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  stroblmeandClaude Fable 5.1
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3397739c14 |
Refuse a port the function cannot take, and read a failing node as degraded
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A python node's ports and settings arrive as keyword arguments, so a declared name its `process` does not take was a TypeError on every call — and a node that loads fine and fails every time it runs is the quiet kind of broken: the hosted demo did it 720 times an hour for two days and the health badge read ok throughout. `_build_node` now reads a written body with `ast` and refuses the mismatch at load, so the node is an error on the canvas and an issue on publish. Skipped for `**kwargs`, a decorated or absent `process`, and the template a new node opens with. The SDK's generated shim always takes `**settings`, so synced flows are untouched. `/observability/summary` names a node that has failed in the last fifteen minutes and reads degraded while it does, which is what would have made the badge amber. `nodes.failing` carries the count. Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01SkgNtaR6JspnHBFFP6crZj |
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stroblmeandClaude Opus 5
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65272a135f |
Adopt a member the portal vouches for
A share link admits somebody at the portal, so this instance first hears of them when they arrive rather than when a superuser types their code in. An unmapped portal identity is now checked once against the portal's own list of who may reach this instance and given an ordinary local account only if the portal vouches for it. Asking rather than believing the token is the point: a token stays signed and valid until it expires, so trusting its claims would let one rebuild the account somebody deleted here and deleting a user would stop being the whole of the revocation. The account-making itself moved out of the route, since both ways in build the same thing. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01GPMNwB2mGBP5j7dXRopcPH |
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stroblmeandClaude Opus 5
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058f16ec1d |
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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stroblmeandClaude Opus 5
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5b122341d5 |
New run: start a run from the app, on the working copy
The site promises simulated inputs and mocked sensor values, and nothing in the app was that. A run already is: the values are the caller's, the state is the run's own namespace, and nothing it computes reaches the live flow. What was missing was a screen to do it from, and the draft flag being honoured. `/runs/new` is a flow, a field per declared input, a seed and Run; `/runs` stays the log. A comma-separated list in a number field expands into the grid `fluksio sweep --param` builds and goes to the sweep route, so launching one no longer needs a terminal. Only numbers split: a comma in a string is content, and one in JSON is syntax. `RunCreate.draft` was validated at submit and dropped before the run executed, so "try the working copy" ran the published one. `Run.draft` is a column now, the driver reads the same copy the submit checked, and a retry carries it. `FlowSummary.mode` came with it so the rail can say which flows are batch before one is picked. Also here: a Retry button on a finished run, which the route has always had and the UI never did, and parameter cells truncated to their column with the full value on hover. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_013TTfoK82awm8wvxXhHz3XF |
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stroblmeandClaude Opus 5
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d471614e6a |
Push a frame instead of storing and fetching it
The rate the media dtypes could carry was one frame every second or two: each
was a file on the data volume, an event on the socket, and a request back for
the bytes. This closes both halves of that, and they are one feature.
`save_artifact(..., volatile=True)` writes to a `VolatileStore` — the same
content-addressed store, in `/dev/shm`, bounded by size with the oldest falling
out (`ARTIFACT_VOLATILE_BYTES`, 48 MB under the container's raised `shm_size`).
Nothing sweeps it: a frame nobody kept is not worth walking the store to find.
`ArtifactStore.path` falls through to it, which is what lets a volatile frame be
an ordinary reference everywhere else — the dtype check, a panel's digest scope,
`load_artifact` in a node, and the widget's own fetch all work on one unchanged.
`adopt` copies one into the store when a run records it, so "returned media is
kept, emitted media is not" stays true.
The bytes then go down the flows websocket as a length-prefixed binary frame,
sent just ahead of the `message_value` naming them, so a tile has the frame when
it hears the value moved. Nothing is pushed unasked: a client names the messages
it is drawing (`{"type":"media","names":[…]}`), a panel's list is intersected
with the scope it already had, and only the newest frame per name in a batch is
sent — a client that fell behind is not handed frames it would draw over. The
tunnel relays text only, so a screen reached through a portal falls back to
fetching, which is why the rate table now has two rows.
Around the edges: the remote worker's fetch cache is bounded at last
(`FLUKSIO_ARTIFACT_CACHE_BYTES`), since content addressing means nothing in it
ever expires and a media stream fills it with chunks nothing asks for twice; a
port carrying an image draws the frame in the node panel rather than only
saying `image/png · frame.png · 1.79kB`; and an edge chip says that much instead
of a line of hash. The media screenshot stops waiting for `networkidle` — a
camera is a socket that never goes quiet, which is the point of it.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01YC4u66vjzW54fnHu5Juhh9
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stroblmeandClaude Opus 5
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518231aa39 |
Touch is a panel setting, and the rail grows with it
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It described the wrong object. A dashboard is a document that may hang on a
hallway tablet and in a desk browser at the same time, and only one of those
has fingers on it — so the flag moves off `DashboardDef.settings` and onto
`PanelDef` as a plain bool, ticked in the Panels dialog. `useCanvasRoot` takes
it as an argument rather than reading the document, and `/panel/{id}` is the
only surface with a panel to ask.
