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- #!/usr/bin/env node
- // Parse Claude Code stream-json run log(s): tool-call sequence, token usage, and
- // RESIDUAL CONTEXT OCCUPANCY — how many tokens of the context window each tool
- // family's responses still occupy when the run ends.
- //
- // Usage: parse-run.mjs <run.jsonl> [run.t2.jsonl ...]
- // Multiple files = one multi-turn session's segments, IN ORDER (run-all.sh
- // writes run-<label>.jsonl, run-<label>.t2.jsonl, … for a `Q1||Q2||Q3` set).
- // `--resume` does not replay prior messages, so the segments concatenate
- // cleanly and token accounting carries across the boundary.
- //
- // ---------------------------------------------------------------------------
- // Why occupancy, and how it's measured
- // ---------------------------------------------------------------------------
- // A single-question A/B reports cost/tokens/time/tool-calls for ONE answer. It
- // cannot see what issue #1500 measured: a tool response stays in the window for
- // everything that follows, so it is charged against every later turn's headroom.
- // That is a per-session cost our single-question runs structurally miss.
- //
- // Tokens are MEASURED, not estimated at bytes/4. For assistant request k,
- // ctx_k = usage.input_tokens + cache_read_input_tokens + cache_creation_input_tokens
- // is the exact token count of that request's whole prompt. So
- // gap_k = ctx_k - ctx_{k-1}
- // is exactly the tokens appended since the previous request: the previous
- // assistant output (thinking + text + tool_use JSON) plus the tool_results and
- // user text that followed it. We split gap_k across those blocks in proportion
- // to their characters, which attributes each tool_result its measured share.
- // (Measured on real runs, explore output lands near 2.3 chars/token — bytes/4
- // under-counts it by ~40%, which is why the estimate isn't good enough.)
- //
- // Two traps this file works around, both verified against real logs:
- // * Claude Code emits ONE assistant event PER CONTENT BLOCK, all carrying the
- // same message.id and the same `usage`. Summing usage per event double-counts
- // every turn that emits both thinking and a tool_use — dedupe by message.id.
- // * The streamed `output_tokens` is a partial snapshot (observed `out=2` on a
- // turn that really generated ~1100). Never trust it; the char-proportional
- // split doesn't need it.
- //
- // Residual ≠ contributed. Content leaves the window two ways, and both are
- // tracked: a `compact_boundary` system event (everything prior is replaced by a
- // summary) and micro-compaction (ctx drops mid-run — oldest tool results are
- // dropped first, so eviction is applied FIFO).
- import { readFileSync } from 'fs';
- import { pathToFileURL } from 'url';
- // Nominal window for the share-of-window column. Override for a [1m] context.
- const WINDOW_TOKENS = Number(process.env.CG_WINDOW_TOKENS || 200_000);
- const CHARS_PER_TOKEN_FALLBACK = 3.0;
- /** Which tool family a tool_use belongs to. */
- function familyOf(name) {
- if (/codegraph/.test(name)) return 'codegraph';
- if (name === 'Read' || name === 'NotebookRead') return 'read';
- if (name === 'Grep' || name === 'Glob') return 'search';
- if (name === 'Bash' || name === 'BashOutput') return 'bash';
- return 'other';
- }
- const FAMILIES = ['codegraph', 'read', 'search', 'bash', 'other'];
- // The without-arm's way of getting the same bytes: reading and searching files.
- const FILE_ACCESS = ['read', 'search', 'bash'];
- const textOf = (content) =>
- Array.isArray(content) ? content.map((c) => c.text ?? (typeof c === 'string' ? c : JSON.stringify(c))).join('')
- : typeof content === 'string' ? content
- : content == null ? '' : JSON.stringify(content);
- /** Characters an assistant content block occupies once it is back in the prompt. */
- function assistantBlockChars(b) {
- if (b.type === 'text') return (b.text || '').length;
- if (b.type === 'thinking') return (b.thinking || '').length;
- if (b.type === 'tool_use') return JSON.stringify(b.input ?? {}).length + (b.name || '').length;
- return JSON.stringify(b).length;
- }
- /**
- * Parse one session (its segment files, in order) into tool + occupancy stats.
