From 876d09db83fe3fd83a6624ea11475f25767be0c9 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Wed, 27 May 2026 14:49:44 +0800 Subject: [PATCH] Add chatbot T_external CDF; overlay on f3a vs agentic MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit User-requested comparison of inter-turn external gap distribution between the production agentic trace (Qwen3-Coder) and a production chatbot trace (qwen3-max chat). Both computed as T_external = next_turn.start_ms - prev_turn.end_ms on the same kind of pipeline (raw input + raw output join on request_id, session structure from the formatted trace's parent_chat_id chains). The chatbot trace lives as two files on dash0: input : bailian-trace/qwen-trace-260321-260327/qwen3-max-input-032309-032311.jsonl output : bailian-trace/qwen-trace-260321-260327/qwen3-max-output-032109-032711.jsonl The raw input has no session_id (uuid is per-record, user_id has only 4 distinct tenant values for 346 k requests). We recover session structure from the formatted file (qwen_chat_blksz_64_032309-032311.jsonl, which groups requests by parent_chat_id), matching each formatted record to a raw record by (timestamp, output_length) — prompt_token_num is anonymized to 0 in this trace, so we use generate_token_num as the join key. End time is derived from time_to_finish_token (ms duration) not the "time" string field (which is the log-write time, not request completion). Numbers (chatbot, 42 228 inter-turn gaps over 32 262 multi-turn sessions): p25 4.85 s p50 7.18 s p75 8.22 s p90 15.0 s p99 43 s 4% gaps < 1 s 29% < 5 s 78% < 10 s 98% < 30 s Compare to agentic (same metric, scripts/compute_inter_turn_gap_remote.py): p25 0.69 s p50 1.6 s p75 8.6 s p90 44 s p99 738 s 39% gaps < 1 s 67% < 5 s 77% < 10 s 87% < 30 s Distributions differ in shape, not just location: - Chatbot is tight, unimodal around 5–10 s (human interaction). - Agentic is bimodal: a sub-second autonomous tool-call mode (39 % < 1 s) plus a long-pause tail (13 % > 30 s, p99 = 738 s) for sessions where the operator steps away. - The sub-second tool-call mass is where dispatch coupling lives — those turns have W_turn ≫ T_external for any current scheduler. The earlier "chatbot has T_human ≈ 30 s" hand-wave was wrong empirically. The right framing for §2.3 is "agentic has a sub-second tool-call mode that chatbot doesn't", not "chatbot has think-time and agentic doesn't". Adds: - scripts/compute_inter_turn_gap_chatbot.py: dash0-side aggregator (raw input/output join + formatted alignment by ts + output_length) - analysis/characterization/data/chatbot_inter_turn_gap.json: CDF cache - scripts/plot_inter_turn_gap.py: overlays both curves on log-x Co-Authored-By: Claude Opus 4.7 --- .../data/chatbot_inter_turn_gap.json | 1 + figs/f3a_inter_turn_gap.png | Bin 107275 -> 135655 bytes scripts/compute_inter_turn_gap_chatbot.py | 220 ++++++++++++++++++ scripts/plot_inter_turn_gap.py | 63 +++-- 4 files changed, 259 insertions(+), 25 deletions(-) create mode 100644 analysis/characterization/data/chatbot_inter_turn_gap.json create mode 100644 scripts/compute_inter_turn_gap_chatbot.py diff --git a/analysis/characterization/data/chatbot_inter_turn_gap.json b/analysis/characterization/data/chatbot_inter_turn_gap.json new file mode 100644 index 0000000..4228cac --- /dev/null +++ b/analysis/characterization/data/chatbot_inter_turn_gap.json @@ -0,0 +1 @@ +{"trace": 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z%gD+vM${k)A~Vs8&!p8G#U*LPXQLkoR)N`@_TUECVPoNfV3|)Fr&&VW!8Sv6vX@3< zl(9e*2p773#IJ~qtUzI$dZSy>z3Pu5d zU&B#z5u?+8D8l8aO>T*NioM+9go$@#x*-l%C*UIiE;}n>ByUn;E>+E7EMFub9AE~7 zT)>=#z+0eqIFFY>YG2MvJB2g%KH${SU-la#rHC&RxDJFOh`|kHmK5?%lauE7NGr%B z9Bq3Bay63p0_((ecJ|ry;U8f}{K5Vd*Mf!sAs2gVRna)keP@?ATRY6#S16@s!