Dropping the message binding with it is deliberate: nothing drove it, and a
flow deciding whether a screen has fingers on it was never the point. A stored
`settings.touch` is inert rather than migrated, which `_check_settings`
skipping unknown names already guaranteed.
The rail was the other half. It had no touch behaviour at all and its 40px
buttons met neither branch of the 44/32 rule. `[data-touch] .dui-rail{-item}`
in `ui/core/core.css` spends the padding and the gap on the buttons instead,
so they reach the 44px target and the rail comes out taller at exactly the
same width — `RAIL_INSET` never moves, and the arrangement under it does not
either.
Also closes the panels-dialog icon gap: `DashboardSummary` carries the `icon`
now, so the dialog draws each assigned dashboard's rail glyph beside its
checkbox. `initials()` went from three identical copies in the looks to one in
`Dashboard/icons.ts`, so the dialog and the rail fall back the same way.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Va7ExQDtuwKN7kNpHhWWNQ
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stroblmeandClaude Opus 5
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8a94bf10d7 |
Close the nine open SDK tasks: one engine per directory, a tabbed dashboard, re-pairing, run recovery
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serve: refuse a second engine for one data directory whatever port it was asked for, using the pidfile and a token this directory signed. The check runs before the database is touched and before the credential is written, which is what left every later CLI call pointing at a dead port. The terminal dashboard is three tabs (Overview, Runs, Logs) with the toolbar following the focused pane, the engine's output goes to serve.log rather than down a pipe, and closing the screen stops both reader threads so the prompt comes back. It adopts a running engine on every start, so stop/start and restart work on one it did not start, and a stop waits for the process to be gone before the next start. Enrolment reports itself in the modal. enroll: a new claim code replaces the pairing instead of being refused. The code is redeemed before anything is written, mappings to a portal being left are cleared, and a running engine redials when the stored enrolment changes. runs: an engine re-queues the runs left `queued` by the one before it, and `fluksio retry <id>` / `retry --group <sweep>` submits an interrupted run again with the same inputs and group, recorded through Run.parent_id. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01U9BoNGq6V9MdRWAte7JBuC |
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stroblmeandClaude Opus 5
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bdad6d7fc2 |
Make the docs state things rather than argue them
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The site read as a design journal: rationale paragraphs, hedges
("deliberately", "on purpose", "genuinely"), meta-commentary about the docs
themselves, and one em-dash every ten lines carrying an aside.
Roughly twenty rationale blocks are gone or reduced to what a reader needs
in order to use the thing. Em-dashes go from 507 to 135, and what is left is
structural rather than prose: list and definition separators, table cells,
and four inside code blocks that quote what the CLI actually prints.
Also: api.example.com becomes api.fluksio.com (the emails stay, since
bootstrap.py really defaults to admin@example.com and RFC 2606 reserves it);
the mqtt table gains the two settings it had drifted behind on and inject's
wording matches the engine; llms.txt lists the two connector pages that were
in the nav but not in it; and the two device/device_policy notes now agree.
Builds clean under `zensical build --strict`.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015YrQnKV3bnQd4K342y8tKj
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stroblmeandClaude Opus 5
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d01a8dad37 |
Rename Installation to Instance
Follows the portal: the noun is "instance" everywhere the app says it — UI strings, CLI output, error details, docs and comments. The wire keys (`instance_id`, `instance_token`) and the hub route this calls move with it. An existing cloud.json is adopted rather than refused: without the key alias the dataclass fails to parse, which the caller swallows and reads as "never enrolled" instead of "reconnect". `instance_key` on a node type becomes `target_key`. It means the outside thing a node points at, which is a different sense of the word, and keeping both would put two meanings of "instance" in one codebase. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015YrQnKV3bnQd4K342y8tKj |
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stroblme
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67c35093e6 |
Add a player widget, and let a slider be drawn as a fader
The player is the one tile that both reads and publishes, so it has two bindings: it shows a `record` describing what is playing — title, artist, album, status, and position and duration in seconds — and publishes transport words back to one `str` message (`toggle`, `next`, `prev`, `seek:<seconds>`). Those are a streamer's own vocabulary rather than this app's, which is what lets one tile drive whatever is on the other end. The position counts forward in the browser between readings, so the bar moves at one second while the device behind it is polled at whatever rate suits it; every reading that arrives is taken as the truth and the count restarts there. That is also why this is one record rather than five messages — a tile drawn from five would redraw itself five times, and show a new title against the old duration in between. Being both is why `INPUT_WIDGETS` does not gain it: what that set means is "the message this widget publishes is its only binding", which is exactly what a player is not. Its reading is checked the usual way and its `target` separately. The fader beside it needed nothing new. `ui/core` has had `orientation` on the slider all along and all three looks draw it; only the widget never passed it, so a volume control — the one thing reached for without looking, where up is louder — could not be a column. Now it can, and the tile's height is the track. |
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stroblmeandClaude Opus 5
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f370601aec |
Draw curves in the terminal, and stop waiting five seconds to hear
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`space` ticks runs on the serve dashboard's table and `enter` compares them: one metric in braille, five distinct hues, and the table of what actually differs under it. Both halves are routes that already existed — the browser's own comparison endpoint for the curves, the runs export for the table, whose input columns are filtered to the ones that vary. The palette is hue rather than the web's lightness ramp on purpose: five steps of one brand hue collapse to a single colour on a 16-colour tty. The screen also subscribes to the engine's event bus over the same websocket a browser uses, so a run that starts and finishes inside a tick is seen rather than only recorded. `a` lists what a run left behind and fetches it. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014SmyLMSqcJQ8tUL2qLj21s |
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stroblmeandClaude Opus 5
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68d2565054 |
Say at startup when a flow wants a card, and record one seed rather than two
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Three things the first pass left.