- * Exported so parse-bench-readme.mjs can aggregate without duplicating any of
- * this — deliberately NOT a separate module file: a new scripts/agent-eval/*.mjs
- * scores into the self-query eval fixture's own corpus and moves its numbers.
- */
- export function parseSession(files) {
- const events = [];
- for (const f of files) {
- for (const line of readFileSync(f, 'utf8').split('\n')) {
- if (!line) continue;
- try { events.push(JSON.parse(line)); } catch { /* partial line */ }
- }
- }
- const toolCalls = []; // display sequence
- const nameById = new Map(); // tool_use_id -> tool name
- const counts = {}; // tool name -> calls
- let initTools = null, result = null, raced = false;
- const results = []; // one `result` event per session segment (multi-turn)
- let compactions = 0;
- // A timeline of everything appended to the context, in order. `req` entries
- // are assistant requests (carrying that request's ctx); `add` entries are
- // characters appended (assistant output blocks, tool results, user text).
- const timeline = [];
- const seenMsgIds = new Set();
- for (const ev of events) {
- if (ev.type === 'system' && ev.subtype === 'init') {
- initTools = (ev.tools || []).filter((t) => /codegraph/.test(t));
- }
- if (ev.type === 'system' && (ev.subtype === 'compact_boundary' || ev.subtype === 'compaction')) {
- compactions++;
- timeline.push({ kind: 'compact' });
- }
- if (ev.type === 'assistant' && ev.message) {
- const id = ev.message.id;
- // One event per content block, same id + same usage: count usage once,
- // but take the content blocks from every event that carries the id.
- if (id && !seenMsgIds.has(id)) {
- seenMsgIds.add(id);
- const u = ev.message.usage || {};
- const ctx = (u.input_tokens || 0) + (u.cache_read_input_tokens || 0) + (u.cache_creation_input_tokens || 0);
- timeline.push({ kind: 'req', ctx, out: u.output_tokens || 0 });
- }
- for (const b of ev.message.content || []) {
- timeline.push({ kind: 'add', family: null, chars: assistantBlockChars(b) });
- if (b.type === 'tool_use') {
- nameById.set(b.id, b.name);
- counts[b.name] = (counts[b.name] || 0) + 1;
- let detail = '';
- if (b.name === 'Task') detail = ` [subagent_type=${b.input?.subagent_type ?? '?'}] ${(b.input?.description ?? '').slice(0, 40)}`;
- else if (/codegraph/.test(b.name)) detail = ` ${JSON.stringify(b.input?.query ?? b.input?.task ?? b.input?.symbol ?? '').slice(0, 60)}`;
- else if (b.name === 'Bash') detail = ` ${(b.input?.command ?? '').slice(0, 50)}`;
- else if (b.name === 'Read') detail = ` ${(b.input?.file_path ?? '').split('/').slice(-1)[0]}`;
- toolCalls.push(`${b.name}${detail}`);
- }
- }
- }
- if (ev.type === 'user' && ev.message) {
- const content = ev.message.content;
- if (Array.isArray(content)) {
- for (const b of content) {
- if (b.type === 'tool_result') {
- const t = textOf(b.content);
- // MCP cold-start race: the agent fired before `serve --mcp` had
- // registered its tools, so it floundered into grep/Read. That
- // measures startup latency, not steady-state value — flag it.
