Stage caching for batch runs, and an engine that lives in the command
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A code node in a batch run is now fingerprinted by its source, its raw
settings and the values it reads — an artifact input counting as its digest,
which is what the content addressing was always for. A run that finds the key
restores what the earlier one returned and skips the node, recorded as
`cached`. The run history is the cache: `run_node.outputs` beside the
`cache_key` the schema already had, no second store. On for code nodes, never
for the built-in and connector types that have side effects; off per node with
`@node(cache=False)` and per run with `--no-cache`.

Emissions are not replayed on a hit, so a cached training node returns its
result without redrawing its curve. Recorded in NOTEPAD.md with the two other
deliberate limits.

`fluksio run --local` boots the real app in the command's own process and
drives it through its ASGI interface behind the ordinary client, so a run no
longer needs a `serve` terminal beside it — same data directory, same history,
and the cache carries between the two. It always waits, because the engine it
starts lives exactly as long as the command.

Also: `fluksio sweep --param lr=0.1,0.01` for the product of the lists,
`run --follow` for a run's numbers as they arrive, Ctrl-C cancelling a waited
run rather than abandoning it, coloured statuses on a terminal, and `name`
made optional on the metrics endpoint so a follower can ask for every series.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
This commit is contained in:
2026-08-24 20:31:31 +02:00
co-authored by Claude Opus 5
parent 7a9502883a
commit 400d7d9c5c
23 changed files with 1147 additions and 58 deletions
+22 -2
View File
@@ -197,13 +197,33 @@ class Client:
# -- runs --------------------------------------------------------------
def submit(
self, flow: str, params: dict[str, Any] | None = None, seed: int | None = None
self,
flow: str,
params: dict[str, Any] | None = None,
seed: int | None = None,
no_cache: bool = False,
) -> RunHandle:
row = self._call(
"POST", f"/runs/flows/{flow}", json={"params": params or {}, "seed": seed}
"POST",
f"/runs/flows/{flow}",
json={"params": params or {}, "seed": seed, "no_cache": no_cache},
)
return RunHandle(self, row["id"], row)
def sweep(
self,
flow: str,
entries: list[dict[str, Any]],
no_cache: bool = False,
) -> list[RunHandle]:
"""Many runs of one flow at once. The caller decides what varies."""
rows = self._call(
"POST",
f"/runs/flows/{flow}/sweep",
json={"runs": entries, "no_cache": no_cache},
)
return [RunHandle(self, row["id"], row) for row in rows]
def run(self, run_id: str) -> dict[str, Any]:
result: dict[str, Any] = self._call("GET", f"/runs/{run_id}")
return result