Files
app/docs/code/cli.md
T
stroblmeandClaude Opus 5 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
2026-08-25 08:21:27 +02:00

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13 KiB
Markdown

# The `fluksio` command
```sh
pip install fluksio
```
Installs the engine and the `fluksio` command. Python 3.12 or newer, Linux or
macOS.
There is a second, smaller distribution — `fluksio-worker` — for a machine that
should only *run nodes* for an engine elsewhere. It has none of the engine in
it. See [Remote workers](workers.md).
The command is two things at once: `serve`, `enroll` and `worker` *are* an
installation, while `login`, `sync`, `run`, `runs`, `sweep` and `status` talk to
one that may be anywhere.
## Where an installation lives
`.fluksio` beside your code, found the way `.git` is: from the working
directory, or any directory above it. Two repositories on one machine are
therefore two engines, with their own flows, runs and token. `fluksio serve`
makes one where there is none, and it ignores itself from within — a
`.gitignore` of `*`, so a database and a credential cannot be committed by
accident.
`--global` uses `~/.fluksio` instead, shared by every directory. `--data-dir`
(or `FLUKSIO_HOME`) names any directory outright and wins over both.
## `fluksio serve`
Runs the engine.
```sh
fluksio serve
```
On the first start it creates an admin account and prints its password **once**.
Nothing else has to be running: no database server, no message broker, no
Docker.
| Option | Default | What it does |
|---|---|---|
| `--data-dir PATH` | `./.fluksio` (or `$FLUKSIO_HOME`) | where this installation keeps everything |
| `--host HOST` | `127.0.0.1` | what to bind |
| `--port PORT` | `8000` | what to listen on |
| `--log-level LEVEL` | `info` | uvicorn's log level |
| `--admin-email ADDR` | `admin@example.com` | the account created on first run |
| `--admin-password PW` | generated | set it instead of having one generated |
| `--enroll CODE` | — | pair with a portal as part of coming up |
| `--portal URL` | — | the portal `--enroll` redeems at |
`--enroll` with `--portal` is the one-command setup: it pairs before the engine
starts, so the connection is dialled as part of coming up rather than needing a
restart. It is skipped if the installation is already enrolled.
!!! warning "One process"
`fluksio serve` holds the flow engine. A second one is a *second engine*
duplicated subscriptions, duplicated cron ticks, two webhooks answering the
same path. Run one, and distribute work with
[workers](workers.md) instead.
!!! note "`$HOME` on a cluster"
A login node's home directory is often NFS, where SQLite's write-ahead log
does not work — the database would be locked or corrupt. `fluksio serve`
warns when it notices; point `--data-dir` at local disk.
### What it prints
```text
Created the admin account admin@example.com
password: k3Qm-8vTpLdX
Shown once. Change it from the dashboard.
Fluksio 0.1.0 — data in /home/you/.fluksio
API http://127.0.0.1:8000/api/v1
No portal. Pair this installation with:
fluksio enroll <code>
```
An enrolled installation says which portal it is on instead, and notes that the
dashboard is served from there rather than here.
## `fluksio enroll`
Pairs an existing installation with a portal.
```sh
fluksio enroll ABCD-1234
```
| Option | What it does |
|---|---|
| `--portal URL` | a portal of your own, instead of `https://hub.fluksio.com` |
| `--as EMAIL` | the local account a portal session arrives as |
| `--data-dir PATH` | which installation, if not the one this directory is in |
Get the code from the portal under **Installations → Add installation**. It is
single-use and expires in fifteen minutes. `--as` matters when the installation
has several superusers — without it, enrolment refuses rather than guessing.
Afterwards, `fluksio serve` dials the portal as it comes up, and keeps dialling:
a portal that restarts, a wifi that changes, a laptop that suspends and wakes
somewhere else all end the same connection, and the link is put back up without
anybody noticing. A connection that stood up and then dropped is retried at
once; one that never stood up waits a little longer each time, up to half a
minute. See [Accounts and the portal](../interface/portal.md).