- if (/No such tool available/.test(t)) raced = true;
- const name = nameById.get(b.tool_use_id) || '';
- timeline.push({ kind: 'add', family: familyOf(name), chars: t.length, tool: name });
- } else {
- timeline.push({ kind: 'add', family: null, chars: textOf([b]).length });
- }
- }
- } else if (typeof content === 'string') {
- timeline.push({ kind: 'add', family: null, chars: content.length });
- }
- }
- if (ev.type === 'result') { result = ev; results.push(ev); }
- }
- // ---- Pass 1: chars/token, calibrated on tool-result-dominated gaps. ------
- // Splitting a gap in proportion to characters over-attributes to tool results
- // whenever the assistant's own output is under-represented in the transcript
- // (redacted/empty thinking blocks are the common case — a gap whose only
- // visible chars were a 73-char tool_result charged it the whole 830-token
- // delta, 5.5 tok/char). So calibrate the ratio on gaps that are ≥80% tool
- // result by characters, then price every result at that ratio.
- const reqIdx = timeline.map((t, i) => (t.kind === 'req' ? i : -1)).filter((i) => i >= 0);
- const gaps = [];
- for (let k = 1; k < reqIdx.length; k++) {
- const prev = timeline[reqIdx[k - 1]], cur = timeline[reqIdx[k]];
- let chars = 0, toolChars = 0, compacted = false;
- const byFamily = {};
- for (let i = reqIdx[k - 1] + 1; i < reqIdx[k]; i++) {
- const t = timeline[i];
- if (t.kind === 'compact') { compacted = true; continue; }
- if (t.kind !== 'add') continue;
- chars += t.chars;
- if (t.family) { toolChars += t.chars; byFamily[t.family] = (byFamily[t.family] || 0) + t.chars; }
- }
- gaps.push({ delta: cur.ctx - prev.ctx, chars, toolChars, byFamily, compacted });
- }
- let sumD = 0, sumC = 0;
- for (const g of gaps) {
- if (g.compacted || g.delta <= 0) continue;
- if (g.chars > 500 && g.toolChars / g.chars >= 0.8) { sumD += g.delta; sumC += g.toolChars; }
- }
- if (sumD === 0) { // no clean gap — fall back to every growing gap, all chars
- for (const g of gaps) if (!g.compacted && g.delta > 0 && g.chars > 0) { sumD += g.delta; sumC += g.chars; }
- }
- const charsPerToken = sumD > 0 ? sumC / sumD : CHARS_PER_TOKEN_FALLBACK;
- const calibrated = sumD > 0;
- // How far a single result's token density strays from the run-level ratio.
- // On a gap that is almost entirely one tool result, `delta` IS that result's
- // token count, so |chars/ratio - delta| / delta is the attribution error for
- // that result. The median over such gaps is the metric's real error bar.
- const errs = [];
- for (const g of gaps) {
- if (g.compacted || g.delta <= 0 || g.chars <= 500) continue;
- if (g.toolChars / g.chars < 0.95) continue;
- errs.push(Math.abs(g.toolChars / charsPerToken - g.delta) / g.delta);
- }
- errs.sort((a, b) => a - b);
- const dispersion = errs.length ? errs[(errs.length - 1) >> 1] : null;
- // ---- Pass 2: attribute gap tokens, then apply evictions FIFO. ------------
- const contributed = Object.fromEntries(FAMILIES.map((f) => [f, 0]));
- const resultChars = Object.fromEntries(FAMILIES.map((f) => [f, 0]));
- const resultCount = Object.fromEntries(FAMILIES.map((f) => [f, 0]));
- for (const t of timeline) if (t.kind === 'add' && t.family) { resultChars[t.family] += t.chars; resultCount[t.family]++; }
- let queue = []; // resident contributions, oldest first
- let evicted = 0;
- const evict = (tokens) => {
- let left = tokens;
- while (left > 0 && queue.length) {
- const head = queue[0];
- if (head.tokens <= left) { left -= head.tokens; evicted += head.tokens; queue.shift(); }
- else { head.tokens -= left; evicted += left; left = 0; }
- }
- };
- for (const g of gaps) {
- if (g.compacted) {
- // Everything before the boundary is gone; the summary replaces it.
