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trace: time_to_parent_chat annotation + thinktime trace variants

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Adds `scripts/add_ttp_streaming.py`: one streaming pass over the 522 GB raw
glm5.1 trace to build {chat_id: (ready_ms, end_ms)} and join the real
inter-turn gap onto the COMPLETE formatted trace (no early-exit, low memory).
  time_to_parent_chat = (this.request_ready_time_ms - parent.request_end_time_ms)/1000
  = tool-exec + agent think-time; turn-1 -> null, negatives clamped to 0.

Ships the two ttp-annotated sampled traces (same anonymized data + one
timestamp-derived field; regenerated via sample_trace.py --seed 42 so they are
row-for-row identical to the non-ttp variants on all 9 shared fields):
  traces/w600_r0.0015_st30_ttp.jsonl          (1214 reqs)
  traces/w600_r0.0015_st30_first600s_ttp.jsonl (807 reqs)
They are needed to replay with --dispatch-mode thinktime without the
non-redistributable raw trace, so they are added to the .gitignore allowlist.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Gahow Wang
2026-05-30 20:58:49 +08:00
parent 8a6b22c11c
commit 075f5bbc22
4 changed files with 2157 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

3
.gitignore vendored
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@@ -11,3 +11,6 @@ traces/*
.claude/ .claude/
# third_party/vllm tracked in git for patch management # third_party/vllm tracked in git for patch management
!traces/w600_r0.0015_st30_first600s.jsonl !traces/w600_r0.0015_st30_first600s.jsonl
# + time_to_parent_chat annotation (for --dispatch-mode thinktime); same anon data
!traces/w600_r0.0015_st30_ttp.jsonl
!traces/w600_r0.0015_st30_first600s_ttp.jsonl

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scripts/add_ttp_streaming.py Normal file
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@@ -0,0 +1,133 @@
#!/usr/bin/env python3
"""Annotate the COMPLETE formatted trace with `time_to_parent_chat` (seconds).
Streaming variant of add_time_to_parent.py for the full 2-h trace (~2.1M rows):
the needed chat_id set == all chats, so there is no early-exit -- we read the
whole raw once anyway. So instead of holding all formatted rows in memory we:
1. scan raw once -> timing = {chat_id: (ready_ms, end_ms)} (+ track min_ready)
2. stream the formatted file line-by-line, join, write out.
time_to_parent_chat = (this.request_ready_time_ms - parent.request_end_time_ms)/1000
= real external gap (tool exec + agent think) between the parent turn
*finishing* in production and this turn *arriving*.
turn-1 (parent_chat_id in {-1,0,null}) -> null; negatives clamped to 0;
parent outside the window (no timing) -> null.
Run on dash0 (raw lives there).
"""
from __future__ import annotations
import json
import sys
import time
KCHAT = b'"chat_id":'
KREADY = b'"request_ready_time_ms":'
KEND = b'"request_end_time_ms":'
def parse_int_after(line: bytes, key: bytes):
i = line.find(key)
if i < 0:
return None
i += len(key)
n = len(line)
while i < n and line[i] in (0x20, 0x09): # space/tab
i += 1
j = i
if j < n and line[j] == 0x2D: # '-'
j += 1
while j < n and 0x30 <= line[j] <= 0x39:
j += 1
return int(line[i:j]) if j > i and line[i:j] != b'-' else None
def scan_timing(raw_path: str):
"""One pass over raw -> {chat_id: (ready_ms, end_ms)}, plus min ready_ms."""
