diff --git a/README.md b/README.md index 45af7da94e7a7d4b4bebf0eca60e594f7587f323..f32438e746736aeee98eaece04f5c510bf465940 100644 --- a/README.md +++ b/README.md @@ -11,31 +11,50 @@ tags: # Persistent Event-State models -Assets for *Learning Persistent Referential Identity for Multi-Step Memory in Event-Stream Models*. +Assets for *Learning Persistent Referential Identity for Two-Hop Retrieval in Event-Stream Models*. | Experiment | Assets | |---|---| | E1 / E3 | `src/`, `eval/`, `configs/`, `checkpoints/`, `results/`, `reproduce/` | | E8-FULL | `e8_full/source/`, nine final `e8_full/checkpoints/`, `e8_full/results/`, `e8_full/reference/` | +| Reviewer-requested tests | `rr2/campaign/`, 15 model-only `rr2/checkpoints/`, `rr2/reference/`, `rr2/frozen_evaluations/` | -## Reproduce E8-FULL +## Reproduce reviewer-requested tests -Python 3.13; CUDA GPU for evaluation. Download both repositories at `paper-v2.0`: +Python 3.13 and a CUDA GPU for evaluation/training. ```bash pip install huggingface_hub -hf download nur-dev/pns-bind-25m --revision paper-v2.0 --local-dir pns-model -hf download nur-dev/pns-world --repo-type dataset --revision paper-v2.0 --local-dir pns-data +hf download nur-dev/pns-bind-25m --revision paper-v2.1 --local-dir pns-model +hf download nur-dev/pns-world --repo-type dataset --revision paper-v2.1 --local-dir pns-data cd pns-model pip install -r e8_full/requirements.txt +python rr2/reproduce.py verify --data ../pns-data/rr2 +CUDA_VISIBLE_DEVICES=0 python rr2/reproduce.py evaluate --data ../pns-data/rr2 --suite compose --arm future --seed 821 --split confirmation --output rr2_eval_821 +``` + +Repeat with seeds `822`, `823`; use `--arm ordinary` for the ordinary-only control. +Use `--suite original --arm ordinary --split known_development` for the original-name +control, or `--suite gru --update 12000` for the semantic-only recurrent baseline. +Raw predictions are compared with published arrays. Checkpoints contain identical +model tensors with optimizer state omitted; hashes are in `rr2/INFERENCE_EXPORT.json`. + +```bash +python rr2/reproduce.py prepare-training --data ../pns-data/rr2 --output rr2_train --workers 24 +CUDA_VISIBLE_DEVICES=0 python rr2/reproduce.py train --data ../pns-data/rr2 --output rr2_train --suite compose --arm future --seed 821 +``` + +Training corpora are regenerated deterministically and checked against frozen hashes. +`rr2/GPU_RESULTS.json` contains all primary and secondary criterion outcomes. + +## Reproduce E8-FULL + +```bash python e8_full/reproduce.py verify --data ../pns-data/e8_full -python e8_full/reproduce.py evaluate --data ../pns-data/e8_full --arm grounded_future --seed 821 --output e8_results/grounded_future_821 +CUDA_VISIBLE_DEVICES=0 python e8_full/reproduce.py evaluate --data ../pns-data/e8_full --arm grounded_future --seed 821 --output e8_eval_821 ``` -Repeat evaluation for arms `grounded_future`, `numeric_future`, `grounded_cut` and seeds -`821`, `822`, `823`. The default split is `confirmation`; use `--split development` for -development. `--smoke` checks one batch per panel. Results are compared row by row with -the published outcomes. `summarize` reproduces reported metrics and gates without a GPU. +Repeat for arms `numeric_future`, `grounded_cut` and seeds `822`, `823`. ## Reproduce E1 / E3 @@ -45,5 +64,4 @@ PNS_DATA=../pns-data bash reproduce/reproduce_headline.sh bash reproduce/reproduce_tables.sh ``` -`paper-v1.0` retains the original E1/E3 release. Data and split manifests are in -[`nur-dev/pns-world`](https://huggingface.co/datasets/nur-dev/pns-world). +`paper-v1.0` and `paper-v2.0` retain the original releases. diff --git a/rr2/GPU_EVIDENCE_MANIFEST.json b/rr2/GPU_EVIDENCE_MANIFEST.json new file mode 100644 index 0000000000000000000000000000000000000000..c7e1d100292c12dfca7e30434c66a45aed8e45a1 --- /dev/null +++ b/rr2/GPU_EVIDENCE_MANIFEST.json @@ -0,0 +1,167 @@ +{ + "artifact_root": "/raid/nurgaly/datasets/pns/reviewer_rr2_20261004", + "files": { + "AUTHORIZATION.json": "95148bc577cd0fbe654d9490d0f3b1cfffb4cfd862fe63b637dc3f7a0fe0cbcc", + "CAMPAIGN_FINISHED.json": "834bb65fe73297d08b22520873e972675e3fb693f7fb48db05ac27dc3178cf3b", + "CONFIRMATION_GATE.json": "203c249f2598627324f0a15dff63db6f5cb28f5f501d65d202993e420eeaf852", + "CONFIRMATION_OPENED.json": "1cf9ab861cf55a8943f17f3b25ae3e8dfa57ebd296aa5ac1f446c8926d9be7f2", + "DATA_FREEZE_COMPOSE.json": "b46cff5b3e0bcadaac12cc792c5f2eb7b2e6dc356473e55138848ad027597bd8", + 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This is a new reviewer-requested campaign, not a reopening or rescue of +E1, E3, E8, or the completed RR2 frozen-checkpoint tests. Their artifacts, public +tags, verdicts and failed novel-name test remain unchanged. Do not revise the +article or claim success before these runs finish and their evidence is checked. + +## Questions and fixed design + +1. Can the unchanged 24,352,640-parameter Grounded-Future configuration learn + name-component composition and retain causally functional destination identity + for surface names absent from every training path? +2. What is achieved by the otherwise identical Grounded-Ordinary arm, with no + challenge worlds, future tables or challenge loss during training? +3. Does a semantic-only conventional recurrent baseline improve on the historical + unsuccessful multitask generic-state optimization regime? + +Keep the published tokenizer, eight-layer 384-dimensional encoder, 640-wide +records, name pooling, projection, structural addressing and output heads fixed. +The only primary change is the lexical inventory. Form names from 12 left and +18 right components separated by a hyphen. The existing tokenizer must encode +every name into exactly seven pieces. Divide pairs by `(left_index + right_index) +% 3` into training, lexical-development and lexical-confirmation inventories. +Within each partition shuffle with seed 20261004 + partition index and select +66 names: the original five entity-kind inventories retain sizes 26/14/10/8/8; +the challenge uses the first 64. Check exact name disjointness, shared token +support, fixed token lengths and coverage of every component before training. +Confirmation names are also disjoint from development names. This tests new +combinations of seen pieces, not entirely new characters or new semantic values. +Hyphenated controlled names are not a claim about unrestricted natural language. + +Train six compositional-name runs: Grounded-Future and Grounded-Ordinary at +seeds 821/822/823. Also train three original-inventory Grounded-Ordinary runs at +the same seeds and on the exact archived E8 training shards. The original +released Grounded-Future checkpoints provide the corresponding fixed reference. +All full-model runs start from scratch and use the E8 initialization, 6,000 +updates, batch 96, 32-event TBPTT, AdamW 4e-4, betas (.9,.95), weight decay .01, +clip 1, 300-update warmup and the original decay. Grounded-Future adds the +unchanged 24 challenge worlds with four future value tables per update. +Grounded-Ordinary performs only the unchanged ordinary multitask loss, retaining +the sparse ordinary identity credit path. Do not remove ordinary two-hop losses. +The ordinary arm's unused challenge value head has no training: its challenge +answer accuracy is NOT an interpretable mechanism comparison. Report challenge +identity separately, and use ordinary identity/answer metrics for attribution. + +The new ordinary training worlds use seeds 92000000--92119999 (120,000 lifetimes, +256 events). Fresh ordinary known-name development: 92400000--92401999; +lexical development: 92500000--92501999; lexical confirmation: +92900000--92901999. Original-inventory controls use fresh evaluation seeds +92400000--92401999 and the archived original training data. The compositional +challenge training namespace is 95e12 + model_seed*1e7 + update*100; known-name +development starts at 96e12, lexical development at 97e12 and sealed lexical +confirmation at 98e12. Each evaluation condition has 2,000 worlds and all 32 +unrestricted value classes with collisions permitted. Test 16 AND 32 candidates +at 0/128/512 actual unrelated writes. The 32-candidate test uses 64 records, +twice the 16-candidate allocation; parameters are unchanged. All models use common +evaluation worlds within each condition, not independent 6,000-row samples. + +## Quantitative primary gates and attribution + +The compositional Grounded-Future primary passes only if ALL three seeds pass: + +- Lexical-development identity >= .90 and two-hop >= .85, with Wilson lower + bound >= .80, at every tested delay and candidate count; one-hop >= .95. +- Identity and two-hop loss from 0 to 512 writes <= .03. +- At 512 writes both relation-erasure and second-value-erasure answer drops + >= .60; relation counterfactual identity >= .90 and answer >= .85; value + counterfactual answer >= .90; unrelated deletion changes <= .02 predictions. +- Replay agrees with persistence >= .999, serialization agrees exactly, + candidate permutation agrees >= .999 and zero-state accuracy <= .08. +- Ordinary known-name SEM_LATEST >= .98, SEM_2HOP >= .80 and intermediate + identity >= .85. On ordinary lexical development require SEM_LATEST >= .95, + SEM_2HOP >= .80 and intermediate identity >= .85. Report all eleven families, + candidate-set nulls and every denominator without pooling task families. + +Freeze all six compositional final checkpoints and development results before +opening lexical confirmation ONCE. The no-future controls are not required to +fail, and do not determine opening. If any primary development gate fails, keep +lexical confirmation sealed, report the failure, and stop this branch. If they +pass, apply the same gates to fresh lexical confirmation. No thresholds, names, +training budget, loss weights or architectures change in response to outcomes. + +Compare Grounded-Future against Grounded-Ordinary using paired ordinary rows +and per-seed identity/answer differences, plus lifetime-cluster bootstrap intervals +(2,000 resamples, seed 20261004). A claim of a material added contribution of the +explicit challenge/future-use training requires >= .20 absolute ordinary two-hop +gain in every seed, with paired 95% lower bound above zero. A smaller or absent +gain is reported, not converted into a necessary-mechanism claim. This comparison +changes the explicit challenge supervision package, including its language/data +exposure; it does not isolate a loss term independently of that exposure. +The existing frozen parse-and-average comparator remains a stronger-structure, +wider-view comparator; do not portray it as a matched no-pooling training arm. + +## Semantic-only recurrent diagnostic + +Train one fixed conventional global-GRU architecture at seeds 821/822/823 using +original-inventory ordinary training data. Event encoder: token/position/type/dt +embeddings, two Transformer blocks, width 192, six heads; a 384-dimensional GRU +state and a query-conditioned enum head. No exact-store, protected slot address, +gold entity, destination or value is an input. All chronological events update +the GRU. Train SEM_LATEST CE only, batch 128, TBPTT 32, 12,000 updates, AdamW +3e-4, betas (.9,.95), weight decay .01, clip 1, warmup 300 and linear decay to +.1 of peak. Final checkpoint only; report the predefined 6,000-update checkpoint +as a learning-curve observation, never checkpoint selection. + +Evaluate on the fresh original-inventory ordinary development worlds with current- +event (zero carried state), cross-lifetime state-swap, zero/reset state, and +delay strata. A functional diagnostic positive requires SEM_LATEST >= .80, +advantage over current-event >= .20, and state-zero drop >= .20 in each seed. +This is a different architecture/objective/capacity from E1, NOT a rescue of E1 +or an equal-capacity architectural comparison. Either outcome constrains only +this diagnostic; success is welcome evidence against an impossibility narrative. + +## Invariants, execution and stopping + +Before optimizers are created, verify the immutable public source hashes, +train/development/confirmation name separation, shared name-token support, +absence of reserved names from ordinary AND challenge training, exact solver +certificates, no token truncation, candidate eligibility/information and +permutation paths, nonzero writer gradients, sparse replay forward/gradient +agreement, exact-store semantic firewall, and finite full-size backwards. +Verify no-future training never calls the challenge generator or loss. For GRU, +verify chronological hidden state use, semantic-only loss masking and gradients +to encoder/GRU, with no supervision or structural semantic store in forward. +Missing endpoint is an error; an unestimable endpoint is NA and blocks a gate. + +Use only GPUs 1--4 if idle. Leave GPUs 0/5/6 and other campaigns untouched. +Sources and generated manifests are hashed before optimizer updates. Large +artifacts go into a new /raid directory. Runs are append-only. Preserve failed +instrument attempts; correct an instrument only before admitting affected +results, with a recorded erratum. Any nonfinite optimization or source mismatch +stops that run. No extra seeds, continuation, warm starts or outcome-driven tuning. +Report actual elapsed time and compute before making a delivery-time promise. diff --git a/rr2/campaign/adjudicate.py b/rr2/campaign/adjudicate.py new file mode 100644 index 0000000000000000000000000000000000000000..da4c08ee70a00585aa35ca2082c1b3b35f32e7c9 --- /dev/null +++ b/rr2/campaign/adjudicate.py @@ -0,0 +1,70 @@ +"""Fixed primary gate; no absent-key-to-zero conversions.""" +from __future__ import annotations + +import argparse +from runtime import ART, read, write, sha, freeze + + +def assess(split): + checks = {} + for seed in (821, 822, 823): + run = ART / 'runs' / f'compose_future_s{seed}' + result = read(run / f'{split}.json') + ordinary = result['ordinary'] + checks[f'{seed}_ordinary_latest'] = ordinary['family_0_acc'] is not None and ordinary['family_0_acc'] >= .95 + checks[f'{seed}_ordinary_twohop'] = ordinary['family_1_acc'] is not None and ordinary['family_1_acc'] >= .80 + checks[f'{seed}_ordinary_identity'] = ordinary['twohop_identity'] is not None and ordinary['twohop_identity'] >= .85 + known = read(run / 