## `fluksio worker`
Runs nodes for an engine elsewhere. Everything after `worker` belongs to the
agent's own parser — it is the same program `fluksio-worker` installs, so the
two are interchangeable:
```sh
fluksio worker --url wss://api.example.com/api/v1/workers/attach \
--token "$FLUKSIO_WORKER_TOKEN" --labels gpu
```
See [Remote workers](workers.md).
## Talking to an engine
The commands below are the client half: they run wherever you work, and
address an engine over its API rather than being one — except under `--local`,
which boots one inside the command instead.
### `fluksio login`
```sh
fluksio login --url https://api.example.com
```
For an engine somewhere *else*. One you started yourself needs no login:
`fluksio serve` writes the token as it comes up and says where it put it.
The token goes in this project's `.fluksio/client.json`, or with `--global` in
`~/.fluksio/client.json`. Every command below reads it from there — nearest
first, walking up from the working directory — or from `FLUKSIO_URL` and
`FLUKSIO_TOKEN`, or from its own `--url` and `--token`. A token an older
version wrote to `~/.config/fluksio/client.json` is still read.
### `fluksio sync`
```sh
fluksio sync [PATH_OR_MODULE ...] # default: the current directory
```
Imports what you name, collects the flows the decorators declared, and uploads
each one with a generated import shim per node. A directory that is a package
is walked; a dotted name is imported as it stands; nothing is loaded from a
file path, because the shim has to import the same way.
| Flag | What it does |
|---|---|
| `--dry-run` | print the flow documents and shims, upload nothing |
| `--no-publish` | leave the upload as a draft |
| `--force` | overwrite a flow, or a node body, that was edited on the canvas |
Every sync retires the engine's workers, including one that had nothing to
upload — a worker holds your package in memory, so an edit to it is invisible
until the process goes. See
[Getting started: data science](../getting-started/data-science.md).
### `fluksio run`
```sh
fluksio run train --lr 0.05 --seed 7 [--wait]
```
Syncs the working directory, then submits a run — so the command after an edit
is this one and nothing else. Flags that are not its own are the flow's
inputs, typed by what the flow declares them as. `--wait` blocks until the run
finishes and exits non-zero if it failed. `--follow` waits as well, and prints
the numbers the run reports as they arrive:
```text
train.loss[14] = 3.40295e-06
```
Ctrl-C while either is waiting cancels the run on the engine rather than only
stopping the watching, and exits 130.
An input declared as an `artifact` takes the file a previous run produced,
named rather than typed out:
```sh
fluksio run evaluate --dataset @run:1758042000123-9f2ab41c.dataset
fluksio run evaluate --dataset sha256:6dd1f0…
```
`@run:<id>.<output>` is what that run's output was, and a bare digest is the
content itself; the engine resolves either into the reference. Passing the
whole reference as JSON still works and is what a script that already holds one
does — which is the same thing `flow.submit(dataset=run.result["dataset"])`
does from Python.
Run a flow with no parameters at a terminal and it asks for them, one line per
declared input, with the declared value in brackets:
```text
lr (float) [0.05]: 0.01
epochs (int) [10]:
dataset (artifact): @run:1758042000123-9f2ab41c.dataset
```
Enter keeps what is in brackets, so pressing it through the lot runs the
defaults. Nothing changes for a scripted run: passing any parameter, or piping
the command, skips the questions, and `--defaults` skips them explicitly.
`--no-sync` runs what is already on the engine. Worth it in a tight loop where
you know nothing changed, since syncing retires the workers and the next call
pays its imports again. A directory that declares no flows syncs nothing and
says nothing — a flow drawn on the canvas is run the same way.
`--no-cache` executes every node, including one an earlier run already
answered. See [Stage caching](../concepts/runs.md#stage-caching).
`--local` boots the engine inside this process instead of talking to a served
one, so there is no `fluksio serve` terminal to keep open. It is the same
installation either way — the same `.fluksio`, the same database, artifacts
and run history — so a run made this way and a run made through a served
engine cache against each other. It always waits, because the engine it starts
lives exactly as long as the command. Starting one costs a few seconds of
worker pool and module reconcile, against the ~15 ms of submitting to an
engine that is already up: `--local` is for "I just want to run it", not for a
loop you are iterating in.
