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ai-platform.ts
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const completionSpec: Fig.Spec = {
name: "ai-platform",
description: "Manage AI Platform jobs and models",
subcommands: [
{
name: "jobs",
description: "AI Platform Jobs commands",
subcommands: [
{
name: "cancel",
description: "Cancel a running AI Platform job",
options: [
{
name: "--account",
description:
"Google Cloud Platform user account to use for invocation. Overrides the default *core/account* property value for this command invocation",
args: {
name: "ACCOUNT",
description: "String",
suggestions: [],
},
},
{
name: "--billing-project",
description:
"The Google Cloud Platform project that will be charged quota for operations performed in gcloud. If you need to operate on one project, but need quota against a different project, you can use this flag to specify the billing project. If both `billing/quota_project` and `--billing-project` are specified, `--billing-project` takes precedence. Run `$ gcloud config set --help` to see more information about `billing/quota_project`",
args: {
name: "BILLING_PROJECT",
description: "String",
suggestions: [],
},
},
{
name: "--configuration",
description:
"The configuration to use for this command invocation. For more\ninformation on how to use configurations, run:\n`gcloud topic configurations`. You can also use the CLOUDSDK_ACTIVE_CONFIG_NAME environment\nvariable to set the equivalent of this flag for a terminal\nsession",
args: {
name: "CONFIGURATION",
description: "String",
suggestions: [],
},
},
{
name: "--flags-file",
description:
"A YAML or JSON file that specifies a *--flag*:*value* dictionary.\nUseful for specifying complex flag values with special characters\nthat work with any command interpreter. Additionally, each\n*--flags-file* arg is replaced by its constituent flags. See\n$ gcloud topic flags-file for more information",
args: {
name: "YAML_FILE",
description: "String",
suggestions: [],
},
},
{
name: "--flatten",
description:
"Flatten _name_[] output resource slices in _KEY_ into separate records\nfor each item in each slice. Multiple keys and slices may be specified.\nThis also flattens keys for *--format* and *--filter*. For example,\n*--flatten=abc.def* flattens *abc.def[].ghi* references to\n*abc.def.ghi*. A resource record containing *abc.def[]* with N elements\nwill expand to N records in the flattened output. This flag interacts\nwith other flags that are applied in this order: *--flatten*,\n*--sort-by*, *--filter*, *--limit*",
args: {
name: "KEY",
description: "List",
suggestions: [],
},
},
{
name: "--format",
description:
"Set the format for printing command output resources. The default is a\ncommand-specific human-friendly output format. The supported formats\nare: `config`, `csv`, `default`, `diff`, `disable`, `flattened`, `get`, `json`, `list`, `multi`, `none`, `object`, `table`, `text`, `value`, `yaml`. For more details run $ gcloud topic formats",
args: {
name: "FORMAT",
description: "String",
suggestions: [],
},
},
{
name: "--help",
description: "Display detailed help",
},
{
name: "--impersonate-service-account",
description:
"For this gcloud invocation, all API requests will be made as the given service account instead of the currently selected account. This is done without needing to create, download, and activate a key for the account. In order to perform operations as the service account, your currently selected account must have an IAM role that includes the iam.serviceAccounts.getAccessToken permission for the service account. The roles/iam.serviceAccountTokenCreator role has this permission or you may create a custom role. Overrides the default *auth/impersonate_service_account* property value for this command invocation",
args: {
name: "SERVICE_ACCOUNT_EMAIL",
description: "String",
suggestions: [],
},
},
{
name: "--log-http",
description:
"Log all HTTP server requests and responses to stderr. Overrides the default *core/log_http* property value for this command invocation",
},
{
name: "--project",
description:
"The Google Cloud Platform project ID to use for this invocation. If\nomitted, then the current project is assumed; the current project can\nbe listed using `gcloud config list --format='text(core.project)'`\nand can be set using `gcloud config set project PROJECTID`.\n+\n`--project` and its fallback `core/project` property play two roles\nin the invocation. It specifies the project of the resource to\noperate on. It also specifies the project for API enablement check,\nquota, and billing. To specify a different project for quota and\nbilling, use `--billing-project` or `billing/quota_project` property",
args: {
name: "PROJECT_ID",
description: "String",
suggestions: [],
},
},
{
name: "--quiet",
description:
"Disable all interactive prompts when running gcloud commands. If input\nis required, defaults will be used, or an error will be raised.\nOverrides the default core/disable_prompts property value for this\ncommand invocation. This is equivalent to setting the environment\nvariable `CLOUDSDK_CORE_DISABLE_PROMPTS` to 1",
},
{
name: "--trace-token",
description:
