mirror of https://github.com/databricks/cli.git
635 lines
21 KiB
Go
Executable File
635 lines
21 KiB
Go
Executable File
// Code generated from OpenAPI specs by Databricks SDK Generator. DO NOT EDIT.
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package registered_models
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import (
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"fmt"
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"github.com/databricks/cli/cmd/root"
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"github.com/databricks/cli/libs/cmdio"
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"github.com/databricks/cli/libs/flags"
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"github.com/databricks/databricks-sdk-go/service/catalog"
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"github.com/spf13/cobra"
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)
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// Slice with functions to override default command behavior.
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// Functions can be added from the `init()` function in manually curated files in this directory.
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var cmdOverrides []func(*cobra.Command)
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func New() *cobra.Command {
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cmd := &cobra.Command{
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Use: "registered-models",
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Short: `Databricks provides a hosted version of MLflow Model Registry in Unity Catalog.`,
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Long: `Databricks provides a hosted version of MLflow Model Registry in Unity
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Catalog. Models in Unity Catalog provide centralized access control, auditing,
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lineage, and discovery of ML models across Databricks workspaces.
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An MLflow registered model resides in the third layer of Unity Catalog’s
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three-level namespace. Registered models contain model versions, which
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correspond to actual ML models (MLflow models). Creating new model versions
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currently requires use of the MLflow Python client. Once model versions are
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created, you can load them for batch inference using MLflow Python client
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APIs, or deploy them for real-time serving using Databricks Model Serving.
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All operations on registered models and model versions require USE_CATALOG
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permissions on the enclosing catalog and USE_SCHEMA permissions on the
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enclosing schema. In addition, the following additional privileges are
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required for various operations:
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* To create a registered model, users must additionally have the CREATE_MODEL
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permission on the target schema. * To view registered model or model version
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metadata, model version data files, or invoke a model version, users must
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additionally have the EXECUTE permission on the registered model * To update
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registered model or model version tags, users must additionally have APPLY TAG
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permissions on the registered model * To update other registered model or
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model version metadata (comments, aliases) create a new model version, or
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update permissions on the registered model, users must be owners of the
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registered model.
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Note: The securable type for models is "FUNCTION". When using REST APIs (e.g.
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tagging, grants) that specify a securable type, use "FUNCTION" as the
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securable type.`,
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GroupID: "catalog",
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Annotations: map[string]string{
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"package": "catalog",
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},
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}
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// Add methods
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cmd.AddCommand(newCreate())
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cmd.AddCommand(newDelete())
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cmd.AddCommand(newDeleteAlias())
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cmd.AddCommand(newGet())
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cmd.AddCommand(newList())
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cmd.AddCommand(newSetAlias())
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cmd.AddCommand(newUpdate())
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// Apply optional overrides to this command.
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for _, fn := range cmdOverrides {
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fn(cmd)
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}
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return cmd
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}
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// start create command
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// Slice with functions to override default command behavior.
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// Functions can be added from the `init()` function in manually curated files in this directory.
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var createOverrides []func(
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*cobra.Command,
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*catalog.CreateRegisteredModelRequest,
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)
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func newCreate() *cobra.Command {
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cmd := &cobra.Command{}
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var createReq catalog.CreateRegisteredModelRequest
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var createJson flags.JsonFlag
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// TODO: short flags
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cmd.Flags().Var(&createJson, "json", `either inline JSON string or @path/to/file.json with request body`)
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cmd.Flags().StringVar(&createReq.Comment, "comment", createReq.Comment, `The comment attached to the registered model.`)
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cmd.Flags().StringVar(&createReq.StorageLocation, "storage-location", createReq.StorageLocation, `The storage location on the cloud under which model version data files are stored.`)
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cmd.Use = "create CATALOG_NAME SCHEMA_NAME NAME"
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cmd.Short = `Create a Registered Model.`
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cmd.Long = `Create a Registered Model.
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Creates a new registered model in Unity Catalog.
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File storage for model versions in the registered model will be located in the
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default location which is specified by the parent schema, or the parent
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catalog, or the Metastore.
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For registered model creation to succeed, the user must satisfy the following
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conditions: - The caller must be a metastore admin, or be the owner of the
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parent catalog and schema, or have the **USE_CATALOG** privilege on the parent
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catalog and the **USE_SCHEMA** privilege on the parent schema. - The caller
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must have the **CREATE MODEL** or **CREATE FUNCTION** privilege on the parent
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schema.
