research: audit task bootstrap CRN experiment

This commit is contained in:
wuyang
2026-07-30 05:59:38 +08:00
parent 65a91ae178
commit f041c15e81
11 changed files with 162499 additions and 0 deletions
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#!/usr/bin/env node
import { createHash } from "node:crypto";
import { readFile } from "node:fs/promises";
import process from "node:process";
const PROTOCOL_ID = "llm-atlas-deepseek-chat-task-bootstrap-crn-v1";
const CONDITIONS = ["s0_eos", "s1_eos", "s0_period", "s1_period"];
const EXPECTED_HASHES = {
sampling: "ea0607f2b197fac3f794655c1538ce1f9a1cb072d637eb31d35573682e311809",
evaluation: "82b2fc5d1f854a7e0cd7aba7c70ff74d733d24221522a4f92b962478c76177ab",
replay: "6519947e2fa4327c1ba2cc506b0861f172a6bdbd4f2d6787447edaf8fbcac508",
reproduction: "63ed39e5dcdbc2a30e516172f3657dfa453ff3b23d5bd5c49c734939242a70f5",
analysis: "9ab17561ced930a668c082141f7c6e013cbda70e42b09de63d41f1b82c01a6ae",
manifest: "6313e70536c464fe598a93035576752418f08016dfd60ac246437c3b43bf2ae1",
};
const DEFAULT_PATHS = {
sampling: "src/data/deepseek-v2-lite-chat-task-bootstrap-crn.json",
evaluation: "src/data/deepseek-v2-lite-chat-task-bootstrap-crn-eval.json",
replay: "src/data/deepseek-v2-lite-chat-task-bootstrap-crn-replay.json",
reproduction: "src/data/deepseek-v2-lite-chat-task-bootstrap-crn-reproduction.json",
analysis: "src/data/deepseek-v2-lite-chat-task-bootstrap-crn-analysis.json",
manifest: "research/DEEPSEEK_V2_LITE_CHAT_TASK_BOOTSTRAP_MANIFEST.json",
};
function sha256(value) {
return createHash("sha256").update(value).digest("hex");
}
function canonicalIntegerArray(values) {
return `[${values.map((value) => value.toString()).join(",")}]`;
}
function tapeUint64(tape, sourceId, step) {
const payload = `${PROTOCOL_ID}\0uniform\0${tape}\0${sourceId}\0${step}`;
return createHash("sha256").update(payload).digest().readBigUInt64BE(0);
}
function assert(value, message) {
if (!value) {
throw new Error(message);
}
}
const loaded = {};
for (const [name, path] of Object.entries(DEFAULT_PATHS)) {
const bytes = await readFile(path);
assert(
sha256(bytes) === EXPECTED_HASHES[name],
`${name}: file SHA-256 differs`,
);
loaded[name] = JSON.parse(bytes);
}
const { sampling, evaluation, replay, reproduction, analysis, manifest } = loaded;
for (const [name, payload] of Object.entries(loaded)) {
assert(payload.protocol_id === PROTOCOL_ID, `${name}: protocol ID differs`);
}
assert(sampling.execution_mode === "formal", "sampling: not formal mode");
assert(sampling.sources.length === 64, "sampling: source count differs");
assert(sampling.summary.runs === 88, "sampling: run count differs");
assert(sampling.summary.outputs === 352, "sampling: output count differs");
assert(sampling.summary.natural_eos === 343, "sampling: EOS count differs");
assert(sampling.summary.budget_truncated === 9, "sampling: truncation count differs");
assert(
sampling.summary.torch_rng_unchanged_runs === 88,
"sampling: RNG nonconsumption count differs",
);
assert(
sampling.source_contract.prompt_hash_audit.exact === 256,
"sampling: prompt audit differs",
);
const manifestBySource = new Map(
manifest.sources.map((source) => [source.id, source]),
);
const samplingKeys = new Set();
let uniformOutputHashesExact = 0;
let diagnosticSources = 0;
for (const source of sampling.sources) {
const frozen = manifestBySource.get(source.id);
assert(frozen, `${source.id}: absent from manifest`);
assert(source.domain === frozen.domain, `${source.id}: domain differs`);
assert(
source.within_domain_index === frozen.domain_index,
`${source.id}: domain index differs`,
);
const expectedTapes = [...frozen.main_tapes, ...frozen.diagnostic_tapes];
const observedTapes = source.runs.map((run) => run.tape_label);
assert(
JSON.stringify(observedTapes) === JSON.stringify(expectedTapes),
`${source.id}: tape assignment differs`,
);
diagnosticSources += source.runs.length === 4;
for (const run of source.runs) {