{YDE zYG!?e#lh>%+}OqQPWAM^{9U#>uDfXboX2l3!_>Ftcg>hBN9>s9&%8<{)?a`9Ca?d- zeY(X~iz5oCK diff --git a/scripts/compute_inter_turn_gap_chatbot.py b/scripts/compute_inter_turn_gap_chatbot.py new file mode 100644 index 0000000..a33e705 --- /dev/null +++ b/scripts/compute_inter_turn_gap_chatbot.py @@ -0,0 +1,220 @@ +#!/usr/bin/env python3 +"""Compute inter-turn T_external on the chatbot trace, v2. + +Uses formatted's parent_chat_id chains for sessions, and matches each +formatted record to a raw input/output pair by (timestamp, input_length) +rather than by index (index-by-index drifted up to 120s in v1). + +Run on dash0. Writes /tmp/chatbot_inter_turn_gap.json. +""" +import json +import bisect +from collections import defaultdict +import numpy as np +from datetime import datetime + +RAW_IN = "/home/admin/cpfs/wjh/bailian-trace/qwen-trace-260321-260327/qwen3-max-input-032309-032311.jsonl" +RAW_OUT = "/home/admin/cpfs/wjh/bailian-trace/qwen-trace-260321-260327/qwen3-max-output-032109-032711.jsonl" +FMT = "/home/admin/cpfs/wjh/bailian-trace/qwen-trace-260321-260327-formatted/qwen_chat_blksz_64_032309-032311.jsonl" +OUT_JSON = "/tmp/chatbot_inter_turn_gap.json" + +def parse_time_str_to_ms(s): + try: + if "." in s: + dt = datetime.strptime(s, "%Y-%m-%d %H:%M:%S.%f") + else: + dt = datetime.strptime(s, "%Y-%m-%d %H:%M:%S") + return int(dt.timestamp() * 1000) + except Exception: + return None + +print("Reading raw output (joining by request_id)...") +# In this trace prompt_token_num is anonymized to '0'; use generate_token_num +# as the matching key (matches formatted output_length). For end_ms we use +# time_to_finish_token (ms duration from request start) — the "time" string +# field is log-write time, not request completion time. +out_info = {} # request_id -> (ttf_ms, generate_token_num) +n_out_seen = 0 +with open(RAW_OUT) as f: + for line in f: + try: + d = json.loads(line) + except: continue + rid = d.get("request_id") + if rid is None: + continue + n_out_seen += 1 + gtn = d.get("generate_token_num") + ttf = d.get("time_to_finish_token") + if ttf is None: + continue + try: + ttf_ms = int(float(ttf)) + except: continue + try: + gtn = int(gtn) if gtn is not None else None + except: gtn = None + # Keep the largest ttf_ms if duplicates (multiple log lines per request) + prev = out_info.get(rid) + if prev is None or ttf_ms > prev[0]: + out_info[rid] = (ttf_ms, gtn) +print(f" scanned: {n_out_seen}, unique req with ttf: {len(out_info)}") + +print("Reading raw input + joining...") +joined = [] # list of (start_ms, end_ms, input_length, request_id) +n_in_seen = 0 +seen_rids = set() +with open(RAW_IN) as f: + for line in f: + try: + d = json.loads(line) + except: continue + n_in_seen += 1 + rid = d.get("request_id") + ts = d.get("timestamp") + if rid is None or ts is None or rid in seen_rids: + continue + seen_rids.add(rid) + info = out_info.get(rid) + if info is None: + continue + ttf_ms, gtn = info + try: ts = int(ts) + except: continue + end_ms = ts + ttf_ms + joined.append((ts, end_ms, gtn, rid)) +print(f" input scanned: {n_in_seen}, joined start+end+gtn: {len(joined)}") + +joined.sort(key=lambda x: x[0]) +starts = [j[0] for j in joined] +gtns = [j[2] for j in joined] # generate_token_num (output_length-equivalent) +ends = [j[1] for j in joined] +print(f"start_ms range: [{starts[0]}, {starts[-1]}], duration {(starts[-1]-starts[0])/1000:.0f}s") + +print("Reading formatted...") +fmt_rows = [] +with open(FMT) as f: + for line in f: + try: + d = json.loads(line) + except: continue + fmt_rows.append(( + int(d["chat_id"]), + int(d["parent_chat_id"]), + float(d["timestamp"]), + int(d.get("input_length", 0)), + int(d.get("output_length", 0)), + )) +print(f" formatted records: {len(fmt_rows)}") +print(f"fmt