`serve` now names the flows asking for a GPU when the engine has none
declared. The placer already warned, but into the log, where a fresh install
that forgot `--gpus` does not read it — and the cost of missing it is GPU
nodes running concurrently, which is what the declaration exists to prevent.
The seed was the one field an export still had to coalesce: `--seed 1`
filled the run-level column and left `param.seed` blank, while a declared
seed filled the parameter and left the column blank. It is resolved like
every other input now, and the column carries the seed the run actually used
however it arrived — including when a parameter outranks the run's own,
where the column used to report the one that lost.
And the docs say plainly that declaring the card is what buys the worker
retirement: a node that imports jax without `resources={"gpus": 1}` never
gets CUDA_VISIBLE_DEVICES, so nothing marks its worker as one holding a card.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019Hra4ndWMCLU5F3KjUuVAc
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stroblmeandClaude Opus 5
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6111b90747 |
Document the dashboard, the artifacts command and what moved with them
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Covers this round of CLI work: the serve dashboard and its keys, the refusal to start a second engine for one installation, --plain, --gpus and the declared-not-detected card count, `fluksio artifacts`, the age column, `fluksio.logger` inside a node, the server extra, per-directory study module names, and an export whose columns no longer move with the selection. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_019Hra4ndWMCLU5F3KjUuVAc |
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stroblmeandClaude Opus 5
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4215e057d1 |
Add a global search, and stop the sidebar logo squeezing
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`GET /api/v1/search/` hands the client one flat index of everything worth jumping to — flows and the nodes inside them, dashboards and the widgets on them, panels, secrets, modules, workers and alert channels — and cmdk matches it in the browser, so results narrow while typing without a round trip per keystroke. A node hit is the one thing no list endpoint could answer: it opens its flow with that node in focus. The panel is reached from **Search** above Documentation in the sidebar, or ⌘K anywhere. The flow canvas palette moves to ⌘P, being the narrower of the two. The panels dialog gains an address (`/dashboards?panels`) so a panel hit has somewhere to land, and the sidebar logo gets `shrink-0`: the rail's width animates while the logo is already back, and a flex item short of room is squeezed rather than clipped. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_016vGH7jqcXxWKP9wZFPyVdU |
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stroblmeandClaude Opus 5
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971bd430c7 |
Count the runs in flight on Home, where an installation has any
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The tile only exists on an installation that has run something, which is the same "nothing has been run yet" the Runs screen goes by. The count comes from /runs/overview, already grouped by status in the database and already polled by the Runs screen, so Home shares its cache entry rather than paging rows or growing a second endpoint. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01K1moruzue2kTJd3uVisgNk |
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stroblmeandClaude Opus 5
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7efa75e242 |
Refuse a zero concurrency limit instead of reading it as the default
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FLOW_MAX_WORKERS, FLOW_MAX_CASCADES and FLOW_MAX_RUNS are all pool sizes, so 0 says neither "none" nor "unlimited" — it is a pool that cannot be built. They are PositiveInt now, so a 0 fails at startup naming the setting rather than being swallowed by `max_cascades or MAX_CASCADES`. The consuming fallbacks take only None as "nobody said": explicit `is None` in the executor, and no clamp on RunService.parallel. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01K1moruzue2kTJd3uVisgNk |
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stroblme
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565d6d2433 |
Docs: warn about the half-filled bucket, and say which node schedules
Say on the querying-chart page that a flow doing its own binning has to drop the newest bucket, as the observability endpoints already do, and make plain that `inject` is the scheduler while `trigger` is a debounce and hold. |
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stroblmeandClaude Opus 5
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70e542ec3c |
Surface a failing connector poll as node health and a flow issue
The poll loop remembered what it read rather than what it published, so a value the node could not publish counted as said: the next poll skipped it, succeeded, and health went back to ok with the port still dark. Remember it only after inject returns, and report ok last. A node reporting itself down is now derived into its flow's issues on read and counted on the health summary, so the canvas marks it and Home says so. Being down does not stop the flow, and the issue clears by itself when the node reports well again. The repeating poll warning is logged once per outage rather than once per tick. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01K1moruzue2kTJd3uVisgNk |
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stroblmeandClaude Opus 5
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9387755e59 |
Find a study wherever it is, and start on a port that is free
