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135 lines
4.5 KiB
Python
135 lines
4.5 KiB
Python
"""Summary for rdbms database."""
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from typing import TYPE_CHECKING, Dict, List, Optional
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from dbgpt._private.config import Config
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from dbgpt.datasource import BaseConnector
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from dbgpt.datasource.conn_tugraph import TuGraphConnector
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from dbgpt.rag.summary.db_summary import DBSummary
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if TYPE_CHECKING:
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from dbgpt.datasource.manages import ConnectorManager
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CFG = Config()
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class GdbmsSummary(DBSummary):
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"""Get graph db table summary template."""
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def __init__(
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self, name: str, type: str, manager: Optional["ConnectorManager"] = None
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):
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"""Create a new RdbmsSummary."""
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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.v_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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# TODO: Don't use the global variable.
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db_manager = manager or CFG.local_db_manager
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if not db_manager:
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raise ValueError("Local db manage is not initialized.")
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self.db = db_manager.get_connector(name)
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self.metadata = """user info :{users}, grant info:{grant}, charset:{charset},
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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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"vertex_tables": [
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self.get_table_summary(table_name, "vertex")
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for table_name in tables["vertex_tables"]
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],
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"edge_tables": [
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self.get_table_summary(table_name, "edge")
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for table_name in tables["edge_tables"]
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],
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}
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def get_table_summary(self, table_name, table_type):
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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),
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column3(column3 comment) and index keys, and table comment: {table_comment})
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"""
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return _parse_table_summary(
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self.db, self.summary_template, table_name, table_type
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)
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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: BaseConnector, 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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table_info_summaries = None
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if isinstance(conn, TuGraphConnector):
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table_names = conn.get_table_names()
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v_tables = table_names.get("vertex_tables", [])
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e_tables = table_names.get("edge_tables", [])
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table_info_summaries = [
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_parse_table_summary(conn, summary_template, table_name, "vertex")
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for table_name in v_tables
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] + [
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_parse_table_summary(conn, summary_template, table_name, "edge")
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for table_name in e_tables
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]
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else:
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table_info_summaries = []
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return table_info_summaries
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def _format_column(column: Dict) -> str:
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"""Format a single column's summary."""
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comment = column.get("comment", "")
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if column.get("is_in_primary_key"):
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comment += " Primary Key" if comment else "Primary Key"
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return f"{column['name']} ({comment})" if comment else column["name"]
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def _format_indexes(indexes: List[Dict]) -> str:
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"""Format index keys for table summary."""
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return ", ".join(
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f"{index['name']}(`{', '.join(index['column_names'])}`)" for index in indexes
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)
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def _parse_table_summary(
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conn: TuGraphConnector, summary_template: str, table_name: str, table_type: str
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) -> str:
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"""Enhanced table summary function."""
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columns = [
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_format_column(column) for column in conn.get_columns(table_name, table_type)
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]
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column_str = ", ".join(columns)
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indexes = conn.get_indexes(table_name, table_type)
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index_str = _format_indexes(indexes) if indexes else ""
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table_str = summary_template.format(table_name=table_name, columns=column_str)
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if index_str:
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table_str += f", and index keys: {index_str}"
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try:
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comment = conn.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 += (
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f", and table comment: {comment.get('text')}, this is a {table_type} table"
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)
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else:
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table_str += f", and table comment: this is a {table_type} table"
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return table_str
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