mlmdquery

mlmdquery Documentation Actions Status License: MIT

A command-line tool to query the contents of an ml-metadata DB.

Features: - It is possible to specify more flexible search queries than the original Python API - You can get the number of items that match your query without having to fetch all the data

Usage Examples

Note

The following examples use a SQLite database file (mlmd.db). The database contents were generated by the example code described in the official getting started guide.


Get the artifacts in the DB: console $ mlmdquery get artifacts --db sqlite://mlmd.db [ { "id": 2, "name": null, "type": "SavedModel", "uri": "path/to/model/file", "state": "UNKNOWN", "ctime": 1628605220.769, "mtime": 1628605220.904, "properties": { "name": "MNIST-v1", "version": 1 }, "custom_properties": {} }, { "id": 1, "name": null, "type": "DataSet", "uri": "path/to/data", "state": "UNKNOWN", "ctime": 1628605220.108, "mtime": 1628605220.235, "properties": { "day": 1, "split": "train" }, "custom_properties": {} } ]

Count the artifacts in the DB: console $ export MLMD_DB=sqlite://mlmd.db $ mlmdquery count artifacts 2

Specify the maximum number of artifacts: ```console $ mlmdquery get artifacts --limit 1 [ { "id": 2, "name": null, "type": "SavedModel", "uri": "path/to/model/file", "state": "UNKNOWN", "ctime": 1628605220.769, "mtime": 1628605220.904, "properties": { "name": "MNIST-v1", "version": 1 }, "custom_properties": {} } ]

Specify the URI of the target artifact: console $ export MLMD_DB=sqlite://mlmd.db $ mlmdquery get artifacts --uri path/to/data [ { "id": 1, "name": null, "type": "DataSet", "uri": "path/to/data", "state": "UNKNOWN", "ctime": 1628605220.108, "mtime": 1628605220.235, "properties": { "day": 1, "split": "train" }, "custom_properties": {} } ]

Available options of $ mlmdquery get artifacts: ```console $ mlmdquery get artifacts -h Gets artifacts

USAGE: mlmdquery get artifacts [FLAGS] [OPTIONS] --db

FLAGS: --asc If specified, the search results will be sorted in ascending order -h, --help Prints help information -V, --version Prints version information

OPTIONS: --context Context ID to which target artifacts belong --ctime-end End of creation time (UNIX timestamp seconds) --ctime-start Start of creation time (UNIX timestamp seconds) --db Database URL [env: MLMD_DB] --id ... Target artifact IDs --limit Maximum number of artifacts in a search result [default: 100] --mtime-end End of update time (UNIX timestamp seconds) --mtime-start Start of update time (UNIX timestamp seconds) --name Target artifact name --offset Number of artifacts to be skipped from a search result [default: 0] --order-by Field to be used to sort a search result [default: id] [possible values: id, name, ctime, mtime] --type Target artifact type --uri Target artifact URI ```

Available commands: ```console $ mlmdquery -h mlmdquery 0.1.0

USAGE: mlmdquery

FLAGS: -h, --help Prints help information -V, --version Prints version information

SUBCOMMANDS: count Counts artifacts/executions/contexts/events get Gets artifacts/executions/contexts/events help Prints this message or the help of the given subcommand(s)

$ mlmdquery get -h mlmdquery-get 0.1.0 Gets artifacts/executions/contexts/events

USAGE: mlmdquery get

FLAGS: -h, --help Prints help information -V, --version Prints version information

SUBCOMMANDS: artifact-types Gets artifact types artifacts Gets artifacts context-types Gets context types contexts Gets contexts events Gets events execution-types Gets execution types executions Gets executions help Prints this message or the help of the given subcommand(s) ```

How to build a static binary?

Please use rust-musl-builder.