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Three things the one-folder-per-study layout ran into. **Discovery walks down.** A plain directory is now walked all the way, so `fluksio sync dev` finds `dev/s1_baseline/study.py` and naming each study is no longer the price of the layout. Hidden directories, `__pycache__`, `node_modules` and virtualenvs are left alone, and a package is taken whole. Two files that would import under one module name are refused, naming both: Python keeps one module per name, so the second would silently *be* the first — and a node's generated body imports by that name, so a worker would run the wrong study's code. The message says the fix, which is an `__init__.py` per study directory. A module that raises while importing is now a sentence naming the file rather than an importlib traceback. **`run` and `sweep` sync downwards too**, so the flow is found from the repository root without the sync-then-`--no-sync` two-step. A study that will not import is a warning rather than a stopped run, since a walk meets every study and a half-finished one two directories away is not this run's problem. The upload was already a no-op for a flow nothing changed in, so what the walk costs is import time — `--sync PATH` narrows it, and skipping unchanged subtrees would need a cache keyed on file state that is deliberately not here. **`serve` moves off a busy default port** — 8001, 8002, up to twenty — says which it took, and writes that one into `client.json`. A port given with `--port` still fails when it is taken, because naming one is asking for it. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01A9Hdrmf2cwNABCnE5x9UJa |
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stroblmeandClaude Opus 5
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f8a7dfb101 |
A sync that changed nothing says so again
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Comparing the per-node digest against an engine that does not record one is comparing against nothing, and reporting every node as changed on every sync for ever — which is what a client newer than its engine did, since `NodeDef` drops fields it has never heard of. A node is named now only when both sides carry a digest, so a no-op sync is `unchanged` again and the signal one syncs for is back. That silence had also been the only sign of the mismatch, so sync now names it: one line saying the engine stored no record of what a node's code reaches, with both versions in it and what to run. Bumped to 0.1.6 — the digest changed the stored document's shape, and a version that does not move makes two different engines indistinguishable, which is the thing it was made load-bearing for a day ago. `— draft` was printed whenever there was simply nothing to publish, which reads as work left unfinished. It is said only when a draft is genuinely there, and `— published` when one was. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01A9Hdrmf2cwNABCnE5x9UJa |
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stroblmeandClaude Opus 5
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91ef2bbe9a |
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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stroblmeandClaude Opus 5
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4479eeb726 |
Follow a record into its fields, name the metrics, name the version
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Three things the first export pass got wrong for a real study. **Dotted paths.** A node returns a record, not a scalar — the numbers arrive inside `final_metrics` — so `--metrics final_metrics.train_loss` yielded an empty column and `--metrics final_metrics` yielded the whole record in one cell. Both sides of the wide table now take dotted paths, and the defaults reach the same depth: every number a result carries is a column named by its path, and inputs are compared leaf by leaf, so two configurations differing in one field give that field as the axis rather than two blobs that are merely not equal. Lists stay whole — a curve belongs in the long table. **`--list`.** Metric names are flow-qualified, so `--name train_loss` matched nothing and said only that. `fluksio export metrics --list` prints the names the selection carries, and an empty export made with `--name` points at it. **A version to compare.** The CLI ships ahead of the engine and a stale one answered a flat 404 with nothing anywhere in the API to tell how old it was. The engine reports `version` on `/observability/summary`, `fluksio status` prints it, and a 404 from export now names both versions — or says "older" when the field itself predates the engine. Bumped to 0.1.5, which is what makes the number worth reading. Also formats `flow/metrics.py`, which had been committed unformatted and was the last `ruff format --check` failure. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01A9Hdrmf2cwNABCnE5x9UJa |
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stroblmeandClaude Opus 5
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51464941ac |
Export runs and their curves as tables an analysis reads
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`fluksio export metrics` is the long table — a row per run, metric and step —
and `fluksio export runs` the wide one, a row per run with the inputs that
*vary* across the selection as columns beside its final numbers, status,
duration and the commit and digest of the code it ran. Both carry the run id
on every row, which is the join back to the run page and what makes an
exported file auditable. `Client.export_metrics`/`export_runs` answer the same
rows to a notebook.
The engine streams csv or jsonl from two routes declared above `/{run_id}`;
parquet is a client-side conversion behind the new `fluksio[parquet]` extra,
so nobody pays for pyarrow who does not want dtypes kept. The long export
reads each run through `_series`, so a cached node's curve comes with it, and
`--stride` thins each series rather than the concatenation of all of them.