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Arguments:
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CATALOG_NAME: The name of the catalog where the schema and the registered model reside
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SCHEMA_NAME: The name of the schema where the registered model resides
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NAME: The name of the registered model`
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cmd.Annotations = make(map[string]string)
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cmd.Args = func(cmd *cobra.Command, args []string) error {
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if cmd.Flags().Changed("json") {
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err := root.ExactArgs(0)(cmd, args)
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if err != nil {
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return fmt.Errorf("when --json flag is specified, no positional arguments are required. Provide 'catalog_name', 'schema_name', 'name' in your JSON input")
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}
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return nil
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}
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check := root.ExactArgs(3)
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return check(cmd, args)
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}
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cmd.PreRunE = root.MustWorkspaceClient
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cmd.RunE = func(cmd *cobra.Command, args []string) (err error) {
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ctx := cmd.Context()
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w := root.WorkspaceClient(ctx)
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if cmd.Flags().Changed("json") {
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err = createJson.Unmarshal(&createReq)
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if err != nil {
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return err
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}
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}
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if !cmd.Flags().Changed("json") {
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createReq.CatalogName = args[0]
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}
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if !cmd.Flags().Changed("json") {
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createReq.SchemaName = args[1]
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}
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if !cmd.Flags().Changed("json") {
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createReq.Name = args[2]
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}
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response, err := w.RegisteredModels.Create(ctx, createReq)
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if err != nil {
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return err
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}
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return cmdio.Render(ctx, response)
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}
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// Disable completions since they are not applicable.
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// Can be overridden by manual implementation in `override.go`.
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cmd.ValidArgsFunction = cobra.NoFileCompletions
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// Apply optional overrides to this command.
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for _, fn := range createOverrides {
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fn(cmd, &createReq)
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}
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return cmd
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}
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// start delete command
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// Slice with functions to override default command behavior.
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// Functions can be added from the `init()` function in manually curated files in this directory.
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var deleteOverrides []func(
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*cobra.Command,
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*catalog.DeleteRegisteredModelRequest,
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)
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func newDelete() *cobra.Command {
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cmd := &cobra.Command{}
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var deleteReq catalog.DeleteRegisteredModelRequest
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// TODO: short flags
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cmd.Use = "delete FULL_NAME"
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cmd.Short = `Delete a Registered Model.`
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cmd.Long = `Delete a Registered Model.
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Deletes a registered model and all its model versions from the specified
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parent catalog and schema.
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The caller must be a metastore admin or an owner of the registered model. For
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the latter case, the caller must also be the owner or have the **USE_CATALOG**
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privilege on the parent catalog and the **USE_SCHEMA** privilege on the parent
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schema.
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Arguments:
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FULL_NAME: The three-level (fully qualified) name of the registered model`
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cmd.Annotations = make(map[string]string)
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cmd.PreRunE = root.MustWorkspaceClient
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cmd.RunE = func(cmd *cobra.Command, args []string) (err error) {
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ctx := cmd.Context()
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w := root.WorkspaceClient(ctx)
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if len(args) == 0 {
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promptSpinner := cmdio.Spinner(ctx)
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promptSpinner <- "No FULL_NAME argument specified. Loading names for Registered Models drop-down."
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names, err := w.RegisteredModels.RegisteredModelInfoNameToFullNameMap(ctx, catalog.ListRegisteredModelsRequest{})
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close(promptSpinner)
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if err != nil {
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return fmt.Errorf("failed to load names for Registered Models drop-down. Please manually specify required arguments. Original error: %w", err)
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}
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id, err := cmdio.Select(ctx, names, "The three-level (fully qualified) name of the registered model")
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if err != nil {
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return err
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}
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args = append(args, id)
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}
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if len(args) != 1 {
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return fmt.Errorf("expected to have the three-level (fully qualified) name of the registered model")
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}
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deleteReq.FullName = args[0]
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err = w.RegisteredModels.Delete(ctx, deleteReq)
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if err != nil {
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return err
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}
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return nil
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}
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// Disable completions since they are not applicable.
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// Can be overridden by manual implementation in `override.go`.
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cmd.ValidArgsFunction = cobra.NoFileCompletions
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// Apply optional overrides to this command.