"Token used to route traces of service requests for investigation of issues. Overrides the default *core/trace_token* property value for this command invocation",
args: {
name: "TRACE_TOKEN",
description: "String",
suggestions: [],
},
},
{
name: "--user-output-enabled",
description:
"Print user intended output to the console. Overrides the default *core/user_output_enabled* property value for this command invocation. Use *--no-user-output-enabled* to disable",
},
{
name: "--verbosity",
description:
"Override the default verbosity for this command. Overrides the default *core/verbosity* property value for this command invocation. _VERBOSITY_ must be one of: *debug*, *info*, *warning*, *error*, *critical*, *none*",
args: {
name: "VERBOSITY",
description: "String",
suggestions: [
"debug",
"info",
"warning",
"error",
"critical",
"none",
],
},
},
],
args: {
name: "JOB",
description: "Name of the job",
},
},
{
name: "describe",
description: "Describe an AI Platform job",
options: [
{
name: "--account",
description:
"Google Cloud Platform user account to use for invocation. Overrides the default *core/account* property value for this command invocation",
args: {
name: "ACCOUNT",
description: "String",
suggestions: [],
},
},
{
name: "--billing-project",
description:
"The Google Cloud Platform project that will be charged quota for operations performed in gcloud. If you need to operate on one project, but need quota against a different project, you can use this flag to specify the billing project. If both `billing/quota_project` and `--billing-project` are specified, `--billing-project` takes precedence. Run `$ gcloud config set --help` to see more information about `billing/quota_project`",
args: {
name: "BILLING_PROJECT",
description: "String",
suggestions: [],
},
},
{
name: "--configuration",
description:
"The configuration to use for this command invocation. For more\ninformation on how to use configurations, run:\n`gcloud topic configurations`. You can also use the CLOUDSDK_ACTIVE_CONFIG_NAME environment\nvariable to set the equivalent of this flag for a terminal\nsession",
args: {
name: "CONFIGURATION",
description: "String",
suggestions: [],
},
},
{
name: "--flags-file",
description:
"A YAML or JSON file that specifies a *--flag*:*value* dictionary.\nUseful for specifying complex flag values with special characters\nthat work with any command interpreter. Additionally, each\n*--flags-file* arg is replaced by its constituent flags. See\n$ gcloud topic flags-file for more information",
args: {
name: "YAML_FILE",
description: "String",
suggestions: [],
},
},
{
name: "--flatten",
description:
"Flatten _name_[] output resource slices in _KEY_ into separate records\nfor each item in each slice. Multiple keys and slices may be specified.\nThis also flattens keys for *--format* and *--filter*. For example,\n*--flatten=abc.def* flattens *abc.def[].ghi* references to\n*abc.def.ghi*. A resource record containing *abc.def[]* with N elements\nwill expand to N records in the flattened output. This flag interacts\nwith other flags that are applied in this order: *--flatten*,\n*--sort-by*, *--filter*, *--limit*",
args: {
name: "KEY",
description: "List",
suggestions: [],
},
},
{
name: "--format",
description:
"Set the format for printing command output resources. The default is a\ncommand-specific human-friendly output format. The supported formats\nare: `config`, `csv`, `default`, `diff`, `disable`, `flattened`, `get`, `json`, `list`, `multi`, `none`, `object`, `table`, `text`, `value`, `yaml`. For more details run $ gcloud topic formats",
args: {
name: "FORMAT",
description: "String",
suggestions: [],
},
},
{
name: "--help",
description: "Display detailed help",
},
{
name: "--impersonate-service-account",
description:
"For this gcloud invocation, all API requests will be made as the given service account instead of the currently selected account. This is done without needing to create, download, and activate a key for the account. In order to perform operations as the service account, your currently selected account must have an IAM role that includes the iam.serviceAccounts.getAccessToken permission for the service account. The roles/iam.serviceAccountTokenCreator role has this permission or you may create a custom role. Overrides the default *auth/impersonate_service_account* property value for this command invocation",
args: {
name: "SERVICE_ACCOUNT_EMAIL",
description: "String",
suggestions: [],
},
},
{
name: "--log-http",
description:
"Log all HTTP server requests and responses to stderr. Overrides the default *core/log_http* property value for this command invocation",
},
{
name: "--project",
description:
"The Google Cloud Platform project ID to use for this invocation. If\nomitted, then the current project is assumed; the current project can\nbe listed using `gcloud config list --format='text(core.project)'`\nand can be set using `gcloud config set project PROJECTID`.\n+\n`--project` and its fallback `core/project` property play two roles\nin the invocation. It specifies the project of the resource to\noperate on. It also specifies the project for API enablement check,\nquota, and billing. To specify a different project for quota and\nbilling, use `--billing-project` or `billing/quota_project` property",
