| name | using-ado-cli |
| description | Reference for ado CLI command syntax, flags, and usage patterns — covers get, create, edit, show, and describe subcommands, output formatting with -o and --output-file, convenience flags (--use-latest, --set, --with), debugging with -l, and run_experiment for local point testing. Use when writing or verifying ado CLI commands, looking up correct command syntax or flags, debugging unexpected CLI output, or explaining ado command patterns. |
Using the ado CLI
Command Verification
Always run --help before writing any ado command in documentation, comments,
or code. Do not rely on memory or analogy to other CLIs.
uv run ado [COMMAND] --help
uv run ado [COMMAND] [SUBCOMMAND] --help
uv run ado [COMMAND] [SUBCOMMAND1] [SUBCOMMAND2] --help
Check:
- Command and subcommand names are correct
- Options are spelled correctly (e.g.,
--use-latest not --latest)
- Required arguments are included
- Optional flags match actual CLI behavior
Output Format and File Handling
For ado get and ado show subcommands:
-o / --output selects the output format (for example yaml, table,
csv, json, or stats; allowed values depend on the command — use
--help).
--output-file PATH writes formatted output to PATH instead of stdout.
Shell redirects (>) work for simple cases. Prefer --output-file when:
- Pre-flight checks: ado validates the path is writable before fetching,
avoiding failure after a long data fetch.
- Stdout pollution:
--output-file writes only formatted output to the
file; logs stay on stderr. A redirect captures both.
- Table truncation: terminal-width column truncation applies to redirected
output but not to
--output-file.
uv run ado get space SPACE_ID -o yaml > space.yaml
uv run ado show measurements operation OPERATION_ID -o csv --output-file measurements.csv
Commands That do not exist
These plausible-sounding commands do not exist in ado. Do not write them:
| ❌ Does not exist | ✅ Correct equivalent |
|---|
ado run | ado create operation -f op.yaml |
ado start | ado create operation -f op.yaml |
ado execute | ado create operation -f op.yaml |
ado launch | ado create operation -f op.yaml |
ado list | ado get spaces / ado get operations |
ado status | ado show stats discoveryspace SPACE_ID |
Key principle: ado create operation both defines and starts the
operation in a single command. There is no separate "run" step.
Point Testing with run_experiment
run_experiment is a separate CLI entry point (not an ado subcommand) for
running a single entity through an experiment locally, without creating a space
or operation. It is the correct tool for functional validation of custom
experiments.
uv run run_experiment PATH_TO_POINT_YAML
A point YAML has the form:
entity:
param_a: value_a
param_b: value_b
experiments:
- actuatorIdentifier: custom_experiments
experimentIdentifier: my_experiment
It prints the result as a pandas Series and exits. No metastore or Ray cluster
needed beyond a local Ray instance (started automatically).
Core Commands
ado get
Lists resources of a given type and gets resource YAML
uv run ado get spaces
uv run ado get space SPACE_ID -o yaml
uv run ado get space SPACE_ID -o yaml --output-file space.yaml
uv run ado get space --use-latest -o yaml
uv run ado get operation --use-latest -o yaml
uv run ado get operations -o stats --output-file operations-stats.txt
uv run ado get operation OPERATION_ID -o stats --no-trunc
uv run ado get spaces -o stats --output-file spaces-stats.txt
uv run ado get space SPACE_ID -o stats --no-trunc
uv run ado get samplestores -o stats --output-file samplestores-stats.txt
uv run ado get samplestore SAMPLESTORE_ID -o stats --no-trunc
uv run ado get datacontainers -o stats --output-file datacontainers-stats.txt
uv run ado get datacontainer DATACONTAINER_ID -o stats --no-trunc
-o stats extends the table with statistics columns:
- Operations:
TOTAL_RESULTS, SUCCESSFUL_RESULTS, FAILED_RESULTS,
MEASURED_ENTITIES.
- Discovery Spaces:
EXPERIMENTS, OPERATIONS, EXPLORE_OPERATIONS,
MEASURED_ENTITIES.
- Sample Stores:
ENTITIES, RESULTS, EXPERIMENTS.
