trustgraph/trustgraph-cli/trustgraph/cli/list_explain_traces.py
cybermaggedon 35128ff019
Add unified explainability support and librarian storage for (#693)
Add unified explainability support and librarian storage for all retrieval engines

Implements consistent explainability/provenance tracking
across GraphRAG, DocumentRAG, and Agent retrieval
engines. All large content (answers, thoughts, observations)
is now stored in librarian rather than as inline literals in
the knowledge graph.

Explainability API:
- New explainability.py module with entity classes (Question,
  Exploration, Focus, Synthesis, Analysis, Conclusion) and
  ExplainabilityClient
- Quiescence-based eventual consistency handling for trace
  fetching
- Content fetching from librarian with retry logic

CLI updates:
- tg-invoke-graph-rag -x/--explainable flag returns
  explain_id
- tg-invoke-document-rag -x/--explainable flag returns
  explain_id
- tg-invoke-agent -x/--explainable flag returns explain_id
- tg-list-explain-traces uses new explainability API
- tg-show-explain-trace handles all three trace types

Agent provenance:
- Records session, iterations (think/act/observe), and conclusion
- Stores thoughts and observations in librarian with document
  references
- New predicates: tg:thoughtDocument, tg:observationDocument

DocumentRAG provenance:
- Records question, exploration (chunk retrieval), and synthesis
- Stores answers in librarian with document references

Schema changes:
- AgentResponse: added explain_id, explain_graph fields
- RetrievalResponse: added explain_id, explain_graph fields
- agent_iteration_triples: supports thought_document_id,
  observation_document_id

Update tests.
2026-03-12 21:40:09 +00:00

167 lines
4.2 KiB
Python

"""
List all explainability sessions (GraphRAG and Agent) in a collection.
Queries for all questions stored in the retrieval graph and displays them
with their session IDs, type (GraphRAG or Agent), and timestamps.
Examples:
tg-list-explain-traces -U trustgraph -C default
tg-list-explain-traces --limit 20 --format json
"""
import argparse
import json
import os
import sys
from tabulate import tabulate
from trustgraph.api import Api, ExplainabilityClient
default_url = os.getenv("TRUSTGRAPH_URL", 'http://localhost:8088/')
default_token = os.getenv("TRUSTGRAPH_TOKEN", None)
default_user = 'trustgraph'
default_collection = 'default'
# Retrieval graph
RETRIEVAL_GRAPH = "urn:graph:retrieval"
def truncate_text(text, max_len=60):
"""Truncate text to max length with ellipsis."""
if not text:
return ""
if len(text) <= max_len:
return text
return text[:max_len - 3] + "..."
def print_table(sessions):
"""Print sessions as a table."""
if not sessions:
print("No explainability sessions found.")
return
rows = []
for session in sessions:
rows.append([
session["id"],
session.get("type", "Unknown"),
truncate_text(session["question"], 45),
session.get("time", "")
])
headers = ["Session ID", "Type", "Question", "Time"]
print(tabulate(rows, headers=headers, tablefmt="simple"))
def print_json(sessions):
"""Print sessions as JSON."""
print(json.dumps(sessions, indent=2))
def main():
parser = argparse.ArgumentParser(
prog='tg-list-explain-traces',
description=__doc__,
formatter_class=argparse.RawDescriptionHelpFormatter,
)
parser.add_argument(
'-u', '--api-url',
default=default_url,
help=f'API URL (default: {default_url})',
)
parser.add_argument(
'-t', '--token',
default=default_token,
help='Auth token (default: $TRUSTGRAPH_TOKEN)',
)
parser.add_argument(
'-U', '--user',
default=default_user,
help=f'User ID (default: {default_user})',
)
parser.add_argument(
'-C', '--collection',
default=default_collection,
help=f'Collection (default: {default_collection})',
)
parser.add_argument(
'-f', '--flow-id',
default='default',
help='Flow ID (default: default)',
)
parser.add_argument(
'--limit',
type=int,
default=50,
help='Max results (default: 50)',
)
parser.add_argument(
'--format',
choices=['table', 'json'],
default='table',
help='Output format: table (default), json',
)
args = parser.parse_args()
try:
api = Api(args.api_url, token=args.token)
socket = api.socket()
flow = socket.flow(args.flow_id)
explain_client = ExplainabilityClient(flow)
try:
# List all sessions using the API
questions = explain_client.list_sessions(
graph=RETRIEVAL_GRAPH,
user=args.user,
collection=args.collection,
limit=args.limit,
)
# Convert to output format
sessions = []
for q in questions:
session_type = explain_client.detect_session_type(
q.uri,
graph=RETRIEVAL_GRAPH,
user=args.user,
collection=args.collection
)
# Map type names
type_display = {
"graphrag": "GraphRAG",
"docrag": "DocRAG",
"agent": "Agent",
}.get(session_type, session_type.title())
sessions.append({
"id": q.uri,
"type": type_display,
"question": q.query,
"time": q.timestamp,
})
if args.format == 'json':
print_json(sessions)
else:
print_table(sessions)
finally:
socket.close()
except Exception as e:
print(f"Error: {e}", file=sys.stderr)
sys.exit(1)
if __name__ == "__main__":
main()