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az ml run

  • Reference

Note

This reference is part of the azure-cli-ml extension for the Azure CLI (version 2.0.28 or higher). The extension will automatically install the first time you run an az ml run command. Learn more about extensions.

Commands for submitting, updating, and monitoring runs.

Commands

Name Description Type Status
az ml run cancel

Cancel run.

 Extension GA
az ml run download-logs

Download log files.

 Extension GA
az ml run list

List runs.

 Extension GA
az ml run monitor-logs

Monitor the logs for an existing run.

 Extension GA
az ml run monitor-tensorboard

Monitor an existing run using tensorboard.

 Extension GA
az ml run show

Show run.

 Extension GA
az ml run submit-hyperdrive

Submit a hyper parameter sweep using run config.

 Extension GA
az ml run submit-pipeline

Submit a pipeline for execution, from a published pipeline ID or pipeline YAML file.

 Extension GA
az ml run submit-script

Submit a script for execution.

 Extension GA
az ml run update

Update the run by adding tags.

 Extension GA

az ml run cancel

Cancel run.

az ml run cancel --run
                 [--experiment-name]
                 [--output-metadata-file]
                 [--path]
                 [--resource-group]
                 [--subscription-id]
                 [--workspace-name]

Required Parameters

--run -r

The runId of an experiment run.

Optional Parameters

--experiment-name -e

Experiment name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run download-logs

Download log files.

az ml run download-logs --output-dir
                        --run
                        [--experiment-name]
                        [--output-metadata-file]
                        [--path]
                        [--resource-group]
                        [--subscription-id]
                        [--workspace-name]

Required Parameters

--output-dir -d

Output directory to download log files to.

--run -r

The runId of an experiment run.

Optional Parameters

--experiment-name -e

Experiment name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run list

List runs.

az ml run list [--compute-target-name]
               [--experiment-name]
               [--last]
               [--minimal]
               [--output-metadata-file]
               [--parent-run-id]
               [--path]
               [--pipeline-run-id]
               [--resource-group]
               [--status {Completed, Failed, Finalizing, Preparing, Provisioning, Queued, Running, Starting}]
               [--subscription-id]
               [--tags]
               [--workspace-name]

Optional Parameters

--compute-target-name

The compute target name.

--experiment-name -e

Experiment name.

--last

Fetch the latest N elements.

Default value: 10
--minimal

Flag to provide minimum properties for run output.

Default value: False
--output-metadata-file -t

Provide an optional output file location for structured object output.

--parent-run-id

Parent Run ID.

--path

Path to a root directory for run configuration files.

Default value: .
--pipeline-run-id

Pipeline Run ID.

--resource-group -g

Resource group name.

--status

Status of the run.

Accepted values: Completed, Failed, Finalizing, Preparing, Provisioning, Queued, Running, Starting
--subscription-id

Specifies the subscription Id.

--tags

Tags for a run with 'key[=value]' syntax.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run monitor-logs

Monitor the logs for an existing run.

az ml run monitor-logs --run
                       [--experiment-name]
                       [--output-metadata-file]
                       [--path]
                       [--resource-group]
                       [--subscription-id]
                       [--workspace-name]

Required Parameters

--run -r

The runId of an experiment run.

Optional Parameters

--experiment-name -e

Experiment name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run monitor-tensorboard

Monitor an existing run using tensorboard.

az ml run monitor-tensorboard --run
                              [--experiment-name]
                              [--local-directory]
                              [--output-metadata-file]
                              [--path]
                              [--resource-group]
                              [--subscription-id]
                              [--workspace-name]

Required Parameters

--run -r

The runId of an experiment run.

Optional Parameters

--experiment-name -e

Experiment name.

--local-directory

Local Directory to stage tensorboard files being monitored.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run show

Show run.

az ml run show --run
               [--experiment-name]
               [--output-metadata-file]
               [--path]
               [--resource-group]
               [--subscription-id]
               [--workspace-name]

Required Parameters

--run -r

The runId of an experiment run.

