Key a node on the code it reaches, not on the repository around it
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`sync` follows each node function's imports through the project's own modules — stopping at the standard library, at anything installed, and at Fluksio itself, whose checkout would otherwise be most of every digest — and records the file list with what it hashed to. The engine hashes those files again when the run is claimed, so the fingerprint is live rather than a snapshot, and falls back to what sync recorded when it cannot see them: a remote worker's runs used to share one empty digest, and therefore one key. Three things follow. Editing a helper a node calls into re-runs that node, as before. Editing something the node never reaches no longer re-runs anything — a notebook two directories away was invalidating every arm. And `Run.code_digest` is now the hash of its nodes' digests, so it is neither looser nor tighter than "the code behind these numbers", which is what makes it worth joining an exported table on. `sync` says so too: it compares the per-node digest against the stored one, so a helper edit prints `train: updated (flow, fit)` instead of `unchanged`. The digest is read when the document is built rather than when the flow is declared, so a second `sync()` in one process sees an edit between them. Also: `fluksio runs` shows only the inputs that differ from what the flow declares, fitted to the terminal, so a flow taking a few kB of json no longer wraps every line. Every existing cache entry misses once — the fingerprint changed shape. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01A9Hdrmf2cwNABCnE5x9UJa
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@@ -542,9 +542,13 @@ Beside your commit is `code_digest`, and `fluksio runs` prints the pair as
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`a1b2c3d-dirty+9f0e1a2`. The commit alone cannot identify what ran: your node
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bodies are imports, so the engine executes whatever is on disk when the worker
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starts, and an uncommitted tree stamps `-dirty` for every run it ever produces.
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The digest is read at the moment the run starts — so in a sweep whose runs
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queue for hours, each one records the code that actually executed it, not the
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code that was there when you submitted.
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The digest is over the modules this flow's nodes actually reach — not the
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whole repository, so it moves when the code behind a number moves and stays
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put when a notebook beside it changes — and it is read at the moment the run
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starts, so in a sweep whose runs queue for hours each one records the code
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that actually executed it rather than the code that was there when you
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submitted. It is what makes the column worth joining an
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[exported table](../concepts/runs.md#taking-it-into-a-dataframe) on.
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### When the engine is busy
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