'known_development.json')['ordinary'] + checks[f'{seed}_known_latest'] = known['family_0_acc'] is not None and known['family_0_acc'] >= .98 + checks[f'{seed}_known_twohop'] = known['family_1_acc'] is not None and known['family_1_acc'] >= .80 + checks[f'{seed}_known_identity'] = known['twohop_identity'] is not None and known['twohop_identity'] >= .85 + for n in (16, 32): + m = result['challenge'][str(n)] + def accuracy(key): + item = m[key] + if item['accuracy'] is None or item['n'] != 2000: + raise RuntimeError(f'Unestimable or incomplete required endpoint: {key}') + return item['accuracy'] + prefix = f'{seed}_n{n}_' + for t in (0, 128, 512): + checks[prefix + f'identity_{t}'] = accuracy(f'identity_{t}') >= .90 + checks[prefix + f'twohop_{t}'] = accuracy(f'twohop_{t}') >= .85 and m[f'twohop_{t}']['wilson95'][0] >= .80 + checks[prefix + f'onehop_{t}'] = accuracy(f'onehop_{t}') >= .95 + checks[prefix + 'identity_retention'] = accuracy('identity_0') - accuracy('identity_512') <= .03 + checks[prefix + 'answer_retention'] = accuracy('twohop_0') - accuracy('twohop_512') <= .03 + checks[prefix + 'relation_lesion'] = accuracy('twohop_512') - accuracy('relation_zero') >= .60 + checks[prefix + 'value_lesion'] = accuracy('twohop_512') - accuracy('second_zero') >= .60 + checks[prefix + 'relation_cf_identity'] = accuracy('relation_cf_identity') >= .90 + checks[prefix + 'relation_cf_answer'] = accuracy('relation_cf_answer') >= .85 + checks[prefix + 'value_cf_answer'] = accuracy('value_cf_answer') >= .90 + checks[prefix + 'unrelated_deletion'] = accuracy('unrelated_changed') <= .02 + checks[prefix + 'replay_agreement'] = accuracy('replay_agrees') >= .999 + checks[prefix + 'restore_agreement'] = accuracy('restore_agrees') == 1 + checks[prefix + 'permutation_agreement'] = accuracy('permutation_agrees') >= .999 + checks[prefix + 'zero_state'] = accuracy('current_only') <= .08 + return {'split': split, 'checks': checks, 'all_passed': all(checks.values()), + 'sources': freeze()['sources'], 'required_endpoint_count': len(checks)} + + +def main(): + p = argparse.ArgumentParser() + p.add_argument('--split', choices=('development', 'confirmation'), required=True) + a = p.parse_args() + gate = assess(a.split) + write(ART / f'{a.split.upper()}_GATE.json', gate) + if a.split == 'development' and gate['all_passed']: + # Require final checkpoints and every development control before opening. + for arm in ('future', 'ordinary'): + for seed in (821, 822, 823): + run = ART / 'runs' / f'compose_{arm}_s{seed}' + read(run / 'DONE.json') + read(run / 'development.json') + read(run / 'known_development.json') + write(ART / 'CONFIRMATION_OPENED.json', {'gate_sha256': sha(ART / 'DEVELOPMENT_GATE.json'), + 'data_freeze_sha256': sha(ART / 'DATA_FREEZE_COMPOSE.json'), + 'one_opening_only': True}) + print({'split': a.split, 'all_passed': gate['all_passed'], 'failed': [k for k, v in gate['checks'].items() if not v]}, flush=True) + + +if __name__ == '__main__': + main() diff --git a/rr2/campaign/evaluate_runs.py b/rr2/campaign/evaluate_runs.py new file mode 100644 index 0000000000000000000000000000000000000000..1f0de3c4172cfeebe6f369594692f9bf267c2592 --- /dev/null +++ b/rr2/campaign/evaluate_runs.py @@ -0,0 +1,163 @@ +"""Fresh ordinary and challenge tests, with explicit missing-endpoint failures.""" +from __future__ import annotations + +import argparse +import json +from pathlib import Path +import numpy as np +import torch +from safetensors.torch import load_file +from runtime import (ART, PUBLIC, FullModel, data, evaluate, published_train, + configure_names, configure_data, freeze, read, write, sha) +from models import SemanticGRU +from gates import wilson +from pns.model.modules import enum_legal_mask + +torch.set_num_threads(4) + + +def verify_checkpoint(run): + done = read(run / 'DONE.json') + path = run / done['checkpoint'] + if sha(path) != done['sha256']: + raise RuntimeError('Checkpoint changed') + ck = torch.load(path, map_location='cpu', weights_only=False) + if ck['sources'] != freeze()['sources']: + raise RuntimeError('Checkpoint source mismatch') + return ck, path + + +@torch.no_grad() +def full(suite, arm, seed, split): + freeze() + if split == 'confirmation' and not (ART / 'CONFIRMATION_OPENED.json').exists(): + raise RuntimeError('Lexical confirmation remains sealed') + run = ART / 'runs' / f'{suite}_{arm}_s{seed}' + if suite == 'original' and arm == 'reference': + path = PUBLIC / 'checkpoints' / f'grounded_future_s{seed}.safetensors' + expected = read(PUBLIC / 'MANIFEST.json')['files'][str(path.relative_to(PUBLIC))] + if sha(path) != expected: + raise RuntimeError('Public checkpoint changed') + weights = load_file(str(path)) + run.mkdir(parents=True, exist_ok=True) + else: + ck, path = verify_checkpoint(run) + weights = ck['model'] + configure_names(None if suite == 'original' else + 0 if split == 'known_development' else 1 if split == 'development' else 2) + configure_data(suite) + model = FullModel('grounded_future').cuda().eval() + model.load_state_dict(weights) + model.requires_grad_(False) + rows = evaluate.ordinary_eval(model, split) + np.savez_compressed(run / f'{split}_ordinary_rows.npz', **rows) + summary = {'seed': seed, 'suite': suite, 'arm': arm, 'split': split, + 'checkpoint_sha256': sha(path), 'ordinary': evaluate.summarize(rows), 'challenge': {}} + print(json.dumps({'run': run.name, 'split': split, 'ordinary': summary['ordinary']}), flush=True) + for n in (16, 32): + collected = {} + paths = sorted((data.ART / 'challenge' / f'{split}_n{n}').glob('*.npz')) + if len(paths) != 125: + raise RuntimeError('Required challenge shards missing') + for i, p in enumerate(paths): + with np.load(p) as z: + g = data.device_batch(dict(z), 'cuda') + out = evaluate.challenge_batch(model, g) + # Paired lifetime identifiers and margins are preserved, not aggregated away. + out['world_seed'] = g['world_seed'].cpu().numpy() + rel = model.challenge_write(g['reltok'])[torch.arange(len(g['query']), device='cuda'), g['query']][:, None] + candidates = model.challenge_write(g['valtok'][:, 0]) + lg = model.challenge_answer(rel, candidates)[2][:, 0] + top = lg.topk(2, dim=-1).values + out['margin_at_write'] = (top[:, 0] - top[:, 1]).cpu().numpy() + for key, val in out.items(): + collected.setdefault(key, []).append(val) + if i % 25 == 0: + print({'run': run.name, 'split': split, 'candidates': n, 'batch': i + 1}, flush=True) + result = {k: np.concatenate(v) for k, v in collected.items()} + np.savez_compressed(run / f'{split}_n{n}_challenge_rows.npz', **result) + metric = {k: {'accuracy': float(v.mean()), 'n': len(v), 'wilson95': wilson(v)} + for k, v in result.items() if k not in ('gold', 'world_seed', 'margin_at_write')} + metric['margin_at_write'] = {str(q): float(np.quantile(result['margin_at_write'], q)) + for q in (0, .01, .05, .5, .95, 1)} + if arm == 'ordinary': + # This classifier was not trained. Retain raw outcomes, mark answer + # endpoints NA in the report and do not interpret them as a contrast. + for k in metric: + if k not in ('margin_at_write',) and not k.startswith('identity_') and k != 'relation_cf_identity': + metric[k]['interpretation'] = 'NA: challenge value head and templates were not trained' + summary['challenge'][str(n)] = metric + write(run / f'{split}.json', summary) + print(json.dumps({'run': run.name, 'evaluation_complete': split}), flush=True) + + +@torch.no_grad() +def gru(seed, update): + freeze() + configure_names(None) + configure_data('original') + run = ART / 'runs' / f'gru_semantic_s{seed}' + done = read(run / 'DONE.json') + if done['updates'] != 12000: + raise RuntimeError('Training incomplete') + path = run / f'update_{update:05d}.pt' + if update == 12000 and sha(path) != done['sha256']: + raise RuntimeError('Final checkpoint changed') + ck = torch.load(path, map_location='cpu', weights_only=False) + if ck['sources'] != freeze()['sources']: + raise RuntimeError('Checkpoint source mismatch') + model = SemanticGRU().cuda().eval() + model.load_state_dict(ck['model']) + rows = {k: [] for k in ('seed', 'event', 'delay', 'correct', 'current_only', 'state_swap', 'reset128')} + for batch in data.batches('known_development', 32): + g = data.device_batch(batch, 'cuda') + b, length = g['etype'].shape + state = model.initial_state(b, 'cuda') + reset = state.clone() + for start in range(0, length, 32): + events = model.encode(published_train.trim(g['tok'][:, start:start + 32]), + g['etype'][:, start:start + 32], g['dt'][:, start:start + 32]) + for local in range(events.shape[1]): + t = start + local + if t == 128: + reset.zero_() + prior = state + state, logits = model.step_encoded(state, events[:, local]) + reset, reset_logits = model.step_encoded(reset, events[:, local]) + selected = g['family'][:, t] == 0 + if not selected.any(): + continue + legal = enum_legal_mask(g['enum_legal'][:, t]) + gold = g['enum_gold'][:, t] + zero_logits = model.step_encoded(torch.zeros_like(prior), events[:, local])[1] + swap_logits = model.step_encoded(prior.roll(1, 0), events[:, local])[1] + fields = {'seed': g['seed'], 'event': torch.full((b,), t, device='cuda'), + 'delay': g['delay'][:, t], + 'correct': logits.masked_fill(~legal, -1e9).argmax(-1) == gold, + 'current_only': zero_logits.masked_fill(~legal, -1e9).argmax(-1) == gold, + 'state_swap': swap_logits.masked_fill(~legal, -1e9).argmax(-1) == gold, + 'reset128': reset_logits.masked_fill(~legal, -1e9).argmax(-1) == gold} + for k, v in fields.items(): + rows[k].append(v[selected].cpu().numpy()) + result = {k: np.concatenate(v) for k, v in rows.items()} + np.savez_compressed(run / f'development_{update}_rows.npz', **result) + summary = {'seed': seed, 'update': update, 'checkpoint_sha256': sha(path), 'n': len(result['correct'])} + for k in ('correct', 'current_only', 'state_swap', 'reset128'): + summary[k] = {'accuracy': float(result[k].mean()), 'wilson95': wilson(result[k])} + summary['delay_strata'] = {} + for label, lo, hi in (('le16', 0, 16), ('17to128', 17, 128), ('gt128', 129, 100000)): + m = (result['delay'] >= lo) & (result['delay'] <= hi) + summary['delay_strata'][label] = {'n': int(m.sum()), 'accuracy': None if not m.any() else float(result['correct'][m].mean())} + write(run / f'development_{update}.json', summary) + print(json.dumps(summary), flush=True) + + +if __name__ == '__main__': + p = argparse.ArgumentParser() + p.add_argument('--suite', choices=('original', 'compose', 'gru'), required=True) + p.add_argument('--arm', choices=('future', 'ordinary', 'reference'), default='ordinary') + p.add_argument('--seed', type=int, choices=(821, 822, 823), required=True) + p.add_argument('--split', choices=('known_development', 'development', 'confirmation'), default='known_development') + p.add_argument('--update', type=int, choices=(6000, 12000), default=12000) + a = p.parse_args() + gru(a.seed, a.update) if a.suite == 'gru' else full(a.suite, a.arm, a.seed, a.split) diff --git a/rr2/campaign/launch.py b/rr2/campaign/launch.py new file mode 100644 index 0000000000000000000000000000000000000000..51c6a8723b83eaf877e040e143a80cd250752340 --- /dev/null +++ b/rr2/campaign/launch.py @@ -0,0 +1,161 @@ +"""Bounded four-GPU queue, isolated from the user's other research processes.""" +from __future__ import annotations + +import json +import os +import shutil +import subprocess +import sys +import time +from pathlib import Path +from runtime import (ART, HERE, ORIGINAL_ART, source_hashes, name_checks, sha, write, read) + +GPUS = (1, 2, 3, 4) + + +def command(script, *args): + return [sys.executable, '-u', str(HERE / script), *map(str, args)] + + +def start(cmd, label, gpu=None): + env = os.environ.copy() + env.update(PYTHONDONTWRITEBYTECODE='1', TOKENIZERS_PARALLELISM='false', PNS_RR2_ART=str(ART)) + if gpu is not None: + env['CUDA_VISIBLE_DEVICES'] = str(gpu) + stream = (ART / 'logs' / f'{label}.log').open('x') + process = subprocess.Popen(cmd, env=env, stdout=stream, stderr=subprocess.STDOUT, + start_new_session=True) + stream.close() + print(json.dumps({'started': label, 'pid': process.pid, 'gpu': gpu}), flush=True) + return process + + +def checked(process, label): + code = process.wait() + if code: + raise RuntimeError(f'{label} failed ({code}); inspect its preserved log') + + +def validate_original(): + manifest = read(ORIGINAL_ART / 'DATA.json') + results = {} + for r in manifest['shards']: + if r['path'].startswith('data/train/') or r['path'].startswith('data/preflight/'): + p = ORIGINAL_ART / r['path'] + value = sha(p) + if value != r['sha256']: + raise RuntimeError(f'Archived data changed: {r["path"]}') + results[r['path']] = value + write(ART / 'ORIGINAL_DATA_VERIFIED.json', {'manifest_sha256': sha(ORIGINAL_ART / 'DATA.json'), + 'files': results}) + + +def compose_data_freeze(): + paths = [ART / 'compose' / 'DATA.json', ART / 'compose' / 'CHALLENGE_DATA.json'] + hashes = {p.name: sha(p) for p in paths} + files = {} + for r in read(paths[0])['shards']: + p = ART / 'compose' / r['path'] + actual = sha(p) + if actual != r['sha256']: + raise RuntimeError(f'New ordinary data changed: {p}') + files[str(p.relative_to(ART))] = actual + for r in read(paths[1])['files']: + p = ART / r['path'] + actual = sha(p) + if actual != r['sha256']: + raise RuntimeError(f'New challenge data changed: {p}') + files[r['path']] = actual + write(ART / 'DATA_FREEZE_COMPOSE.json', {**hashes, 'files': files, 'sources': source_hashes()}) + + +def run_queue(tasks): + running = {} + failed = [] + while tasks or running: + for gpu, (process, label) in list(running.items()): + code = process.poll() + if code is not None: + print(json.dumps({'finished': label, 'exit_code': code, 'gpu': gpu}), flush=True) + if code: + failed.append(label) + del running[gpu] + for gpu in GPUS: + if gpu not in running and tasks: + cmd, label = tasks.pop(0) + running[gpu] = (start(cmd, label, gpu), label) + if running: + time.sleep(5) + if failed: + raise RuntimeError(f'Preserved failed tasks: {failed}; no rescue runs scheduled') + + +def full_tasks(suite, arms, splits, train=True): + tasks = [] + # Training and evaluation are separate stages; evaluation never selects a checkpoint. + if train: + for arm in arms: + for seed in (821, 822, 823): + tasks.append((command('train_runs.py', '--suite', suite, '--arm', arm, '--seed', seed), + f'train_{suite}_{arm}_s{seed}')) + else: + for arm in arms: + for seed in (821, 822, 823): + for split in splits: + tasks.append((command('evaluate_runs.py', '--suite', suite, '--arm', arm, '--seed', seed, '--split', split), + f'eval_{suite}_{arm}_s{seed}_{split}')) + return tasks + + +def main(): + if ART.exists(): + raise FileExistsError(f'Append-only campaign already exists: {ART}') + if shutil.disk_usage(ART.parent).free < 15 * 1024**3: + raise RuntimeError('Insufficient disk headroom') + query = subprocess.check_output(['nvidia-smi', '--query-gpu=index,memory.used,utilization.gpu', '--format=csv,noheader,nounits'], text=True) + for line in query.splitlines(): + index, memory, utilization = map(int, (x.strip() for x in line.split(','))) + if index in GPUS and (memory > 128 or utilization > 5): + raise RuntimeError(f'GPU {index} is not idle; no other process will be stopped') + (ART / 'logs').mkdir(parents=True) + write(ART / 'AUTHORIZATION.json', {'date': '2026-10-04', 'user_message': + 'we can obtaine evidence with additional GPU workload , i am totally fine', + 'original_campaigns_unchanged': True, 'gpus': GPUS}) + checks, names = name_checks() + if not all(checks.values()): + raise RuntimeError(checks) + write(ART / 'REGISTRATION.json', {'sources': source_hashes(), 'name_checks': checks, **names}) + validate_original() + write(ART / 'FREEZE.json', {'sources': source_hashes(), 'created_unix': time.time(), + 'original_data_verification_sha256': sha(ART / 'ORIGINAL_DATA_VERIFIED.json')}) + prep_original = start(command('prepare.py', '--phase', 'original'), 'prepare_original') + prep_compose = start(command('prepare.py', '--phase', 'compose'), 'prepare_compose') + checked(start(command('preflight.py', '--suite', 'original'), 'preflight_original', 1), 'preflight_original') + first = full_tasks('original', ('ordinary',), (), train=True) + first += [(command('train_runs.py', '--suite', 'gru', '--seed', seed), f'train_gru_s{seed}') for seed in (821, 822, 823)] + run_queue(first) + checked(prep_original, 'prepare_original') + checked(prep_compose, 'prepare_compose') + compose_data_freeze() + checked(start(command('preflight.py', '--suite', 'compose'), 'preflight_compose', 1), 'preflight_compose') + run_queue(full_tasks('compose', ('future', 'ordinary'), (), train=True)) + tasks = full_tasks('original', ('ordinary', 'reference'), ('known_development',), train=False) + tasks += full_tasks('compose', ('future', 'ordinary'), ('known_development', 'development'), train=False) + tasks += [(command('evaluate_runs.py', '--suite', 'gru', '--seed', seed, '--update', update), + f'eval_gru_s{seed}_u{update}') for seed in (821, 822, 823) for update in (6000, 12000)] + run_queue(tasks) + checked(start(command('adjudicate.py', '--split', 'development'), 'adjudicate_development'), 'adjudicate_development') + if read(ART / 'DEVELOPMENT_GATE.json')['all_passed']: + run_queue(full_tasks('compose', ('future', 'ordinary'), ('confirmation',), train=False)) + checked(start(command('adjudicate.py', '--split', 'confirmation'), 'adjudicate_confirmation'), 'adjudicate_confirmation') + outcome = read(ART / 'CONFIRMATION_GATE.json')['all_passed'] + else: + outcome = False + write(ART / 'CAMPAIGN_FINISHED.json', {'primary_confirmed': outcome, + 'confirmation_opened': (ART / 'CONFIRMATION_OPENED.json').exists(), + 'time_unix': time.time()}) + print(json.dumps({'campaign_finished': True, 'primary_confirmed': outcome}), flush=True) + + +if __name__ == '__main__': + main() diff --git a/rr2/campaign/models.py b/rr2/campaign/models.py new file mode 100644 index 0000000000000000000000000000000000000000..be0edebecedd22ef46bf2da8cb3df0734fef3b1d --- /dev/null +++ b/rr2/campaign/models.py @@ -0,0 +1,41 @@ +"""The one preregistered semantic-only recurrent diagnostic.""" +from __future__ import annotations + +import torch +from torch import nn +from runtime import schema +from pns.model.modules import Block, RecordEncoder + + +class SemanticGRU(nn.Module): + def __init__(self): + super().__init__() + self.tok_emb = nn.Embedding(8192, 192) + self.position = nn.Parameter(torch.zeros(112, 192)) + self.encoder = nn.ModuleList(Block(192, 6) for _ in range(2)) + self.norm = nn.LayerNorm(192) + self.event_type = nn.Embedding(len(schema.ET), 192) + self.dt = nn.Linear(8, 192) + self.recurrence = nn.GRUCell(192, 384) + self.answer = nn.Sequential(nn.Linear(576, 384), nn.GELU(), + nn.Linear(384, len(schema.ENUM_VOCAB))) + + def initial_state(self, batch, device): + return torch.zeros(batch, 384, device=device) + + def encode(self, tokens, event_type, dt): + shape = tokens.shape[:-1] + flat = tokens.reshape(-1, tokens.shape[-1]).long() + pad = flat == 0 + x = self.tok_emb(flat) + self.position[:flat.shape[1]] + for block in self.encoder: + x = block(x, self_padding_mask=pad) + x = self.norm(x) + v = x.masked_fill(pad[..., None], 0).sum(1) / (~pad).sum(1, keepdim=True).clamp_min(1) + v = v + self.event_type(event_type.reshape(-1).long()) + v = v + self.dt(RecordEncoder.age_feats(dt.reshape(-1))) + return v.reshape(*shape, 192) + + def step_encoded(self, state, event): + new = self.recurrence(event, state.to(event.dtype)) + return new.float(), self.answer(torch.cat([new, event], -1)) diff --git a/rr2/campaign/preflight.py b/rr2/campaign/preflight.py new file mode 100644 index 0000000000000000000000000000000000000000..257919e350f04f35ae7cfd91d08299c61203c5cc --- /dev/null +++ b/rr2/campaign/preflight.py @@ -0,0 +1,73 @@ +"""Run public invariants unchanged, plus new split and training-route checks.""" +from __future__ import annotations + +import argparse +import importlib.util +import inspect +import time +import torch +from torch.nn import functional as F +from runtime import (ART, PUBLIC, ORIGINAL_ART, data, configure_names, configure_data, + source_hashes, name_checks, read, write) +from models import SemanticGRU +from pns.model.modules import enum_legal_mask + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument('--suite', choices=('original', 'compose'), required=True) + args = parser.parse_args() + checks, names = name_checks() + if not all(checks.values()): + raise RuntimeError(checks) + configure_names(0 if args.suite == 'compose' else None) + configure_data('original_train' if args.suite == 'original' else 'compose') + folder = ART / 'preflight' / args.suite + folder.mkdir(parents=True, exist_ok=True) + # Only metadata is copied. Evaluations use preflight worlds, never held-out rows. + write(folder / 'DATA.json', read(data.ART / 'DATA.json')) + spec = importlib.util.spec_from_file_location('deposited_rr2_preflight', PUBLIC / 'source/campaigns/e8_full/preflight.py') + pf = importlib.util.module_from_spec(spec) + spec.loader.exec_module(pf) + pf.ART = folder + pf.sources = source_hashes + pf.main() + write(folder / 'NAME_PREFLIGHT.json', {'checks': checks, **names, 'all_passed': all(checks.values())}) + if args.suite == 'original': + torch.manual_seed(20261004) + model = SemanticGRU().cuda().train() + g = data.device_batch(next(data.batches('preflight', 128)), 'cuda') + # Archived preflight has 96 rows, not a training update. + tokens = g['tok'][:, :32] + events = model.encode(tokens, g['etype'][:, :32], g['dt'][:, :32]) + state = model.initial_state(len(events), 'cuda') + logits = [] + for t in range(32): + state, out = model.step_encoded(state, events[:, t]) + logits.append(out) + out = torch.stack(logits, 1) + selected = g['family'][:, :32] == 0 + legal = enum_legal_mask(g['enum_legal'][:, :32][selected]) + gold = g['enum_gold'][:, :32][selected] + loss = F.cross_entropy(out[selected].masked_fill(~legal, -1e9), gold) + loss.backward() + recurrent_checks = { + 'only_tokens_type_dt_in_encoder': list(inspect.signature(model.encode).parameters) == ['tokens', 'event_type', 'dt'], + 'only_state_and_event_in_step': list(inspect.signature(model.step_encoded).parameters) == ['state', 'event'], + 'semantic_latest_mask_has_rows': bool(selected.any()), + 'gru_gradient_nonzero': float(model.recurrence.weight_hh.grad.norm()) > 0, + 'encoder_gradient_nonzero': float(model.tok_emb.weight.grad.norm()) > 0, + 'all_gradients_finite': all(torch.isfinite(p.grad).all() for p in model.parameters() if p.grad is not None), + 'chronological_state_changes_output': not torch.allclose(model.step_encoded(state, events[:, -1])[1], + model.step_encoded(torch.zeros_like(state), events[:, -1])[1]), + 'no_optimizer_created': True, + } + write(ART / 'preflight' / 'gru.json', {'checks': recurrent_checks, 'all_passed': all(recurrent_checks.values()), + 'parameters': sum(p.numel() for p in model.parameters()), 'optimizer_updates': 0}) + if not all(recurrent_checks.values()): + raise RuntimeError(recurrent_checks) + print({'suite': args.suite, 'all_passed': True}, flush=True) + + +if __name__ == '__main__': + main() diff --git a/rr2/campaign/prepare.py b/rr2/campaign/prepare.py new file mode 100644 index 0000000000000000000000000000000000000000..cf73f1b0cc55b2ea124a2eea5445101133f55611 --- /dev/null +++ b/rr2/campaign/prepare.py @@ -0,0 +1,88 @@ +"""Generate new name-partitioned worlds without touching original artifacts.""" +from __future__ import annotations + +import argparse +from concurrent.futures import ProcessPoolExecutor +from pathlib import Path +import numpy as np +from runtime import ART, data, configure_names, name_checks, source_hashes, write, sha + + +def ordinary_job(job): + suite, split, start, count, panel, partition = job + configure_names(partition) + data.ART = ART / suite + result = data.build((split, start, count, panel)) + result.update(suite=suite, partition=partition) + return result + + +def challenge_job(job): + suite, split, base, count, n, partition = job + configure_names(partition) + folder = ART / suite / 'challenge' / f'{split}_n{n}' + folder.mkdir(parents=True, exist_ok=True) + path = folder / f'batch_{base}.npz' + if path.exists(): + raise FileExistsError(path) + generated = data.challenge(base, count, n=n, futures=1, interference=512) + np.savez_compressed(path, **generated) + return {'path': str(path.relative_to(ART)), 'sha256': sha(path), 'n': count, + 'candidates': n, 'partition': partition, 'suite': suite, 'split': split} + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument('--workers', type=int, default=24) + parser.add_argument('--phase', choices=('original', 'compose'), required=True) + args = parser.parse_args() + checks, names = name_checks() + if not all(checks.values()): + raise RuntimeError(checks) + if not (ART / 'REGISTRATION.json').exists(): + write(ART / 'REGISTRATION.json', {'sources': source_hashes(), 'name_checks': checks, **names}) + suite = args.phase + jobs = [] + specs = [('preflight', 92300000, 96, False, None), + ('known_development', 92400000, 2000, False, None)] + if suite == 'compose': + specs = [('train', 92000000, 120000, False, 0), + ('preflight', 92300000, 96, False, 0), + ('known_development', 92400000, 2000, False, 0), + ('development', 92500000, 2000, False, 1), + ('confirmation', 92900000, 2000, False, 2), + ('development_long', 92510000, 256, True, 1), + ('confirmation_long', 92910000, 256, True, 2)] + for split, base, count, panel, partition in specs: + for offset in range(0, count, 256): + jobs.append((suite, split, base + offset, min(256, count - offset), panel, partition)) + reports = [] + with ProcessPoolExecutor(max_workers=args.workers) as pool: + for i, report in enumerate(pool.map(ordinary_job, jobs)): + reports.append(report) + if i % 10 == 0: + print({'phase': suite, 'ordinary_shards': i + 1, 'total': len(jobs)}, flush=True) + digests = [d for report in reports for d in report['digests']] + if len(set(digests)) != len(digests): + raise RuntimeError('Duplicate ordinary content') + write(ART / suite / 'DATA.json', {'shards': reports, 'content_duplicates': 0, + 'split_protocol': 'PREREGISTRATION.md'}) + conditions = [('known_development', 96 * 10**12, 0 if suite == 'compose' else None)] + if suite == 'compose': + conditions += [('development', 97 * 10**12, 1), ('confirmation', 98 * 10**12, 2)] + challenge_jobs = [(suite, split, base + (n == 32) * 100000 + offset, + min(16, 2000 - offset), n, part) + for split, base, part in conditions for n in (16, 32) + for offset in range(0, 2000, 16)] + challenge_reports = [] + with ProcessPoolExecutor(max_workers=args.workers) as pool: + for i, report in enumerate(pool.map(challenge_job, challenge_jobs)): + challenge_reports.append(report) + if i % 30 == 0: + print({'phase': suite, 'challenge_batches': i + 1, 'total': len(challenge_jobs)}, flush=True) + write(ART / suite / 'CHALLENGE_DATA.json', {'files': challenge_reports}) + print({'prepared': suite, 'ordinary_lifetimes': sum(r['n'] for r in reports)}, flush=True) + + +if __name__ == '__main__': + main() diff --git a/rr2/campaign/runtime.py b/rr2/campaign/runtime.py new file mode 100644 index 0000000000000000000000000000000000000000..4a5fb458228879d420f83975f35a75b2af7ed66b --- /dev/null +++ b/rr2/campaign/runtime.py @@ -0,0 +1,133 @@ +"""Isolated RR2 execution against the immutable paper-v2.0 source release.""" +from __future__ import annotations + +import hashlib +import json +import os +import sys +from pathlib import Path + +HERE = Path(__file__).resolve().parent +ART = Path(os.environ.get('PNS_RR2_ART', '/raid/nurgaly/datasets/pns/reviewer_rr2_20261004')) +PUBLIC = Path('/raid/nurgaly/datasets/pns/release/pns-hf-e8-20260911/model/e8_full') +ORIGINAL_ART = Path('/raid/nurgaly/datasets/pns/release/pns-e8-full-paper-20260910/PNS_experiment/campaigns/e8_full/artifacts') +sys.dont_write_bytecode = True +os.environ['TOKENIZERS_PARALLELISM'] = 'false' +os.environ['PNS_TOKENIZER'] = str(PUBLIC / 'source/tokenizer/tokenizer.json') +os.environ['PNS_GOLD'] = 'v2' +sys.path.insert(0, str(PUBLIC / 'source/campaigns/e8_full')) +import common +import data +import evaluate +import train as published_train +from model import FullModel +from pns.data.tokenize import load_tokenizer +from pns.world import schema + +LEFT = ('Zavi', 'Pemo', 'Nori', 'Feta', 'Rulo', 'Gumi', 'Helo', 'Kora', 'Suni', 'Vepi', 'Wado', 'Yaku') +RIGHT = LEFT + ('Jomi', 'Celu', 'Ami', 'Oru', 'Umo', 'Qela') +KINDS = ('PERSON_NAMES', 'PROJECT_NAMES', 'SHIPMENT_NAMES', 'VAULT_NAMES', 'DEVICE_NAMES') +SIZES = (26, 14, 10, 8, 8) +ORIGINAL_NAMES = tuple(n for kind in KINDS for n in getattr(schema, kind)) + + +def sha(path): + h = hashlib.sha256() + with Path(path).open('rb') as stream: + for chunk in iter(lambda: stream.read(1 << 20), b''): + h.update(chunk) + return