Command line¶
Every command, with its options and defaults. python -m nuboard … works the
same as nuboard …, and nuboard COMMAND -h prints the options of a command.
Commands that take a folder default to $NUBOARD_DIR, or ./experiments if
it is not set. A folder can be a tree of projects, one project or one run.
| Command | What it does |
|---|---|
up |
start the viewer |
demo |
write a demo workspace, optionally with a live run |
ls |
list runs, optionally filtered by a query |
rm |
delete runs chosen by a query or id |
compact |
write data.parquet for ended runs |
merge |
merge the projects of one folder into another |
import-tensorboard |
import TensorBoard logs as runs |
artifact |
add, list, show, unlink and restore artifact versions |
version |
print the version |
up¶
nuboard up [DIR] [options]
Start the viewer on DIR. If the port is taken, the next free one (up to 19
further) is used.
| Option | Default | Meaning |
|---|---|---|
--host |
127.0.0.1 |
interface to listen on; off localhost an access token is needed |
--port |
6070 |
port to listen on |
--open |
open a browser tab | |
--token VALUE |
$NUBOARD_TOKEN, or random off localhost |
access token; the printed link signs a browser in |
--no-token |
serve a non-local --host without a token (anyone who reaches it can use it) |
|
--edit-artifacts |
allow adding artifact versions (references to paths on the server, or from a run's files by copy or reference) and unlinking them in the viewer | |
--read-only-reports |
refuse every change to reports (uploads included) and hypothesis boards (for a shared server) | |
--max-image-mb |
20 |
size limit of an image uploaded into a report |
--max-text-mb |
5 |
size limit of a text file uploaded into a report |
--max-audio-mb |
50 |
size limit of an audio file uploaded into a report |
See Using the viewer, Sharing on a network and Sharing from a cloud machine.
demo¶
nuboard demo [DIR] [--up] [--port 6070] [--open] [--edit-artifacts]
Write the demo workspace to DIR (default demo-runs). Run again on the same
folder, it opens the demo already there; delete the folder for a fresh one.
--up starts the viewer on it with a run that keeps logging, and the other
options are as for up.
ls¶
nuboard ls [DIR] [-q QUERY]
Print the status, project and id of every run, or of the runs matching
QUERY in the query language:
nuboard ls -q 'status = crashed'
nuboard ls experiments/mnist -q 'config.lr < 1e-3 and tags has "baseline"'
rm¶
nuboard rm [DIR] (-q QUERY | --run ID_OR_NAME …) [options]
Delete runs. Runs are chosen by a query, by id or name (--run, repeatable),
or both, in which case a run must match both. With neither, nothing is
deleted, so the command can never delete every run by accident.
The runs are listed first with their sizes, and nothing is deleted until you confirm:
$ nuboard rm -q 'tags has "debug"'
Deleting runs under /home/me/experiments
- crashed mnist 20261030T1015-3f9a0c21 debug-1 (12.4 MB)
- finished mnist 20261030T1022-81cc5e07 debug-2 (11.9 MB)
produced corpus:v3 (the versions are kept)
! running mnist 20261030T1100-a1b2d9f4 skipped (pass --include-running)
Total: 2 run(s), 24.3 MB
This cannot be undone. Delete these runs? [y/N]
| Option | Meaning |
|---|---|
-q, --query |
runs to delete, as in ls |
--run |
a run id or name; repeat for several. Names that match no run are reported |
--dry-run |
list the runs and exit |
-y, --yes |
delete without asking; without it and without a terminal, nothing is deleted |
--include-running |
also delete runs that are still logging (skipped by default) |
--force |
also delete runs whose files a linked artifact version references (kept by default); those versions then report their files as missing |
Artifact versions a deleted run produced are kept. A run whose files a version
references (made from the run's files without copying) is listed as
kept, with the versions, unless --force. Each run folder is moved
out of runs/ before it is removed, so a run is never left half deleted.
Exit codes: 0 when done or nothing to delete, 2 on an error or when not
confirmed.
To hide runs without deleting them, select them on the Runs page and press Archive; Show archived brings them back.
compact¶
nuboard compact DIR [--force]
Write data.parquet and health alerts for ended runs that lack them. Runs are
compacted when they finish, so this is for runs that were killed or logged by
an older version. --force also compacts runs that look still running.
merge¶
nuboard merge SRC DEST [options]
Copy into DEST what the projects of SRC have and DEST lacks: runs,
artifact versions, reports, views, collections and project settings. The full
plan is shown first and nothing is written until you confirm. Nothing is
overwritten or deleted.
| Option | Meaning |
|---|---|
--project PATH |
only this project (its path inside SRC) |
--dry-run |
show the plan and exit (exit code 1 if it has conflicts) |
-y, --yes |
apply without asking |
-v, --verbose |
list every item instead of counting identical ones |
--json |
print the plan as JSON |
--include-running |
also copy runs still logging in SRC |
See Working on several machines.
import-tensorboard¶
nuboard import-tensorboard LOGDIR [-p PROJECT] [--dir DIR] [--tag TAG …]
Import every folder of TensorBoard event files under LOGDIR as a run, into
PROJECT (default: the name of LOGDIR). --tag sets the tags of the
imported runs (default tensorboard). Runs imported before are skipped. See
Importing from TensorBoard.
artifact¶
nuboard artifact add [PROJECT/NAME] [PATH] [options]
nuboard artifact ls [PROJECT] [--unlinked]
nuboard artifact show PROJECT/NAME[:latest|:vN]
nuboard artifact unlink PROJECT/NAME:vN # or PROJECT/NAME --all
nuboard artifact restore PROJECT/NAME:vN
Every artifact command takes --dir DIR, the root folder for projects.
Option of add |
Meaning |
|---|---|
--ref |
record where the files are |
--copy |
store a copy of the files |
-t, --type |
dataset, model, checkpoint, report or other |
-d, --description |
what this version is |
-m, --meta KEY=VALUE |
metadata; repeat for several; KEY:int=VALUE sets the type |
--meta-file |
a JSON object of metadata |
--checksum |
with --ref, also hash every file |
--dry-run |
check and show, but write nothing |
--no-input |
never ask; missing values are errors |
add asks for what is missing when run in a terminal. unlink hides a
version without deleting anything and restore brings it back. See
From the command line.
version¶
nuboard version
Print the installed version.