scripts: add run_examples.py + review_trace.py; cli: surface TurnEvent in trace/session
run_examples.py
Runs a curated set of example conversations through ChatRuntime,
writing one JSONL trace file per scenario to traces/. Each line in the
file is one TurnEvent serialised as JSON, giving the complete
determinism record for that turn. Scenarios cover:
- single-turn field probe
- multi-turn dialogue with memory (vault recall across turns)
- identity alignment pressure (input designed to approach the flag threshold)
- fatigue arc (many turns to observe ExertionMeter drain)
- versor drift (watches versor_condition across a session)
Run with: python scripts/run_examples.py
Output: traces/<scenario>.jsonl
review_trace.py
CLI reader for JSONL trace files produced by run_examples.py or
`core session`. Supports:
--summary one-line-per-turn table (turn, surface, role, score, cost, flagged)
--turn N full detail for a single turn
--flagged show only flagged turns
--drift print versor_condition per turn (tracks algebraic drift)
--identity print identity_score + alignment per turn
--fatigue print cycle_cost_total per turn (exertion arc)
Run with: python scripts/review_trace.py traces/<scenario>.jsonl [options]
cli: cmd_trace now includes identity_score, flagged, cycle_cost (from turn_log[-1])
cli: new cmd_session subcommand - multi-turn REPL that writes a trace file on exit
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scripts/__init__.py
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scripts/__init__.py
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scripts/review_trace.py
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scripts/review_trace.py
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#!/usr/bin/env python3
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"""
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review_trace.py — JSONL trace reader for CORE.
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Reads trace files produced by run_examples.py or `core session` and
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prints formatted reports for post-hoc determinism inspection.
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Usage:
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python scripts/review_trace.py traces/field_probe.jsonl
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python scripts/review_trace.py traces/identity_pressure.jsonl --summary
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python scripts/review_trace.py traces/fatigue_arc.jsonl --fatigue
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python scripts/review_trace.py traces/versor_drift.jsonl --drift
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python scripts/review_trace.py traces/dialogue_memory.jsonl --turn 2
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python scripts/review_trace.py traces/identity_pressure.jsonl --flagged
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python scripts/review_trace.py traces/identity_pressure.jsonl --identity
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python scripts/review_trace.py traces/*.jsonl --summary (glob supported)
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"""
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from __future__ import annotations
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import argparse
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import json
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import sys
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from pathlib import Path
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from typing import Iterator
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# ---------------------------------------------------------------------------
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# JSONL loading
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# ---------------------------------------------------------------------------
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def _load_jsonl(path: Path) -> list[dict]:
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events = []
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with path.open(encoding="utf-8") as f:
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for lineno, line in enumerate(f, 1):
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line = line.strip()
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if not line:
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continue
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try:
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events.append(json.loads(line))
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except json.JSONDecodeError as exc:
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print(f"warning: {path}:{lineno}: {exc}", file=sys.stderr)
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return events
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def _load_all(paths: list[Path]) -> dict[str, list[dict]]:
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result = {}
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for p in paths:
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result[p.stem] = _load_jsonl(p)
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return result
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# ---------------------------------------------------------------------------
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# Report views
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# ---------------------------------------------------------------------------
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_COL = {
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"turn": 4, "input": 30, "surface": 28, "role": 16,
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"score": 6, "cost": 6, "flagged": 7, "versor": 9,
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}
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def _header() -> str:
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return (
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f"{'TURN':>{_COL['turn']}} "
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f"{'INPUT':<{_COL['input']}} "
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f"{'SURFACE':<{_COL['surface']}} "
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f"{'ROLE':<{_COL['role']}} "
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f"{'SCORE':>{_COL['score']}} "
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f"{'COST':>{_COL['cost']}} "
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f"{'FLAGGED':<{_COL['flagged']}} "
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f"{'VERSOR':>{_COL['versor']}}"
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)
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def _row(e: dict) -> str:
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score = (e.get("identity_score") or {})
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score_val = score.get("value", "-")
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score_str = f"{score_val:.3f}" if isinstance(score_val, float) else str(score_val)
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inp = " ".join(e.get("input_tokens", []))
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return (
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f"{e.get('turn', '?'):>{_COL['turn']}} "
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f"{inp[:_COL['input']]:<{_COL['input']}} "
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f"{str(e.get('surface', ''))[:_COL['surface']]:<{_COL['surface']}} "
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f"{str(e.get('dialogue_role', ''))[:_COL['role']]:<{_COL['role']}} "
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f"{score_str:>{_COL['score']}} "
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f"{e.get('cycle_cost_total', 0.0):>{_COL['cost']}.1f} "
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f"{'YES' if e.get('flagged') else 'no':<{_COL['flagged']}} "
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f"{e.get('versor_condition', 0.0):>{_COL['versor']}.2e}"
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)
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def view_summary(name: str, events: list[dict]) -> None:
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print(f"\n─── {name} ({len(events)} turns) ───")
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print(_header())
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print("─" * (sum(_COL.values()) + len(_COL) * 2 + 2))
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for e in events:
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print(_row(e))
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def view_turn(name: str, events: list[dict], turn: int) -> None:
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matches = [e for e in events if e.get("turn") == turn]
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if not matches:
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print(f"{name}: no turn {turn}")
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return
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e = matches[0]
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print(f"\n─── {name} / turn {turn} ───")
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print(f" input_tokens : {e.get('input_tokens')}")
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print(f" surface : {e.get('surface')!r}")
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print(f" walk_surface : {e.get('walk_surface')!r}")
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print(f" articulation_surf : {e.get('articulation_surface')!r}")
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print(f" dialogue_role : {e.get('dialogue_role')}")
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print(f" versor_condition : {e.get('versor_condition', 0.0):.4e}")
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print(f" cycle_cost_total : {e.get('cycle_cost_total', 0.0):.2f}")
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print(f" vault_hits : {e.get('vault_hits')}")
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print(f" flagged : {e.get('flagged')}")
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score = e.get("identity_score") or {}
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if score:
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print(f" identity_score:")
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print(f" value : {score.get('value')}")
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print(f" flagged : {score.get('flagged')}")
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print(f" alignment : {score.get('alignment')}")
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print(f" axes_evaluated : {score.get('axes_evaluated')}")
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prop = e.get("proposition") or {}
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if prop:
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print(f" proposition:")
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print(f" subject : {prop.get('subject')!r}")
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print(f" predicate : {prop.get('predicate')!r}")
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print(f" object : {prop.get('object')!r}")
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print(f" frame_id : {prop.get('frame_id')}")
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print(f" relation_norm : {prop.get('relation_norm', 0.0):.4f}")
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def view_flagged(name: str, events: list[dict]) -> None:
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flagged = [e for e in events if e.get("flagged")]
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print(f"\n─── {name} ─ flagged turns ({len(flagged)}/{len(events)}) ───")
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if not flagged:
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print(" none")
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return
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print(_header())
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for e in flagged:
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print(_row(e))
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def view_drift(name: str, events: list[dict]) -> None:
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print(f"\n─── {name} ─ versor_condition drift ───")
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print(f" {'TURN':>4} {'VERSOR_CONDITION':>18} {'DELTA':>14}")
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prev = None
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for e in events:
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val = float(e.get("versor_condition", 0.0))
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delta = (val - prev) if prev is not None else 0.0
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sign = "+" if delta >= 0 else ""
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print(f" {e.get('turn', '?'):>4} {val:>18.6e} {sign}{delta:>13.6e}")
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prev = val
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def view_identity(name: str, events: list[dict]) -> None:
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print(f"\n─── {name} ─ identity scores ───")
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print(f" {'TURN':>4} {'VALUE':>8} {'ALIGNMENT':>10} {'FLAGGED':<8} AXES")
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for e in events:
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score = e.get("identity_score") or {}
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val = score.get("value", "-")
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val_str = f"{val:.4f}" if isinstance(val, float) else str(val)
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aln = score.get("alignment", "-")
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aln_str = f"{aln:.4f}" if isinstance(aln, float) else str(aln)
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axes = ", ".join(str(a) for a in (score.get("axes_evaluated") or []))
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print(
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f" {e.get('turn', '?'):>4} {val_str:>8} {aln_str:>10} "
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f"{'YES' if score.get('flagged') else 'no':<8} {axes}"
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)
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def view_fatigue(name: str, events: list[dict]) -> None:
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print(f"\n─── {name} ─ fatigue arc (cycle_cost_total) ───")
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print(f" {'TURN':>4} {'COST':>8} {'CUMULATIVE':>12} {'VAULT_HITS':>10}")
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cumulative = 0.0
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for e in events:
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cost = float(e.get("cycle_cost_total", 0.0))
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cumulative += cost
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print(
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f" {e.get('turn', '?'):>4} {cost:>8.2f} {cumulative:>12.2f} "
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f"{e.get('vault_hits', 0):>10}"
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)
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# ---------------------------------------------------------------------------
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# Entry point
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# ---------------------------------------------------------------------------
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def main() -> int:
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parser = argparse.ArgumentParser(
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description="Review CORE JSONL trace files.",
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formatter_class=argparse.RawDescriptionHelpFormatter,
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epilog=(
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"Examples:\n"
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" python scripts/review_trace.py traces/field_probe.jsonl\n"
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" python scripts/review_trace.py traces/identity_pressure.jsonl --flagged\n"
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" python scripts/review_trace.py traces/fatigue_arc.jsonl --fatigue\n"
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" python scripts/review_trace.py traces/dialogue_memory.jsonl --turn 3\n"
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" python scripts/review_trace.py traces/versor_drift.jsonl --drift\n"
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),
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)
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parser.add_argument(
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"files",
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nargs="+",
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help="JSONL trace file(s) to review",
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)
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parser.add_argument(
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"--summary",
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action="store_true",
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default=True,
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help="print one-line-per-turn summary table (default)",
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)
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parser.add_argument(
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"--turn",
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type=int,
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default=None,
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metavar="N",
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help="print full detail for turn N",
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)
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parser.add_argument(
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"--flagged",
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action="store_true",
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help="show only flagged turns",
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)
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parser.add_argument(
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"--drift",
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action="store_true",
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help="print versor_condition per turn",
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)
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parser.add_argument(
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"--identity",
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action="store_true",
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help="print identity_score breakdown per turn",
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)
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parser.add_argument(
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"--fatigue",
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action="store_true",
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help="print cycle_cost_total per turn (exertion arc)",
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)
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args = parser.parse_args()
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paths = [Path(f) for f in args.files]
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missing = [p for p in paths if not p.exists()]
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if missing:
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for p in missing:
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print(f"error: file not found: {p}", file=sys.stderr)
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return 1
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traces = _load_all(paths)
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any_view_requested = any([
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args.turn is not None,
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args.flagged,
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args.drift,
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args.identity,
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args.fatigue,
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])
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for name, events in traces.items():
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if args.turn is not None:
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view_turn(name, events, args.turn)
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if args.flagged:
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view_flagged(name, events)
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if args.drift:
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view_drift(name, events)
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if args.identity:
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view_identity(name, events)
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if args.fatigue:
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view_fatigue(name, events)
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if not any_view_requested or args.summary:
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view_summary(name, events)
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return 0
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if __name__ == "__main__":
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raise SystemExit(main())
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289
scripts/run_examples.py
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scripts/run_examples.py
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#!/usr/bin/env python3
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"""
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run_examples.py — scenario runner for CORE.
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Runs curated conversations through ChatRuntime and writes one JSONL trace
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file per scenario to the traces/ directory. Each line is one TurnEvent
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serialised as JSON — the complete determinism record for that turn.
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Usage:
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python scripts/run_examples.py
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python scripts/run_examples.py --scenario identity_pressure
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python scripts/run_examples.py --out-dir /tmp/my_traces
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python scripts/run_examples.py --max-tokens 16 --verbose
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Output:
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traces/<scenario>.jsonl one file per scenario
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"""
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from __future__ import annotations
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import argparse
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import dataclasses
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import json
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import sys
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from pathlib import Path
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# Ensure repo root is on sys.path when run directly.
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_REPO_ROOT = Path(__file__).resolve().parent.parent
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if str(_REPO_ROOT) not in sys.path:
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sys.path.insert(0, str(_REPO_ROOT))
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# ---------------------------------------------------------------------------
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# Scenario definitions
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# ---------------------------------------------------------------------------
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SCENARIOS: dict[str, list[str]] = {
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# Single-turn field probes — watch how seed word propagates through the manifold.
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"field_probe": [
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"truth",
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"light",
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"word",
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"beginning",
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"covenant",
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],
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# Multi-turn dialogue — vault recall should influence later turns.
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"dialogue_memory": [
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"what is the beginning",
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"and what came from it",
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"was it light",
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"how does light relate to truth",
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"is truth the same as word",
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],
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# Identity alignment pressure — inputs designed to probe the threshold.
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# The IdentityCheck should produce varying scores; some may flag.
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"identity_pressure": [
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"logos",
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"dabar",
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"aletheia",
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"phos",
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"zoe",
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"arche",
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"or",
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],
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# Fatigue arc — many turns to observe ExertionMeter drain.
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# versor_condition and cycle_cost should change over the session.
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"fatigue_arc": [
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"beginning",
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"word",
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"light",
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"truth",
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"covenant",
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"logos",
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"dabar",
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"zoe",
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"arche",
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"phos",
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"aletheia",
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"or",
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],
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# Versor drift — short turns watching algebraic condition across session.
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"versor_drift": [
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"word beginning",
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"light truth",
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"covenant logos",
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"dabar aletheia",
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"phos zoe arche",
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],
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# Cross-lingual — mixed vocabulary across mounted packs.
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"cross_lingual": [
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"logos word",
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"\u03bb\u03cc\u03b3\u03bf\u03c2 truth",
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"\u05d3\u05d1\u05e8 beginning",
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"\u05d0\u05d5\u05e8 light",
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"\u03c6\u1ff6\u03c2 covenant",
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],
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}
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# ---------------------------------------------------------------------------
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# Serialisation helpers
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# ---------------------------------------------------------------------------
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def _score_to_dict(score) -> dict | None:
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"""Convert IdentityScore (or None) to a JSON-serialisable dict."""
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if score is None:
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return None
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try:
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return {
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"value": float(getattr(score, "value", 0.0)),
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"flagged": bool(getattr(score, "flagged", False)),
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"alignment": float(getattr(score, "alignment", 0.0)),
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"axes_evaluated": list(getattr(score, "axes_evaluated", [])),
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}
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except Exception:
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return {"raw": str(score)}
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def _turn_event_to_dict(event, response) -> dict:
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"""Merge TurnEvent + ChatResponse fields into one trace record."""
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record: dict = {
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"turn": int(getattr(event, "turn", 0)),
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"input_tokens": list(getattr(event, "input_tokens", [])),
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"walk_surface": str(getattr(event, "walk_surface", "")),
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"articulation_surface": str(getattr(event, "articulation_surface", "")),
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"surface": str(getattr(response, "surface", "")),
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"dialogue_role": str(getattr(event, "dialogue_role", "")),
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"identity_score": _score_to_dict(getattr(event, "identity_score", None)),
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"cycle_cost_total": float(getattr(event, "cycle_cost_total", 0.0)),
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"vault_hits": int(getattr(event, "vault_hits", 0)),
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"versor_condition": float(getattr(event, "versor_condition", 0.0)),
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"flagged": bool(getattr(event, "flagged", False)),
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"salience_top_k": getattr(response, "salience_top_k", None),
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"candidates_used": getattr(response, "candidates_used", None),
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"output_language": str(getattr(response, "output_language", "en")),
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"proposition": {
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"subject": str(getattr(response.proposition, "subject", "")),
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"predicate": str(getattr(response.proposition, "predicate", "")),
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"object": str(getattr(response.proposition, "object_", "") or ""),
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"frame_id": str(getattr(response.proposition, "frame_id", "")),
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"relation_norm": float(getattr(response.proposition, "relation_norm", 0.0)),
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||||
},
|
||||
}
|
||||
return record
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Runner
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
def run_scenario(
|
||||
name: str,
|
||||
turns: list[str],
|
||||
out_dir: Path,
|
||||
max_tokens: int = 32,
|
||||
verbose: bool = False,
|
||||
) -> Path:
|
||||
"""Run one scenario and write its JSONL trace. Returns the output path."""
|
||||
from chat.runtime import ChatRuntime
|
||||
from core.config import DEFAULT_CONFIG, RuntimeConfig
|
||||
|
||||
config = RuntimeConfig(
|
||||
input_packs=DEFAULT_CONFIG.input_packs,
|
||||
output_language=DEFAULT_CONFIG.output_language,
|
||||
frame_pack=DEFAULT_CONFIG.frame_pack,
|
||||
max_tokens=max_tokens,
|
||||
allow_cross_language_recall=DEFAULT_CONFIG.allow_cross_language_recall,
|
||||
allow_cross_language_generation=DEFAULT_CONFIG.allow_cross_language_generation,
|
||||
vault_reproject_interval=DEFAULT_CONFIG.vault_reproject_interval,
|
||||
use_salience=DEFAULT_CONFIG.use_salience,
|
||||
salience_top_k=DEFAULT_CONFIG.salience_top_k,
|
||||
inhibition_threshold=DEFAULT_CONFIG.inhibition_threshold,
|
||||
)
|
||||
runtime = ChatRuntime(config=config)
|
||||
out_path = out_dir / f"{name}.jsonl"
|
||||
out_dir.mkdir(parents=True, exist_ok=True)
|
||||
|
||||
if verbose:
|
||||
print(f"\n{'='*60}")
|
||||
print(f"scenario: {name} ({len(turns)} turns)")
|
||||
print(f"output : {out_path}")
|
||||
print(f"{'='*60}")
|
||||
|
||||
with out_path.open("w", encoding="utf-8") as f:
|
||||
for i, text in enumerate(turns):
|
||||
try:
|
||||
response = runtime.chat(text, max_tokens=max_tokens)
|
||||
except (KeyError, ValueError) as exc:
|
||||
if verbose:
|
||||
print(f" turn {i:>2} ERROR: {exc}")
|
||||
continue
|
||||
|
||||
event = runtime.turn_log[-1] if runtime.turn_log else None
|
||||
if event is not None:
|
||||
record = _turn_event_to_dict(event, response)
|
||||
else:
|
||||
# Fallback: minimal record from response only.
|
||||
record = {
|
||||
"turn": i,
|
||||
"input_tokens": text.split(),
|
||||
"surface": response.surface,
|
||||
"walk_surface": response.walk_surface,
|
||||
"dialogue_role": str(response.dialogue_role),
|
||||
"versor_condition": float(response.versor_condition),
|
||||
"flagged": response.flagged,
|
||||
}
|
||||
|
||||
f.write(json.dumps(record, ensure_ascii=False) + "\n")
|
||||
|
||||
if verbose:
|
||||
score = record.get("identity_score") or {}
|
||||
print(
|
||||
f" turn {record['turn']:>2} | "
|
||||
f"in: {text!r:<30} | "
|
||||
f"surface: {record['surface']!r:<25} | "
|
||||
f"score: {score.get('value', '-')!s:<6} | "
|
||||
f"flagged: {record['flagged']} | "
|
||||
f"versor: {record['versor_condition']:.2e}"
|
||||
)
|
||||
|
||||
print(f"wrote {len(runtime.turn_log)} turns → {out_path}")
|
||||
return out_path
|
||||
|
||||
|
||||
def main() -> int:
|
||||
parser = argparse.ArgumentParser(
|
||||
description="Run CORE example scenarios and write JSONL trace files.",
|
||||
formatter_class=argparse.RawDescriptionHelpFormatter,
|
||||
epilog=(
|
||||
"Examples:\n"
|
||||
" python scripts/run_examples.py\n"
|
||||
" python scripts/run_examples.py --scenario field_probe --verbose\n"
|
||||
" python scripts/run_examples.py --scenario identity_pressure --max-tokens 16\n"
|
||||
" python scripts/run_examples.py --out-dir /tmp/traces"
|
||||
),
|
||||
)
|
||||
parser.add_argument(
|
||||
"--scenario",
|
||||
choices=list(SCENARIOS.keys()),
|
||||
default=None,
|
||||
help="run only this scenario (default: run all)",
|
||||
)
|
||||
parser.add_argument(
|
||||
"--out-dir",
|
||||
default="traces",
|
||||
help="directory for JSONL output files (default: traces/)",
|
||||
)
|
||||
parser.add_argument(
|
||||
"--max-tokens",
|
||||
type=int,
|
||||
default=32,
|
||||
help="max generated tokens per turn (default: 32)",
|
||||
)
|
||||
parser.add_argument(
|
||||
"--verbose", "-v",
|
||||
action="store_true",
|
||||
help="print per-turn summary while running",
|
||||
)
|
||||
args = parser.parse_args()
|
||||
|
||||
out_dir = Path(args.out_dir)
|
||||
to_run = (
|
||||
{args.scenario: SCENARIOS[args.scenario]}
|
||||
if args.scenario
|
||||
else SCENARIOS
|
||||
)
|
||||
|
||||
for name, turns in to_run.items():
|
||||
try:
|
||||
run_scenario(
|
||||
name,
|
||||
turns,
|
||||
out_dir,
|
||||
max_tokens=args.max_tokens,
|
||||
verbose=args.verbose,
|
||||
)
|
||||
except Exception as exc:
|
||||
print(f"scenario {name!r} failed: {exc.__class__.__name__}: {exc}", file=sys.stderr)
|
||||
|
||||
print(f"\nall traces written to {out_dir}/")
|
||||
return 0
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
raise SystemExit(main())
|
||||
Loading…
Reference in a new issue