Two things they needed on the way: `GET /runs` takes `?since=` and `?before=`,
so a long history pages by the last row's own timestamp instead of an offset
that shifts under it; and a read that reaches no engine now says so in half a
second rather than seven, because `runs`, `flavors`, `export` and an unwatched
`status` pass `retries=0`. Everything that submits keeps them.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01A9Hdrmf2cwNABCnE5x9UJa
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stroblmeandClaude Opus 5
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37a7df9d24 |
Let a sweep run more than four at a time, and name the run a failure was in
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Concurrent runs sat at 4 whatever FLOW_MAX_CASCADES said: that setting bounds cascades, and the run drivers read a hardcoded MAX_PARALLEL nobody could reach. FLOW_MAX_RUNS is the knob they read now, --max-runs/--max-cascades/--max-workers are the same three as flags on serve, and the engine says which numbers it started with — which is the only way to tell that a settings file was read. Events keep the run they happened in. The payload always carried it and the persist path dropped it, so reading one run's failures meant filtering the engine-wide list; a batch run's id reaches those events now too, since a run has no journaled item to name itself by. Also: a provisioner's 0 means "no deadline" rather than "cancel on the next reconcile", and a command that reaches no engine says how to start one. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015sbYeYaVgYQqm1sbx7wPdL |
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stroblmeandClaude Opus 5
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c3675688c8 |
Wait for a deadline instead of polling for one
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The timer thread promoted due work on a fixed one-second tick, so every delayed item was 0-1000ms late whatever the load — measured on the house at 705ms mean on a rollershutter stop, which is 2-4% of a 26-second travel and accumulates in the position the motor node believes it is at. It now sleeps to the soonest deadline and is woken when a nearer one is scheduled, which measures 0.9ms end to end through Redis. A promoted timer also went to the back of the queue. It goes into a due lane of its own that `claim` reads first, so work that has waited out a deadline is not held up by work that is merely queued. Beside it, in the same code: seeding a message now bumps its version, so a re-put flow's synchronous nodes no longer wait forever on a value that is sitting in state; the consumer group drops the consumers of engines that are gone (138 had accumulated on this installation); and the cast that closes the long-standing `xclaim` mypy error. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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stroblmeandClaude Opus 5
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e2f97d36e4 |
Document the scheduler
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Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01A6HeySA27EkGANZN95QySW |
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stroblmeandClaude Opus 5
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40f8ad378d |
Ask a cluster for a machine when nothing here will do
Slurm is not a machine that attaches and stays; it is a queue somebody else owns. So nothing here submits a node to it. It submits a job whose payload is an ordinary worker dialling back in, and everything downstream — the protocol, the artifacts, cancellation, the books — already worked and did not have to learn what Slurm is. The alternative, which Covalent takes, is to stage a serialized call and a runner onto the login node, poll squeue and copy the result back: a second way of running a node beside the one that exists. The cost of not doing that is one assumption, that a compute node can open a connection outward. Where that is false, _payload is the single method a staged variant would replace. Clusters are configured in provisioners.json beside the alerts, since this is infrastructure an operator writes rather than anything a flow says. The script is generated with the system ssh and no new dependency, and prerun owns the environment — deliberately no pip install, because what is on a cluster is somebody's decision. One outstanding request per profile, cancelled if it never attaches and on the way out. Nothing autoscales. The run gate needed the same hook: a run held before it starts never reaches the placer's own wait, so it would have queued forever on a machine nothing had asked for. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01A6HeySA27EkGANZN95QySW |
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stroblmeandClaude Opus 5
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1a9753fa9d |
Let a worker say what machine it is
A worker reported its labels and nothing about the machine behind them, so the engine could route a node to a GPU box but not tell whether that box had a GPU free. Inventory — cores, GPUs, memory — now arrives with the hello frame, and the run frame carries back what the engine allocated for that call. Which is protocol 2 on both ends. GPUs are never probed: asking a vendor tool would make the one dependency two, so a GPU is what the batch job says it was given or what --gpus says. A worker that reports nothing still attaches and is scheduled by its label alone. Two things a job scheduler needs: --max-idle stops a worker started for one job rather than letting it hold its allocation to the walltime, and a refusal is now fatal instead of a reconnect loop that reads as a hang in a job's log. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01A6HeySA27EkGANZN95QySW |
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stroblmeandClaude Opus 5
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0ffcabfdb9 |
Media dtypes: image, audio and video as narrowed artifact references
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A port may now declare `image`, `audio` or `video`. Each is the artifact
reference the engine already had, narrowed by the `media_type` on it, so a
speech recogniser declares what it eats rather than taking any bytes at all and
finding out. Bytes still never travel as a message and nothing on the wire
stops being JSON: a camera publishes one reference per frame, a microphone one
per chunk, and a reference may carry a `meta` dict nothing here interprets.
Streaming media is therefore an ordinary streaming port — with one change to
what that means. An emission used to journal an item with no payload, so
downstream read whatever was current when the item was claimed; a consumer
slower than its producer saw only the newest chunk and the ones between were
lost. That is right for a training curve and wrong for a second of speech, so
an emission now journals a `kind="emission"` item carrying its values, and the
executor hands them to the nodes reading that message instead of writing them
to state again. The value in state stays the latest, which is what everything
else reads, and the wave is filtered by what actually changed rather than
walking everything reachable. No queue serialization change — the existing
`outputs` field carries it.
Continuous media makes the store's missing GC a real problem, so this closes
it: `sweep_artifacts` runs hourly, keeps every digest a `run_artifact` row
records or a live message holds, spares anything written in the last hour, and
stands aside entirely while a run is in flight, since a node may store a
checkpoint long before it returns the reference to it. That also collects the
orphans a deleted flow has always left behind. `ARTIFACT_GC_INTERVAL_S=0` turns
it off.
Around the edges: `GET /artifacts/{digest}` serves the media type the caller
passes and answers ranged requests, so a browser plays a clip rather than
downloading it; `PUT` spools to disk instead of holding the whole body in
memory, as does `save_artifact` given a path; a Media widget draws whatever its
message points at, and a wall panel may fetch the bytes its own tiles are
showing and nothing else; and a connector gets `save_artifact`, for a device
whose readings are bytes.