### `fluksio status`
```sh
fluksio status [--watch]
```
The home screen's top half in a terminal: whether the engine is healthy and
what is wrong if not, then every flow with its state, its node count and
whether it has unpublished changes, and the last few failures under them.
`--watch` keeps it on screen and refreshes every five seconds until Ctrl-C —
the cadence the dashboard polls at, since nothing here moves faster. It needs a
terminal; without one, run it without `--watch` and the output pipes cleanly.
`--local` reads the flows and history out of this directory with no engine
served, the same way `runs --local` does. It cannot be watched: an in-process
engine is the command itself, so nothing changes under it.
### `fluksio runs`
```sh
fluksio runs [--flow train] [--limit 20]
```
The runs an engine has recorded, newest first: id, status, flow, duration, the
commit of the repository it came from, and its parameters. Statuses are
coloured when a terminal is reading the output — `ok` green, `error` red,
`cached` cyan. `--local` reads the same history from an in-process engine,
without one having to be served.
### `fluksio sweep`
```sh
fluksio sweep train --param lr=0.1,0.01 --param epochs=10,50 --wait
```
Every combination of the parameter lists, submitted as one group — four runs
above, sharing a `group_id` and executing in parallel. Values are typed by the
flow's inputs, the same as `run`'s are, and `--seed`, `--no-sync`,
`--no-cache` and `--local` mean what they do there. `--wait` blocks until all
of them are finished and exits non-zero if any failed.
## What lives in the data directory
```text
.fluksio/ (or ~/.fluksio, with `--global`)
├── client.json the token `serve` wrote, mode 600
├── .gitignore `*` — a database and a credential, ignored from within
├── fluksio.db SQLite: users, runs, metrics, observability, agents
├── flows/ a git repository — one directory per flow
│ ├── house/
│ │ ├── flow.json the published structure
│ │ ├── nodes/*.py the published node code
│ │ ├── flow.draft.json unpublished edits, if any
│ │ └── nodes.draft/*.py
│ ├── _lib/ shared node sources
│ ├── _dashboards/ dashboards, drafts and all
│ └── requirements.txt what the Modules screen installs
├── artifacts/ content-addressed bytes, two levels deep
├── user-venv/ the interpreter your node code runs on
├── secrets.enc encrypted credentials, deliberately outside flows/
├── alerts.json alert channels and rules
├── panels.json wall-panel pairings
├── oauth-key.pem signs agent tokens
├── cloud.json the portal enrolment, if there is one
├── secret_key signs sessions and derives the secrets key
└── env optional settings file
```
Two things follow from this layout and are worth internalising:
**`flows/` is a real git repository.** `git log` is the history of every change
anyone made to any flow. A run records the commit it ran at, so `git show` on
that hash is literally the code that produced the number.
**Backing up the data directory backs up the installation.** Everything else is
rebuildable. Copy it while the engine is stopped, or use SQLite's online backup
for the database if it is not.
## Settings
Settings come from the environment, or from an `env` file in the data
directory. The ones you are most likely to touch:
| Variable | Default | What it does |
|---|---|---|
| `DATA_DIR` | `./.fluksio` via the CLI; `~/.fluksio` with `--global` | everything below it derives from this |
| `DATABASE_URL` | SQLite in the data dir | any SQLAlchemy URL |
| `NODE_VENV` | `auto` | which interpreter node code runs on: `auto` adopts the venv Fluksio was installed into, `managed` builds one of its own, or name an interpreter |
| `REDIS_HOST` | unset | flow state in Redis instead of memory; survives a restart |
| `FRONTEND_HOST` | — | the address used in mails, OAuth metadata and panel links |
| `ENVIRONMENT` | `local` | `production` closes the interactive API schema |
| `MCP_ENABLED` | `false` | opens the [agent endpoint](agents.md) |
| `SECRET_KEY` | generated once | signs sessions, derives the secrets key |
The full list is in [Configuration](../reference/configuration.md).