args: {
name: "PROJECT_ID",
description: "String",
suggestions: [],
},
},
{
name: "--quiet",
description:
"Disable all interactive prompts when running gcloud commands. If input\nis required, defaults will be used, or an error will be raised.\nOverrides the default core/disable_prompts property value for this\ncommand invocation. This is equivalent to setting the environment\nvariable `CLOUDSDK_CORE_DISABLE_PROMPTS` to 1",
},
{
name: "--summarize",
description:
"Summarize job output in a set of human readable tables instead of\nrendering the entire resource as json or yaml. The tables currently rendered\nare:\n+\n* `Job Overview`: Overview of job including, jobId, status and create time.\n* `Training Input Summary`: Summary of input for a training job including\n region, main training python module and scale tier.\n* `Training Output Summary`: Summary of output for a training job including\n the amount of ML units consumed by the job.\n* `Training Output Trials`: Summary of hyperparameter trials run for a\n hyperparameter tuning training job.\n* `Predict Input Summary`: Summary of input for a prediction job including\n region, model version and output path.\n* `Predict Output Summary`: Summary of output for a prediction job including\n prediction count and output path.\n+\nThis flag overrides the `--format` flag. If\nboth are present on the command line, a warning is displayed",
},
{
name: "--trace-token",
description:
"Token used to route traces of service requests for investigation of issues. Overrides the default *core/trace_token* property value for this command invocation",
args: {
name: "TRACE_TOKEN",
description: "String",
suggestions: [],
},
},
{
name: "--user-output-enabled",
description:
"Print user intended output to the console. Overrides the default *core/user_output_enabled* property value for this command invocation. Use *--no-user-output-enabled* to disable",
},
{
name: "--verbosity",
description:
"Override the default verbosity for this command. Overrides the default *core/verbosity* property value for this command invocation. _VERBOSITY_ must be one of: *debug*, *info*, *warning*, *error*, *critical*, *none*",
args: {
name: "VERBOSITY",
description: "String",
suggestions: [
"debug",
"info",
"warning",
"error",
"critical",
"none",
],
},
},
],
args: {
name: "JOB",
description: "Name of the job",
},
},
{
name: "list",
description: "List existing AI Platform jobs",
options: [
{
name: "--account",
description:
"Google Cloud Platform user account to use for invocation. Overrides the default *core/account* property value for this command invocation",
args: {
name: "ACCOUNT",
description: "String",
suggestions: [],
},
},
{
name: "--billing-project",
description:
"The Google Cloud Platform project that will be charged quota for operations performed in gcloud. If you need to operate on one project, but need quota against a different project, you can use this flag to specify the billing project. If both `billing/quota_project` and `--billing-project` are specified, `--billing-project` takes precedence. Run `$ gcloud config set --help` to see more information about `billing/quota_project`",
args: {
name: "BILLING_PROJECT",
description: "String",
suggestions: [],
},
},
{
name: "--configuration",
description:
"The configuration to use for this command invocation. For more\ninformation on how to use configurations, run:\n`gcloud topic configurations`. You can also use the CLOUDSDK_ACTIVE_CONFIG_NAME environment\nvariable to set the equivalent of this flag for a terminal\nsession",
args: {
name: "CONFIGURATION",
description: "String",
suggestions: [],
},
},
{
name: "--filter",
description:
"Apply a Boolean filter _EXPRESSION_ to each resource item to be listed.\nIf the expression evaluates `True`, then that item is listed. For more\ndetails and examples of filter expressions, run $ gcloud topic filters. This\nflag interacts with other flags that are applied in this order: *--flatten*,\n*--sort-by*, *--filter*, *--limit*",
args: {
name: "EXPRESSION",
description: "String",
suggestions: [],
},
},
{
name: "--flags-file",
description:
"A YAML or JSON file that specifies a *--flag*:*value* dictionary.\nUseful for specifying complex flag values with special characters\nthat work with any command interpreter. Additionally, each\n*--flags-file* arg is replaced by its constituent flags. See\n$ gcloud topic flags-file for more information",
args: {
name: "YAML_FILE",
description: "String",
suggestions: [],
},
},
{
name: "--flatten",
description:
"Flatten _name_[] output resource slices in _KEY_ into separate records\nfor each item in each slice. Multiple keys and slices may be specified.\nThis also flattens keys for *--format* and *--filter*. For example,\n*--flatten=abc.def* flattens *abc.def[].ghi* references to\n*abc.def.ghi*. A resource record containing *abc.def[]* with N elements\nwill expand to N records in the flattened output. This flag interacts\nwith other flags that are applied in this order: *--flatten*,\n*--sort-by*, *--filter*, *--limit*",
args: {
name: "KEY",
description: "List",
suggestions: [],
},
},
{
name: "--format",
description:
"Set the format for printing command output resources. The default is a\ncommand-specific human-friendly output format. The supported formats\nare: `config`, `csv`, `default`, `diff`, `disable`, `flattened`, `get`, `json`, `list`, `multi`, `none`, `object`, `table`, `text`, `value`, `yaml`. For more details run $ gcloud topic formats",
args: {
name: "FORMAT",
description: "String",
suggestions: [],
},
},
{
name: "--help",
description: "Display detailed help",
},
{
name: "--impersonate-service-account",
description:
"For this gcloud invocation, all API requests will be made as the given service account instead of the currently selected account. This is done without needing to create, download, and activate a key for the account. In order to perform operations as the service account, your currently selected account must have an IAM role that includes the iam.serviceAccounts.getAccessToken permission for the service account. The roles/iam.serviceAccountTokenCreator role has this permission or you may create a custom role. Overrides the default *auth/impersonate_service_account* property value for this command invocation",
args: {
name: "SERVICE_ACCOUNT_EMAIL",
description: "String",
suggestions: [],
},
},
{
name: "--limit",
description:
"Maximum number of resources to list. The default is *unlimited*.\nThis flag interacts with other flags that are applied in this order:\n*--flatten*, *--sort-by*, *--filter*, *--limit*",
args: {
name: "LIMIT",
description: "Googlecloudsdk.calliope.arg_parsers:Parse",
suggestions: [],
},
},
{
name: "--log-http",
description:
"Log all HTTP server requests and responses to stderr. Overrides the default *core/log_http* property value for this command invocation",
},
{
name: "--page-size",
description:
"Some services group resource list output into pages. This flag specifies\nthe maximum number of resources per page. The default is determined by the\nservice if it supports paging, otherwise it is *unlimited* (no paging).\nPaging may be applied before or after *--filter* and *--limit* depending\non the service",
args: {
name: "PAGE_SIZE",
description: "Googlecloudsdk.calliope.arg_parsers:Parse",
suggestions: [],
},
},
{
name: "--project",
description:
"The Google Cloud Platform project ID to use for this invocation. If\nomitted, then the current project is assumed; the current project can\nbe listed using `gcloud config list --format='text(core.project)'`\nand can be set using `gcloud config set project PROJECTID`.\n+\n`--project` and its fallback `core/project` property play two roles\nin the invocation. It specifies the project of the resource to\noperate on. It also specifies the project for API enablement check,\nquota, and billing. To specify a different project for quota and\nbilling, use `--billing-project` or `billing/quota_project` property",
args: {
name: "PROJECT_ID",
description: "String",
suggestions: [],
},
},
{
name: "--quiet",
description:
"Disable all interactive prompts when running gcloud commands. If input\nis required, defaults will be used, or an error will be raised.\nOverrides the default core/disable_prompts property value for this\ncommand invocation. This is equivalent to setting the environment\nvariable `CLOUDSDK_CORE_DISABLE_PROMPTS` to 1",
},
{
name: "--sort-by",
description:
"Comma-separated list of resource field key names to sort by. The\ndefault order is ascending. Prefix a field with ``~'' for descending\norder on that field. This flag interacts with other flags that are applied\nin this order: *--flatten*, *--sort-by*, *--filter*, *--limit*",
args: {
name: "FIELD",
description: "List",
suggestions: [],
},
},
{
name: "--trace-token",
description:
"Token used to route traces of service requests for investigation of issues. Overrides the default *core/trace_token* property value for this command invocation",
args: {
name: "TRACE_TOKEN",
description: "String",
suggestions: [],
},
},
{
name: "--uri",
description:
"Print a list of resource URIs instead of the default output",
},
{
name: "--user-output-enabled",
description:
"Print user intended output to the console. Overrides the default *core/user_output_enabled* property value for this command invocation. Use *--no-user-output-enabled* to disable",
},
{
name: "--verbosity",
description:
"Override the default verbosity for this command. Overrides the default *core/verbosity* property value for this command invocation. _VERBOSITY_ must be one of: *debug*, *info*, *warning*, *error*, *critical*, *none*",
args: {
name: "VERBOSITY",
description: "String",
suggestions: [
"debug",
"info",
"warning",
"error",
"critical",
"none",
],
},
},
],
},
{
name: "stream-logs",
description: "Show logs from a running AI Platform job",
options: [
{
name: "--account",
description:
"Google Cloud Platform user account to use for invocation. Overrides the default *core/account* property value for this command invocation",
args: {
name: "ACCOUNT",
description: "String",
suggestions: [],
},
},
{
name: "--allow-multiline-logs",
description: "Output multiline log messages as single records",
},
{
name: "--billing-project",
description:
"The Google Cloud Platform project that will be charged quota for operations performed in gcloud. If you need to operate on one project, but need quota against a different project, you can use this flag to specify the billing project. If both `billing/quota_project` and `--billing-project` are specified, `--billing-project` takes precedence. Run `$ gcloud config set --help` to see more information about `billing/quota_project`",
args: {
name: "BILLING_PROJECT",
description: "String",
suggestions: [],
},
},
{
name: "--configuration",
description:
"The configuration to use for this command invocation. For more\ninformation on how to use configurations, run:\n`gcloud topic configurations`. You can also use the CLOUDSDK_ACTIVE_CONFIG_NAME environment\nvariable to set the equivalent of this flag for a terminal\nsession",
args: {
name: "CONFIGURATION",
description: "String",
suggestions: [],
},
},
{
name: "--flags-file",
description:
"A YAML or JSON file that specifies a *--flag*:*value* dictionary.\nUseful for specifying complex flag values with special characters\nthat work with any command interpreter. Additionally, each\n*--flags-file* arg is replaced by its constituent flags. See\n$ gcloud topic flags-file for more information",
args: {
name: "YAML_FILE",
description: "String",
suggestions: [],
},
},
{
name: "--flatten",
description:
"Flatten _name_[] output resource slices in _KEY_ into separate records\nfor each item in each slice. Multiple keys and slices may be specified.\nThis also flattens keys for *--format* and *--filter*. For example,\n*--flatten=abc.def* flattens *abc.def[].ghi* references to\n*abc.def.ghi*. A resource record containing *abc.def[]* with N elements\nwill expand to N records in the flattened output. This flag interacts\nwith other flags that are applied in this order: *--flatten*,\n*--sort-by*, *--filter*, *--limit*",
args: {
name: "KEY",
description: "List",
suggestions: [],
},
},
{
name: "--format",
description:
"Set the format for printing command output resources. The default is a\ncommand-specific human-friendly output format. The supported formats\nare: `config`, `csv`, `default`, `diff`, `disable`, `flattened`, `get`, `json`, `list`, `multi`, `none`, `object`, `table`, `text`, `value`, `yaml`. For more details run $ gcloud topic formats",
args: {
name: "FORMAT",
description: "String",
suggestions: [],
},
},
{
name: "--help",
description: "Display detailed help",
},
{
name: "--impersonate-service-account",
description:
"For this gcloud invocation, all API requests will be made as the given service account instead of the currently selected account. This is done without needing to create, download, and activate a key for the account. In order to perform operations as the service account, your currently selected account must have an IAM role that includes the iam.serviceAccounts.getAccessToken permission for the service account. The roles/iam.serviceAccountTokenCreator role has this permission or you may create a custom role. Overrides the default *auth/impersonate_service_account* property value for this command invocation",
args: {
name: "SERVICE_ACCOUNT_EMAIL",
description: "String",
suggestions: [],
},
},
{
name: "--log-http",
description:
"Log all HTTP server requests and responses to stderr. Overrides the default *core/log_http* property value for this command invocation",
},
{
name: "--polling-interval",
description:
"Number of seconds to wait between efforts to fetch the latest log messages. Overrides the default *ml_engine/polling_interval* property value for this command invocation",
args: {
name: "POLLING_INTERVAL",
description: "Int",
suggestions: [],
},
},
{
name: "--project",
description:
"The Google Cloud Platform project ID to use for this invocation. If\nomitted, then the current project is assumed; the current project can\nbe listed using `gcloud config list --format='text(core.project)'`\nand can be set using `gcloud config set project PROJECTID`.\n+\n`--project` and its fallback `core/project` property play two roles\nin the invocation. It specifies the project of the resource to\noperate on. It also specifies the project for API enablement check,\nquota, and billing. To specify a different project for quota and\nbilling, use `--billing-project` or `billing/quota_project` property",
args: {
name: "PROJECT_ID",
description: "String",
suggestions: [],
},
},
{
name: "--quiet",
description:
"Disable all interactive prompts when running gcloud commands. If input\nis required, defaults will be used, or an error will be raised.\nOverrides the default core/disable_prompts property value for this\ncommand invocation. This is equivalent to setting the environment\nvariable `CLOUDSDK_CORE_DISABLE_PROMPTS` to 1",
},
{
name: "--task-name",
description:
"If set, display only the logs for this particular task",
args: {
name: "TASK_NAME",
description: "String",
suggestions: [],
},
},
{
name: "--trace-token",
description:
"Token used to route traces of service requests for investigation of issues. Overrides the default *core/trace_token* property value for this command invocation",
args: {
name: "TRACE_TOKEN",
description: "String",
suggestions: [],
},
},
{
name: "--user-output-enabled",
description:
"Print user intended output to the console. Overrides the default *core/user_output_enabled* property value for this command invocation. Use *--no-user-output-enabled* to disable",