What this cannot do is live video: a frame every second or two is a glance, and
the honest answer above that is the camera's own stream, which the widget takes
as a URL and the browser plays from source.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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stroblme
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15a3c2ce62 |
Document how a connector handles a device that decides its own ports
An undeclared key fails the whole reading, so a connector whose ports vary by model has to narrow what it publishes to what was bound. Names the idiom and the once-not-per-poll rule for saying a declared port is missing. |
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stroblmeandClaude Opus 5
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608d30d884 |
Let a node say how much of the machine it takes
Five concurrent training nodes, each sizing its thread pool to every core,
left the engine's own event loop unscheduled: the API stopped answering
within 10 s and every client died. The same shape on a GPU deadlocked a run
for 21 minutes at 0% utilisation with nothing failing and nothing to read --
it just sat in `running`.
@node(resources={"cpus": 2}) is the declaration. The engine holds that much
for the length of the execution, so more of them than the machine has room
for wait their turn rather than oversubscribing it, and a `gpus` node holds
its card exclusively. FLOW_CPUS defaults to every core but two, and those two
are what keeps the engine answering.
Because a thread cap is read when the process imports the library, a warm
worker cannot be told a different one -- so an environment gets a pool of its
own and nodes deriving the same one share it, rather than paying a cold start
per call on exactly the nodes whose imports are slowest. XLA_FLAGS is never
derived: it is a composed, version-dependent string, so it travels in
resources.env where it is visible.
A node that declares nothing is not accounted for and behaves as it always
did -- it just gets FLOW_CPUS/FLOW_MAX_WORKERS as a thread cap, which is the
half of this that fixes the reported incident without anybody declaring
anything. An operator who set OMP_NUM_THREADS themselves still wins.
Resources are claimed strictly before a worker slot, so the two blocking
waits cannot deadlock. A node queued for them publishes node_queued and shows
on GET /workers/resources, because waiting and hanging looked identical.
Accounted, not enforced: no cgroups, no rlimits. Scheduling across machines,
flavours and enforcement are the next steps.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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stroblmeandClaude Opus 5
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4a38c6ed31 |
Name the code a run ran, and let an interrupted sync finish
Three faults with one root: the stored body of a code-defined node is an import shim, and nothing that mattered was ever read from the code itself. - The run stamp could not identify what ran. The shim imports whatever is on disk when the worker starts, and an uncommitted tree stamps <commit>-dirty for every run it ever produces. Run.code_digest hashes the repository's .py files, memoized on their stat state, and it is read again when the run is actually claimed -- so a sweep queued for hours records the code each of its runs executed, not the code that was there when it was submitted. - The stage cache adopted code that was too new. The fingerprint hashed the shim, which is invariant under any edit to the imported function or anything it calls into, so a re-run was served from cache and answered without the outputs the edit added. It now carries the repo digest and the node's declared ports. Every fingerprint changes once, which invalidates the existing cache; a canvas flow has no repository and keys as before. - An interrupted sync looked like a hand-edited canvas. The engine answers a new-node template for a node with no stored body, and the template carries no marker, so the drift check read "somebody edited this" and demanded --force -- for the one state that re-running the sync is the fix for. NodeSource.missing states the fact, and sync skips those and reuses the bodies it read instead of asking for each one twice. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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stroblmeandClaude Opus 5
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1f7c6646f1 |
Survive a busy engine: retry, idempotent submit, resilient waiting
A driver script died of one slow answer: httpx.ReadTimeout out of RunHandle.refresh() with a 30 s read timeout and no retry anywhere, which cost a sweep 78 of its 84 runs. - Split the timeout (5 s connect, 120 s read): a wrong URL fails at once, and a busy engine gets longer than the slowest thing it does on purpose (a 60 s compile, a 15 s rebuild wait). - Retry idempotent calls three times on a transport error or 502/503/504. 503 is the engine's own "ask again" — it is what RebuildBusy answers. - Submit carries a key the engine stores with the run, so a retry after a timeout returns that run instead of starting a second. A sweep keys every entry, so a half-created one recreates only what is missing. - wait() and --follow tolerate five failed polls in a row; a 404 still stops at once, because that is an answer rather than a gap. - CLI says "engine not answering" and names the run still on the engine, instead of printing a traceback. - runs: clamp the params column to 80 characters; events() takes the flow/since/until the endpoint already had; RunHandle.failures answers "what killed this run" from the run's own node rows. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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stroblmeandClaude Opus 5
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266acd1661 |
Document the cascade guarantee and the cascade ceiling
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A node runs when something it reads was published, not merely when something upstream of it ran — worth saying now that it is true, since it is what a reader relies on when a rate-limited port goes quiet. Plus `FLOW_MAX_CASCADES` in the engine's configuration table. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01BpfSinyCBfjuieikyfMPbf |
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stroblmeandClaude Opus 5
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1148e54c9e |
A run says whether the dashboard, the CLI or a script asked for it
`POST /runs/flows/{name}` hardcoded `cause: "api"`, so every row in the
history claimed the same origin. The body now carries an optional `cause`,
closed to the values the column knows — the dashboard sends nothing and stays
"api", `fluksio run` says "cli", and the SDK client says "sdk".