timing: dict[int, tuple[int, int]] = {}
min_ready = None
t0 = time.time()
nbytes = nlines = 0
with open(raw_path, "rb", buffering=1 << 22) as f:
for line in f:
nbytes += len(line)
nlines += 1
cid = parse_int_after(line, KCHAT)
if cid is None or cid in timing:
continue
ready = parse_int_after(line, KREADY)
end = parse_int_after(line, KEND)
if ready is None or end is None:
continue
timing[cid] = (ready, end)
if min_ready is None or ready < min_ready:
min_ready = ready
if nlines % 200000 == 0:
print(f"[scan] {nlines} lines / {nbytes/1e9:.0f} GB / "
f"{time.time()-t0:.0f}s / {len(timing)} chats", flush=True)
print(f"[scan] DONE {len(timing)} chats in {nbytes/1e9:.1f} GB / "
f"{time.time()-t0:.0f}s", flush=True)
return timing, (min_ready or 0)
def main():
in_trace = sys.argv[1] # formatted compact .jsonl
out_trace = sys.argv[2] # output .jsonl
raw_path = sys.argv[3] # 522 GB raw .jsonl
timing, min_ready = scan_timing(raw_path)
n_rows = n_ann = n_neg = n_no_self = n_no_parent = 0
ttps = []
t0 = time.time()
with open(in_trace) as fin, open(out_trace, "w") as fout:
for ln in fin:
r = json.loads(ln)
n_rows += 1
cid = r["chat_id"]
p = r.get("parent_chat_id")
ttp = None
if p not in (None, -1, 0, ""):
if cid in timing and p in timing:
ttp = (timing[cid][0] - timing[p][1]) / 1000.0
if ttp < 0:
n_neg += 1
ttp = 0.0
ttps.append(ttp)
n_ann += 1
elif cid not in timing:
n_no_self += 1
else:
n_no_parent += 1
r["time_to_parent_chat"] = ttp
if cid in timing:
r["_ready_off_s"] = (timing[cid][0] - min_ready) / 1000.0
fout.write(json.dumps(r) + "\n")
ttps.sort()
n = len(ttps)
pc = lambda q: ttps[min(int(q * n), n - 1)] if n else 0
print(f"[join] {time.time()-t0:.0f}s", flush=True)
print(f"[done] rows={n_rows} annotated={n_ann} "
f"(neg_clamped={n_neg}) self_missing={n_no_self} "
f"parent_missing={n_no_parent}")
print(f"[ttp] p25={pc(.25):.2f}s p50={pc(.5):.2f}s p90={pc(.9):.2f}s "
f"p99={pc(.99):.2f}s (f3a ref: p50~1.6s)")
if n:
print(f"[ttp] frac<1s={sum(1 for x in ttps if x<1)/n:.0%} "
f"frac<5s={sum(1 for x in ttps if x<5)/n:.0%}")
# sanity: trace.timestamp vs re-derived ready offset for a few rows
chk = []
for ln in open(out_trace):
r = json.loads(ln)
if "_ready_off_s" in r:
chk.append((r["timestamp"], r["_ready_off_s"]))
if len(chk) >= 5:
break
print("[sanity] (trace.timestamp, raw ready_off_s):",
[(round(a, 1), round(b, 1)) for a, b in chk])
print(f"wrote {out_trace}")
if __name__ == "__main__":
main()

807
traces/w600_r0.0015_st30_first600s_ttp.jsonl Normal file
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@@ -0,0 +1,807 @@
{"chat_id": 1237198, "parent_chat_id": -1, "timestamp": 0.0, "input_length": 8228, "output_length": 21, "type": "coder", "turn": 1, "hash_ids": [12292995, 12292996, 12292997, 12304212, 12304213, 12304214, 12304215, 12304216, 12304217, 12311566, 12311567, 12311568, 12311569, 12311570, 12318563, 12318564, 12318565], "time_to_parent_chat": null, "session_id": "1237198"}
{"chat_id": 1237337, "parent_chat_id": -1, "timestamp": 0.4420000000000073, "input_length": 3976, "output_length": 78, "type": "coder", "turn": 1, "hash_ids": [12309322, 12309323, 12309324, 12319949, 12319950, 12319951, 12319952, 12319953], "time_to_parent_chat": null, "session_id": "1237337"}
{"chat_id": 1237773, "parent_chat_id": 1237198, "timestamp": 1.9920000000001892, "input_length": 10237, "output_length": 27, "type": "coder", "turn": 2, "hash_ids": [12292995, 12292996, 12292997, 12304212, 12304213, 12304214, 12304215, 12304216, 12304217, 12311566, 12311567, 12311568, 12311569, 12311570, 12318563, 12318564, 12323845, 12323846, 12323847, 12323848], "time_to_parent_chat": 0.134, "session_id": "1237198"}