},
{
name: "--verbosity",
description:
"Override the default verbosity for this command. Overrides the default *core/verbosity* property value for this command invocation. _VERBOSITY_ must be one of: *debug*, *info*, *warning*, *error*, *critical*, *none*",
args: {
name: "VERBOSITY",
description: "String",
suggestions: [
"debug",
"info",
"warning",
"error",
"critical",
"none",
],
},
},
],
args: {
name: "JOB",
description: "Name of the job",
},
},
{
name: "submit",
description: "AI Platform Jobs submit commands",
subcommands: [
{
name: "prediction",
description: "Start an AI Platform batch prediction job",
options: [
{
name: "--account",
description:
"Google Cloud Platform user account to use for invocation. Overrides the default *core/account* property value for this command invocation",
args: {
name: "ACCOUNT",
description: "String",
suggestions: [],
},
},
{
name: "--batch-size",
description:
"The number of records per batch. The service will buffer batch_size number of records in memory before invoking TensorFlow. Defaults to 64 if not specified",
args: {
name: "BATCH_SIZE",
description: "String",
suggestions: [],
},
},
{
name: "--billing-project",
description:
"The Google Cloud Platform project that will be charged quota for operations performed in gcloud. If you need to operate on one project, but need quota against a different project, you can use this flag to specify the billing project. If both `billing/quota_project` and `--billing-project` are specified, `--billing-project` takes precedence. Run `$ gcloud config set --help` to see more information about `billing/quota_project`",
args: {
name: "BILLING_PROJECT",
description: "String",
suggestions: [],
},
},
{
name: "--configuration",
description:
"The configuration to use for this command invocation. For more\ninformation on how to use configurations, run:\n`gcloud topic configurations`. You can also use the CLOUDSDK_ACTIVE_CONFIG_NAME environment\nvariable to set the equivalent of this flag for a terminal\nsession",
args: {
name: "CONFIGURATION",
description: "String",
suggestions: [],
},
},
{
name: "--data-format",
description:
"Data format of the input files. _DATA_FORMAT_ must be one of:\n+\n*text*::: Text and JSON files; for text files, see https://www.tensorflow.org/guide/datasets#consuming_text_data, for JSON files, see https://cloud.google.com/ai-platform/prediction/docs/overview#batch_prediction_input_data\n*tf-record*::: TFRecord files; see https://www.tensorflow.org/guide/datasets#consuming_tfrecord_data\n*tf-record-gzip*::: GZIP-compressed TFRecord files.\n:::\n+",
args: {
name: "DATA_FORMAT",
description:
"Googlecloudsdk.calliope.base:_ChoiceValueType",
suggestions: ["text", "tf-record", "tf-record-gzip"],
},
priority: 100,
},
{
name: "--flags-file",
description:
"A YAML or JSON file that specifies a *--flag*:*value* dictionary.\nUseful for specifying complex flag values with special characters\nthat work with any command interpreter. Additionally, each\n*--flags-file* arg is replaced by its constituent flags. See\n$ gcloud topic flags-file for more information",
args: {
name: "YAML_FILE",
description: "String",
suggestions: [],
},
},
{
name: "--flatten",
description:
"Flatten _name_[] output resource slices in _KEY_ into separate records\nfor each item in each slice. Multiple keys and slices may be specified.\nThis also flattens keys for *--format* and *--filter*. For example,\n*--flatten=abc.def* flattens *abc.def[].ghi* references to\n*abc.def.ghi*. A resource record containing *abc.def[]* with N elements\nwill expand to N records in the flattened output. This flag interacts\nwith other flags that are applied in this order: *--flatten*,\n*--sort-by*, *--filter*, *--limit*",
args: {
name: "KEY",
description: "List",
suggestions: [],
},
},
{
name: "--format",
description:
"Set the format for printing command output resources. The default is a\ncommand-specific human-friendly output format. The supported formats\nare: `config`, `csv`, `default`, `diff`, `disable`, `flattened`, `get`, `json`, `list`, `multi`, `none`, `object`, `table`, `text`, `value`, `yaml`. For more details run $ gcloud topic formats",
args: {
name: "FORMAT",
description: "String",
suggestions: [],
},
},
{
name: "--help",
description: "Display detailed help",
},
{
name: "--impersonate-service-account",
description:
"For this gcloud invocation, all API requests will be made as the given service account instead of the currently selected account. This is done without needing to create, download, and activate a key for the account. In order to perform operations as the service account, your currently selected account must have an IAM role that includes the iam.serviceAccounts.getAccessToken permission for the service account. The roles/iam.serviceAccountTokenCreator role has this permission or you may create a custom role. Overrides the default *auth/impersonate_service_account* property value for this command invocation",
args: {
name: "SERVICE_ACCOUNT_EMAIL",
description: "String",
suggestions: [],
},
},
{
name: "--input-paths",
description:
'Cloud Storage paths to the instances to run prediction on.\n+\nWildcards (```*```) accepted at the *end* of a path. More than one path can be\nspecified if multiple file patterns are needed. For example,\n+\n gs://my-bucket/instances*,gs://my-bucket/other-instances1\n+\nwill match any objects whose names start with `instances` in `my-bucket` as well\nas the `other-instances1` bucket, while\n+\n gs://my-bucket/instance-dir/*\n+\nwill match any objects in the `instance-dir` "directory" (since directories\naren\'t a first-class Cloud Storage concept) of `my-bucket`',
args: {
name: "INPUT_PATH",
description: "List",
suggestions: [],
},
priority: 100,
},
{
name: "--labels",
description:
"List of label KEY=VALUE pairs to add.\n+\nKeys must start with a lowercase character and contain only hyphens (`-`), underscores (```_```), lowercase characters, and numbers. Values must contain only hyphens (`-`), underscores (```_```), lowercase characters, and numbers",
args: {
name: "KEY=VALUE",
description: "Dict",
suggestions: [],
},
},
{
name: "--log-http",
description:
"Log all HTTP server requests and responses to stderr. Overrides the default *core/log_http* property value for this command invocation",
},
{
name: "--max-worker-count",
description:
"The maximum number of workers to be used for parallel processing. Defaults to 10 if not specified",
args: {
name: "MAX_WORKER_COUNT",
description: "String",
suggestions: [],
},
},
{
name: "--model",
description: "Name of the model to use for prediction",
args: {
name: "MODEL",
description: "String",
suggestions: [],
},
},
{
name: "--model-dir",
description:
"Cloud Storage location where the model files are located",
args: {
name: "MODEL_DIR",
description: "String",
suggestions: [],
},
},
{
name: "--output-path",
description:
"Cloud Storage path to which to save the output. Example: gs://my-bucket/output",
args: {
name: "OUTPUT_PATH",
description: "String",
suggestions: [],
},
priority: 100,
},
{
name: "--project",
description:
"The Google Cloud Platform project ID to use for this invocation. If\nomitted, then the current project is assumed; the current project can\nbe listed using `gcloud config list --format='text(core.project)'`\nand can be set using `gcloud config set project PROJECTID`.\n+\n`--project` and its fallback `core/project` property play two roles\nin the invocation. It specifies the project of the resource to\noperate on. It also specifies the project for API enablement check,\nquota, and billing. To specify a different project for quota and\nbilling, use `--billing-project` or `billing/quota_project` property",
args: {
name: "PROJECT_ID",
description: "String",
suggestions: [],
},
},
{
name: "--quiet",
description:
"Disable all interactive prompts when running gcloud commands. If input\nis required, defaults will be used, or an error will be raised.\nOverrides the default core/disable_prompts property value for this\ncommand invocation. This is equivalent to setting the environment\nvariable `CLOUDSDK_CORE_DISABLE_PROMPTS` to 1",
},
{
name: "--region",
description: "The Compute Engine region to run the job in",
args: {
name: "REGION",
description: "String",
suggestions: [],
},
priority: 100,
},
{
name: "--runtime-version",
description:
"AI Platform runtime version for this job. Must be specified unless --master-image-uri is specified instead. It is defined in documentation along with the list of supported versions: https://cloud.google.com/ai-platform/prediction/docs/runtime-version-list",
args: {
name: "RUNTIME_VERSION",
description: "String",
suggestions: [],
},
},
{
name: "--signature-name",
description:
'Name of the signature defined in the SavedModel to use for\nthis job. Defaults to DEFAULT_SERVING_SIGNATURE_DEF_KEY in\nhttps://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/signature_constants,\nwhich is "serving_default". Only applies to TensorFlow models',
args: {
name: "SIGNATURE_NAME",
description: "String",
suggestions: [],
},
},
{
name: "--trace-token",
description:
"Token used to route traces of service requests for investigation of issues. Overrides the default *core/trace_token* property value for this command invocation",
args: {
name: "TRACE_TOKEN",
description: "String",
suggestions: [],
},
},
{
name: "--user-output-enabled",
description:
"Print user intended output to the console. Overrides the default *core/user_output_enabled* property value for this command invocation. Use *--no-user-output-enabled* to disable",
},
{
name: "--verbosity",
description:
"Override the default verbosity for this command. Overrides the default *core/verbosity* property value for this command invocation. _VERBOSITY_ must be one of: *debug*, *info*, *warning*, *error*, *critical*, *none*",
args: {
name: "VERBOSITY",
description: "String",
suggestions: [
"debug",
"info",
"warning",
"error",
"critical",
"none",
],
},
},
],
args: {
name: "JOB",
description: "Name of the batch prediction job",
},
},
{
name: "training",
description: "Submit an AI Platform training job",
options: [
{
name: "--account",
description:
"Google Cloud Platform user account to use for invocation. Overrides the default *core/account* property value for this command invocation",
args: {
name: "ACCOUNT",
description: "String",
suggestions: [],
},
},
{
name: "--async",
description:
"(DEPRECATED) Display information about the operation in progress without waiting for the operation to complete. Enabled by default and can be omitted; use `--stream-logs` to run synchronously",
},
{
name: "--billing-project",
description:
"The Google Cloud Platform project that will be charged quota for operations performed in gcloud. If you need to operate on one project, but need quota against a different project, you can use this flag to specify the billing project. If both `billing/quota_project` and `--billing-project` are specified, `--billing-project` takes precedence. Run `$ gcloud config set --help` to see more information about `billing/quota_project`",
args: {
name: "BILLING_PROJECT",
description: "String",
suggestions: [],
},
},
{
name: "--config",
description:
'Path to the job configuration file. This file should be a YAML document (JSON\nalso accepted) containing a Job resource as defined in the API (all fields are\noptional): https://cloud.google.com/ml/reference/rest/v1/projects.jobs\n+\nEXAMPLES:\n+\nJSON:\n+\n {\n "jobId": "my_job",\n "labels": {\n "type": "prod",\n "owner": "alice"\n },\n "trainingInput": {\n "scaleTier": "BASIC",\n "packageUris": [\n "gs://my/package/path"\n ],\n "region": "us-east1"\n }\n }\n+\nYAML:\n+\n jobId: my_job\n labels:\n type: prod\n owner: alice\n trainingInput:\n scaleTier: BASIC\n packageUris:\n - gs://my/package/path\n region: us-east1\n+\n\n+\nIf an option is specified both in the configuration file **and** via command line\narguments, the command line arguments override the configuration file',
args: {
name: "CONFIG",
description: "String",
suggestions: [],
},
},
{
name: "--configuration",
description:
"The configuration to use for this command invocation. For more\ninformation on how to use configurations, run:\n`gcloud topic configurations`. You can also use the CLOUDSDK_ACTIVE_CONFIG_NAME environment\nvariable to set the equivalent of this flag for a terminal\nsession",
args: {
name: "CONFIGURATION",
description: "String",
suggestions: [],
},
},
{
name: "--flags-file",
description:
"A YAML or JSON file that specifies a *--flag*:*value* dictionary.\nUseful for specifying complex flag values with special characters\nthat work with any command interpreter. Additionally, each\n*--flags-file* arg is replaced by its constituent flags. See\n$ gcloud topic flags-file for more information",
args: {
name: "YAML_FILE",
description: "String",
suggestions: [],
},
},
{
name: "--flatten",
description:
"Flatten _name_[] output resource slices in _KEY_ into separate records\nfor each item in each slice. Multiple keys and slices may be specified.\nThis also flattens keys for *--format* and *--filter*. For example,\n*--flatten=abc.def* flattens *abc.def[].ghi* references to\n*abc.def.ghi*. A resource record containing *abc.def[]* with N elements\nwill expand to N records in the flattened output. This flag interacts\nwith other flags that are applied in this order: *--flatten*,\n*--sort-by*, *--filter*, *--limit*",
args: {
name: "KEY",
description: "List",
suggestions: [],
},
},
{
name: "--format",
description:
"Set the format for printing command output resources. The default is a\ncommand-specific human-friendly output format. The supported formats\nare: `config`, `csv`, `default`, `diff`, `disable`, `flattened`, `get`, `json`, `list`, `multi`, `none`, `object`, `table`, `text`, `value`, `yaml`. For more details run $ gcloud topic formats",
args: {
name: "FORMAT",
description: "String",
suggestions: [],
},
},
{
name: "--help",
description: "Display detailed help",
},
{
name: "--impersonate-service-account",
description:
"For this gcloud invocation, all API requests will be made as the given service account instead of the currently selected account. This is done without needing to create, download, and activate a key for the account. In order to perform operations as the service account, your currently selected account must have an IAM role that includes the iam.serviceAccounts.getAccessToken permission for the service account. The roles/iam.serviceAccountTokenCreator role has this permission or you may create a custom role. Overrides the default *auth/impersonate_service_account* property value for this command invocation",
args: {
name: "SERVICE_ACCOUNT_EMAIL",
description: "String",
suggestions: [],
},
},
{
name: "--job-dir",
description:
"Cloud Storage path in which to store training outputs and other data\nneeded for training.\n+\nThis path will be passed to your TensorFlow program as the `--job-dir` command-line\narg. The benefit of specifying this field is that AI Platform will validate\nthe path for use in training. However, note that your training program will need\nto parse the provided `--job-dir` argument.\n+\nIf packages must be uploaded and `--staging-bucket` is not provided, this path\nwill be used instead",
args: {
name: "JOB_DIR",
description: "Functools:partial",
suggestions: [],
},
},
{
name: "--kms-key",
description:
"ID of the key or fully qualified identifier for the key",
args: {
name: "KMS_KEY",
description: "String",
suggestions: [],
},
priority: 100,
},
{
name: "--kms-keyring",
description: "The KMS keyring of the key",
args: {
name: "KMS_KEYRING",
description: "String",
suggestions: [],
},
},
{
name: "--kms-location",