- Data Containers:
TABLES, LOCATIONS, KEY_VALUES, DATA_BYTES.
ado create
Creates resources and starts operations.
uv run ado create space -f space.yaml
uv run ado create operation -f operation.yaml
Key point: ado create both defines AND initiates resources.
ado edit
Updates metadata (name, description, labels, etc.) for metastore resources.
uv run ado edit space SPACE_ID
uv run ado edit space SPACE_ID -p "labels: { team: research }"
uv run ado edit space SPACE_ID --patch-file meta.yaml
Always prefer a non-interative edit with -p / --patch or --patch-file. Use
uv run ado edit --help for current options.
ado show
Retrieves details and data from resources.
uv run ado show trace operation OPERATION_ID
uv run ado show measurements space SPACE_ID
uv run ado show measurements operation OPERATION_ID
uv run ado show stats operation
uv run ado show stats operation --use-latest -o json
uv run ado show stats discoveryspace SPACE_ID
uv run ado show stats samplestore -l key=value
uv run ado show stats operation --details
ado describe
Outputs a human readable description
uv run ado describe space SPACE_ID
uv run ado describe experiment EXPERIMENT_ID
Debugging
If commands are not given expected output use the -l flag to activate different
log levels
e.g. for debug level logs
uv run ado -lDEBUG [COMMAND]
show Commands Quick Reference
Entities are points in the discovery space — constitutive properties (inputs)
plus measured properties (outputs).
| Command | What It Shows |
|---|
show measurements operation | Entities (inputs) and their measurements (outputs) from this operation |
show measurements space | All entities and measurements collected in this space |
show trace operation | The trace of measurement requests made during an explore operation. Optionally can show per entity measurement metadata |
show stats operation | In-depth stats: results (total/successful/failed), measured entities, plus request-level counts. No IDs = all operations |
show stats discoveryspace | In-depth stats: experiments, operations, measured entities, plus full entity-space coverage columns. No IDs = all spaces |
show stats samplestore | In-depth stats: entities, results, and experiments counts. No IDs = all sample stores |
show stats datacontainer | In-depth stats: tables, locations, key-values, and data bytes. No IDs = all data containers |
uv run ado show measurements operation op-123
uv run ado show trace operation op-123
Command-Line Shortcuts
--use-latest
Queries the current context's metastore to find the most recently created
resource of the given type.
Without --use-latest:
uv run ado create space -f space.yaml
uv run ado create operation -f operation.yaml
With --use-latest:
uv run ado create space -f space.yaml
uv run ado create operation -f operation.yaml --use-latest space
The --use-latest flag automatically fills in the latest space ID.
--set
Overrides individual fields in a resource YAML at creation time without editing
the file. Takes path=JSON_document pairs; can be used multiple times.
uv run ado create space -f space.yaml --set sampleStoreIdentifier=my_store
uv run ado create operation -f operation.yaml --set parameters.budget=100
--with
Creates a resource from YAML inline and uses it in the current command.
Without --with:
uv run ado create actuatorconfiguration -f actuator.yaml
uv run ado create operation -f operation.yaml
With --with:
uv run ado create operation -f operation.yaml \
--with space=space.yaml \
--with actuatorconfiguration=actuator.yaml
This creates the space and actuator configuration, then automatically references
them when creating the operation.
Documentation Best Practices
When writing documentation with ado commands:
- Always verify the command syntax with
--help
- Use realistic IDs in examples (e.g.,
space-abc123 not SPACE_ID in
code blocks where actual output is shown)
- Prefer shortcuts (
--use-latest, --with) in tutorials to reduce
friction
- Explain terminology the first time: "entities (the inputs and their
measurements)"
Common Patterns
Query workflow
uv run ado get operations
uv run ado get operation op-123 -o yaml --output-file op-123.yaml
uv run ado show measurements operation op-123
Create with dependencies
uv run ado create operation -f operation.yaml \
--with space=space.yaml \
--with actuatorconfiguration=config.yaml
Iterative development
uv run ado create space -f space.yaml
uv run ado create operation -f operation.yaml --dry-run --use-latest space
uv run ado create operation -f operation.yaml --use-latest space
Related Resources