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for _, fn := range deleteOverrides {
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fn(cmd, &deleteReq)
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}
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return cmd
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}
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// start delete-alias command
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// Slice with functions to override default command behavior.
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// Functions can be added from the `init()` function in manually curated files in this directory.
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var deleteAliasOverrides []func(
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*cobra.Command,
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*catalog.DeleteAliasRequest,
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)
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func newDeleteAlias() *cobra.Command {
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cmd := &cobra.Command{}
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var deleteAliasReq catalog.DeleteAliasRequest
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// TODO: short flags
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cmd.Use = "delete-alias FULL_NAME ALIAS"
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cmd.Short = `Delete a Registered Model Alias.`
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cmd.Long = `Delete a Registered Model Alias.
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Deletes a registered model alias.
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The caller must be a metastore admin or an owner of the registered model. For
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the latter case, the caller must also be the owner or have the **USE_CATALOG**
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privilege on the parent catalog and the **USE_SCHEMA** privilege on the parent
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schema.
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Arguments:
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FULL_NAME: The three-level (fully qualified) name of the registered model
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ALIAS: The name of the alias`
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cmd.Annotations = make(map[string]string)
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cmd.Args = func(cmd *cobra.Command, args []string) error {
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check := root.ExactArgs(2)
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return check(cmd, args)
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}
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cmd.PreRunE = root.MustWorkspaceClient
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cmd.RunE = func(cmd *cobra.Command, args []string) (err error) {
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ctx := cmd.Context()
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w := root.WorkspaceClient(ctx)
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deleteAliasReq.FullName = args[0]
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deleteAliasReq.Alias = args[1]
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err = w.RegisteredModels.DeleteAlias(ctx, deleteAliasReq)
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if err != nil {
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return err
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}
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return nil
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}
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// Disable completions since they are not applicable.
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// Can be overridden by manual implementation in `override.go`.
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cmd.ValidArgsFunction = cobra.NoFileCompletions
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// Apply optional overrides to this command.
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for _, fn := range deleteAliasOverrides {
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fn(cmd, &deleteAliasReq)
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}
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return cmd
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}
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// start get command
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// Slice with functions to override default command behavior.
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// Functions can be added from the `init()` function in manually curated files in this directory.
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var getOverrides []func(
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*cobra.Command,
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*catalog.GetRegisteredModelRequest,
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)
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func newGet() *cobra.Command {
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cmd := &cobra.Command{}
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var getReq catalog.GetRegisteredModelRequest
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// TODO: short flags
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cmd.Flags().BoolVar(&getReq.IncludeBrowse, "include-browse", getReq.IncludeBrowse, `Whether to include registered models in the response for which the principal can only access selective metadata for.`)
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cmd.Use = "get FULL_NAME"
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cmd.Short = `Get a Registered Model.`
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cmd.Long = `Get a Registered Model.
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Get a registered model.
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The caller must be a metastore admin or an owner of (or have the **EXECUTE**
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privilege on) the registered model. For the latter case, the caller must also
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be the owner or have the **USE_CATALOG** privilege on the parent catalog and
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the **USE_SCHEMA** privilege on the parent schema.
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Arguments:
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FULL_NAME: The three-level (fully qualified) name of the registered model`
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cmd.Annotations = make(map[string]string)
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cmd.PreRunE = root.MustWorkspaceClient
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cmd.RunE = func(cmd *cobra.Command, args []string) (err error) {
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ctx := cmd.Context()
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w := root.WorkspaceClient(ctx)
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if len(args) == 0 {
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promptSpinner := cmdio.Spinner(ctx)
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promptSpinner <- "No FULL_NAME argument specified. Loading names for Registered Models drop-down."
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names, err := w.RegisteredModels.RegisteredModelInfoNameToFullNameMap(ctx, catalog.ListRegisteredModelsRequest{})
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close(promptSpinner)
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if err != nil {
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return fmt.Errorf("failed to load names for Registered Models drop-down. Please manually specify required arguments. Original error: %w", err)
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}
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id, err := cmdio.Select(ctx, names, "The three-level (fully qualified) name of the registered model")
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if err != nil {
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return err
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}
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args = append(args, id)
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}
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if len(args) != 1 {
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return fmt.Errorf("expected to have the three-level (fully qualified) name of the registered model")
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}
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getReq.FullName = args[0]
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response, err := w.RegisteredModels.Get(ctx, getReq)
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if err != nil {
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return err
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}
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return cmdio.Render(ctx, response)
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}
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// Disable completions since they are not applicable.