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_013Gf7WaExcJ9bs3kfJXB3nK
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stroblmeandClaude Opus 5
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a3a234756c |
A batch flow's input is a run parameter, not a missing value
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Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01UytviPMJbXzD8P84nLvXcq |
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stroblme
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4350916bd8 |
Scroll the runs table, pick a range, and choose what a comparison plots against
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stroblmeandClaude Opus 5
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3c15964364 |
A cached node keeps its curve, and any input can name a run's output
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A cache hit still replays no emissions — those values were the story of an
execution that is not happening — but the run they were recorded in is now
written on the row (`run_node.cached_from`), and the metrics endpoints read the
series back from there. So a reused run answers `run.metrics("train.loss")`
with the same points the run that trained did, rather than looking like a run
that produced no numbers at all. Pointed at rather than copied: a sweep of 500
reusing one frozen node would otherwise duplicate its curve 500 times.
That needed the cross-flow restore fixed first. The cache key has no flow in
it while the stored outputs are named for the flow that produced them, so
`quick.prepare` getting a hit from `train` wrote `train.dataset` into `quick`'s
state and the next node was called without its argument. One rule now covers
both halves: `requalify` reads a name owned by one flow as the same name in
another, applied to the restored outputs, to the node id behind the pointer,
and to the series names on the way out. Reuse across flows is kept.
Also: `@run:<id>.<output>` and a bare `sha256:` digest resolve on every input,
not only artifacts. Chaining a run's json config into the next one from a shell
meant pasting the whole object inline, and the CLI could not even send the
spelling — `_coerce` died in `json.loads` before the engine saw it. Both
spellings are reserved on every input now, `str` included, and `_from_run`
returns whatever the run's result holds rather than only a reference.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Dp9L6gakMVro1K2C5zdtBE
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stroblme
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03e12b7647 |
Document the runs screen, the run context and the generated dashboard
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stroblmeandClaude Opus 5
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60757fa7fa |
Style the engine's own logs, notice enrolment while serving, say more in status
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Four things from a testing pass. `fluksio serve` printed its own lines through the root logger, which has no handler and falls back to `INFO:fluksio.cloud.connector:...` — beside uvicorn's aligned output it reads like something went wrong. The engine's loggers and alembic's now use uvicorn's own handler. Named rather than configuring the root: httpx logs every portal call at INFO and none of that is printed today. `fluksio enroll` writes its config from another process, so an engine already serving never learned it had been paired. It now looks for one every few seconds and dials when it appears. `load()` rather than `exists()`, or a file that does not parse would be restarted forever. `fluksio status` says where the installation stands with its portal — never paired, linked, or paired and unreachable, which is the one worth acting on. `--seed` and `--timeout` had no help text at all. Both say what they are for now, and the docs say what a seed is actually for: recorded on the run, part of its input digest, and passed to an input named `seed` when the flow declares one, so the number a run is labelled with is the one the code drew from. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_019V5bsYGNxcgPs4xXmTPx69 |
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stroblmeandClaude Opus 5
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7c5b212f43 |
Let fluksio status read a local installation
`runs --local` already exists for the reason status needs it: the flows and the history are in this directory, and looking at them should not need a server. Watching still does — an in-process engine is the command itself, so nothing could change under it — and says so rather than sitting on a still frame. Found setting up a sandbox that drives the SDK entirely through --local. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_019V5bsYGNxcgPs4xXmTPx69 |
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stroblmeandClaude Opus 5
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4941c2787c |
Add fluksio status, and ask for a run's parameters at a terminal
Two halves of the same gap: the CLI could start work but not show you any. `fluksio status` draws the home screen's top half in a terminal — health and what is wrong with it, every flow with its state and node count, and the recent runs and failures under them. `--watch` keeps it there. Rich does the drawing; it was already installed under fastapi's own CLI, and is named now because a command depends on it. `fluksio run` with no parameters at a terminal asks for them, one line per declared input with its declared value in brackets — so Enter through the lot is what running the defaults looks like, and an artifact input takes the `@run:` spelling the engine now resolves. A scripted run is untouched: passing any parameter, or piping the command, skips the questions, as does --defaults. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_019V5bsYGNxcgPs4xXmTPx69 |
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stroblmeandClaude Opus 5
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93374a310e |
Refuse what a node cannot publish, and stop timing out work that is fine
Four things the python SDK turned up, each fixed where every client sees it. A key no port declares is now an error rather than a silent drop, on the return, the yield and the emit alike — the contract the docs already stated. The SDK reads literal yields at sync time, so a typo fails before anything runs, and an emission of one fails the call rather than being logged where nobody looks. NaN and infinity are refused at the port. JSON cannot spell either, so one that travelled came back as a 500, a socket frame that stopped the canvas, or a metric batch the database dropped whole. An artifact input takes `@run:<id>.<output>` or a bare digest, resolved on the engine — so the CLI, the run dialog and a python caller mean the same thing, and a sweep can pass one at all. Node timeouts are off by default. The clock measured silence, which a training node is full of, and remote workers had already stopped enforcing it — their heartbeat reset it. Now a heartbeat proves the agent rather than the node, ninety seconds of nothing fails the call either way, and the engine touches work it is still running so a long node is not redelivered at sixty seconds. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_019V5bsYGNxcgPs4xXmTPx69 |
