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d2136d7 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 | #!/usr/bin/env python3
"""Kaggle GPU usage ledger.
Kaggle gives each account ~30 GPU-hours per week, 2 concurrent sessions. The
number that matters is not "did it finish" but "how many GPU seconds did it
cost", and nobody was tracking it.
# record a finished run by hand
python scripts/kaggle_usage.py log --kernel yamahei21python/uzu-eval-4b-rtn-probe \
--account owner --seconds 5420 --gpu T4x2 --note "4B RTN eval v3"
# or track it until it stops
python scripts/kaggle_usage.py track --kernel yamahei21python/uzu-emb8-08b-gpu --account owner
# weekly report against the quota
python scripts/kaggle_usage.py report --week 2026-W45 --quota-hours 30
The ledger is JSON Lines so a crashed run cannot corrupt it.
"""
from __future__ import annotations
import argparse
import json
import subprocess
import time
from datetime import date, datetime
from pathlib import Path
from typing import Any
ROOT = Path(__file__).resolve().parents[1]
LEDGER = ROOT / "logs" / "kaggle_usage.jsonl"
TERMINAL = ("COMPLETE", "ERROR", "FAILED", "CANCEL", "CANCELLED")
def week_key(value: date) -> str:
year, week, _ = value.isocalendar()
return f"{year}-W{week:02d}"
def is_terminal(status: str) -> bool:
upper = status.upper()
return any(marker in upper for marker in TERMINAL)
def append_entry(ledger: Path, entry: dict[str, Any]) -> None:
ledger.parent.mkdir(parents=True, exist_ok=True)
with ledger.open("a", encoding="utf-8") as handle:
handle.write(json.dumps(entry, ensure_ascii=False) + "\n")
def read_entries(ledger: Path) -> list[dict[str, Any]]:
if not ledger.exists():
return []
entries = []
for line in ledger.read_text(encoding="utf-8").splitlines():
line = line.strip()
if not line:
continue
try:
entries.append(json.loads(line))
except json.JSONDecodeError:
continue
return entries
def summarize(entries: list[dict[str, Any]], week: str, quota_hours: float) -> dict[str, Any]:
filtered = [entry for entry in entries if entry.get("week") == week]
by_account: dict[str, dict[str, Any]] = {}
for entry in filtered:
account = entry.get("account", "unknown")
bucket = by_account.setdefault(account, {"runs": 0, "seconds": 0.0, "kernels": []})
bucket["runs"] += 1
bucket["seconds"] += float(entry.get("seconds", 0))
bucket["kernels"].append(entry.get("kernel"))
quota_seconds = quota_hours * 3600
for account, bucket in by_account.items():
bucket["hours"] = round(bucket["seconds"] / 3600, 2)
bucket["remaining_hours"] = round((quota_seconds - bucket["seconds"]) / 3600, 2)
bucket["used_pct"] = round(100 * bucket["seconds"] / quota_seconds, 1) if quota_seconds else None
total_seconds = sum(bucket["seconds"] for bucket in by_account.values())
return {
"week": week,
"quota_hours_per_account": quota_hours,
"accounts": by_account,
"total_hours": round(total_seconds / 3600, 2),
"runs": len(filtered),
}
def format_report(summary: dict[str, Any]) -> str:
lines = [
f"week {summary['week']} quota {summary['quota_hours_per_account']}h/account runs {summary['runs']}",
f"{'account':10s} {'hours':>8s} {'left':>8s} {'used':>7s} kernels",
"-" * 72,
]
for account, bucket in sorted(summary["accounts"].items()):
kernels = ", ".join(str(name) for name in bucket["kernels"][-3:])
lines.append(
f"{account:10s} {bucket['hours']:8.2f} {bucket['remaining_hours']:8.2f} "
f"{(bucket['used_pct'] or 0):6.1f}% {kernels}"
)
return "\n".join(lines)
def kernel_status(kernel: str) -> str:
result = subprocess.run(
["kaggle", "kernels", "status", kernel], text=True, capture_output=True, check=False
)
text = (result.stdout or "") + (result.stderr or "")
for line in text.splitlines():
if "status" in line.lower():
return line.strip()
return text.strip()
def track(kernel: str, account: str, interval: float, ledger: Path) -> dict[str, Any]:
started = time.time()
status = ""
while True:
status = kernel_status(kernel)
if is_terminal(status):
break
print(f"{time.strftime('%H:%M:%S')} {status}", flush=True)
time.sleep(interval)
entry = {
"kernel": kernel,
"account": account,
"seconds": round(time.time() - started, 1),
"status": status,
"week": week_key(date.today()),
"finished": datetime.now().isoformat(timespec="seconds"),
"note": "tracked",
}
append_entry(ledger, entry)
return entry
def main() -> None:
parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
parser.add_argument("--ledger", type=Path, default=LEDGER)
sub = parser.add_subparsers(dest="command", required=True)
log = sub.add_parser("log")
log.add_argument("--kernel", required=True)
log.add_argument("--account", default="owner")
log.add_argument("--seconds", type=float, required=True)
log.add_argument("--gpu", default="T4x2")
log.add_argument("--week", default=None)
log.add_argument("--note", default="")
track_cmd = sub.add_parser("track")
track_cmd.add_argument("--kernel", required=True)
track_cmd.add_argument("--account", default="owner")
track_cmd.add_argument("--interval", type=float, default=60.0)
report = sub.add_parser("report")
report.add_argument("--week", default=None)
report.add_argument("--quota-hours", type=float, default=30.0)
report.add_argument("--json", type=Path, default=None)
args = parser.parse_args()
if args.command == "log":
entry = {
"kernel": args.kernel,
"account": args.account,
"seconds": args.seconds,
"gpu": args.gpu,
"week": args.week or week_key(date.today()),
"logged": datetime.now().isoformat(timespec="seconds"),
"note": args.note,
}
append_entry(args.ledger, entry)
print(json.dumps(entry, ensure_ascii=False))
elif args.command == "track":
entry = track(args.kernel, args.account, args.interval, args.ledger)
print(json.dumps(entry, ensure_ascii=False))
else:
week = args.week or week_key(date.today())
summary = summarize(read_entries(args.ledger), week, args.quota_hours)
print(format_report(summary))
if args.json:
args.json.parent.mkdir(parents=True, exist_ok=True)
args.json.write_text(json.dumps(summary, indent=2, ensure_ascii=False) + "\n", encoding="utf-8")
print(f"wrote {args.json}")
if __name__ == "__main__":
main()
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