{"chat_id": 1237877, "parent_chat_id": -1, "timestamp": 2.4520000000002256, "input_length": 749, "output_length": 27, "type": "coder", "turn": 1, "hash_ids": [12325182, 12325183], "time_to_parent_chat": null, "session_id": "1237877"}
{"chat_id": 1239034, "parent_chat_id": -1, "timestamp": 6.222000000000662, "input_length": 13489, "output_length": 83, "type": "coder", "turn": 1, "hash_ids": [364052, 364053, 364054, 12336707, 12336708, 12336709, 12336710, 12336711, 12336712, 12336713, 12336714, 12336715, 12336716, 12336717, 12336718, 12336719, 12336720, 12336721, 12336722, 12336723, 12336724, 12336725, 12336726, 12336727, 12336728, 12336729, 12336730], "time_to_parent_chat": null, "session_id": "1239034"}
{"chat_id": 1239100, "parent_chat_id": -1, "timestamp": 6.451000000000022, "input_length": 37165, "output_length": 183, "type": "coder", "turn": 1, "hash_ids": [44767, 44768, 44769, 44770, 44771, 44772, 44773, 127444, 75740, 127445, 127446, 127447, 127448, 127449, 127450, 127451, 127452, 127453, 127454, 127455, 127456, 127457, 127458, 127459, 127460, 127461, 127462, 127463, 127464, 127465, 127466, 127467, 127468, 127469, 8983871, 8983872, 8983873, 8983874, 12337377, 12337378, 12337379, 12337380, 12337381, 12337382, 12337383, 12337384, 12337385, 12337386, 12337386, 12337387, 1738555, 1738555, 12337388, 12337389, 12337390, 12337391, 12337392, 12337393, 12337394, 12337395, 12337396, 12337397, 12337398, 12337399, 12337400, 12337401, 12337402, 12337403, 12337404, 12337405, 12337406, 12337407, 12337408], "time_to_parent_chat": null, "session_id": "1239100"}
{"chat_id": 1239577, "parent_chat_id": 1237877, "timestamp": 8.113000000000284, "input_length": 1620, "output_length": 91, "type": "coder", "turn": 2, "hash_ids": [12325182, 12342035, 12342036, 12342037], "time_to_parent_chat": 3.822, "session_id": "1237877"}
{"chat_id": 1239704, "parent_chat_id": -1, "timestamp": 8.554000000000087, "input_length": 5194, "output_length": 54, "type": "coder", "turn": 1, "hash_ids": [12325298, 12325299, 12325300, 12325301, 12325302, 12325303, 12325304, 12335875, 12343073, 12343074, 12343075], "time_to_parent_chat": null, "session_id": "1239704"}
{"chat_id": 1239755, "parent_chat_id": -1, "timestamp": 8.731000000000677, "input_length": 66214, "output_length": 86, "type": "coder", "turn": 1, "hash_ids": [987, 988, 989, 990, 991, 992, 993, 994, 995, 996, 997, 998, 999, 1000, 1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010, 1011, 1012, 1013, 1014, 1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1023, 12343455, 6866241, 2853774, 6866242, 7163, 7164, 7165, 7166, 7167, 7168, 7169, 7170, 7171, 7172, 7173, 7174, 7175, 7176, 7177, 7178, 7179, 7180, 7181, 7182, 7183, 7184, 6866243, 6866244, 6866245, 6866246, 6866247, 6866248, 6866249, 6866250, 6866251, 6866252, 6866253, 6866254, 6866255, 6866256, 6866257, 8545375, 8556763, 8697639, 8697640, 8697641, 8697642, 8697643, 8697644, 8801955, 9096778, 9096779, 9096780, 9096781, 9096782, 9096783, 9096784, 9096785, 9096786, 9149397, 9149398, 9362937, 9625264, 9969708, 9969709, 9969710, 9969711, 9969712, 10041460, 11312552, 11312553, 11312554, 11312555, 11312556, 11738834, 11738835, 11738836, 11738837, 11817307, 11870242, 11870243, 12068422, 12068423, 12068424, 12068425, 12068426, 12068427, 12068428, 12068429, 12180426, 12180427, 12343456, 12343457], "time_to_parent_chat": null, "session_id": "1239755"}
{"chat_id": 1240198, "parent_chat_id": -1, "timestamp": 10.07300000000032, "input_length": 30040, "output_length": 101, "type": "coder", "turn": 1, "hash_ids": [156827, 156828, 156829, 156830, 156831, 156832, 156833, 156834, 156835, 156836, 156837, 5767151, 5767152, 5767153, 5767154, 5767155, 5767156, 5767157, 5767158, 5767159, 5767160, 5767161, 5767162, 5767163, 5767164, 5767165, 5767166, 5767167, 5767168, 5767169, 5767170, 5767171, 8388251, 8388252, 8388253, 8388254, 8388255, 8388256, 8388257, 8388258, 8388259, 8388260, 8388261, 8388262, 8388263, 8388264, 8388265, 8388266, 8388267, 8388268, 8388269, 8388270, 8388271, 8388272, 12328522, 12348124, 12348125, 12348126, 12328526], "time_to_parent_chat": null, "session_id": "1240198"}
