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