Optional Parameters

--experiment-name -e

Experiment name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run submit-hyperdrive

Submit a hyper parameter sweep using run config.

az ml run submit-hyperdrive --hyperdrive-configuration-name
                            [--async]
                            [--conda-dependencies]
                            [--ct]
                            [--experiment-name]
                            [--output-metadata-file]
                            [--path]
                            [--resource-group]
                            [--run-configuration-name]
                            [--source-directory]
                            [--subscription-id]
                            [--workspace-name]
                            [<USER_SCRIPT_AND_ARGUMENTS>]

Required Parameters

--hyperdrive-configuration-name

The full name of the hyperdrive configuration file. The file should be in a sub-folder of the directory specified by the path parameter.

Optional Parameters

--async

Disable output streaming.

Default value: False
--conda-dependencies -d

Override the default Conda dependencies file.

--ct --target

The name of the compute target to use for the run.

--experiment-name -e

Experiment name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--run-configuration-name -c

Name (without extension) of a run configuration file. The file should be in a sub-folder of the directory specified by the path parameter.

--source-directory

A local directory containing source code files. Defaults to path if source directory is not provided.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

<USER_SCRIPT_AND_ARGUMENTS>

The run submit arguments, like script name and script arguments.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run submit-pipeline

Submit a pipeline for execution, from a published pipeline ID or pipeline YAML file.

az ml run submit-pipeline [--datapaths]
                          [--experiment-name]
                          [--output-metadata-file]
                          [--output_file]
                          [--parameters]
                          [--path]
                          [--pipeline-id]
                          [--pipeline-yaml]
                          [--resource-group]
                          [--subscription-id]
                          [--workspace-name]

Optional Parameters

--datapaths -d

Comma-separated list of name=datastore/path pairs for datapath parameter assignments.

--experiment-name -n

Experiment name for run submission. If unspecified, use the pipeline name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--output_file -f

File to write output in JSON format.

--parameters -p

Comma-separated list of name=value pairs for pipeline parameter assignments.

--path

Path to a root directory for run configuration files.

Default value: .
--pipeline-id -i

ID of a pipeline to submit (guid).

--pipeline-yaml -y

YAML file which defines a pipeline.

--resource-group -g

Resource group name.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run submit-script

Submit a script for execution.

az ml run submit-script [--async]
                        [--conda-dependencies]
                        [--ct]
                        [--experiment-name]
                        [--output-metadata-file]
                        [--path]
                        [--resource-group]
                        [--run-configuration-name]
                        [--source-directory]
                        [--subscription-id]
                        [--workspace-name]
                        [<USER_SCRIPT_AND_ARGUMENTS>]

Optional Parameters

--async

Disable output streaming.

Default value: False
--conda-dependencies -d

Override the default Conda dependencies file.

--ct --target

The name of the compute target to use for the run.

--experiment-name -e

Experiment name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--run-configuration-name -c

Name (without extension) of a run configuration file. The file should be in a sub-folder of the directory specified by the path parameter.

--source-directory

A local directory containing source code files. Defaults to path if source directory is not provided.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

<USER_SCRIPT_AND_ARGUMENTS>

The run submit arguments, like script name and script arguments.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.

az ml run update

Update the run by adding tags.

az ml run update --run
                 [--add-tag]
                 [--experiment-name]
                 [--output-metadata-file]
                 [--path]
                 [--resource-group]
                 [--subscription-id]
                 [--workspace-name]

Required Parameters

--run -r

The runId of an experiment run.

Optional Parameters

--add-tag

Tag the entitiy with 'key[=value]' syntax.

--experiment-name -e

Experiment name.

--output-metadata-file -t

Provide an optional output file location for structured object output.

--path

Path to a root directory for run configuration files.

Default value: .
--resource-group -g

Resource group name.

--subscription-id

Specifies the subscription Id.

--workspace-name -w

Workspace name.

Global Parameters
--debug

Increase logging verbosity to show all debug logs.

--help -h

Show this help message and exit.

--only-show-errors

Only show errors, suppressing warnings.

--output -o

Output format.

Accepted values: json, jsonc, none, table, tsv, yaml, yamlc
Default value: json
--query

JMESPath query string. See http://jmespath.org/ for more information and examples.

--subscription

Name or ID of subscription. You can configure the default subscription using az account set -s NAME_OR_ID.

--verbose

Increase logging verbosity. Use --debug for full debug logs.