- evicted += queue.reduce((s, q) => s + q.tokens, 0);
- queue = [];
- }
- let toolTokens = 0;
- for (const [fam, ch] of Object.entries(g.byFamily)) {
- const tok = ch / charsPerToken;
- toolTokens += tok;
- contributed[fam] += tok;
- queue.push({ family: fam, tokens: tok });
- }
- // The gap grew by `delta`; the tool results account for `toolTokens` of it.
- // A shortfall means the window also shed content — micro-compaction drops
- // the OLDEST tool results first, so evict FIFO. The tolerance keeps
- // attribution noise (a run-level ratio priced against one gap's delta,
- // typically ±2%) from reading as an eviction; real shedding is thousands.
- const shortfall = toolTokens - g.delta;
- if (!g.compacted && shortfall > Math.max(200, toolTokens * 0.05)) evict(shortfall);
- }
- const residual = Object.fromEntries(FAMILIES.map((f) => [f, 0]));
- for (const q of queue) residual[q.family] += q.tokens;
- const ctxFinal = reqIdx.length ? timeline[reqIdx[reqIdx.length - 1]].ctx : 0;
- // The FIRST request's prompt is system + tool schemas + the question, before
- // any tool has answered. Differencing the arms' ctxBase prices codegraph's
- // FIXED occupancy — its tool schema and MCP `initialize` instructions — which
- // it pays whether or not the agent ever calls it.
- const ctxBase = reqIdx.length ? timeline[reqIdx[0]].ctx : 0;
- // Multi-turn: duration/cost/tokens are per-segment, so sum them. `result.usage`
- // is cumulative WITHIN a segment (verified: its in+cache+out equals the sum of
- // that segment's per-request prompts), so summing segments is correct and does
- // NOT double-count. It is a "tokens processed" figure — every request re-counts
- // the whole prefix — which is exactly why it can't answer the occupancy question.
- const sumUsage = (k) => results.reduce((s, r) => s + (r.usage?.[k] || 0), 0);
- const processed = sumUsage('input_tokens') + sumUsage('cache_read_input_tokens')
- + sumUsage('cache_creation_input_tokens') + sumUsage('output_tokens');
- return {
- files, toolCalls, counts, initTools, result, results, raced,
- ok: results.length > 0 && results.every((r) => r.subtype === 'success'),
- turns: reqIdx.length,
- tools: toolCalls.filter((t) => !t.startsWith('ToolSearch')).length,
- reads: counts.Read || 0,
- grep: (counts.Grep || 0) + (counts.Glob || 0),
- cg: Object.entries(counts).filter(([n]) => /codegraph/.test(n)).reduce((s, [, v]) => s + v, 0),
- dur: results.reduce((s, r) => s + (r.duration_ms || 0), 0) / 1000,
- cost: results.reduce((s, r) => s + (r.total_cost_usd || 0), 0),
- processed,
- occupancy: {
- ctxFinal, ctxBase, windowTokens: WINDOW_TOKENS,
- charsPerToken, calibrated, compactions, dispersion, evicted: Math.round(evicted),
- residual: Object.fromEntries(FAMILIES.map((f) => [f, Math.round(residual[f])])),
- contributed: Object.fromEntries(FAMILIES.map((f) => [f, Math.round(contributed[f])])),
- chars: resultChars, results: resultCount,
- residualFileAccess: Math.round(FILE_ACCESS.reduce((s, f) => s + residual[f], 0)),
- contributedFileAccess: Math.round(FILE_ACCESS.reduce((s, f) => s + contributed[f], 0)),
- charsFileAccess: FILE_ACCESS.reduce((s, f) => s + resultChars[f], 0),
- },
- };
- }
- /** The occupancy block, as printed under a run and reused by the aggregator. */
- export function formatOccupancy(s, indent = ' ') {
- const o = s.occupancy;
- const n = (x) => x.toLocaleString('en-US');