{"chat_id": 1240558, "parent_chat_id": 1239034, "timestamp": 11.321000000000822, "input_length": 18420, "output_length": 2204, "type": "coder", "turn": 2, "hash_ids": [364052, 364053, 364054, 12336707, 12336708, 12336709, 12336710, 12336711, 12336712, 12336713, 12336714, 12336715, 12336716, 12336717, 12336718, 12336719, 12336720, 12336721, 12336722, 12336723, 12336724, 12336725, 12336726, 12336727, 12336728, 12336729, 12351436, 12351437, 12351438, 12351439, 12351440, 12351441, 12351442, 12351443, 12351444, 12351445], "time_to_parent_chat": 0.734, "session_id": "1239034"}
{"chat_id": 1240924, "parent_chat_id": -1, "timestamp": 12.574000000000524, "input_length": 7429, "output_length": 35, "type": "coder", "turn": 1, "hash_ids": [12342008, 12342009, 12342010, 12342011, 12342012, 12342013, 12342014, 12342015, 12342016, 12342017, 12342018, 12342019, 12354472, 12354473, 12354474], "time_to_parent_chat": null, "session_id": "1240924"}
{"chat_id": 1241942, "parent_chat_id": -1, "timestamp": 15.945000000000618, "input_length": 7587, "output_length": 38, "type": "coder", "turn": 1, "hash_ids": [12364172, 12364173, 12364174, 12364175, 12364176, 12364177, 12364178, 12364179, 12364180, 12364181, 12364182, 12364183, 12364184, 12364185, 12364186], "time_to_parent_chat": null, "session_id": "1241942"}
{"chat_id": 1241953, "parent_chat_id": -1, "timestamp": 15.994000000000597, "input_length": 1093, "output_length": 105, "type": "coder", "turn": 1, "hash_ids": [12364240, 12364241, 12364242], "time_to_parent_chat": null, "session_id": "1241953"}
{"chat_id": 1242838, "parent_chat_id": -1, "timestamp": 18.993000000000393, "input_length": 17157, "output_length": 155, "type": "coder", "turn": 1, "hash_ids": [55644, 55645, 55646, 55647, 55648, 55649, 55650, 12372250, 2951112, 12372251, 12372252, 12372253, 12372254, 12372255, 12372256, 12372257, 12372258, 12372259, 12372260, 12372261, 12372262, 12372263, 12372264, 12372265, 12372266, 12372267, 12372268, 12372269, 12372270, 12372271, 12372272, 12372273, 12372274, 12372275], "time_to_parent_chat": null, "session_id": "1242838"}
{"chat_id": 1242953, "parent_chat_id": 1239577, "timestamp": 19.379000000000815, "input_length": 2659, "output_length": 14, "type": "coder", "turn": 3, "hash_ids": [12325182, 12342035, 12342036, 12357464, 12373319, 12373320], "time_to_parent_chat": 7.674, "session_id": "1237877"}
{"chat_id": 1243831, "parent_chat_id": -1, "timestamp": 22.252000000000407, "input_length": 11074, "output_length": 264, "type": "coder", "turn": 1, "hash_ids": [4545, 4546, 4547, 4548, 4549, 4550, 4551, 4552, 4553, 4554, 4555, 137500, 137501, 12381648, 12381649, 137504, 137505, 137506, 12381650, 12381651, 12381652, 12381653], "time_to_parent_chat": null, "session_id": "1243831"}
{"chat_id": 1243943, "parent_chat_id": 1239704, "timestamp": 22.65400000000045, "input_length": 14812, "output_length": 23, "type": "coder", "turn": 2, "hash_ids": [12325298, 12325299, 12325300, 12325301, 12325302, 12325303, 12325304, 12335875, 12343073, 12343074, 12353398, 12353399, 12353400, 12353401, 12353402, 12362248, 12362249, 12362250, 12362251, 12362252, 12362253, 12374360, 12374361, 12374362, 12374363, 12374364, 12382332, 12382333, 12382334], "time_to_parent_chat": 11.676, "session_id": "1239704"}
