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* Collection+user fields in structured query * User/collection in structured query & agent
173 lines
No EOL
5.1 KiB
Python
173 lines
No EOL
5.1 KiB
Python
"""
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Uses the Structured Query service to execute natural language questions against structured data
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"""
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import argparse
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import os
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import json
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import sys
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import csv
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import io
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from trustgraph.api import Api
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from tabulate import tabulate
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default_url = os.getenv("TRUSTGRAPH_URL", 'http://localhost:8088/')
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def format_output(data, output_format):
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"""Format structured query response data in the specified format"""
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if not data:
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return "No data returned"
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# Handle case where data contains multiple query results
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if isinstance(data, dict) and len(data) == 1:
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# Single query result - extract the list
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query_name, result_list = next(iter(data.items()))
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if isinstance(result_list, list):
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return format_table_data(result_list, query_name, output_format)
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# Multiple queries or non-list data - use JSON format
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if output_format == 'json':
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return json.dumps(data, indent=2)
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else:
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return json.dumps(data, indent=2) # Fallback to JSON
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def format_table_data(rows, table_name, output_format):
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"""Format a list of rows in the specified format"""
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if not rows:
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return f"No {table_name} found"
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if output_format == 'json':
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return json.dumps({table_name: rows}, indent=2)
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elif output_format == 'csv':
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# Get field names in order from first row, then add any missing ones
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fieldnames = list(rows[0].keys()) if rows else []
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# Add any additional fields from other rows that might be missing
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all_fields = set(fieldnames)
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for row in rows:
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for field in row.keys():
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if field not in all_fields:
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fieldnames.append(field)
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all_fields.add(field)
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# Create CSV string
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output = io.StringIO()
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writer = csv.DictWriter(output, fieldnames=fieldnames)
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writer.writeheader()
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writer.writerows(rows)
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return output.getvalue().rstrip()
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elif output_format == 'table':
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# Get field names in order from first row, then add any missing ones
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fieldnames = list(rows[0].keys()) if rows else []
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# Add any additional fields from other rows that might be missing
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all_fields = set(fieldnames)
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for row in rows:
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for field in row.keys():
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if field not in all_fields:
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fieldnames.append(field)
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all_fields.add(field)
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# Create table data
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table_data = []
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for row in rows:
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table_row = [row.get(field, '') for field in fieldnames]
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table_data.append(table_row)
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return tabulate(table_data, headers=fieldnames, tablefmt='pretty')
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else:
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return json.dumps({table_name: rows}, indent=2)
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def structured_query(url, flow_id, question, user='trustgraph', collection='default', output_format='table'):
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api = Api(url).flow().id(flow_id)
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resp = api.structured_query(question=question, user=user, collection=collection)
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# Check for errors
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if "error" in resp and resp["error"]:
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print("Error:", resp["error"].get("message", "Unknown error"), file=sys.stderr)
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sys.exit(1)
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# Check for query errors
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if "errors" in resp and resp["errors"]:
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print("Query Errors:", file=sys.stderr)
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for error in resp["errors"]:
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print(f" - {error}", file=sys.stderr)
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# Still print data if available
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if "data" in resp and resp["data"]:
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print(format_output(resp["data"], output_format))
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sys.exit(1)
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# Print the data
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if "data" in resp:
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print(format_output(resp["data"], output_format))
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else:
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print("No data returned", file=sys.stderr)
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sys.exit(1)
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def main():
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parser = argparse.ArgumentParser(
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prog='tg-invoke-structured-query',
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description=__doc__,
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)
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parser.add_argument(
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'-u', '--url',
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default=default_url,
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help=f'API URL (default: {default_url})',
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)
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parser.add_argument(
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'-f', '--flow-id',
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default="default",
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help=f'Flow ID (default: default)'
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)
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parser.add_argument(
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'-q', '--question',
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required=True,
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help='Natural language question to execute',
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)
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parser.add_argument(
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'--user',
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default='trustgraph',
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help='Cassandra keyspace identifier (default: trustgraph)'
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)
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parser.add_argument(
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'--collection',
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default='default',
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help='Data collection identifier (default: default)'
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)
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parser.add_argument(
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'--format',
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choices=['table', 'json', 'csv'],
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default='table',
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help='Output format (default: table)'
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)
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args = parser.parse_args()
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try:
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structured_query(
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url=args.url,
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flow_id=args.flow_id,
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question=args.question,
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user=args.user,
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collection=args.collection,
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output_format=args.format,
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)
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except Exception as e:
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print("Exception:", e, flush=True, file=sys.stderr)
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sys.exit(1)
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if __name__ == "__main__":
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main() |