graph_relationship import GraphRelationship
from databuilder.models.graph_serializable import GraphSerializable
from databuilder.models.table_metadata import TableMetadata
from databuilder.models.table_serializable import TableSerializable
from databuilder.models.user import User
class ColumnReader(object):
"""
A class represent user's read action on column. Implicitly assumes that read count is one.
"""
def __init__(self,
database: str,
cluster: str,
schema: str,
table: str,
column: str,
user_email: str,
read_count: int = 1
) -> None:
self.database = database
self.cluster = cluster
self.schema = schema
self.table = table
self.column = column
self.user_email = user_email
self.read_count = int(read_count)
def __repr__(self) -> str:
return f"ColumnReader(database={self.database!r}, cluster={self.cluster!r}, " \
f"schema={self.schema!r}, table={self.table!r}, column={self.column!r}, " \
f"user_email={self.user_email!r}, read_count={self.read_count!r})"
class TableColumnUsage(GraphSerializable, TableSerializable):
"""
A model represents user <--> column graph model
Currently it only support to serialize to table level
"""
TABLE_NODE_LABEL = TableMetadata.TABLE_NODE_LABEL
TABLE_NODE_KEY_FORMAT = TableMetadata.TABLE_KEY_FORMAT
USER_TABLE_RELATION_TYPE = 'READ'
TABLE_USER_RELATION_TYPE = 'READ_BY'
# Property key for relationship read, readby relationship
READ_RELATION_COUNT = 'read_count'
def __init__(self, col_readers: Iterable[ColumnReader]) -> None:
for col_reader in col_readers:
if col_reader.column != '*':
raise NotImplementedError(f'Column is not supported yet {col_readers}')
self.col_readers = col_readers
self._node_iterator = self._create_node_iterator()
self._rel_iter = self._create_rel_iterator()
self._record_iter = self._create_record_iterator()
def create_next_node(self) -> Union[GraphNode, None]:
try:
return next(self._node_iterator)
except StopIteration:
return None
def _create_node_iterator(self) -> Iterator[GraphNode]:
for col_reader in self.col_readers:
if col_reader.column == '*':
# using yield for better memory efficiency
user_node = User(email=col_reader.user_email).get_user_node()
yield user_node
def create_next_relation(self) -> Union[GraphRelationship, None]:
try:
return next(self._rel_iter)
except StopIteration:
return None
def _create_rel_iterator(self) -> Iterator[GraphRelationship]:
for col_reader in self.col_readers:
relationship = GraphRelationship(
start_label=TableMetadata.TABLE_NODE_LABEL,
start_key=self._get_table_key(col_reader),
end_label=User.USER_NODE_LABEL,
end_key=self._get_user_key(col_reader.user_email),
type=TableColumnUsage.TABLE_USER_RELATION_TYPE,
reverse_type=TableColumnUsage.USER_TABLE_RELATION_TYPE,
attributes={
TableColumnUsage.READ_RELATION_COUNT: col_reader.read_count
}
)
yield relationship
def create_next_record(self) -> Union[RDSModel, None]:
try:
return next(self._record_iter)
except StopIteration:
return None
def _create_record_iterator(self) -> Iterator[RDSModel]:
for col_reader in self.col_readers:
if col_reader.column == '*':
user_record = User(email=col_reader.user_email).get_user_record()
yield user_record
table_usage_record = RDSTableUsage(user_rk=self._get_user_key(col_reader.user_email),
table_rk=self._get_table_key(col_reader),
read_count=col_reader.read_count)
yield table_usage_record
def _get_table_key(self, col_reader: ColumnReader) -> str:
return TableMetadata.TABLE_KEY_FORMAT.format(db=col_reader.database,
cluster=col_reader.cluster,
schema=col_reader.schema,
tbl=col_reader.table)
def _get_user_key(self, email: str) -> str:
return User.get_user_model_key(email=email)
def __repr__(self) -> str:
return f'TableColumnUsage(col_readers={self.col_readers!r})'