assert(run.torch_rng_unchanged, `${source.id}/${run.tape_label}: RNG changed`);
assert(
JSON.stringify(run.outputs.map((output) => output.condition))
=== JSON.stringify(CONDITIONS),
`${source.id}/${run.tape_label}: condition order differs`,
);
for (const output of run.outputs) {
const key = `${source.id}\0${run.tape_label}\0${output.condition}`;
assert(!samplingKeys.has(key), `${key}: duplicate sampling key`);
samplingKeys.add(key);
assert(
output.prompt_token_ids_sha256
=== frozen.chat_generation_prompt_token_ids_sha256[output.condition],
`${key}: prompt hash differs`,
);
const uniforms = Array.from(
{ length: output.uniform_steps_consumed },
(_, step) => tapeUint64(run.tape_label, source.id, step),
);
assert(
sha256(canonicalIntegerArray(uniforms))
=== output.uniform_uint64_prefix_sha256,
`${key}: uniform prefix hash differs`,
);
uniformOutputHashesExact += 1;
}
}
}
assert(diagnosticSources === 8, "sampling: diagnostic source count differs");
assert(samplingKeys.size === 352, "sampling: unique key count differs");
assert(uniformOutputHashesExact === 352, "sampling: uniform audit differs");
assert(evaluation.rows.length === 352, "evaluation: row count differs");
const evaluationKeys = new Set(
evaluation.rows.map(
(row) => `${row.source_id}\0${row.tape_label}\0${row.condition}`,
),
);
assert(evaluationKeys.size === 352, "evaluation: duplicate keys");
assert(
[...evaluationKeys].every((key) => samplingKeys.has(key)),
"evaluation: cell key absent from sampling",
);
assert(
evaluation.summary.main_t0.outputs === 256,
"evaluation: T0 output count differs",
);
assert(
evaluation.summary.main_t0.by_domain.code.fixed_budget_success === 59,
"evaluation: code success count differs",
);
assert(
evaluation.summary.main_t0.by_domain.math.fixed_budget_success === 71,
"evaluation: math success count differs",
);
assert(replay.execution_mode === "replay", "replay: mode differs");
assert(replay.sources.length === 16, "replay: source count differs");
assert(replay.summary.outputs === 64, "replay: output count differs");
assert(
replay.summary.torch_rng_unchanged_runs === 16,
"replay: RNG nonconsumption count differs",
);
assert(
reproduction.summary.cells === 64
&& reproduction.summary.all_preregistered_fields_exact === 64,
"reproduction: exact cell count differs",
);
assert(
Object.values(reproduction.summary.by_field).every((count) => count === 64),
"reproduction: a field is not 64/64 exact",
);
assert(
analysis.bootstrap_contract.resamples === 10000
&& analysis.bootstrap_contract.seed === 1364512825,
"analysis: bootstrap contract differs",
);
let crnContrastChecks = 0;
for (const domain of ["code", "math"]) {
const domainAnalysis = analysis.main_t0_selected_task_analysis[domain];
assert(domainAnalysis.tasks === 32, `${domain}: task count differs`);
for (const contrast of Object.values(domainAnalysis.contrasts)) {
assert(
contrast.trajectory.shared_uniform_prefix_exact === 32,
`${domain}: contrast CRN audit differs`,
);
crnContrastChecks += contrast.trajectory.shared_uniform_prefix_exact;
}
}
assert(crnContrastChecks === 256, "analysis: CRN contrast total differs");
process.stdout.write(
`${JSON.stringify(
{
passed: true,
protocol_id: PROTOCOL_ID,
files: EXPECTED_HASHES,
formal: {
sources: sampling.sources.length,
runs: sampling.summary.runs,
outputs: sampling.summary.outputs,
prompt_hashes_exact: sampling.source_contract.prompt_hash_audit.exact,
uniform_output_hashes_exact: uniformOutputHashesExact,
torch_rng_unchanged_runs: sampling.summary.torch_rng_unchanged_runs,
},
evaluation: {
rows: evaluation.rows.length,
main_t0_outputs: evaluation.summary.main_t0.outputs,
code_success: evaluation.summary.main_t0.by_domain.code.fixed_budget_success,
math_success: evaluation.summary.main_t0.by_domain.math.fixed_budget_success,
},
reproduction: reproduction.summary,
analysis: {
bootstrap_resamples: analysis.bootstrap_contract.resamples,
crn_contrast_checks: crnContrastChecks,
},
},
null,
2,
)}\n`,
);