h.hexdigest() + + +def write(path, obj): + path = Path(path) + path.parent.mkdir(parents=True, exist_ok=True) + with path.open('x') as stream: + json.dump(obj, stream, indent=2, sort_keys=True, allow_nan=False) + stream.write('\n') + + +def read(path): + return json.loads(Path(path).read_text()) + + +def inventories(): + import random + result = [] + for split in range(3): + names = [a + '-' + b for i, a in enumerate(LEFT) for j, b in enumerate(RIGHT) + if (i + j) % 3 == split] + random.Random(20261004 + split).shuffle(names) + result.append(tuple(names[:66])) + return tuple(result) + + +INVENTORIES = inventories() + + +def configure_names(partition=None): + names = ORIGINAL_NAMES if partition is None else INVENTORIES[partition] + offset = 0 + # Mutate lists, not module files. Imported simulator references remain valid. + for kind, size in zip(KINDS, SIZES): + getattr(schema, kind)[:] = names[offset:offset + size] + offset += size + data.NAMES = list(names[:64]) + evaluate.NAMES = list(names[:64]) + return names + + +def source_hashes(): + manifest = read(PUBLIC / 'MANIFEST.json')['files'] + public_hashes = {} + for path in sorted((PUBLIC / 'source').rglob('*')): + if not path.is_file() or (path.suffix != '.py' and path.name != 'tokenizer.json'): + continue + key = str(path.relative_to(PUBLIC)) + actual = sha(path) + if actual != manifest[key]: + raise RuntimeError(f'Immutable public source mismatch: {key}') + public_hashes[key] = actual + return {'campaign': {p.name: sha(p) for p in sorted(HERE.glob('*.py'))}, + 'preregistration': sha(HERE / 'PREREGISTRATION.md'), 'public': public_hashes} + + +def freeze(): + frozen = read(ART / 'FREEZE.json') + if frozen['sources'] != source_hashes(): + raise RuntimeError('Campaign source changed after freeze') + return frozen + + +def configure_data(suite): + data.ART = ORIGINAL_ART if suite == 'original_train' else ART / suite + + +def checkpoint(path, obj): + # Reuse the deposited append-only atomic checkpoint writer. + common.checkpoint(path, obj) + + +def name_checks(): + import collections + tok = load_tokenizer() + encoded = [[tok.encode(name).ids for name in names] for names in INVENTORIES] + challenge_encoded = [[tok.encode(name).ids for name in names[:64]] for names in INVENTORIES] + support = [set(x for row in rows for x in row) for rows in encoded] + challenge_support = [set(x for row in rows for x in row) for rows in challenge_encoded] + checks = { + 'three_disjoint_name_inventories': all(not set(INVENTORIES[i]) & set(INVENTORIES[j]) + for i in range(3) for j in range(i)), + 'exactly_66_names_each': all(len(set(n)) == 66 for n in INVENTORIES), + 'all_names_exactly_seven_pieces': all(len(row) == 7 for rows in encoded for row in rows), + 'shared_name_token_support': all(s == support[0] for s in support), + 'challenge_shared_name_token_support': all(s == challenge_support[0] for s in challenge_support), + 'each_component_occurs_each_split': all(all(any(name.startswith(a + '-') for name in names) for a in LEFT) + and all(any(name.endswith('-' + b) for name in names) for b in RIGHT) + for names in INVENTORIES), + 'inventories_disjoint_from_original_names': all(not set(n) & set(ORIGINAL_NAMES) for n in INVENTORIES), + } + return checks, {'inventories': INVENTORIES, 'original_inventory': ORIGINAL_NAMES, + 'length_counts': [dict(collections.Counter(map(len, rows))) for rows in encoded], + 'token_support': [sorted(s) for s in support], + 'challenge_token_support': [sorted(s) for s in challenge_support]} diff --git a/rr2/campaign/train_runs.py b/rr2/campaign/train_runs.py new file mode 100644 index 0000000000000000000000000000000000000000..f0d69c4d032f9fe0bedb8bee977e4439aabb5e3d --- /dev/null +++ b/rr2/campaign/train_runs.py @@ -0,0 +1,174 @@ +"""Fixed-budget new runs; no tuning or reuse of old campaign verdicts.""" +from __future__ import annotations + +import argparse +import json +import time +import numpy as np +import torch +from torch.nn import functional as F +from runtime import (ART, ORIGINAL_ART, FullModel, data, published_train, configure_names, + configure_data, freeze, read, write, checkpoint, sha) +from models import SemanticGRU +from pns.model.modules import enum_legal_mask + +torch.set_num_threads(4) + + +def full(suite, arm, seed): + frozen = freeze() + pf = read(ART / 'preflight' / suite / 'PREFLIGHT.json') + if not pf['all_passed']: + raise RuntimeError('Preflight failed') + configure_names(0 if suite == 'compose' else None) + configure_data('original_train' if suite == 'original' else 'compose') + if arm not in ('future', 'ordinary'): + raise ValueError(arm) + manifest = data.ART / 'DATA.json' + if suite == 'compose': + expected = read(ART / 'DATA_FREEZE_COMPOSE.json') + if sha(manifest) != expected['DATA.json']: + raise RuntimeError('Data manifest changed') + torch.manual_seed(seed) + model = FullModel('grounded_future').cuda().train() + opt = torch.optim.AdamW(model.parameters(), lr=4e-4, betas=(.9, .95), weight_decay=.01) + run = ART / 'runs' / f'{suite}_{arm}_s{seed}' + run.mkdir(parents=True, exist_ok=False) + write(run / 'START.json', {'suite': suite, 'arm': arm, 'seed': seed, 'time': time.time(), + 'sources': frozen['sources'], 'training_data_manifest': sha(manifest), + 'parameters': sum(p.numel() for p in model.parameters()), + 'gpu': torch.cuda.get_device_name(), 'challenge_calls': 0}) + updates = calls = 0 + started = time.monotonic() + with (run / 'train.jsonl').open('x') as log: + for batch_no, batch in enumerate(data.batches('train', 96, seed)): + g = data.device_batch(batch, 'cuda') + state = model.initial_state(96, 'cuda') + authority = torch.zeros(96, 192, dtype=torch.bool, device='cuda') + for start in range(0, 256, 32): + if updates == 6000: + break + lr = 4e-4 * (min(1, (updates + 1) / 300) if updates < 300 else + .1 + .9 * max(0, 1 - (updates - 300) / 5700)) + for group in opt.param_groups: + group['lr'] = lr + opt.zero_grad(set_to_none=True) + with torch.autocast('cuda', dtype=torch.bfloat16): + state, authority, ordinary, parts = published_train.ordinary_chunk( + model, g, state, authority, start, start + 32) + if not torch.isfinite(ordinary): + raise RuntimeError('Nonfinite ordinary loss') + ordinary.backward() + state = state.detach() + challenge_loss = None + if arm == 'future': + cg = data.device_batch(data.challenge(95 * 10**12 + seed * 10**7 + updates * 100, 24), 'cuda') + calls += 1 + with torch.autocast('cuda', dtype=torch.bfloat16): + challenge_loss, _ = model.challenge_loss(cg) + if not torch.isfinite(challenge_loss): + raise RuntimeError('Nonfinite challenge loss') + challenge_loss.backward() + norm = torch.nn.utils.clip_grad_norm_(model.parameters(), 1, error_if_nonfinite=True) + opt.step() + updates += 1 + if updates == 1 or updates % 100 == 0: + row = {'update': updates, 'seconds': time.monotonic() - started, + 'ordinary_loss': float(ordinary.detach()), + 'challenge_loss': None if challenge_loss is None else float(challenge_loss.detach()), + 'ordinary_parts': {k: float(v.detach()) for k, v in parts.items()}, + 'grad_norm': float(norm), 'lr': lr, 'challenge_calls': calls, + 'peak_cuda_bytes': torch.cuda.max_memory_allocated()} + log.write(json.dumps(row, allow_nan=False) + '\n') + log.flush() + print(json.dumps({'run': run.name, **row}), flush=True) + if updates == 6000: + break + if updates != 6000 or calls != (6000 if arm == 'future' else 0): + raise RuntimeError('Budget or challenge-call invariant failed') + freeze() + final = run / 'final.pt' + checkpoint(final, {'model': model.state_dict(), 'optimizer': opt.state_dict(), + 'update': updates, 'suite': suite, 'arm': arm, 'seed': seed, + 'sources': frozen['sources'], 'training_data_manifest': sha(manifest)}) + write(run / 'DONE.json', {'updates': updates, 'seconds': time.monotonic() - started, + 'checkpoint': final.name, 'sha256': sha(final), 'challenge_calls': calls, + 'parameters': sum(p.numel() for p in model.parameters())}) + + +def gru(seed): + frozen = freeze() + if not read(ART / 'preflight' / 'gru.json')['all_passed']: + raise RuntimeError('GRU preflight failed') + configure_names(None) + configure_data('original_train') + torch.manual_seed(seed) + model = SemanticGRU().cuda().train() + opt = torch.optim.AdamW(model.parameters(), lr=3e-4, betas=(.9, .95), weight_decay=.01) + run = ART / 'runs' / f'gru_semantic_s{seed}' + run.mkdir(parents=True, exist_ok=False) + write(run / 'START.json', {'seed': seed, 'time': time.time(), 'sources': frozen['sources'], + 'parameters': sum(p.numel() for p in model.parameters()), + 'training_data_manifest': sha(ORIGINAL_ART / 'DATA.json')}) + updates = 0 + started = time.monotonic() + with (run / 'train.jsonl').open('x') as log: + for batch in data.batches('train', 128, seed): + g = data.device_batch(batch, 'cuda') + state = model.initial_state(128, 'cuda') + for start in range(0, 256, 32): + if updates == 12000: + break + lr = 3e-4 * (min(1, (updates + 1) / 300) if updates < 300 else + .1 + .9 * max(0, 1 - (updates - 300) / 11700)) + for group in opt.param_groups: + group['lr'] = lr + opt.zero_grad(set_to_none=True) + with torch.autocast('cuda', dtype=torch.bfloat16): + tokens = published_train.trim(g['tok'][:, start:start + 32]) + events = model.encode(tokens, g['etype'][:, start:start + 32], g['dt'][:, start:start + 32]) + logits = [] + for local in range(32): + state, out = model.step_encoded(state, events[:, local]) + logits.append(out) + stacked = torch.stack(logits, 1) + selected = g['family'][:, start:start + 32] == 0 + if not selected.any(): + raise RuntimeError('SEM_LATEST batch has no supervision') + legal = enum_legal_mask(g['enum_legal'][:, start:start + 32][selected]) + gold = g['enum_gold'][:, start:start + 32][selected] + loss = F.cross_entropy(stacked[selected].float().masked_fill(~legal, -1e9), gold) + if not torch.isfinite(loss): + raise RuntimeError('Nonfinite GRU loss') + loss.backward() + state = state.detach() + norm = torch.nn.utils.clip_grad_norm_(model.parameters(), 1, error_if_nonfinite=True) + opt.step() + updates += 1 + if updates == 1 or updates % 100 == 0: + row = {'update': updates, 'loss': float(loss.detach()), 'seconds': time.monotonic() - started, + 'train_accuracy': float((stacked[selected].masked_fill(~legal, -1e9).argmax(-1) == gold).float().mean()), + 'n_latest': int(selected.sum()), 'grad_norm': float(norm), 'lr': lr, + 'peak_cuda_bytes': torch.cuda.max_memory_allocated()} + log.write(json.dumps(row, allow_nan=False) + '\n') + log.flush() + print(json.dumps({'run': run.name, **row}), flush=True) + if updates in (6000, 12000): + checkpoint(run / f'update_{updates:05d}.pt', {'model': model.state_dict(), + 'update': updates, 'seed': seed, 'sources': frozen['sources']}) + if updates == 12000: + break + freeze() + final = run / 'update_12000.pt' + write(run / 'DONE.json', {'updates': updates, 'seconds': time.monotonic() - started, + 'checkpoint': final.name, 'sha256': sha(final), + 'parameters': sum(p.numel() for p in model.parameters())}) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument('--suite', choices=('original', 'compose', 'gru'), required=True) + parser.add_argument('--arm', choices=('future', 'ordinary'), default='ordinary') + parser.add_argument('--seed', type=int, choices=(821, 822, 823), required=True) + args = parser.parse_args() + gru(args.seed) if args.suite == 'gru' else full(args.suite, args.arm, args.seed) diff --git a/rr2/checkpoints/compose_future_s821/DONE.json b/rr2/checkpoints/compose_future_s821/DONE.json new file mode 100644 index 0000000000000000000000000000000000000000..fa61adcd7ef6cd2305ef8cb2ce45a5db9d1b7ee8 --- /dev/null +++ b/rr2/checkpoints/compose_future_s821/DONE.json @@ -0,0 +1,9 @@ +{ + 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frozen-checkpoint evaluations + +Requirements: the published E8 Python dependencies and a CUDA GPU. No training. +Download the immutable model/code and dataset revisions listed in the manuscript. +Set the PUBLIC path in evaluate_frozen.py and recover_evidence.py to the local +e8_full model release and dataset counterpart, respectively. + +For each seed 821, 822, 823 and condition known16, known32, unseen16, unseen32: + +python evaluate_frozen.py --seed 821 --condition unseen16 --output rerun +python evaluate_frozen.py --seed 821 --condition unseen16 --comparator --output rerun + +The comparator parses observable name roles and averages frozen token embeddings. +Its identity views are wider and its role extraction more structural; it is not a +matched training ablation. Rows, hashes, per-seed results and Wilson intervals are +under evidence/. All conditions use 2,000 worlds and 512 unrelated writes. + +name_counts.json contains realized ordinary/challenge counts and text witnesses. +candidate_nulls.py reproduces the ordinary E8 uniform-candidate answer null. +curves_final/ contains raw archived logs, their source hashes and the curve PDF. +The corrected-corpus retrain is PNSR_ON_E3. The historical run name PNSR_K4_v2 +does not mean corrected corpus; PNSR_K4_v2c is a rejected weighted continuation. + +Verify EVIDENCE_MANIFEST.json with SHA-256 before using any recorded outcomes. diff --git a/rr2/frozen_evaluations/candidate_nulls.py b/rr2/frozen_evaluations/candidate_nulls.py new file mode 100644 index 0000000000000000000000000000000000000000..f3eceb7837779c1265695e5a8994fa3460e97a8e --- /dev/null +++ b/rr2/frozen_evaluations/candidate_nulls.py @@ -0,0 +1,78 @@ +#!