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>
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@@ -197,13 +197,33 @@ class Client:
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# -- runs --------------------------------------------------------------
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def submit(
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self, flow: str, params: dict[str, Any] | None = None, seed: int | None = None
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self,
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flow: str,
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params: dict[str, Any] | None = None,
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seed: int | None = None,
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no_cache: bool = False,
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) -> RunHandle:
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row = self._call(
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"POST", f"/runs/flows/{flow}", json={"params": params or {}, "seed": seed}
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"POST",
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f"/runs/flows/{flow}",
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json={"params": params or {}, "seed": seed, "no_cache": no_cache},
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)
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return RunHandle(self, row["id"], row)
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def sweep(
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self,
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flow: str,
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entries: list[dict[str, Any]],
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no_cache: bool = False,
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) -> list[RunHandle]:
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"""Many runs of one flow at once. The caller decides what varies."""
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rows = self._call(
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"POST",
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f"/runs/flows/{flow}/sweep",
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json={"runs": entries, "no_cache": no_cache},
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)
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return [RunHandle(self, row["id"], row) for row in rows]
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def run(self, run_id: str) -> dict[str, Any]:
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result: dict[str, Any] = self._call("GET", f"/runs/{run_id}")
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return result
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