Close eight open SDK tasks: the pidfile, the log, cards, names and a live curve
Each was a loose end recorded under `### SDK` in the notepad. `serve` takes its own pidfile down on SIGTERM. uvicorn restores the handler it found and re-raises the signal it stopped on, so the default handler ended the process without unwinding and the `finally` never ran — which is what a stop sends, and what left `serve.pid` behind. `serve.log` is cut back past 5 MB by the engine rather than by the screen that started it, so an adopted engine is bounded too. Gated on its own stdout being an appended regular file, which is what makes the cut safe: the kernel then puts the next write at the new end. Cards are counted from `/dev/nvidia[0-9]*`, so `FLOW_GPUS`/`--gpus` of 0 means "work it out" the way `FLOW_CPUS` always has. The engine counts, not the accountant — a remote worker builds one of those from its own inventory, and detecting there would hand it the engine host's cards. The worker counts last: what a batch job says it was granted still wins. `GET /runs/metrics/names` is the distinct over a selection that `--list` and the terminal's metric picker were approximating by reading the newest run that had measured anything, which missed a name only an older run ever wrote. `MetricSink` announces each batch it has written (`run_metric`, carrying the names). Not a per-point event: one covers up to 500 points or two seconds of them, and the rows stay the record. The terminal comparison fills in as the first readings land instead of staying blank until reopened, and the browser refetches the run and any comparison rather than the list behind them. `retry --group` pages the list route by `before` instead of stopping at 500. The terminal dashboard takes the terminal's colours (`ansi-dark`), and the web UI can re-pair from Settings without disconnecting first. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PRQ9bmTvCbqCwXo9mxZzzV
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@@ -378,20 +378,18 @@ RUN_COLUMNS = (
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)
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def _selected(
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session: Session,
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def _selection(
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flow: str | None,
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status: str | None,
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group: str | None,
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ids: str,
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since: datetime | None,
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until: datetime | None,
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) -> list[Run]:
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"""The runs an export covers, newest first — the filters the list takes.
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) -> Any:
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"""The query behind a selection of runs, newest first.
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Capped: the filters bound a *sensible* request and nothing bounded an
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unfiltered one, so asking for everything read every row of the table into
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memory before a byte was sent. A truncated export says so in a header.
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Separate from reading it, because the names route asks the same question
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as a subquery rather than for the rows.
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"""
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statement = select(Run).order_by(col(Run.created_at).desc())
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if flow:
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@@ -407,6 +405,25 @@ def _selected(
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statement = statement.where(col(Run.created_at) >= _aware(since))
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if until:
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statement = statement.where(col(Run.created_at) < _aware(until))
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return statement
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def _selected(
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session: Session,
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flow: str | None,
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status: str | None,
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group: str | None,
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ids: str,
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since: datetime | None,
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until: datetime | None,
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) -> list[Run]:
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"""The runs an export covers, newest first — the filters the list takes.
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Capped: the filters bound a *sensible* request and nothing bounded an
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unfiltered one, so asking for everything read every row of the table into
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memory before a byte was sent. A truncated export says so in a header.
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"""
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statement = _selection(flow, status, group, ids, since, until)
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return list(session.exec(statement.limit(EXPORT_CAP + 1)))
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@@ -614,6 +631,34 @@ def export_runs(
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return _stream(format, "runs", columns, chunks(), truncated)
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@router.get("/metrics/names", response_model=list[str])
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def read_metric_names(
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session: SessionDep,
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flow: str | None = None,
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status: str | None = None,
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group: str | None = None,
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ids: str = "",
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since: datetime | None = None,
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until: datetime | None = None,
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) -> Any:
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"""Every metric name the selected runs recorded.
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A name is flow-qualified — a node of `train` writing `train_loss` records
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`train.train_loss` — so this is the answer to "what would match". Exact
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over the whole selection: the client used to read the newest run that had
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measured anything and take its names for the vocabulary, which missed a
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name only an older run ever wrote. Declared before `/{run_id}`, or that
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route would take "metrics" for an id.
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"""
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chosen = _selection(flow, status, group, ids, since, until).with_only_columns(
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col(Run.id)
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)
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names = session.exec(
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select(col(RunMetric.name)).where(col(RunMetric.run_id).in_(chosen)).distinct()
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).all()
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return sorted(names)
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@router.get("/{run_id}", response_model=RunDetail)
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def read_run(run_id: str, session: SessionDep) -> Any:
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"""One run in full: what it was asked, what each node did, what it made."""
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