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stroblmeandClaude Opus 5
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400d7d9c5c |
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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stroblmeandClaude Fable 5
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7e4f03369b |
Three fewer things to remember
**The portal link puts itself back up.** It already retried a connection that raised, but a session that ended *cleanly* — a portal restarting, a proxy closing an idle socket — returned normally and went straight back round the loop with no wait at all, so an engine could spin against a portal that was merely saying goodbye politely. Every ending now reconnects on a delay, and the delay turns on whether the attempt got as far as attaching: one that stood up and dropped is a network event and retries at once, one that never stood up waits longer each time. Jittered, so a portal coming back is not met by every installation it serves in the same instant. Ping timeouts are named rather than defaulted, since they are what bounds how long a suspended laptop's dead socket looks alive, and the keepalive task is awaited so the reason a link went reaches the log instead of the garbage collector. **`fluksio enroll <code>`** is the whole command now; hub.fluksio.com is the default and `--portal` names another. The one command run before anything works should not need two flags. **`fluksio run` syncs first.** The reason a run exists is usually the edit before it, so remembering to sync was remembering to do something the computer could do — including the worker refresh, which is what makes an edit to your own package take effect at all. `--no-sync` opts out for a tight loop. That last one needed discovery fixed: it only ever looked at top-level `*.py`, so a repository whose code is in a package — the ordinary shape — found nothing from its own root. It now descends into the packages it holds. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_012ue1tkFWB1bcGy3aWhCKpU |
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stroblmeandClaude Fable 5
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99f6530698 |
One installation per project, and no login to reach it
Two things a local install should not have asked for. `fluksio serve` now signs you in. Logging in to your own machine was a formality — the password was printed by the same process that would have checked it, and the database it authenticates against sits in the directory the token goes into — so `serve` mints the token itself and says where it put it. `fluksio login` is left for an engine somewhere else. And an installation is `.fluksio` beside the code, found the way `.git` is, rather than one `~/.fluksio` for the machine. A repository with its own venv was already getting its own engine; it now gets its own flows, run history and token too, instead of three repositories sharing one database and fighting over one port. `--global` asks for the shared one, `--data-dir` still names any directory, and when both exist the banner says which you are looking at and how to reach the other. The directory ignores itself from within — a `.gitignore` of `*`, the way uv writes one into `.venv` — because it holds a credential and a database, and neither belongs in anybody's history. The token is written mode 600. A login an older version wrote to ~/.config/fluksio is still read, so nothing that worked stops working. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_012ue1tkFWB1bcGy3aWhCKpU |
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stroblmeandClaude Opus 5
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d4a9406c51 |
Fix the CI gates: Python 3.13, concurrency groups, hook violations
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The gates have never gone green on the new runners. Three separate reasons: - backend/Dockerfile shipped Python 3.10 while the code imports typing.Self and datetime.UTC, so the container exited on import and the suite could not even load its conftest. The image moves to 3.13 and the packages declare >=3.12, which is the floor the tests actually pass on; ruff's target follows and rewrites timezone.utc and asyncio.TimeoutError accordingly. Relocking drops the 3.10 branch, which bumps FastAPI and so regenerates the SDK. - frontend/README.md had no trailing newline and two dashboard widgets used arbitrary text-[…] sizes. Both are em-relative on purpose, so they move to the inline style the neighbouring ramp already uses. - Every commit left its own run queued: without a concurrency group a runner that was offline for a while works through a backlog nobody reads. A stack that fails to come up now prints its logs before the teardown removes it. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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stroblme
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49bc8994f3 |
Add the Fluksio look, and make it the one a dashboard starts in
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Two looks were somebody else's language spoken well, and neither was the product's. A dashboard nobody has dressed yet should look like the rest of the app, so there is now a third set that follows the root DESIGN-GUIDELINES.md to the letter — `--card` surfaces told from the page by a hairline and a low shadow rather than by colour, every control a pill, 16px panels, frosted floating chrome, one slate-blue accent spent on what a person can act on — and it is what `look` means when nothing says otherwise. That also turns the exemption the other way round. The dashboard is still allowed to look unlike the product; it just no longer does so by default. An existing dashboard, which has never named a look, lands on the design it had before any of this. Restraint is the style rather than an omission here: no ripple, no glow, no lift, and a press answered by the colour changing. The one deliberate departure is the selector, which holds its choice in `--primary` rather than the `--accent` the segmented rule asks for — that is a decision about the widget, not about the look, and a control must not change what it signals when the drawing changes. All three sets hold it the same way. |
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stroblmeandClaude Opus 5
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9746c6ce95 |
Move the seed scripts out to the private workspace root
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Several of them describe this installation specifically — its broker, its aircon, its DMX wiring — and this repository is about to be public. The test and client-generation scripts stay; CI depends on scripts/test.sh. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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stroblmeandClaude Opus 5
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bd2c4b66e9 |
Publish the connector contract and authoring guide
Adds reference/connector-contract.md and code/connectors.md to the site, with the node-type reference finally linking the contract it describes. Strict build passes. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |