"""Renderer-diversity ablation with renderer families held out by split.""" import argparse import hashlib import json import random from pathlib import Path from .common import POLICY, SCHEMA, digest, save_json from .data import COMPONENTS, labels, make_situation FAMILIES = { 'ticket': { 'head': 'Issue {task}: baseline suite had {passed} successes and {failed} failures ({error}). The last touched area was {recent}; that fact alone does not establish blame.', 'trial_ok': 'A clean {component} was swapped into the original snapshot by itself. The reported fault vanished.', 'trial_bad': 'A clean {component} was swapped into the original snapshot by itself. The reported fault was still present.', 'status': 'Current suite: {checks}. Product acceptance: {acceptance}.', 'retry': 'Transient obstruction: {blocker}. An identical retry: {retry}.', 'rollback': 'Patch reversal permission: {rollback}.', }, 'terminal': { 'head': '$ diagnose --task {task}\nBASELINE passed={passed} failed={failed} exception={error}\nNOTICE recent_change={recent} (unverified signal)', 'trial_ok': 'ISOLATED[{component}] => original_failure=ABSENT', 'trial_bad': 'ISOLATED[{component}] => original_failure=PRESENT', 'status': 'LATEST checks={checks}; accepted={acceptance}', 'retry': 'BLOCKER cleared={blocker}; SAME_RETRY failed_before={retry}', 'rollback': 'ROLLBACK allowed={rollback}', }, 'conversation': { 'head': 'Engineer: We are fixing {task}. The first run was {passed} passing and {failed} failing with {error}. We recently touched {recent}, but do not infer the cause from that.', 'trial_ok': 'Reviewer: When we changed just the {component} to a known-good one from the original failure point, we could not trigger the issue again.', 'trial_bad': 'Reviewer: When we changed just the {component} to a known-good one from the original failure point, we could still trigger the issue.', 'status': 'Engineer: Right now the checks are {checks}, and acceptance is {acceptance}.', 'retry': 'Reviewer: The temporary obstacle is {blocker}; the exact same retry is {retry}.', 'rollback': 'Engineer: Reverting the patch is {rollback}.', }, 'incident': { 'head': 'INCIDENT / {task}\nInitial evidence: {failed} failures after {passed} passes; symptom {error}; recently modified {recent} (possible distractor).', 'trial_ok': 'Control experiment—only {component} restored: the initial symptom ceased.', 'trial_bad': 'Control experiment—only {component} restored: the initial symptom continued.', 'status': 'Present verification is {checks}; formal approval is {acceptance}.', 'retry': 'The short-lived impediment is {blocker}; repeating without changes is {retry}.', 'rollback': 'Authority to reverse the change is {rollback}.', }, 'calibration': { 'head': 'Diagnostic memo for {task}. Originally: {passed} tests okay, {failed} not okay, reporting {error}. A recent edit involved {recent}, which may be irrelevant.', 'trial_ok': 'Starting over from the failing revision and altering nothing except {component} eliminated the original problem.', 'trial_bad': 'Starting over from the failing revision and altering nothing except {component} did not eliminate the original problem.', 'status': 'The newest check run is {checks}. Stakeholder confirmation is {acceptance}.', 'retry': 'The temporary roadblock is {blocker}. The same action has {retry}.', 'rollback': 'A rollback is {rollback}.', }, 'sealed': { 'head': 'Work item: {task}. At onset, {passed} checks succeeded while {failed} did not; the observed symptom was {error}. Although {recent} changed lately, treat that as circumstantial.', 'trial_ok': 'From an identical copy of the faulty revision, substituting solely the {component} made the original symptom non-reproducible.', 'trial_bad': 'From an identical copy of the faulty revision, substituting solely the {component} left the original symptom reproducible.', 'status': 'As of the latest run, verification is {checks}, with sign-off {acceptance}.', 'retry': 'The transient constraint is {blocker}; an otherwise unchanged reattempt has {retry}.', 'rollback': 'Authorization to back out the modification is {rollback}.', }, 'json_log': { 'head': '{{"task": "{task}", "baseline": {{"passed": {passed}, "failed": {failed}}}, "error": "{error}", "recent_change": "{recent}"}}', 'trial_ok': '{{"component": "{component}", "result": "original_failure_absent"}}', 'trial_bad': '{{"component": "{component}", "result": "original_failure_present"}}', 'status': '{{"checks": "{checks}", "acceptance": "{acceptance}"}}', 'retry': '{{"blocker": "{blocker}", "retry": "{retry}"}}', 'rollback': '{{"rollback": "{rollback}"}}', }, 'xml_report': { 'head': '{error}{recent}', 'trial_ok': 'original_failure_absent', 'trial_bad': 'original_failure_present', 'status': '', 'retry': '', 'rollback': '', }, 'slack_thread': { 'head': '@engineer Task: {task}. First run: {passed} pass, {failed} fail. Error: {error}. Recent: {recent} (don\'t assume cause).', 'trial_ok': 'Reviewer: Swapped only {component} to known-good from failure point — issue gone.', 'trial_bad': 'Reviewer: Swapped only {component} to known-good from failure point — issue remains.', 'status': 'Eng: Checks are {checks}, acceptance is {acceptance}.', 'retry': 'Reviewer: Blocker is {blocker}; same retry is {retry}.', 'rollback': 'Eng: Patch revert is {rollback}.', }, 'github_issue': { 'head': '## Issue: {task}\n**Baseline**: {passed} passing, {failed} failing\n**Error**: `{error}`\n**Recent change**: {recent} (unverified)', 'trial_ok': '✅ **{component}**: Restored to known-good — original failure **resolved**.', 'trial_bad': '❌ **{component}**: Restored to known-good — original failure **persists**.', 'status': 'Latest CI: {checks}. Maintainer approval: {acceptance}.', 'retry': 'Transient blocker: {blocker}. Identical re-run: {retry}.', 'rollback': 'Revert permission: {rollback}.', }, 'jira_ticket': { 'head': 'JIRA-{task}: {failed} failures / {passed} passes after regression. Error: {error}. Touched: {recent}.', 'trial_ok': 'Isolation test [{component}]: Root cause eliminated.', 'trial_bad': 'Isolation test [{component}]: Root cause remains.', 'status': 'QA verification: {checks}. PO sign-off: {acceptance}.', 'retry': 'Impediment status: {blocker}. Re-test result: {retry}.', 'rollback': 'Rollback approved: {rollback}.', }, 'stack_trace': { 'head': 'TRACE task={task} passed={passed} failed={failed} err={error} recent={recent}', 'trial_ok': 'ISOLATE component={component} => failure=CLEARED', 'trial_bad': 'ISOLATE component={component} => failure=PERSISTS', 'status': 'CHECKS={checks} ACCEPTED={acceptance}', 'retry': 'BLOCKER={blocker} RETRY={retry}', 'rollback': 'ROLLBACK={rollback}', }, 'commit_msg': { 'head': 'fix({task}): investigate {failed} failures ({error}) after {passed} passes. recent: {recent}', 'trial_ok': 'test({component}): restored known-good — failure eliminated', 'trial_bad': 'test({component}): restored known-good — failure persists', 'status': 'ci: checks {checks} | approval: {acceptance}', 'retry': 'blocker: {blocker} | retry: {retry}', 'rollback': 'revert: {rollback}', }, 'pr_review': { 'head': 'PR Review: {task} — {passed}✓ {failed}✗ ({error}). Changed: {recent}.', 'trial_ok': 'Comment: Only {component} swap cleared the original failure.', 'trial_bad': 'Comment: Only {component} swap did not clear the original failure.', 'status': 'Checks: {checks}. LGTM: {acceptance}.', 'retry': 'Blocker: {blocker}. Re-run: {retry}.', 'rollback': 'Revert allowed: {rollback}.', }, } VALUES = { 'ticket': dict(pass_='passing', fail='failing', yes='confirmed', no='not confirmed', clear='cleared', blocked='not cleared', tried='already failed', untried='not been attempted', allowed='authorized', denied='not authorized'), 'terminal': dict(pass_='PASS', fail='FAIL', yes='YES', no='NO', clear='YES', blocked='NO', tried='YES', untried='NO', allowed='YES', denied='NO'), 'conversation': dict(pass_='all green', fail='still failing', yes='confirmed', no='still pending', clear='gone', blocked='still active', tried='already known to fail', untried='not yet tried', allowed='permitted', denied='not permitted'), 'incident': dict(pass_='successful', fail='unsuccessful', yes='granted', no='withheld', clear='resolved', blocked='unresolved', tried='already failed once', untried='not yet been tried', allowed='approved', denied='prohibited'), 'calibration': dict(pass_='passing', fail='failing', yes='present', no='absent', clear='no longer active', blocked='still active', tried='already failed', untried='not occurred', allowed='permitted', denied='forbidden'), 'sealed': dict(pass_='successful', fail='unsuccessful', yes='recorded', no='not recorded', clear='removed', blocked='still in force', tried='previously failed', untried='not previously occurred', allowed='approved', denied='not approved'), 'json_log': dict(pass_='true', fail='false', yes='true', no='false', clear='true', blocked='false', tried='true', untried='false', allowed='true', denied='false'), 'xml_report': dict(pass_='success', fail='failure', yes='granted', no='denied', clear='resolved', blocked='active', tried='yes', untried='no', allowed='permitted', denied='forbidden'), 'slack_thread': dict(pass_='green', fail='red', yes='approved', no='pending', clear='cleared', blocked='active', tried='failed', untried='untried', allowed='yes', denied='no'), 'github_issue': dict(pass_='passing', fail='failing', yes='approved', no='rejected', clear='fixed', blocked='open', tried='failed', untried='not run', allowed='merged', denied='closed'), 'jira_ticket': dict(pass_='passed', fail='failed', yes='signed off', no='pending', clear='done', blocked='blocked', tried='failed', untried='not executed', allowed='approved', denied='rejected'), 'stack_trace': dict(pass_='OK', fail='ERR', yes='YES', no='NO', clear='CLEARED', blocked='ACTIVE', tried='FAILED', untried='PENDING', allowed='OK', denied='BLOCKED'), 'commit_msg': dict(pass_='pass', fail='fail', yes='approved', no='pending', clear='fixed', blocked='blocked', tried='failed', untried='skipped', allowed='merged', denied='rejected'), 'pr_review': dict(pass_='pass', fail='fail', yes='lgtm', no='changes requested', clear='resolved', blocked='blocked', tried='failed', untried='not run', allowed='approved', denied='denied'), } def render_family(s, rng, family): f, v = FAMILIES[family], VALUES[family] vals = dict(s) vals.update(checks=v['pass_'] if s['latest_pass'] else v['fail'], acceptance=v['yes'] if s['accepted'] else v['no'], blocker=v['clear'] if s['blocker_cleared'] else v['blocked'], retry=v['tried'] if s['retry_failed'] else v['untried'], rollback=v['allowed'] if s['rollback'] else v['denied']) parts = [f['status'].format(**vals), f['retry'].format(**vals), f['rollback'].format(**vals)] order = list(range(4)); rng.shuffle(order) for c in order: parts.append(f['trial_ok' if s['cleared'][c] else 'trial_bad'].format(component=COMPONENTS[c])) rng.shuffle(parts) return f['head'].format(**vals) + '\nAll component experiments below independently restart from the same initial failure.\n' + '\n'.join(parts) def generate(root='data/diversity-v2', size=20000, seed=1729): root=Path(root); root.mkdir(parents=True, exist_ok=True) train_families=['ticket','terminal','conversation','incident','json_log','xml_report','slack_thread','github_issue','jira_ticket','stack_trace','commit_msg','pr_review'] spec={'version':'renderer-diversity-v2','seed':seed,'train':size,'validation':2000,'calibration':2000,'test':2000, 'train_families':train_families,'validation_families':train_families, 'calibration_families':['calibration'],'test_families':['sealed']} save_json(root/'spec.json',spec) seen=set() for si,split in enumerate(['train','validation','calibration','test']): rng=random.Random(seed+si*1000000); rows=[]; families=spec[f'{split}_families'] while len(rows)