/usr/bin/env python3 +"""Post-hoc exact-solver null analysis, without consulting model predictions.""" +from pathlib import Path +import json +import sys +import hashlib +from concurrent.futures import ProcessPoolExecutor +import numpy as np + +HERE = Path(__file__).resolve().parent +PUBLIC = Path('/raid/nurgaly/datasets/pns/release/pns-hf-e8-20260911') +sys.path.insert(0, str(PUBLIC / 'model/e8_full/source/campaigns/e8_full')) +sys.path.insert(0, str(PUBLIC / 'model/e8_full/source')) +from pns.world.sim import generate_lifetime +from pns.world.schema import ET +from pns.data.binding import binding_plan + + +def lifetime(seed): + lt = generate_lifetime(seed) + active = {} + history = {} + stored = {} + clock = 0 + counts, identity, answers = [], [], [] + plan = binding_plan(lt) + for t, event in enumerate(lt['events']): + p = event.payload + clock += event.dt + slot = int(plan['write_slot'][t]) + if slot >= 0: + key = (p['ent'], p['attr'] if event.etype == ET.OBSERVATION else p['key']) + active[key] = slot + stored[slot] = p + history.setdefault(key, []).append((clock, p.get('source', ''), slot)) + elif event.etype == ET.CORRECTION and p['mode'] == 'revert': + key = (p['ent'], p['key']) + matching = [s for clk, src, s in history.get(key, []) + if (p.get('ref_kind') == 'source' and src == p['ref_source']) + or (p.get('ref_kind') != 'source' and clk == p['ref_clock'])] + if matching: + active[key] = matching[-1] + if event.family == 1: + d = lt['tickets'][t].data + candidates = [stored[s] for (ent, attr), s in active.items() if attr == d['attr']] + rel = stored[active[(d['src'], d['rel'])]] + dest = stored[active[(rel['ent2'], d['attr'])]] + assert dest['value'] == event.gold_value + assert candidates + counts.append(len(candidates)) + identity.append(1 / len(candidates)) + answers.append(sum(c['value'] == event.gold_value for c in candidates) / len(candidates)) + return counts, identity, answers + + +def main(): + with ProcessPoolExecutor(max_workers=16) as workers: + parts = list(workers.map(lifetime, range(8900000, 8902000), chunksize=16)) + counts, identities, answers = (np.concatenate([p[i] for p in parts]) for i in range(3)) + assert len(counts) == 7218 + archived = json.loads((PUBLIC / 'model/e8_full/results/reproduced_headline.json').read_text()) + reference = archived['reports']['confirmation']['821']['grounded_future']['pns'] + assert abs(counts.mean() - reference['twohop_candidate_count']) < 1e-12 + assert abs(identities.mean() - reference['twohop_identity_uniform_null']) < 1e-7 + report = {'ordinary_e8': {'questions': len(counts), 'mean_candidates': float(counts.mean()), + 'uniform_candidate_identity_null': float(identities.mean()), + 'uniform_candidate_answer_null_with_oracle_values': float(answers.mean())}, + 'analysis': 'Uniform selection among authoritative requested-attribute records. Answers include value collisions. Not a model prediction or an E3 addressing control.', + 'script_sha256': hashlib.sha256(Path(__file__).read_bytes()).hexdigest()} + path = HERE / 'evidence/candidate_nulls.json' + with path.open('x') as f: + json.dump(report, f, indent=2, allow_nan=False) + f.write('\n') + print(json.dumps(report), flush=True) + + +if __name__ == '__main__': + main() diff --git a/rr2/frozen_evaluations/check_rr2_evidence.py b/rr2/frozen_evaluations/check_rr2_evidence.py new file mode 100644 index 0000000000000000000000000000000000000000..09cc434516dd387160bf35d3aa93115509286f74 --- /dev/null +++ b/rr2/frozen_evaluations/check_rr2_evidence.py @@ -0,0 +1,50 @@ +#!/usr/bin/env python3 +"""Validate the complete RR2 evidence and its source/deposit boundary.""" +from pathlib import Path +import hashlib +import json +import sys +import numpy as np + +HERE = Path(__file__).resolve().parent +sys.path.insert(0, str(HERE)) +from generate_rr2_assets import load, SEEDS, CONDITIONS + + +def main(): + manifest = json.loads((HERE / 'EVIDENCE_MANIFEST.json').read_text())['files'] + for relative, expected in manifest.items(): + assert hashlib.sha256((HERE / relative).read_bytes()).hexdigest() == expected, relative + summaries = json.loads((HERE / 'results_summary.json').read_text())['all_runs'] + protocols = {hashlib.sha256((HERE / 'experiment_rr2.md').read_bytes()).hexdigest(), + hashlib.sha256((HERE / 'evidence/experiment_rr2_v1.md').read_bytes()).hexdigest()} + evaluators = {hashlib.sha256((HERE / 'evaluate_frozen.py').read_bytes()).hexdigest(), + hashlib.sha256((HERE / 'evidence/evaluate_frozen_v1.py').read_bytes()).hexdigest()} + for condition in CONDITIONS: + for seed in SEEDS: + for comparator in (False, True): + obj = load(condition, seed, comparator) + key = f'{condition}_s{seed}' + ('_mean' if comparator else '') + assert summaries[key] == obj + assert obj['protocol']['protocol_sha256'] in protocols + assert obj['protocol']['evaluator_sha256'] in evaluators + metrics = obj['metrics'] + if comparator: + assert metrics['identity_512']['accuracy'] == 1 + assert metrics['twohop_512']['accuracy'] == metrics['onehop_512']['accuracy'] + elif condition.startswith('known'): + assert metrics['identity_512']['accuracy'] == metrics['twohop_512']['accuracy'] == 1 + else: + assert metrics['identity_512']['accuracy'] < .20 and metrics['twohop_512']['accuracy'] < .20 + counts = json.loads((HERE / 'evidence/recovered/name_counts.json').read_text()) + assert counts['inventory_size'] == {'ordinary': 66, 'challenge': 64} + for seed in SEEDS: + assert counts['ordinary'][f'training_seen_seed_{seed}']['distinct_names'] == 66 + assert counts['challenge'][f'training_seen_seed_{seed}']['distinct_names'] == 64 + body = (HERE.parent / 'mdpi/tables/rr2_stress_rows.tex').read_text().strip() + assert body in (HERE.parent / 'mdpi/main.tex').read_text() + print(f'RR2 verified: {len(manifest)} hashes, 24 complete evaluations, honest failed-transfer boundary, synchronized table.') + + +if __name__ == '__main__': + main() diff --git a/rr2/frozen_evaluations/evaluate_frozen.py b/rr2/frozen_evaluations/evaluate_frozen.py new file mode 100644 index 0000000000000000000000000000000000000000..0ad9e491f128f36ab9132c330b2659041973a71a --- /dev/null +++ b/rr2/frozen_evaluations/evaluate_frozen.py @@ -0,0 +1,200 @@ +#!/usr/bin/env python3 +"""Non-adaptive RR2 stress tests of immutable, publicly released E8 weights.""" +from __future__ import annotations +import argparse +import hashlib +import json +import os +import re +import sys +from pathlib import Path + +import numpy as np +import torch +from safetensors.torch import load_file + +HERE = Path(__file__).resolve().parent +PUBLIC = Path('/raid/nurgaly/datasets/pns/release/pns-hf-e8-20260911/model/e8_full') +os.environ['PNS_TOKENIZER'] = str(PUBLIC / 'source/tokenizer/tokenizer.json') +os.environ['TOKENIZERS_PARALLELISM'] = 'false' +sys.path.insert(0, str(PUBLIC / 'source/campaigns/e8_full')) +import data +import evaluate +from model import FullModel +from gates import wilson +from pns.data.tokenize import load_tokenizer +from pns.world.schema import PERSON_NAMES, PROJECT_NAMES, SHIPMENT_NAMES, VAULT_NAMES, DEVICE_NAMES + +ORIGINAL = tuple(data.NAMES) +ALL_NAMES = tuple(PERSON_NAMES + PROJECT_NAMES + SHIPMENT_NAMES + VAULT_NAMES + DEVICE_NAMES) +NOVEL = tuple(a + b + c for a in ('Za', 'Fe', 'Lu', 'No') + for b in ('vi', 'pe', 'ru', 'ka') for c in ('mo', 'ta', 'zi', 'le')) +CONDITIONS = (('known16', ORIGINAL, 16), ('known32', ORIGINAL, 32), + ('unseen16', NOVEL, 16), ('unseen32', NOVEL, 32)) + + +def digest(path): + return hashlib.sha256(Path(path).read_bytes()).hexdigest() + + +def save(path, obj): + with Path(path).open('x') as f: + json.dump(obj, f, indent=2, sort_keys=True, allow_nan=False) + f.write('\n') + + +def parse(text): + text = text.strip() + patterns = ( + (r'^(\S+) lists (\S+) as owner according to \S+$', 1, 2), + (r'^according to \S+ the owner of (\S+) is (\S+)$', 1, 2), + (r'^(\S+) is now owner of (\S+) reported by \S+$', 2, 1), + (r'^reporter \S+ says (\S+) names (\S+) owner$', 1, 2), + (r'^(\S+) has value \S+ according to \S+$', 1, None), + (r'^according to \S+ the value of (\S+) is \S+$', 1, None), + (r'^\S+ is now value of (\S+) reported by \S+$', 1, None), + (r'^reporter \S+ says (\S+) has value \S+$', 1, None), + ) + for pattern, owner, dest in patterns: + match = re.fullmatch(pattern, text) + if match: + return match[owner], None if dest is None else match[dest] + raise ValueError(f'Unparsed event: {text!r}') + + +class MeanNameComparator: + """Explicit text-role parsing plus frozen name-piece averaging; no gold input.""" + def __init__(self, model, names): + self.model = model + self.tokenizer = load_tokenizer() + self.names = set(names) + self.views = {} + for name in names: + ids = torch.tensor(self.tokenizer.encode(name).ids, device=model.tok_emb.weight.device) + vector = model.tok_emb(ids).float().mean(0) + # Keep all 384 dimensions; this comparator has no learned projection. + self.views[name] = vector + keys = torch.nn.functional.normalize(torch.stack(list(self.views.values())), dim=-1) + similarities = keys @ keys.T + similarities.fill_diagonal_(-2) + assert similarities.max().item() < 0.99999, 'Name averages are not distinguishable' + + def challenge_write(self, tokens): + shape = tokens.shape[:-1] + payload = self.model.challenge_write(tokens)[..., :384] + flat = tokens.reshape(-1, tokens.shape[-1]).cpu().numpy() + owners, dests = [], [] + zero = torch.zeros(384, device=payload.device) + for row in flat: + owner, dest = parse(self.tokenizer.decode([int(t) for t in row if t not in (0, 2)])) + assert owner in self.names and (dest is None or dest in self.names) + owners.append(self.views[owner]) + dests.append(zero if dest is None else self.views[dest]) + return torch.cat((payload, torch.stack(owners).reshape(*shape, 384), + torch.stack(dests).reshape(*shape, 384)), -1) + + def challenge_values(self, records): + return self.model.challenge_head(records[..., :384]) + + def challenge_answer(self, relation, candidates, ids=None): + q = torch.nn.functional.normalize(relation[..., 768:], dim=-1) + k = torch.nn.functional.normalize(candidates[..., 384:768], dim=-1) + logits = 10 * (q @ k.transpose(-1, -2)) + index = logits.argmax(-1) + selected = self.challenge_values(candidates).gather(-2, index[..., None].expand(*index.shape, 32)) + return index, selected.argmax(-1), logits + + +@torch.no_grad() +def run_batch(model, g): + # Published evaluator is width-specific. Use a local width-aware analogue + # for the 1,152-dimensional parse-and-average comparator only. + width = model.challenge_write(g['reltok'][:, :1]).shape[-1] + if width == 640: + result = evaluate.challenge_batch(model, g) + else: + old_scatter, old_canonical = evaluate.scatter, evaluate.canonical + def scatter(state, write, payload, layout): + phys = layout.gather(1, write[:, None]) + return state.scatter(1, phys[:, :, None].expand(-1, 1, width), payload[:, None]) + def canonical(state, layout): + return state.gather(1, layout[:, :, None].expand(-1, -1, width)) + evaluate.scatter, evaluate.canonical = scatter, canonical + # challenge_batch has two initial-state scatters with literal width640. + # Adapt only those allocation literals in its verified source locally. + import inspect + namespace = dict(vars(evaluate)) + source = inspect.getsource(evaluate.challenge_batch).replace('expand(-1,-1,640)', 'expand(-1,-1,width)') + namespace['width'] = width + try: + exec(compile(source, str(HERE / 'evaluate_frozen.py') + ':width-adaptation', 'exec'), namespace) + result = namespace['challenge_batch'](model, g) + finally: + evaluate.scatter, evaluate.canonical = old_scatter, old_canonical + b, n, _ = g['reltok'].shape + rows = torch.arange(b, device=g['reltok'].device) + r = model.challenge_write(g['reltok'])[rows, g['query']][:, None] + c = model.challenge_write(g['valtok'][:, 0]) + logits = model.challenge_answer(r, c)[2][:, 0] + result['margin_at_write'] = (logits.topk(2, dim=-1).values[:, 0] - logits.topk(2, dim=-1).values[:, 1]).cpu().numpy() + return result + + +def main(): + p = argparse.ArgumentParser() + p.add_argument('--seed', type=int, choices=(821, 822, 823), required=True) + p.add_argument('--condition', choices=tuple(c[0] for c in CONDITIONS), required=True) + p.add_argument('--n-worlds', type=int, default=2000) + p.add_argument('--comparator', action='store_true') + p.add_argument('--output', type=Path, default=HERE / 'evidence') + a = p.parse_args() + assert len(NOVEL) == len(set(NOVEL)) == 64 and not set(NOVEL) & set(ALL_NAMES) + i, (_, names, n) = next((i, c) for i, c in enumerate(CONDITIONS) if c[0] == a.condition) + data.NAMES = list(names) + evaluate.NAMES = list(names) + checkpoint = PUBLIC / 'checkpoints' / f'grounded_future_s{a.seed}.safetensors' + manifest = json.loads((PUBLIC / 'MANIFEST.json').read_text())['files'] + assert digest(checkpoint) == manifest[str(checkpoint.relative_to(PUBLIC))] + for module in (data, evaluate): + module_path = Path(module.__file__) + assert digest(module_path) == manifest[str(module_path.relative_to(PUBLIC))] + protocol = { + 'protocol_sha256': digest(HERE / 'experiment_rr2.md'), + 'evaluator_sha256': digest(__file__), + 'checkpoint_sha256': digest(checkpoint), + 'condition': a.condition, 'model_seed': a.seed, 'worlds': a.n_worlds, + 'names': names, 'candidates': n, 'writes': 512, 'no_training': True, + 'comparator': a.comparator, + } + label = f'{a.condition}_s{a.seed}' + ('_mean' if a.comparator else '') + folder = a.output / label + folder.mkdir(parents=True, exist_ok=False) + save(folder / 'BEFORE_PREDICTIONS.json', protocol) + torch.manual_seed(20261004) + model = FullModel('grounded_future').cuda().eval() + model.load_state_dict(load_file(str(checkpoint))) + model.requires_grad_(False) + if a.comparator: + model = MeanNameComparator(model, names) + collected = {} + for j in range(0, a.n_worlds, 16): + generated = data.challenge(94000000000000 + i * 100000 + j, + min(16, a.n_worlds - j), n=n, futures=1, interference=512) + g = data.device_batch(generated, 'cuda') + result = run_batch(model, g) + for key, val in result.items(): + collected.setdefault(key, []).append(val) + if j % 160 == 0: + print(json.dumps({'run': label, 'completed': j + len(result['gold']), 'total': a.n_worlds}), flush=True) + rows = {key: np.concatenate(parts) for key, parts in collected.items()} + np.savez_compressed(folder / 'rows.npz', **rows) + metrics = {key: {'accuracy': float(vals.mean()), 'wilson95': wilson(vals), 'n': len(vals)} + for key, vals in rows.items() if key not in ('gold', 'margin_at_write')} + metrics['margin_at_write'] = {str(q): float(np.quantile(rows['margin_at_write'], q)) + for q in (0, .01, .05, .5, .95, 1)} + save(folder / 'RESULTS.json', {'protocol': protocol, 'metrics': metrics}) + print(json.dumps({'run': label, 'identity': metrics['identity_512'], 'twohop': metrics['twohop_512']}), flush=True) + + +if __name__ == '__main__': + main() diff --git a/rr2/frozen_evaluations/evidence/candidate_nulls.json b/rr2/frozen_evaluations/evidence/candidate_nulls.json new file mode 100644 index 0000000000000000000000000000000000000000..8db4d82421c105645bce82d173f84f6159eeb4ff --- /dev/null +++ b/rr2/frozen_evaluations/evidence/candidate_nulls.json @@ -0,0 +1,10 @@ +{ + "ordinary_e8": { + "questions": 7218, + "mean_candidates": 3.282488223884733, + "uniform_candidate_identity_null": 0.38909774725443885, + "uniform_candidate_answer_null_with_oracle_values": 0.4744629277775579 + }, + "analysis": "Uniform selection among authoritative requested-attribute records. Answers include value collisions. Not a model prediction or an E3 addressing control.", + "script_sha256": "d8b34b0a516fdfc7cfd86da58f7d7542898c0c9d0f0f77a878c62766f6819f95" +} diff --git a/rr2/frozen_evaluations/evidence/curves_final/PNSR_K4_s2.jsonl b/rr2/frozen_evaluations/evidence/curves_final/PNSR_K4_s2.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f0bf7950a8108d324e8106131cf89acf9c182159 --- /dev/null +++ b/rr2/frozen_evaluations/evidence/curves_final/PNSR_K4_s2.jsonl @@ -0,0 +1,300 @@ +{"u": 20, "loss": 9.9504, "gn": 9.0, "lr": 2.7e-05, "ev_s": 3399, "mem_gb": 48.6, "state_norm": 14.96, "acc_ptr": 0.096, "acc_enum": 0.266, "acc_op": 0.266, "L_mode": 0.0984, "L_enum": 3.0654, "L_ptr": 3.0164, "L_op": 0.8666, "L_arg0": 2.9037} +{"u": 40, "loss": 5.8418, "gn": 2.84, "lr": 5.3e-05, "ev_s": 4003, "mem_gb": 48.6, "state_norm": 15.98, "acc_ptr": 0.054, "acc_enum": 0.384, "L_mode": 0.0745, "L_enum": 2.0753, "L_ptr": 3.692} +{"u": 60, "loss": 7.9894, "gn": 8.9, "lr": 8e-05, "ev_s": 4231, 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a/rr2/frozen_evaluations/evidence/evaluate_frozen_v1.py b/rr2/frozen_evaluations/evidence/evaluate_frozen_v1.py new file mode 100644 index 0000000000000000000000000000000000000000..c6817e37cc374f44075f1ceb55b2b7a20d08ed20 --- /dev/null +++ b/rr2/frozen_evaluations/evidence/evaluate_frozen_v1.py @@ -0,0 +1,199 @@ +#!/usr/bin/env python3 +"""Non-adaptive RR2 stress tests of immutable, publicly released E8 weights.""" +from __future__ import annotations +import argparse +import hashlib +import json +import os +import re +import sys +from pathlib import Path + +import numpy as np +import torch +from safetensors.torch import load_file + +HERE = Path(__file__).resolve().parent +PUBLIC = Path('/raid/nurgaly/datasets/pns/release/pns-hf-e8-20260911/model/e8_full') +os.environ['PNS_TOKENIZER'] = str(PUBLIC / 'source/tokenizer/tokenizer.json') +os.environ['TOKENIZERS_PARALLELISM'] = 'false' +sys.path.insert(0, str(PUBLIC / 'source/campaigns/e8_full')) +import data +import evaluate +from model import FullModel +from gates import wilson +from pns.data.tokenize import load_tokenizer +from pns.world.schema import PERSON_NAMES, PROJECT_NAMES, SHIPMENT_NAMES, VAULT_NAMES, DEVICE_NAMES + +ORIGINAL = tuple(data.NAMES) +ALL_NAMES = tuple(PERSON_NAMES + PROJECT_NAMES + SHIPMENT_NAMES + VAULT_NAMES + DEVICE_NAMES) +NOVEL = tuple(a + b + c for a in ('Za', 'Fe', 'Lu', 'No') + for b in ('vi', 'pe', 'ru', 'ka') for c in ('mo', 'ta', 'zi', 'le')) +CONDITIONS = (('known16', ORIGINAL, 16), ('known32', ORIGINAL, 32), + ('unseen16', NOVEL, 16), ('unseen32', NOVEL, 32)) + + +def digest(path): + return hashlib.sha256(Path(path).read_bytes()).hexdigest() + + +def save(path, obj): + with Path(path).open('x') as f: + json.dump(obj, f, indent=2, sort_keys=True, allow_nan=False) + f.write('\n') + + +def parse(text): + patterns = ( + (r'^(\S+) lists (\S+) as owner according to \S+$', 1, 2), + (r'^according to \S+ the owner of (\S+) is (\S+)$', 1, 2), + (r'^(\S+) is now owner of (\S+) reported by \S+$', 2, 1), + (r'^reporter \S+ says (\S+) names (\S+) owner$', 1, 2), + (r'^(\S+) has value \S+ according to \S+$', 1, None), + (r'^according to \S+ the value of (\S+) is \S+$', 1, None), + (r'^\S+ is now value of (\S+) reported by \S+$', 1, None), + (r'^reporter \S+ says (\S+) has value \S+$', 1, None), + ) + for pattern, owner, dest in patterns: + match = re.fullmatch(pattern, text) + if match: + return match[owner], None if dest is None else match[dest] + raise ValueError(f'Unparsed event: {text!r}') + + +class MeanNameComparator: + """Explicit text-role parsing plus frozen name-piece averaging; no gold input.""" + def __init__(self, model, names): + self.model = model + self.tokenizer = load_tokenizer() + self.names = set(names) + self.views = {} + for name in names: + ids = torch.tensor(self.tokenizer.encode(name).ids, device=model.tok_emb.weight.device) + vector = model.tok_emb(ids).float().mean(0) + # Keep all 384 dimensions; this comparator has no learned projection. + self.views[name] = vector + keys = torch.nn.functional.normalize(torch.stack(list(self.views.values())), dim=-1) + similarities = keys @ keys.T + similarities.fill_diagonal_(-2) + assert similarities.max().item() < 0.99999, 'Name averages are not distinguishable' + + def challenge_write(self, tokens): + shape = tokens.shape[:-1] + payload = self.model.challenge_write(tokens)[..., :384] + flat = tokens.reshape(-1, tokens.shape[-1]).cpu().numpy() + owners, dests = [], [] + zero = torch.zeros(384, device=payload.device) + for row in flat: + owner, dest = parse(self.tokenizer.decode([int(t) for t in row if t not in (0, 2)])) + assert owner in self.names and (dest is None or dest in self.names) + owners.append(self.views[owner]) + dests.append(zero if dest is None else self.views[dest]) + return torch.cat((payload, torch.stack(owners).reshape(*shape, 384), + torch.stack(dests).reshape(*shape, 384)), -1) + + def challenge_values(self, records): + return self.model.challenge_head(records[..., :384]) + + def challenge_answer(self, relation, candidates, ids=None): + q = torch.nn.functional.normalize(relation[..., 768:], dim=-1) + k = torch.nn.functional.normalize(candidates[..., 384:768], dim=-1) + logits = 10 * (q @ k.transpose(-1, -2)) + index = logits.argmax(-1) + selected = self.challenge_values(candidates).gather(-2, index[..., None].expand(*index.shape, 32)) + return index, selected.argmax(-1), logits + + +@torch.no_grad() +def run_batch(model, g): + # Published evaluator is width-specific. Use a local width-aware analogue + # for the 1,152-dimensional parse-and-average comparator only. + width = model.challenge_write(g['reltok'][:, :1]).shape[-1] + if width == 640: + result = evaluate.challenge_batch(model, g) + else: + old_scatter, old_canonical = evaluate.scatter, evaluate.canonical + def scatter(state, write, payload, layout): + phys = layout.gather(1, write[:, None]) + return state.scatter(1, phys[:, :, None].expand(-1, 1, width), payload[:, None]) + def canonical(state, layout): + return state.gather(1, layout[:, :, None].expand(-1, -1, width)) + evaluate.scatter, evaluate.canonical = scatter, canonical + # challenge_batch has two initial-state scatters with literal width640. + # Adapt only those allocation literals in its verified source locally. + import inspect + namespace = dict(vars(evaluate)) + source = inspect.getsource(evaluate.challenge_batch).replace('expand(-1,-1,640)', 'expand(-1,-1,width)') + namespace['width'] = width + try: + exec(compile(source, str(HERE / 'evaluate_frozen.py') + ':width-adaptation', 'exec'), namespace) + result = namespace['challenge_batch'](model, g) + finally: + evaluate.scatter, evaluate.canonical = old_scatter, old_canonical + b, n, _ = g['reltok'].shape + rows = torch.arange(b, device=g['reltok'].device) + r = model.challenge_write(g['reltok'])[rows, g['query']][:, None] + c = model.challenge_write(g['valtok'][:, 0]) + logits = model.challenge_answer(r, c)[2][:, 0] + result['margin_at_write'] = (logits.topk(2, dim=-1).values[:, 0] - logits.topk(2, dim=-1).values[:, 1]).cpu().numpy() + return result + + +def main(): + p = argparse.ArgumentParser() + p.add_argument('--seed', type=int, choices=(821, 822, 823), required=True) + p.add_argument('--condition', choices=tuple(c[0] for c in CONDITIONS), required=True) + p.add_argument('--n-worlds', type=int, default=2000) + p.add_argument('--comparator', action='store_true') + p.add_argument('--output', type=Path, default=HERE / 'evidence') + a = p.parse_args() + assert len(NOVEL) == len(set(NOVEL)) == 64 and not set(NOVEL) & set(ALL_NAMES) + i, (_, names, n) = next((i, c) for i, c in enumerate(CONDITIONS) if c[0] == a.condition) + data.NAMES = list(names) + evaluate.NAMES = list(names) + checkpoint = PUBLIC / 'checkpoints' / f'grounded_future_s{a.seed}.safetensors' + manifest = json.loads((PUBLIC / 'MANIFEST.json').read_text())['files'] + assert digest(checkpoint) == manifest[str(checkpoint.relative_to(PUBLIC))] + for module in (data, evaluate): + module_path = Path(module.__file__) + assert digest(module_path) == manifest[str(module_path.relative_to(PUBLIC))] + protocol = { + 'protocol_sha256': digest(HERE / 'experiment_rr2.md'), + 'evaluator_sha256': digest(__file__), + 'checkpoint_sha256': digest(checkpoint), + 'condition': a.condition, 'model_seed': a.seed, 'worlds': a.n_worlds, + 'names': names, 'candidates': n, 'writes': 512, 'no_training': True, + 'comparator': a.comparator, + } + label = f'{a.condition}_s{a.seed}' + ('_mean' if a.comparator else '') + folder = a.output / label + folder.mkdir(parents=True, exist_ok=False) + save(folder / 'BEFORE_PREDICTIONS.json', protocol) + torch.manual_seed(20261004) + model = FullModel('grounded_future').cuda().eval() + model.load_state_dict(load_file(str(checkpoint))) + model.requires_grad_(False) + if a.comparator: + model = MeanNameComparator(model, names) + collected = {} + for j in range(0, a.n_worlds, 16): + generated = data.challenge(94000000000000 + i * 100000 + j, + min(16, a.n_worlds - j), n=n, futures=1, interference=512) + g = data.device_batch(generated, 'cuda') + result = run_batch(model, g) + for key, val in result.items(): + collected.setdefault(key, []).append(val) + if j % 160 == 0: + print(json.dumps({'run': label, 'completed': j + len(result['gold']), 'total': a.n_worlds}), flush=True) + rows = {key: np.concatenate(parts) for key, parts in collected.items()} + np.savez_compressed(folder / 'rows.npz', **rows) + metrics = {key: {'accuracy': float(vals.mean()), 'wilson95': wilson(vals), 'n': len(vals)} + for key, vals in rows.items() if key not in ('gold', 'margin_at_write')} + metrics['margin_at_write'] = {str(q): float(np.quantile(rows['margin_at_write'], q)) + for q in (0, .01, .05, .5, .95, 1)} + save(folder / 'RESULTS.json', {'protocol': protocol, 'metrics': metrics}) + print(json.dumps({'run': label, 'identity': metrics['identity_512'], 'twohop': metrics['twohop_512']}), flush=True) + + +if __name__ == '__main__': + main() diff --git a/rr2/frozen_evaluations/evidence/experiment_rr2_v1.md b/rr2/frozen_evaluations/evidence/experiment_rr2_v1.md new file mode 100644 index 0000000000000000000000000000000000000000..f526f40bba6947dcd88423e38680cf8c682ac882 --- /dev/null +++ b/rr2/frozen_evaluations/evidence/experiment_rr2_v1.md @@ -0,0 +1,97 @@ +# Round-two evidence protocol + +Date: 4 October 2026. Manuscript: make-4589067_R1. + +This revision is separate from later research campaigns. Original E1/E3/E8 +weights, splits, verdicts, public tags and round-one upload files remain unchanged. +No new training is authorized by the manuscript instructions. The immediate work +is frozen-checkpoint evaluation, deterministic counting, archived-log analysis, +and corrections to scope and provenance. No positive outcome is assumed. + +## Primary question: unseen surface names + +Evaluate all three released Grounded-Future final checkpoints (821, 822, 823), +with no updates, checkpoint selection or adaptive changes. Use 64 new six-letter +surface names generated by a fixed syllabic construction in the evaluation script. +Require exact disjointness from the entire 66-name ordinary inventory, not merely +the 64-name challenge inventory. The model is trained from scratch; both training +generators draw entity names only from those inventories. Reuse the frozen BPE +tokenizer, value vocabulary, four templates, interference algorithm and causal +interventions. New names are multi-subtoken strings; this is a lexical shift, not +a reserved atomic-token retraining experiment. + +Before predictions, hash this protocol, evaluator, new inventory and all selected +checkpoint files. Use fresh deterministic worlds, never the original confirmation +rows. No separate development set is used to choose names, templates or thresholds. +Report every condition and seed, including failures. These are reviewer-requested +post-submission evaluations, not replacements for preregistered E8 confirmation. + +Fixed conditions: original names/16 candidates, original names/32 candidates, +unseen names/16 candidates, unseen names/32 candidates. Each has 2,000 worlds, +512 actual unrelated writes to existing records, unrestricted 32-class values, +random layouts and all-candidate eligibility. Seeds start at 94000000000000, +with condition index times 100000 and batch index added. The 32-candidate test +uses 64 records, twice the original challenge allocation, without changing weights. +All three seeds use common worlds; do not count them as 6,000 independent lifetimes. + +Report identity, two-hop and one-hop at 0/128/512 writes; relation and second-value +erasures; both counterfactual replacements; unrelated-record deletion; zero state; +complete and last-32 replay; and selection margins. Wilson intervals use the +per-condition 2,000 worlds. No tuning follows a failure. A descriptive extension +success is identity/two-hop >=0.90 in each seed, one-hop >=0.95, lesion drops >=0.50 +and counterfactual redirection >=0.90. Failure is a generalization boundary, not a +reason to alter the original result. + +## Name-aware comparator without learned pooling + +Use an explicit parser of the four observable controlled-language templates to +extract owner/destination name strings, then average the checkpoint's frozen input +token embeddings for each name. Cosine matching replaces only the learned identity +views; frozen learned value payloads remain identical. The parser sees text only, +never destination labels, alias arrays or numeric entity IDs. Store its name views +with the record and update them on the same writes. This is an addressing-path +comparator with stronger structural role extraction, not a matched training arm +and not a claim that learned pooling is necessary. A successful comparator must +be reported, not obscured. Check parsing, name-vector uniqueness, candidate +permutation equivariance, and counterfactual behavior before using its results. + +## Deterministic counts and curves + +Recompute distinct surface names actually present in ordinary packed training and +confirmation event text, distinguishing those from inventory sizes. If a scanned +shard contains the