- const pctCtx = (t) => (o.ctxFinal > 0 ? ((t / o.ctxFinal) * 100).toFixed(1) : '0.0');
- const pctWin = (t) => ((t / o.windowTokens) * 100).toFixed(1);
- const rows = [];
- const row = (label, tok, chars, results) => rows.push(
- `${indent} ${label.padEnd(18)}${(n(tok) + ' tok').padStart(12)} ${(pctCtx(tok) + '%').padStart(6)} of ctx ` +
- `${(pctWin(tok) + '%').padStart(6)} of ${Math.round(o.windowTokens / 1000)}k win` +
- (chars !== undefined ? ` (${n(chars)} chars, ${results} result${results === 1 ? '' : 's'})` : '')
- );
- const out = [`${indent}Residual context occupancy at end of run:`];
- out.push(`${indent} ${'final context'.padEnd(18)}${(n(o.ctxFinal) + ' tok').padStart(12)} ${(pctWin(o.ctxFinal) + '%').padStart(6)} of ${Math.round(o.windowTokens / 1000)}k window`);
- row('codegraph', o.residual.codegraph, o.chars.codegraph, o.results.codegraph);
- row('Read', o.residual.read, o.chars.read, o.results.read);
- row('Grep/Glob', o.residual.search, o.chars.search, o.results.search);
- row('Bash', o.residual.bash, o.chars.bash, o.results.bash);
- row('→ file-access', o.residualFileAccess, o.charsFileAccess,
- o.results.read + o.results.search + o.results.bash);
- row('other tools', o.residual.other, o.chars.other, o.results.other);
- const toolTotal = Object.values(o.residual).reduce((a, b) => a + b, 0);
- row('base (prompt+prose)', Math.max(0, o.ctxFinal - toolTotal));
- out.push(`${indent} ${' of which fixed'.padEnd(18)}${(n(o.ctxBase) + ' tok').padStart(12)} system + tool schemas + question, before any tool answered`);
- out.push(...rows);
- const dropped = o.contributed.codegraph + o.contributedFileAccess + o.contributed.other
- - (o.residual.codegraph + o.residualFileAccess + o.residual.other);
- out.push(
- `${indent} measure: ${o.charsPerToken.toFixed(2)} chars/tok ${o.calibrated ? 'measured' : '(FALLBACK — no clean gap to calibrate on)'}` +
- (o.dispersion !== null ? ` ±${(o.dispersion * 100).toFixed(1)}%` : '') +
- ` · turns ${s.turns} · compactions ${o.compactions}` +
- (o.evicted > 0 || dropped > 1 ? ` · evicted ${n(o.evicted)} tok` : '')
- );
- return out.join('\n');
- }
- // ---------------------------------------------------------------------------
- const isMain = process.argv[1] && import.meta.url === pathToFileURL(process.argv[1]).href;
- if (isMain) {
- const files = process.argv.slice(2).filter((a) => !a.startsWith('--'));
- if (!files.length) { console.error('usage: parse-run.mjs <run.jsonl> [run.t2.jsonl ...]'); process.exit(1); }
- const s = parseSession(files);
- console.log(`\n=== ${files.map((f) => f.split('/').pop()).join(' + ')} ===`);
- console.log(`codegraph tools exposed: ${s.initTools ? s.initTools.length : '?'}${s.raced ? ' [MCP COLD-START RACE — tool call hit "No such tool available"]' : ''}`);
- console.log(`\nTool calls (${s.toolCalls.length}):`);
- console.log(' by type:', JSON.stringify(s.counts));
- s.toolCalls.forEach((tc, i) => console.log(` ${i + 1}. ${tc}`));
- if (s.result) {
- const seg = s.results.length > 1 ? ` | ${s.results.length} segments (${s.results.map((r) => r.subtype).join(',')})` : '';
- console.log(`\nResult: ${s.result.subtype} | duration ${s.dur.toFixed(0)}s | turns ${s.turns}${seg}`);
- console.log(` tokens processed: ${s.processed.toLocaleString('en-US')} | cost $${s.cost.toFixed(3)}`);
- }
- console.log('');
- console.log(formatOccupancy(s));
- }
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