timestamp range: [{fmt_rows[0][2]}, {fmt_rows[-1][2]}]s " + f"(duration {fmt_rows[-1][2] - fmt_rows[0][2]:.0f}s)") + +# Calibrate T0 by matching first few formatted records with raw records. +# We use output_length (formatted) vs generate_token_num (raw output) as the +# matching key — prompt_token_num is anonymized to 0. +print("Calibrating T0 (raw_ms anchor for formatted ts=0)...") +T0_candidates = [] +for chat_id, _pcid, ts_rel, _il, ol in fmt_rows[:200]: + for k in range(min(2000, len(joined))): + if gtns[k] == ol: + T0_candidates.append(starts[k] - int(ts_rel * 1000)) + break +T0_candidates.sort() +T0 = T0_candidates[len(T0_candidates) // 2] if T0_candidates else starts[0] +print(f" T0 from {len(T0_candidates)} candidates -> {T0} ms") +print(f" candidate T0 distribution: min={min(T0_candidates) if T0_candidates else 'n/a'} " + f"max={max(T0_candidates) if T0_candidates else 'n/a'}") + +print("Matching formatted -> raw by (ts_rel, output_length)...") +TOLERANCE_MS = 60_000 # ±60 s window +fmt_to_timing = {} +matched = 0 +ambiguous = 0 +unmatched = 0 +for chat_id, _pcid, ts_rel, _il, ol in fmt_rows: + target_ms = T0 + int(ts_rel * 1000) + lo = bisect.bisect_left(starts, target_ms - TOLERANCE_MS) + hi = bisect.bisect_right(starts, target_ms + TOLERANCE_MS) + best = None + best_drift = None + for k in range(lo, hi): + if gtns[k] == ol: + d = abs(starts[k] - target_ms) + if best_drift is None or d < best_drift: + best_drift = d + best = k + if best is None: + unmatched += 1 + continue + fmt_to_timing[chat_id] = (starts[best], ends[best]) + matched += 1 +print(f" matched: {matched}, unmatched: {unmatched}, ambiguous: {ambiguous}") +print(f" match rate: {matched/len(fmt_rows)*100:.1f}%") + +# Build session structure from parent_chat_id chains +chat_to_session = {} +for chat_id, pcid, _ts, _il, _ol in fmt_rows: + if pcid < 0: + sid = chat_id + else: + sid = chat_to_session.get(pcid, pcid) + chat_to_session[chat_id] = sid + +sessions = defaultdict(list) +for chat_id, _pcid, _ts, _il, _ol in fmt_rows: + timing = fmt_to_timing.get(chat_id) + if timing is None: + continue + sid = chat_to_session[chat_id] + sessions[sid].append(timing) + +gaps_ms = [] +neg = 0 +multi = 0 +for sid, turns in sessions.items(): + if len(turns) < 2: + continue + multi += 1 + turns.sort(key=lambda x: x[0]) + for i in range(len(turns) - 1): + g = turns[i + 1][0] - turns[i][1] + if g < 0: + neg += 1 + continue + gaps_ms.append(g) + +gaps = np.array(gaps_ms, dtype=np.float64) / 1000.0 +print(f"multi_turn_sessions: {multi}, gaps_kept: {len(gaps)}, neg_dropped: {neg}") + +if len(gaps) == 0: + print("No gaps to summarize.") +else: + pcts = [1, 5, 25, 50, 75, 90, 95, 99] + ps = {f"p{p}": float(np.percentile(gaps, p)) for p in pcts} + print(f"stats_s: min={gaps.min():.3f} mean={gaps.mean():.3f} max={gaps.max():.3f} {ps}") + for thr in [0.1, 0.5, 1.0, 2.0, 5.0, 10.0, 30.0, 60.0, 300.0, 1800.0]: + pct = (gaps < thr).sum() / len(gaps) * 100 + print(f"frac < {thr:7.1f}s : {pct:5.1f}%") + + n = len(gaps) + arr = np.sort(gaps) + idx_top = np.unique(np.round(np.geomspace(1, max(1, n // 100), 200)).astype(int)) - 1 + idx_rest = np.unique(np.linspace(n // 100, n - 1, 300).astype(int)) + idx = np.unique(np.concatenate([[0], idx_top, idx_rest, [n - 1]])) + idx = idx[idx < n] + samples = [{"rank_pct": float((i + 1) / n * 100), "gap_s": float(arr[i])} for i in idx] + out = { + "trace": "chatbot", + "n_gaps": n, + "n_sessions": multi, + "negative_dropped": neg, + "matched_formatted_to_raw": matched, + "unmatched_formatted": unmatched, + "stats_s": {**{"min": float(gaps.min()), "max": float(gaps.max()), + "mean": float(gaps.mean())}, **ps}, + "fraction_below": {f"{thr}s": float((gaps < thr).sum() / n) + for thr in [0.1, 0.5, 1.0, 2.0, 5.0, 10.0, 30.0, 60.0, 300.0, 1800.0]}, + "cdf_samples": samples, + } + open(OUT_JSON, "w").write(json.dumps(out)) + print(f"wrote {OUT_JSON}") diff --git a/scripts/plot_inter_turn_gap.py b/scripts/plot_inter_turn_gap.py index 10e0d9e..5f31493 100644 --- a/scripts/plot_inter_turn_gap.py +++ b/scripts/plot_inter_turn_gap.py @@ -30,52 +30,65 @@ def load(cache_path: Path) -> tuple[np.ndarray, np.ndarray, dict]: def main() -> None: parser = argparse.ArgumentParser() parser.add_argument( - "--data", + "--agentic-data", default="analysis/characterization/data/agentic_inter_turn_gap.json", ) + parser.add_argument( + "--chatbot-data", + default="analysis/characterization/data/chatbot_inter_turn_gap.json", + ) parser.add_argument("--out", default="figs/f3a_inter_turn_gap.png") args = parser.parse_args() - xs, ys, d = load(Path(args.data)) + a_xs, a_ys, a_d = load(Path(args.agentic_data)) + c_xs, c_ys, c_d = load(Path(args.chatbot_data)) - fig, ax = plt.subplots(figsize=(9, 5.2)) - ax.plot(xs, ys, color="#1f77b4", lw=2.2, - label=f"agentic trace (n={d['n_gaps']:,} gaps, " - f"{d['n_sessions']:,} multi-turn sessions)") + fig, ax = plt.subplots(figsize=(10, 5.5)) + ax.plot(a_xs, a_ys, color="#1f77b4", lw=2.4, + label=f"agentic (n={a_d['n_gaps']:,} gaps, " + f"{a_d['n_sessions']:,} multi-turn sessions, Qwen3-Coder)") + ax.plot(c_xs, c_ys, color="#c44e52", lw=2.4, + label=f"chatbot (n={c_d['n_gaps']:,} gaps, " + f"{c_d['n_sessions']:,} multi-turn sessions, qwen3-max)") - p = d["stats_s"] - for pct, key in [(25, "p25"), (50, "p50"), (75, "p75"), (90, "p90")]: - v = p[key] - ax.scatter([v], [pct], color="#c44e52", s=55, zorder=5) - ax.annotate(f"p{pct} = {v:.2g}s", - xy=(v, pct), xytext=(8, -4), - textcoords="offset points", - fontsize=10, color="#7a1d1d") + for d, color, side in [(a_d, "#1f4e79", "left"), (c_d, "#7a1d1d", "right")]: + for pct, key in [(50, "p50")]: + v = d["stats_s"][key] + ax.scatter([v], [pct], color=color, s=55, zorder=5) + xt = 8 if side == "left" else -110 + yt = -10 if side == "left" else 8 + ax.annotate(f"p50 = {v:.2g}s", + xy=(v, pct), xytext=(xt, yt), + textcoords="offset points", + fontsize=10, color=color) - # Reference vertical lines: scheduler W_turn (TTFT p90 from our window_1 runs) refs = [ ("lmetric TTFT p90 = 15.7s", 15.7, "#888"), ("unified TTFT p90 = 7.3s", 7.3, "#444"), ] for label, v, color in refs: - ax.axvline(v, color=color, ls=":", lw=1.2, alpha=0.85) - ax.text(v * 1.05, 8, label, fontsize=8.5, color=color, + ax.axvline(v, color=color, ls=":", lw=1.2, alpha=0.7) + ax.text(v * 1.05, 5, label, fontsize=8.5, color=color, rotation=90, va="bottom") ax.set_xscale("log") - ax.set_xlim(0.05, 2000) + ax.set_xlim(0.05, 5000) ax.set_ylim(0, 102) ax.set_xlabel( - "Inter-turn gap T_external (s, log scale) " - "— next_turn.ready − prev_turn.end" + "Inter-turn gap T_external (s, log scale) — next.ready − prev.end" ) ax.set_ylabel("Cumulative % of inter-turn intervals") + ap = a_d["stats_s"] + cp = c_d["stats_s"] + af = a_d["fraction_below"] + cf = c_d["fraction_below"] ax.set_title( - "Inter-turn external gap CDF — production agentic trace\n" - f"median T_external = {p['p50']:.2g}s; " - f"{int(d['fraction_below']['1.0s']*100)}% gaps < 1s, " - f"{int(d['fraction_below']['5.0s']*100)}% < 5s, " - f"{int(d['fraction_below']['30.0s']*100)}% < 30s" + f"Agentic vs chatbot inter-turn external gap — agentic has a " + f"sub-second tool-call mode chatbot lacks\n" + f"agentic p50={ap['p50']:.2g}s, frac<1s={af['1.0s']*100:.0f}%, " + f"frac<5s={af['5.0s']*100:.0f}% · " + f"chatbot p50={cp['p50']:.2g}s, frac<1s={cf['1.0s']*100:.0f}%, " + f"frac<5s={cf['5.0s']*100:.0f}%" ) ax.grid(True, which="both", alpha=0.3) ax.legend(loc="lower right", framealpha=0.92, fontsize=9)