complete inventory, it proves the full corpus's distinct count +because the generator cannot emit other entity names. Reconstruct the first +ordinary training batch for each seed and challenge batches from the exact logged +seed rule; distinguish available-corpus counts from names demonstrably seen by +training. Archive the evidence and counting method. + +Recover the original and corrected-label generic-state JSONL logs. Plot the +logged loss, enum accuracy and state norm with update counts. Enum accuracy pools +several families and is not a semantic-only validation curve. Do not infer an +architectural impossibility from these curves or invent a missing per-family trace. + +## Conditional new-training plan (not started) + +If frozen unseen-name evaluation fails, it still supplies the requested evidence; +do not rescue the result through retrospective tuning. A genuinely reserved-name +training split would require a separately authorized campaign. Its rationale is to +distinguish compositional name matching from memorization while keeping tokenizer, +model width, ordinary/challenge mixture and future-use objective fixed. Reserve +names across BOTH ordinary and challenge training, include 16 candidates, three +seeds, and seal fresh confirmation before training. Preflight absence of reserved +names from every training path and verify all information/gradient paths. + +A Grounded-Ordinary arm without challenge worlds/future tables and a semantic-only +GRU/LSTM are valuable but new training, not recoverable from existing checkpoints. +The former tests emergence from ordinary supervision (not claimed); the latter +tests optimization of generic recurrence (no impossibility claimed). Do not add +them merely to defend narrower, explicitly supervised configuration sufficiency. +If the editor requires either as a condition, request time and register the matched +training protocol, then run it without changing the original campaign. + +## Release rule + +The round-two package is a DRAFT until new results are checked, response locations +match the final PDF, and any new evidence cited as public has a separate immutable +deposit. Do not move paper-v1.0 or paper-v2.0. No claim of new experiments may be +included in a response unless the corresponding run is complete and archived. diff --git a/rr2/frozen_evaluations/evidence/known16_s821/BEFORE_PREDICTIONS.json b/rr2/frozen_evaluations/evidence/known16_s821/BEFORE_PREDICTIONS.json new file mode 100644 index 0000000000000000000000000000000000000000..9ff9b3e87855de4aa1b462f7a59fb17738bf7ef9 --- /dev/null +++ b/rr2/frozen_evaluations/evidence/known16_s821/BEFORE_PREDICTIONS.json @@ -0,0 +1,78 @@ +{ + "candidates": 16, + "checkpoint_sha256": "eae9d526a241f8b4384cc855968e1572f647b429f19ae3f949f8c4262472ab9d", + "comparator": false, + "condition": "known16", + "evaluator_sha256": "591fff8ad5555cfc5d21bd5e7562d37b3e2e3b5702ae96062fe230bb3734008a", + "model_seed": 821, + "names": [ + "Rosa", + "Emil", + "Aiko", + "Dana", + "Farid", + "Greta", + "Ivo", + "Lena", + "Marco", + "Nadia", + "Otto", + "Priya", + "Quinn", + "Ruth", + "Sami", + "Tara", + "Ulf", + "Vera", + "Wale", + "Xenia", + "Yuri", + "Zola", + "Arne", + "Bibi", + "Cody", + "Dilek", + "Argus", + "Boreal", + "Cinder", + "Delta", + "Ember", + "Fjord", + "Glacier", + "Halcyon", + "Ivory", + "Jasper", + "Kestrel", + "Lumen", + "Mistral", + "Nimbus", + "S-11", + "S-24", + "S-37", + "S-42", + "S-58", + "S-63", + "S-79", + "S-85", + "S-91", + "S-96", + "V2", + "V5", + "V7", + "V9", + "V12", + "V14", + "V17", + "V21", + "D-3", + "D-6", + "D-8", + "D-13", + "D-15", + "D-19" + ], + "no_training": true, + "protocol_sha256": "ad9336ae9cc299690e0105dca99942ae5336adb2589d7d1a28d626420d5bc489", + "worlds": 2000, + "writes": 512 +} diff --git a/rr2/frozen_evaluations/evidence/known16_s821/RESULTS.json b/rr2/frozen_evaluations/evidence/known16_s821/RESULTS.json new file mode 100644 index 0000000000000000000000000000000000000000..541e6df9590cd3a3ac7a06e9fb1d851d54ad18fe --- /dev/null +++ b/rr2/frozen_evaluations/evidence/known16_s821/RESULTS.json @@ -0,0 +1,266 @@ +{ + "metrics": { + "current_only": { + "accuracy": 0.0325, + "n": 2000, + 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sha256:4cf118421d1c64e93d6fe2784df39c708f72673118f4dc36b770b835d54c667e +size 14482 diff --git a/rr2/frozen_evaluations/evidence/known16_s821_mean/BEFORE_PREDICTIONS.json b/rr2/frozen_evaluations/evidence/known16_s821_mean/BEFORE_PREDICTIONS.json new file mode 100644 index 0000000000000000000000000000000000000000..cd7c3ca1f8f53fc4fcfa99eb39aa4c9f200dcb65 --- /dev/null +++ b/rr2/frozen_evaluations/evidence/known16_s821_mean/BEFORE_PREDICTIONS.json @@ -0,0 +1,78 @@ +{ + "candidates": 16, + "checkpoint_sha256": "eae9d526a241f8b4384cc855968e1572f647b429f19ae3f949f8c4262472ab9d", + "comparator": true, + "condition": "known16", + "evaluator_sha256": "18d863e1401a35e23c892d0b74605d32161f35af7f45fb14c97447446d64cacd", + "model_seed": 821, + "names": [ + "Rosa", + "Emil", + "Aiko", + "Dana", + "Farid", + "Greta", + "Ivo", + "Lena", + "Marco", + "Nadia", + "Otto", + "Priya", + "Quinn", + "Ruth", + "Sami", + "Tara", + "Ulf", + "Vera", + "Wale", + "Xenia", + "Yuri", + "Zola", + "Arne", + "Bibi", + 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0.886, + "n": 2000, + "wilson95": [ + 0.8713252784756673, + 0.8991947610232056 + ] + }, + "oracle": { + "accuracy": 0.886, + "n": 2000, + "wilson95": [ + 0.8713252784756673, + 0.8991947610232056 + ] + }, + "permutation_agrees": { + "accuracy": 1.0, + "n": 2000, + "wilson95": [ + 0.9980829527187471, + 1 + ] + }, + "relation_cf_answer": { + "accuracy": 0.8995, + "n": 2000, + "wilson95": [ + 0.8855475124040535, + 0.9119207668182254 + ] + }, + "relation_cf_identity": { + "accuracy": 1.0, + "n": 2000, + "wilson95": [ + 0.9980829527187471, + 1 + ] + }, + "relation_zero": { + "accuracy": 0.068, + "n": 2000, + "wilson95": [ + 0.05777462902670936, + 0.0798816998242931 + ] + }, + "replay": { + "accuracy": 0.886, + "n": 2000, + "wilson95": [ + 0.8713252784756673, + 0.8991947610232056 + ] + }, + "replay_agrees": { + "accuracy": 1.0, + "n": 2000, + "wilson95": [ + 0.9980829527187471, + 1 + ] + }, + "restore_agrees": { + "accuracy": 1.0, + "n": 2000, + "wilson95": [ + 0.9980829527187471, + 1 + ] + }, + "second_zero": { + "accuracy": 0.0375, + "n": 2000, + "wilson95": [ + 0.03002125656323059, + 0.04675201217192828 + ] + }, + "twohop_0": { + "accuracy": 0.886, + "n": 2000, + "wilson95": [ + 0.8713252784756673, + 0.8991947610232056 + ] + }, + "twohop_128": { + "accuracy": 0.886, + "n": 2000, + "wilson95": [ + 0.8713252784756673, + 0.8991947610232056 + ] + }, + "twohop_512": { + "accuracy": 0.886, + "n": 2000, + "wilson95": [ + 0.8713252784756673, + 0.8991947610232056 + ] + }, + "unrelated_changed": { + "accuracy": 0.0, + "n": 2000, + "wilson95": [ + 0, + 0.001917047281252829 + ] + }, + "value_cf_answer": { + "accuracy": 0.763, + "n": 2000, + "wilson95": [ + 0.7438701413329126, + 0.7811214917971484 + ] + }, + "window32": { + "accuracy": 0.039, + "n": 2000, + "wilson95": [ + 0.031361432549397106, + 0.04840608504391801 + ] + } + }, + "protocol": { + "candidates": 32, + "checkpoint_sha256": "a4c31873feeb179dbe5fa0af23b77a5e896c15db3906b93bc4b4f0fb189783ce", + "comparator": true, + "condition": "unseen32", + "evaluator_sha256": "18d863e1401a35e23c892d0b74605d32161f35af7f45fb14c97447446d64cacd", + "model_seed": 823, + "names": [ + "Zavimo", + "Zavita", + "Zavizi", + "Zavile", + "Zapemo", + "Zapeta", + "Zapezi", + "Zapele", + "Zarumo", + "Zaruta", + "Zaruzi", + "Zarule", + "Zakamo", + "Zakata", + "Zakazi", + "Zakale", + "Fevimo", + "Fevita", + "Fevizi", + "Fevile", + "Fepemo", + "Fepeta", + "Fepezi", + "Fepele", + "Ferumo", + "Feruta", + "Feruzi", + "Ferule", + "Fekamo", + "Fekata", + "Fekazi", + "Fekale", + "Luvimo", + "Luvita", + "Luvizi", + "Luvile", + "Lupemo", + "Lupeta", + "Lupezi", + "Lupele", + "Lurumo", + "Luruta", + "Luruzi", + "Lurule", + "Lukamo", + "Lukata", + "Lukazi", + "Lukale", + "Novimo", + "Novita", + "Novizi", + "Novile", + "Nopemo", + "Nopeta", + "Nopezi", + "Nopele", + "Norumo", + "Noruta", + "Noruzi", + "Norule", + "Nokamo", + "Nokata", + "Nokazi", + "Nokale" + ], + "no_training": true, + "protocol_sha256": "35f4380e40bcf8ab064ac7d37e4d237ad925a5e5dc1e7f72cbf4ad92fe7b25fb", + "worlds": 2000, + "writes": 512 + } +} diff --git a/rr2/frozen_evaluations/evidence/unseen32_s823_mean/rows.npz b/rr2/frozen_evaluations/evidence/unseen32_s823_mean/rows.npz new file mode 100644 index 0000000000000000000000000000000000000000..534d4db54e73274863df1496e523911c68e5969a --- /dev/null +++ b/rr2/frozen_evaluations/evidence/unseen32_s823_mean/rows.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad72a2f5a7dbf65ab89213d575e72775149f70c125f1ad720821c690cd5626ea +size 14260 diff --git a/rr2/frozen_evaluations/experiment_rr2.md b/rr2/frozen_evaluations/experiment_rr2.md new file mode 100644 index 0000000000000000000000000000000000000000..317f59302429f9ac2adf4dab9955037a9c48cc41 --- /dev/null +++ b/rr2/frozen_evaluations/experiment_rr2.md @@ -0,0 +1,107 @@ +# Round-two evidence protocol + +Date: 4 October 2026. Manuscript: make-4589067_R1. + +This revision is separate from later research campaigns. Original E1/E3/E8 +weights, splits, verdicts, public tags and round-one upload files remain unchanged. +No new training is authorized by the manuscript instructions. The immediate work +is frozen-checkpoint evaluation, deterministic counting, archived-log analysis, +and corrections to scope and provenance. No positive outcome is assumed. + +## Primary question: unseen surface names + +Evaluate all three released Grounded-Future final checkpoints (821, 822, 823), +with no updates, checkpoint selection or adaptive changes. Use 64 new six-letter +surface names generated by a fixed syllabic construction in the evaluation script. +Require exact disjointness from the entire 66-name ordinary inventory, not merely +the 64-name challenge inventory. The model is trained from scratch; both training +generators draw entity names only from those inventories. Reuse the frozen BPE +tokenizer, value vocabulary, four templates, interference algorithm and causal +interventions. New names are multi-subtoken strings; this is a lexical shift, not +a reserved atomic-token retraining experiment. + +Before predictions, hash this protocol, evaluator, new inventory and all selected +checkpoint files. Use fresh deterministic worlds, never the original confirmation +rows. No separate development set is used to choose names, templates or thresholds. +Report every condition and seed, including failures. These are reviewer-requested +post-submission evaluations, not replacements for preregistered E8 confirmation. + +Fixed conditions: original names/16 candidates, original names/32 candidates, +unseen names/16 candidates, unseen names/32 candidates. Each has 2,000 worlds, +512 actual unrelated writes to existing records, unrestricted 32-class values, +random layouts and all-candidate eligibility. Seeds start at 94000000000000, +with condition index times 100000 and batch index added. The 32-candidate test +uses 64 records, twice the original challenge allocation, without changing weights. +All three seeds use common worlds; do not count them as 6,000 independent lifetimes. + +Report identity, two-hop and one-hop at 0/128/512 writes; relation and second-value +erasures; both counterfactual replacements; unrelated-record deletion; zero state; +complete and last-32 replay; and selection margins. Wilson intervals use the +per-condition 2,000 worlds. No tuning follows a failure. A descriptive extension +success is identity/two-hop >=0.90 in each seed, one-hop >=0.95, lesion drops >=0.50 +and counterfactual redirection >=0.90. Failure is a generalization boundary, not a +reason to alter the original result. + +## Name-aware comparator without learned pooling + +Use an explicit parser of the four observable controlled-language templates to +extract owner/destination name strings, then average the checkpoint's frozen input +token embeddings for each name. Cosine matching replaces only the learned identity +views; frozen learned value payloads remain identical. The parser sees text only, +never destination labels, alias arrays or numeric entity IDs. Store its name views +with the record and update them on the same writes. This is an addressing-path +comparator with stronger structural role extraction, not a matched training arm +and not a claim that learned pooling is necessary. A successful comparator must +be reported, not obscured. Check parsing, name-vector uniqueness, candidate +permutation equivariance, and counterfactual behavior before using its results. + +## Deterministic counts and curves + +Recompute distinct surface names actually present in ordinary packed training and +confirmation event text, distinguishing those from inventory sizes. If a scanned +shard contains the complete inventory, it proves the full corpus's distinct count +because the generator cannot emit other entity names. Reconstruct the first +ordinary training batch for each seed and challenge batches from the exact logged +seed rule; distinguish available-corpus counts from names demonstrably seen by +training. Archive the evidence and counting method. + +Recover the original and corrected-label generic-state JSONL logs. Plot the +logged loss, enum accuracy and state norm with update counts. Enum accuracy pools +several families and is not a semantic-only validation curve. Do not infer an +architectural impossibility from these curves or invent a missing per-family trace. + +## Conditional new-training plan (not started) + +If frozen unseen-name evaluation fails, it still supplies the requested evidence; +do not rescue the result through retrospective tuning. A genuinely reserved-name +training split would require a separately authorized campaign. Its rationale is to +distinguish compositional name matching from memorization while keeping tokenizer, +model width, ordinary/challenge mixture and future-use objective fixed. Reserve +names across BOTH ordinary and challenge training, include 16 candidates, three +seeds, and seal fresh confirmation before training. Preflight absence of reserved +names from every training path and verify all information/gradient paths. + +A Grounded-Ordinary arm without challenge worlds/future tables and a semantic-only +GRU/LSTM are valuable but new training, not recoverable from existing checkpoints. +The former tests emergence from ordinary supervision (not claimed); the latter +tests optimization of generic recurrence (no impossibility claimed). Do not add +them merely to defend narrower, explicitly supervised configuration sufficiency. +If the editor requires either as a condition, request time and register the matched +training protocol, then run it without changing the original campaign. + +## Release rule + +The round-two package is a DRAFT until new results are checked, response locations +match the final PDF, and any new evidence cited as public has a separate immutable +deposit. Do not move paper-v1.0 or paper-v2.0. No claim of new experiments may be +included in a response unless the corresponding run is complete and archived. + +## Instrument correction, before comparator results + +The first comparator batches stopped because BPE decoding retains a leading space +on some sentence orders. The explicit text parser now strips exterior whitespace; +templates, labels, names, weights, matching and quantitative criteria are unchanged. +Incomplete runs are preserved under preflight_failures and do not supply a metric. +The original evaluator/protocol bytes are archived alongside the primary-model +results. The same fixed worlds are rerun for the corrected comparator. This is a +parsing correction, not model training or an adaptation to an observed accuracy. diff --git a/rr2/frozen_evaluations/generate_rr2_assets.py b/rr2/frozen_evaluations/generate_rr2_assets.py new file mode 100644 index 0000000000000000000000000000000000000000..48a6a68452f5441cb7c5d0f39266750e6241b940 --- /dev/null +++ b/rr2/frozen_evaluations/generate_rr2_assets.py @@ -0,0 +1,70 @@ +#!