{"chat_id": 1244640, "parent_chat_id": -1, "timestamp": 25.149000000000342, "input_length": 8274, "output_length": 40, "type": "coder", "turn": 1, "hash_ids": [12346349, 12346350, 12346351, 12346352, 12346353, 12346354, 12346355, 12353250, 12363902, 12363903, 12363904, 12370522, 12389149, 12389150, 12389151, 12389152, 12389153], "time_to_parent_chat": null, "session_id": "1244640"}
{"chat_id": 1245572, "parent_chat_id": -1, "timestamp": 28.282000000000153, "input_length": 6109, "output_length": 49, "type": "coder", "turn": 1, "hash_ids": [12397656, 12397657, 12397658, 12397659, 12397660, 12397661, 12397662, 12397663, 12397664, 12397665, 12397666, 12397667], "time_to_parent_chat": null, "session_id": "1245572"}
{"chat_id": 1245624, "parent_chat_id": 1241953, "timestamp": 28.373000000000502, "input_length": 10382, "output_length": 36, "type": "coder", "turn": 2, "hash_ids": [12364240, 12364241, 12380769, 12380770, 12380771, 12380772, 12380773, 12380774, 12380775, 12380776, 12380777, 12380778, 12398115, 12398116, 12398117, 12398118, 12398119, 12398120, 12398121, 12398122, 12398123], "time_to_parent_chat": 7.869, "session_id": "1241953"}
{"chat_id": 1246244, "parent_chat_id": 1240924, "timestamp": 30.502000000000407, "input_length": 17447, "output_length": 66, "type": "coder", "turn": 2, "hash_ids": [12342008, 12342009, 12342010, 12342011, 12342012, 12342013, 12342014, 12342015, 12342016, 12342017, 12342018, 12342019, 12354472, 12354473, 12365097, 12370962, 12370963, 12370964, 12370965, 12378987, 12378988, 12378989, 12378990, 12384895, 12384896, 12384897, 12384898, 12393889, 12393890, 12393891, 12404797, 12404798, 12404799, 12404800, 12404801], "time_to_parent_chat": 15.443, "session_id": "1240924"}
{"chat_id": 1246348, "parent_chat_id": 1245572, "timestamp": 30.882000000000517, "input_length": 6182, "output_length": 36, "type": "coder", "turn": 2, "hash_ids": [12397656, 12397657, 12397658, 12397659, 12397660, 12397661, 12397662, 12397663, 12397664, 12397665, 12397666, 12397667, 12405800], "time_to_parent_chat": 0.122, "session_id": "1245572"}
{"chat_id": 1247111, "parent_chat_id": 1241942, "timestamp": 33.54899999999998, "input_length": 17975, "output_length": 35, "type": "coder", "turn": 2, "hash_ids": [12364172, 12364173, 12364174, 12364175, 12364176, 12364177, 12364178, 12364179, 12364180, 12364181, 12364182, 12364183, 12364184, 12364185, 12370891, 12379261, 12379262, 12379263, 12379264, 12386129, 12386130, 12386131, 12386132, 12386133, 12391712, 12391713, 12391714, 12391715, 12398819, 12398820, 12398821, 12398822, 12412294, 12412295, 12412296, 12412297], "time_to_parent_chat": 15.157, "session_id": "1241942"}
{"chat_id": 1247941, "parent_chat_id": 1244640, "timestamp": 36.365999999999985, "input_length": 10696, "output_length": 11, "type": "coder", "turn": 2, "hash_ids": [12421739, 12421740, 12421741, 12421742, 12421743, 12421744, 12421745, 12421746, 12421747, 12421748, 12421749, 12421750, 12421751, 12421752, 12421753, 12421754, 12421755, 12421756, 12421757, 12421758, 12421759], "time_to_parent_chat": 8.173, "session_id": "1244640"}
{"chat_id": 1248768, "parent_chat_id": -1, "timestamp": 39.14500000000044, "input_length": 11515, "output_length": 49, "type": "coder", "turn": 1, "hash_ids": [948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 58774, 12408861, 12408862, 12408863, 12429471, 12429472], "time_to_parent_chat": null, "session_id": "1248768"}
{"chat_id": 1249058, "parent_chat_id": -1, "timestamp": 40.17100000000028, "input_length": 4126, "output_length": 34, "type": "coder", "turn": 1, "hash_ids": [12432326, 12432327, 12432328, 12432329, 12432330, 12432331, 12432332, 12432333, 12432334], "time_to_parent_chat": null, "session_id": "1249058"}
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