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319
dev-tools/tests/agent_dag/analyse_trace.py
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319
dev-tools/tests/agent_dag/analyse_trace.py
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#!/usr/bin/env python3
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"""
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Analyse a captured agent trace JSON file and check DAG integrity.
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Usage:
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python analyse_trace.py react.json
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python analyse_trace.py -u http://localhost:8088/ react.json
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"""
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import argparse
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import asyncio
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import json
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import os
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import sys
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import websockets
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DEFAULT_URL = os.getenv("TRUSTGRAPH_URL", "http://localhost:8088/")
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DEFAULT_USER = "trustgraph"
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DEFAULT_COLLECTION = "default"
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DEFAULT_FLOW = "default"
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GRAPH = "urn:graph:retrieval"
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# Namespace prefixes
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PROV = "http://www.w3.org/ns/prov#"
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RDF = "http://www.w3.org/1999/02/22-rdf-syntax-ns#"
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RDFS = "http://www.w3.org/2000/01/rdf-schema#"
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TG = "https://trustgraph.ai/ns/"
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PROV_WAS_DERIVED_FROM = PROV + "wasDerivedFrom"
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RDF_TYPE = RDF + "type"
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TG_ANALYSIS = TG + "Analysis"
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TG_TOOL_USE = TG + "ToolUse"
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TG_OBSERVATION_TYPE = TG + "Observation"
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TG_CONCLUSION = TG + "Conclusion"
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TG_SYNTHESIS = TG + "Synthesis"
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TG_QUESTION = TG + "Question"
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def shorten(uri):
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"""Shorten a URI for display."""
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for prefix, short in [
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(PROV, "prov:"), (RDF, "rdf:"), (RDFS, "rdfs:"), (TG, "tg:"),
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]:
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if isinstance(uri, str) and uri.startswith(prefix):
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return short + uri[len(prefix):]
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return str(uri)
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async def fetch_triples(ws, flow, subject, user, collection, request_counter):
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"""Query triples for a given subject URI."""
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request_counter[0] += 1
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req_id = f"q-{request_counter[0]}"
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msg = {
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"id": req_id,
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"service": "triples",
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"flow": flow,
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"request": {
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"s": {"t": "i", "i": subject},
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"g": GRAPH,
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"user": user,
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"collection": collection,
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"limit": 100,
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},
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}
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await ws.send(json.dumps(msg))
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while True:
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raw = await ws.recv()
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resp = json.loads(raw)
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if resp.get("id") == req_id:
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inner = resp.get("response", {})
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if isinstance(inner, dict):
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return inner.get("response", [])
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return inner
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def extract_term(term):
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"""Extract value from wire-format term."""
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if not term:
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return ""
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t = term.get("t", "")
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if t == "i":
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return term.get("i", "")
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elif t == "l":
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return term.get("v", "")
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elif t == "t":
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tr = term.get("tr", {})
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return {
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"s": extract_term(tr.get("s", {})),
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"p": extract_term(tr.get("p", {})),
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"o": extract_term(tr.get("o", {})),
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}
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return str(term)
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def parse_triples(wire_triples):
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"""Convert wire triples to (s, p, o) tuples."""
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result = []
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for t in wire_triples:
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s = extract_term(t.get("s", {}))
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p = extract_term(t.get("p", {}))
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o = extract_term(t.get("o", {}))
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result.append((s, p, o))
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return result
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def get_types(tuples):
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"""Get rdf:type values from parsed triples."""
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return {o for s, p, o in tuples if p == RDF_TYPE}
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def get_derived_from(tuples):
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"""Get prov:wasDerivedFrom targets from parsed triples."""
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return [o for s, p, o in tuples if p == PROV_WAS_DERIVED_FROM]
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async def analyse(path, url, flow, user, collection):
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with open(path) as f:
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messages = json.load(f)
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print(f"Total messages: {len(messages)}")
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print()
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# ---- Pass 1: collect explain IDs and check streaming chunks ----
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explain_ids = []
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errors = []
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for i, msg in enumerate(messages):
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resp = msg.get("response", {})
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chunk_type = resp.get("chunk_type", "?")
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if chunk_type == "explain":
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explain_id = resp.get("explain_id", "")
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explain_ids.append(explain_id)
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print(f" {i:3d} {chunk_type} {explain_id}")
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else:
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print(f" {i:3d} {chunk_type}")
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# Rule 7: message_id on content chunks
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if chunk_type in ("thought", "observation", "answer"):
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mid = resp.get("message_id", "")
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if not mid:
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errors.append(
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f"[msg {i}] {chunk_type} chunk missing message_id"
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)
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print()
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print(f"Explain IDs ({len(explain_ids)}):")
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for eid in explain_ids:
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print(f" {eid}")
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# ---- Pass 2: fetch triples for each explain ID ----
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ws_url = url.replace("http://", "ws://").replace("https://", "wss://")
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ws_url = f"{ws_url.rstrip('/')}/api/v1/socket"
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request_counter = [0]
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# entity_id -> parsed triples [(s, p, o), ...]
