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101 lines
3.4 KiB
Python
101 lines
3.4 KiB
Python
from typing import List
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from dbgpt._private.config import Config
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from dbgpt.rag.summary.db_summary import DBSummary
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from dbgpt.datasource.rdbms.base import RDBMSDatabase
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CFG = Config()
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class RdbmsSummary(DBSummary):
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"""Get rdbms db table summary template.
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summary example:
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table_name(column1(column1 comment),column2(column2 comment),column3(column3 comment) and index keys, and table comment is {table_comment})
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"""
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def __init__(self, name, type):
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self.name = name
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self.type = type
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self.summary_template = "{table_name}({columns})"
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self.tables = {}
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self.tables_info = []
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self.vector_tables_info = []
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self.db = CFG.LOCAL_DB_MANAGE.get_connect(name)
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self.metadata = """user info :{users}, grant info:{grant}, charset:{charset}, collation:{collation}""".format(
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users=self.db.get_users(),
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grant=self.db.get_grants(),
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charset=self.db.get_charset(),
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collation=self.db.get_collation(),
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)
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tables = self.db.get_table_names()
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self.table_info_summaries = [
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self.get_table_summary(table_name) for table_name in tables
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]
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def get_table_summary(self, table_name):
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"""Get table summary for table.
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example:
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table_name(column1(column1 comment),column2(column2 comment),column3(column3 comment) and index keys, and table comment: {table_comment})
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"""
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return _parse_table_summary(self.db, self.summary_template, table_name)
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def table_summaries(self):
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"""Get table summaries."""
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return self.table_info_summaries
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def _parse_db_summary(
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conn: RDBMSDatabase, summary_template: str = "{table_name}({columns})"
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) -> List[str]:
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"""Get db summary for database.
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Args:
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conn (RDBMSDatabase): database connection
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summary_template (str): summary template
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"""
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tables = conn.get_table_names()
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table_info_summaries = [
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_parse_table_summary(conn, summary_template, table_name)
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for table_name in tables
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]
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return table_info_summaries
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def _parse_table_summary(
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conn: RDBMSDatabase, summary_template: str, table_name: str
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) -> str:
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"""Get table summary for table.
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Args:
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conn (RDBMSDatabase): database connection
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summary_template (str): summary template
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table_name (str): table name
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Examples:
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table_name(column1(column1 comment),column2(column2 comment),column3(column3 comment) and index keys, and table comment: {table_comment})
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"""
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columns = []
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for column in conn._inspector.get_columns(table_name):
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if column.get("comment"):
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columns.append(f"{column['name']} ({column.get('comment')})")
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else:
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columns.append(f"{column['name']}")
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column_str = ", ".join(columns)
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index_keys = []
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for index_key in conn._inspector.get_indexes(table_name):
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key_str = ", ".join(index_key["column_names"])
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index_keys.append(f"{index_key['name']}(`{key_str}`) ")
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table_str = summary_template.format(table_name=table_name, columns=column_str)
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if len(index_keys) > 0:
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index_key_str = ", ".join(index_keys)
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table_str += f", and index keys: {index_key_str}"
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try:
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comment = conn._inspector.get_table_comment(table_name)
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except Exception:
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comment = dict(text=None)
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if comment.get("text"):
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table_str += f", and table comment: {comment.get('text')}"
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return table_str
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