/usr/bin/env python3 +"""Generate revision tables only from completed, verified RR2 measurements.""" +from pathlib import Path +import hashlib +import json +import re +import shutil +import numpy as np + +HERE = Path(__file__).resolve().parent +ARTICLE = HERE.parent +MDPI = ARTICLE / 'mdpi' +EVIDENCE = HERE / 'evidence' +SEEDS = (821, 822, 823) +CONDITIONS = ('known16', 'known32', 'unseen16', 'unseen32') + + +def load(condition, seed, comparator=False): + folder = EVIDENCE / (f'{condition}_s{seed}' + ('_mean' if comparator else '')) + obj = json.loads((folder / 'RESULTS.json').read_text()) + with np.load(folder / 'rows.npz') as rows: + for key, vals in rows.items(): + if key in ('gold', 'margin_at_write'): + continue + assert len(vals) == 2000 + assert abs(float(vals.mean()) - obj['metrics'][key]['accuracy']) < 1e-12 + assert rows['restore_agrees'].all() and rows['replay_agrees'].all() and rows['permutation_agrees'].all() + assert obj['protocol']['no_training'] and obj['protocol']['worlds'] == 2000 + return obj + + +def main(): + results = {f'{condition}_s{seed}' + ('_mean' if mean else ''): load(condition, seed, mean) + for mean in (False, True) for condition in CONDITIONS for seed in SEEDS} + rows = [] + for condition in CONDITIONS: + for seed in SEEDS: + primary = results[f'{condition}_s{seed}']['metrics'] + mean = results[f'{condition}_s{seed}_mean']['metrics'] + rows.append([('Familiar' if condition.startswith('known') else 'Unseen'), condition[-2:], str(seed)] + + [f'{x:.4f}' for x in (primary['identity_512']['accuracy'], primary['twohop_512']['accuracy'], + primary['onehop_512']['accuracy'], mean['identity_512']['accuracy'], + mean['twohop_512']['accuracy'])]) + body = '\n'.join(' & '.join(r'\rev{' + cell + '}' for cell in row) + r' \tabularnewline' for row in rows) + '\n\\bottomrule\n' + table = MDPI / 'tables/rr2_stress_rows.tex' + table.write_text(body) + main = MDPI / 'main.tex' + source = main.read_text() + start, end = '% Begin generated table body: rr2_stress_rows.tex', '% End generated table body: rr2_stress_rows.tex' + pattern = re.compile(re.escape(start) + r'.*?' + re.escape(end), re.S) + assert len(pattern.findall(source)) == 1 + source = pattern.sub(lambda _: start + '\n' + body + end, source) + main.write_text(source) + shutil.copy2(EVIDENCE / 'curves_final/generic_learning_curves.pdf', MDPI / 'figures/rr2_learning_curves.pdf') + summary = {'all_runs': results, 'seeds_share_worlds': True, 'no_training': True} + (HERE / 'results_summary.json').write_text(json.dumps(summary, indent=2, sort_keys=True, allow_nan=False) + '\n') + files = [HERE / name for name in ('experiment_rr2.md', 'evaluate_frozen.py', 'recover_evidence.py', 'candidate_nulls.py', 'REPRODUCE.txt')] + files += [EVIDENCE / 'evaluate_frozen_v1.py', EVIDENCE / 'experiment_rr2_v1.md'] + files += sorted(EVIDENCE.glob('*/BEFORE_PREDICTIONS.json')) + files += sorted(EVIDENCE.glob('*/RESULTS.json')) + sorted(EVIDENCE.glob('*/rows.npz')) + files += [EVIDENCE / 'recovered/name_counts.json', EVIDENCE / 'candidate_nulls.json', + EVIDENCE / 'lexical_inventory_stats.json', EVIDENCE / 'repository_paths.json'] + files += sorted((EVIDENCE / 'curves_final').glob('*')) + manifest = {str(path.relative_to(HERE)): hashlib.sha256(path.read_bytes()).hexdigest() for path in files} + (HERE / 'EVIDENCE_MANIFEST.json').write_text(json.dumps({'files': manifest}, indent=2, sort_keys=True) + '\n') + print(f'Checked {len(results)} complete evaluations, generated table and curve, hashed {len(files)} evidence files.') + + +if __name__ == '__main__': + main() diff --git a/rr2/frozen_evaluations/recover_evidence.py b/rr2/frozen_evaluations/recover_evidence.py new file mode 100644 index 0000000000000000000000000000000000000000..ad0ba26ab0e8141f1f0033e34cb3f6bd5c51b885 --- /dev/null +++ b/rr2/frozen_evaluations/recover_evidence.py @@ -0,0 +1,154 @@ +#!/usr/bin/env python3 +"""Recover lexical counts and generic-state curves without training.""" +from __future__ import annotations +import hashlib +import json +import os +import re +import sys +from pathlib import Path +import numpy as np +import matplotlib +matplotlib.use('Agg') +import matplotlib.pyplot as plt + +HERE = Path(__file__).resolve().parent +PUBLIC = Path('/raid/nurgaly/datasets/pns/release/pns-hf-e8-20260911') +SOURCE = PUBLIC / 'model/e8_full/source' +DATA = PUBLIC / 'dataset/e8_full' +sys.path.insert(0, str(SOURCE / 'campaigns/e8_full')) +os.environ['PNS_TOKENIZER'] = str(SOURCE / 'tokenizer/tokenizer.json') +os.environ['TOKENIZERS_PARALLELISM'] = 'false' +import data +from pns.data.tokenize import load_tokenizer +from pns.world.schema import PERSON_NAMES, PROJECT_NAMES, SHIPMENT_NAMES, VAULT_NAMES, DEVICE_NAMES + + +def sha(path): + return hashlib.sha256(Path(path).read_bytes()).hexdigest() + + +def save(path, obj): + with Path(path).open('x') as f: + json.dump(obj, f, indent=2, sort_keys=True, allow_nan=False) + f.write('\n') + + +def names_in_texts(texts, inventory): + seen = set() + expressions = {name: re.compile(r'(?= .20 effect-size condition is a separate attribution gate, + # not silently conflated with the primary confirmation conjunction. + summary['large_added_supervision_effect_passed'] = all( + summary['contrasts'][f'compose_confirmation_s{s}']['answer']['difference'] >= .20 and + summary['contrasts'][f'compose_confirmation_s{s}']['answer']['ci95'][0] > 0 + for s in (821, 822, 823)) + assert not summary['large_added_supervision_effect_passed'] + for seed in (821, 822, 823): + run = ART / 'runs' / f'gru_semantic_s{seed}' + done = read(run / 'DONE.json') + assert done['updates'] == 12000 and done['parameters'] == 3390955 + assert sha(run / done['checkpoint']) == done['sha256'] + entry = {} + for update in (6000, 12000): + path = run / f'development_{update}.json' + d = read(path) + rows_path = run / f'development_{update}_rows.npz' + rows = load_rows(rows_path) + for key in ('correct', 'current_only', 'state_swap', 'reset128'): + assert abs(rows[key].mean() - d[key]['accuracy']) < 1e-12 + for p in (path, rows_path): + checked(p) + entry[str(update)] = d + for p in (run / 'train.jsonl', run / 'START.json', run / 'DONE.json'): + checked(p) + summary['gru'][str(seed)] = entry + summary['gru_registered_strong_memory_gate_passed'] = all( + summary['gru'][str(s)]['12000']['correct']['accuracy'] >= .80 for s in (821, 822, 823)) + assert not summary['gru_registered_strong_memory_gate_passed'] + for directory in (ART / 'preflight',): + for p in directory.rglob('*.json'): + checked(p) + (HERE / 'GPU_RESULTS.json').write_text(json.dumps(summary, indent=2, sort_keys=True, allow_nan=False) + '\n') + (HERE / 'GPU_EVIDENCE_MANIFEST.json').write_text(json.dumps({'artifact_root': str(ART), 'files': hashes}, indent=2, sort_keys=True) + '\n') + primary_rows, ordinary_rows, gru_rows = [], [], [] + for seed in (821, 822, 823): + result = summary['models'][f'compose_future_s{seed}']['confirmation'] + for n in (16, 32): + m = result['challenge'][str(n)] + primary_rows.append([n, seed] + [f"{m[k]['accuracy']:.4f}" for k in + ('identity_512', 'twohop_512', 'relation_zero', 'second_zero', 'relation_cf_identity', 'value_cf_answer')]) + for suite, split, description in (('original', 'known_development', 'Original names'), + ('compose', 'confirmation', 'Held-out names')): + left_arm = 'reference' if suite == 'original' else 'future' + left = summary['models'][f'{suite}_{left_arm}_s{seed}'][split]['ordinary'] + right = summary['models'][f'{suite}_ordinary_s{seed}'][split]['ordinary'] + contrast = summary['contrasts'][f'{suite}_{split}_s{seed}']['answer'] + lo, hi = contrast['ci95'] + ordinary_rows.append([description, seed, f"{left['family_1_acc']:.4f}", f"{right['family_1_acc']:.4f}", + f"{contrast['difference']:.4f} [{lo:.4f}, {hi:.4f}]", + f"{left['twohop_identity']:.4f}", f"{right['twohop_identity']:.4f}"]) + g = summary['gru'][str(seed)]['12000'] + gru_rows.append([seed, f"{g['correct']['accuracy']:.4f}", f"{g['current_only']['accuracy']:.4f}", + f"{g['state_swap']['accuracy']:.4f}"] + + [f"{g['delay_strata'][label]['accuracy']:.4f}" for label in ('le16', '17to128', 'gt128')]) + table('rr2_heldout_rows.tex', primary_rows) + table('rr2_ordinary_rows.tex', ordinary_rows) + table('rr2_gru_rows.tex', gru_rows) + plt.rcParams.update({'font.size': 8, 'pdf.fonttype': 42}) + fig, axes = plt.subplots(1, 3, figsize=(10, 2.9)) + colors = ('#0072B2', '#D55E00', '#009E73') + for seed, color in zip((821, 822, 823), colors): + run = ART / 'runs' / f'gru_semantic_s{seed}' + logs = [json.loads(line) for line in (run / 'train.jsonl').read_text().splitlines()] + updates = np.array([d['update'] for d in logs]) + losses = np.array([d['loss'] for d in logs]) + axes[0].plot(updates[10:], np.convolve(losses, np.ones(11)/11, mode='valid'), color=color, label=str(seed)) + entry = summary['gru'][str(seed)] + axes[1].plot([6000, 12000], [entry[str(u)]['correct']['accuracy'] for u in (6000, 12000)], 'o-', color=color) + d = entry['12000'] + axes[2].plot([0, 1, 2], [d['delay_strata'][l]['accuracy'] for l in ('le16', '17to128', 'gt128')], 'o-', color=color) + rows = load_rows(ART / 'runs/gru_semantic_s821/development_12000_rows.npz') + control = [] + for lo, hi in ((0, 16), (17, 128), (129, 100000)): + means = [] + for seed in (821, 822, 823): + r = load_rows(ART / 'runs' / f'gru_semantic_s{seed}' / 'development_12000_rows.npz') + mask = (r['delay'] >= lo) & (r['delay'] <= hi) + means.append(r['current_only'][mask].mean()) + control.append(np.mean(means)) + axes[2].plot([0, 1, 2], control, 'k--', label='Current-event mean') + axes[0].set(title='(a) Semantic-only training loss', xlabel='Optimizer update', ylabel='Cross-entropy') + axes[0].legend(title='Seed', fontsize=7) + axes[1].set(title='(b) Fresh SEM-LATEST accuracy', xlabel='Fixed checkpoint update', ylabel='Accuracy', ylim=(0, 1)) + axes[2].set(title='(c) Final accuracy by delay', ylabel='Accuracy', ylim=(0, 1)) + axes[2].set_xticks([0, 1, 2], ['$\\leq$16', '17–128', '>128']) + axes[2].set_xlabel('Intervening events') + axes[2].legend(fontsize=7) + for ax in axes: + ax.spines[['top', 'right']].set_visible(False) + ax.grid(alpha=.15) + fig.tight_layout() + fig.savefig(ARTICLE / 'mdpi/figures/rr2_gru_learning.pdf') + plt.close(fig) + print(json.dumps({'primary_confirmed': True, 'primary_gates': 144, + 'large_added_supervision_effect_passed': False, + 'gru_strong_memory_gate_passed': False, 'verified_evidence_files': len(hashes)})) + + +if __name__ == '__main__': + main() diff --git a/rr2/reference/AUTHORIZATION.json b/rr2/reference/AUTHORIZATION.json new file mode 100644 index 0000000000000000000000000000000000000000..c02acb13d506d7ffae2653a671469a13a1f477fa --- /dev/null +++ b/rr2/reference/AUTHORIZATION.json @@ -0,0 +1,11 @@ +{ + "date": "2026-10-04", + "gpus": [ + 1, + 2, + 3, + 4 + ], + "original_campaigns_unchanged": true, + "user_message": "we can obtaine evidence with additional GPU workload , i am totally fine" +} diff --git a/rr2/reference/CAMPAIGN_FINISHED.json b/rr2/reference/CAMPAIGN_FINISHED.json new file mode 100644 index 0000000000000000000000000000000000000000..e06c1f8e38fc03289ece334370f5a126490d11ad --- /dev/null +++ b/rr2/reference/CAMPAIGN_FINISHED.json @@ -0,0 +1,5 @@ +{ + "confirmation_opened": true, + "primary_confirmed": true, + "time_unix": 1791089721.9237607 +} diff --git a/rr2/reference/CONFIRMATION_GATE.json b/rr2/reference/CONFIRMATION_GATE.json new file mode 100644 index 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a/rr2/reference/preflight/compose/NAME_PREFLIGHT.json b/rr2/reference/preflight/compose/NAME_PREFLIGHT.json new file mode 100644 index 0000000000000000000000000000000000000000..67b59175db756c6e0cf294a51f1a85ae309324dc --- /dev/null +++ b/rr2/reference/preflight/compose/NAME_PREFLIGHT.json @@ -0,0 +1,607 @@ +{ + "all_passed": true, + "challenge_token_support": [ + [ + 44, + 64, + 66, + 69, + 70, + 71, + 73, + 74, + 77, + 78, + 79, + 80, + 81, + 82, + 84, + 85, + 86, + 88, + 89, + 96, + 104, + 108, + 110, + 113, + 116, + 293, + 319, + 324, + 341, + 343, + 348, + 356, + 360, + 389, + 392, + 470, + 479, + 534, + 542, + 566, + 636, + 673, + 680, + 697, + 781, + 836, + 888, + 907, + 1079 + ], + [ + 44, + 64, + 66, + 69, + 70, + 71, + 73, + 74, + 77, + 78, + 79, + 80, + 81, + 82, + 84, + 85, + 86, + 88, + 89, + 96, + 104, + 108, + 110, + 113, + 116, + 293, + 319, + 324, + 341, + 343, + 348, + 356, + 360, + 389, + 392, + 470, + 479, + 534, + 542, + 566, + 636, + 673, + 680, + 697, + 781, + 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