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entities = {}
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print()
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print("Fetching triples...")
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print()
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async with websockets.connect(ws_url, ping_interval=20, ping_timeout=60) as ws:
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for eid in explain_ids:
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wire = await fetch_triples(
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ws, flow, eid, user, collection, request_counter,
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)
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tuples = parse_triples(wire) if isinstance(wire, list) else []
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entities[eid] = tuples
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print(f" {eid}")
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for s, p, o in tuples:
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o_short = str(o)
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if len(o_short) > 80:
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o_short = o_short[:77] + "..."
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print(f" {shorten(p)} = {o_short}")
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print()
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# ---- Pass 3: check rules ----
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all_ids = set(entities.keys())
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# Collect entity metadata
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roots = [] # entities with no wasDerivedFrom
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conclusions = [] # tg:Conclusion entities
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analyses = [] # tg:Analysis entities
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observations = [] # tg:Observation entities
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for eid, tuples in entities.items():
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types = get_types(tuples)
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parents = get_derived_from(tuples)
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if not tuples:
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errors.append(f"[{eid}] entity has no triples in store")
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if not parents:
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roots.append(eid)
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if TG_CONCLUSION in types:
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conclusions.append(eid)
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if TG_ANALYSIS in types:
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analyses.append(eid)
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if TG_OBSERVATION_TYPE in types:
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observations.append(eid)
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# Rule 4: every non-root entity has wasDerivedFrom
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if parents:
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for parent in parents:
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# Rule 5: parent exists in known entities
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if parent not in all_ids:
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errors.append(
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f"[{eid}] wasDerivedFrom target not in explain set: "
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f"{parent}"
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)
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# Rule 6: Analysis entities must have ToolUse type
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if TG_ANALYSIS in types and TG_TOOL_USE not in types:
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errors.append(
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f"[{eid}] Analysis entity missing tg:ToolUse type"
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)
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# Rule 1: exactly one root
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if len(roots) == 0:
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errors.append("No root entity found (all have wasDerivedFrom)")
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elif len(roots) > 1:
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errors.append(
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f"Multiple roots ({len(roots)}) — expected exactly 1:"
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)
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for r in roots:
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types = get_types(entities[r])
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type_labels = ", ".join(shorten(t) for t in types)
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errors.append(f" root: {r} [{type_labels}]")
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# Rule 2: exactly one terminal node (nothing derives from it)
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# Build set of entities that are parents of something
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has_children = set()
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for eid, tuples in entities.items():
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for parent in get_derived_from(tuples):
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has_children.add(parent)
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terminals = [eid for eid in all_ids if eid not in has_children]
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if len(terminals) == 0:
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errors.append("No terminal entity found (cycle?)")
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elif len(terminals) > 1:
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errors.append(
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f"Multiple terminal entities ({len(terminals)}) — expected exactly 1:"
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)
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for t in terminals:
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types = get_types(entities[t])
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type_labels = ", ".join(shorten(ty) for ty in types)
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errors.append(f" terminal: {t} [{type_labels}]")
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# Rule 8: Observation should not derive from Analysis if a sub-trace
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# exists as a sibling. Check: if an Analysis has both a Question child
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# and an Observation child, the Observation should derive from the
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# sub-trace's Synthesis, not from the Analysis.
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for obs_id in observations:
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obs_parents = get_derived_from(entities[obs_id])
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for parent in obs_parents:
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if parent in entities:
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parent_types = get_types(entities[parent])
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if TG_ANALYSIS in parent_types:
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# Check if this Analysis also has a Question child
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# (i.e. a sub-trace exists)
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has_subtrace = False
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for other_id, other_tuples in entities.items():
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if other_id == obs_id:
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continue
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other_parents = get_derived_from(other_tuples)
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other_types = get_types(other_tuples)
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if (parent in other_parents
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and TG_QUESTION in other_types):
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has_subtrace = True
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break
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if has_subtrace:
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errors.append(
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f"[{obs_id}] Observation derives from Analysis "
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f"{parent} which has a sub-trace — should derive "
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f"from the sub-trace's Synthesis instead"
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)
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# ---- Report ----
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print()
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print("=" * 60)
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if errors:
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print(f"ERRORS ({len(errors)}):")
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print()
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for err in errors:
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print(f" !! {err}")
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else:
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print("ALL CHECKS PASSED")
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print("=" * 60)
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def main():
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parser = argparse.ArgumentParser(description=__doc__)
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parser.add_argument("input", help="JSON trace file")
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parser.add_argument("-u", "--url", default=DEFAULT_URL)
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parser.add_argument("-f", "--flow", default=DEFAULT_FLOW)
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parser.add_argument("-U", "--user", default=DEFAULT_USER)
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parser.add_argument("-C", "--collection", default=DEFAULT_COLLECTION)
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args = parser.parse_args()
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asyncio.run(analyse(
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args.input, args.url, args.flow,
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args.user, args.collection,
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))
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if __name__ == "__main__":
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main()
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