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// Can be overridden by manual implementation in `override.go`.
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cmd.ValidArgsFunction = cobra.NoFileCompletions
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// Apply optional overrides to this command.
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for _, fn := range getOverrides {
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fn(cmd, &getReq)
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}
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return cmd
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}
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// start list command
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// Slice with functions to override default command behavior.
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// Functions can be added from the `init()` function in manually curated files in this directory.
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var listOverrides []func(
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*cobra.Command,
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*catalog.ListRegisteredModelsRequest,
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)
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func newList() *cobra.Command {
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cmd := &cobra.Command{}
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var listReq catalog.ListRegisteredModelsRequest
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// TODO: short flags
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cmd.Flags().StringVar(&listReq.CatalogName, "catalog-name", listReq.CatalogName, `The identifier of the catalog under which to list registered models.`)
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cmd.Flags().BoolVar(&listReq.IncludeBrowse, "include-browse", listReq.IncludeBrowse, `Whether to include registered models in the response for which the principal can only access selective metadata for.`)
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cmd.Flags().IntVar(&listReq.MaxResults, "max-results", listReq.MaxResults, `Max number of registered models to return.`)
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cmd.Flags().StringVar(&listReq.PageToken, "page-token", listReq.PageToken, `Opaque token to send for the next page of results (pagination).`)
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cmd.Flags().StringVar(&listReq.SchemaName, "schema-name", listReq.SchemaName, `The identifier of the schema under which to list registered models.`)
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cmd.Use = "list"
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cmd.Short = `List Registered Models.`
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cmd.Long = `List Registered Models.
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List registered models. You can list registered models under a particular
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schema, or list all registered models in the current metastore.
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The returned models are filtered based on the privileges of the calling user.
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For example, the metastore admin is able to list all the registered models. A
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regular user needs to be the owner or have the **EXECUTE** privilege on the
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registered model to recieve the registered models in the response. For the
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latter case, the caller must also be the owner or have the **USE_CATALOG**
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privilege on the parent catalog and the **USE_SCHEMA** privilege on the parent
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schema.
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There is no guarantee of a specific ordering of the elements in the response.`
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cmd.Annotations = make(map[string]string)
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cmd.Args = func(cmd *cobra.Command, args []string) error {
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check := root.ExactArgs(0)
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return check(cmd, args)
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}
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cmd.PreRunE = root.MustWorkspaceClient
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cmd.RunE = func(cmd *cobra.Command, args []string) (err error) {
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ctx := cmd.Context()
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w := root.WorkspaceClient(ctx)
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response := w.RegisteredModels.List(ctx, listReq)
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return cmdio.RenderIterator(ctx, response)
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}
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// Disable completions since they are not applicable.
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// Can be overridden by manual implementation in `override.go`.
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cmd.ValidArgsFunction = cobra.NoFileCompletions
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// Apply optional overrides to this command.
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for _, fn := range listOverrides {
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fn(cmd, &listReq)
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}
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return cmd
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}
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// start set-alias command
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||
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||
// Slice with functions to override default command behavior.
|
||
// Functions can be added from the `init()` function in manually curated files in this directory.
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||
var setAliasOverrides []func(
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*cobra.Command,
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*catalog.SetRegisteredModelAliasRequest,
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)
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func newSetAlias() *cobra.Command {
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cmd := &cobra.Command{}
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var setAliasReq catalog.SetRegisteredModelAliasRequest
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var setAliasJson flags.JsonFlag
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// TODO: short flags
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cmd.Flags().Var(&setAliasJson, "json", `either inline JSON string or @path/to/file.json with request body`)
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cmd.Use = "set-alias FULL_NAME ALIAS VERSION_NUM"
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cmd.Short = `Set a Registered Model Alias.`
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cmd.Long = `Set a Registered Model Alias.
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Set an alias on the specified registered model.
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The caller must be a metastore admin or an owner of the registered model. For
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the latter case, the caller must also be the owner or have the **USE_CATALOG**
|
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privilege on the parent catalog and the **USE_SCHEMA** privilege on the parent
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schema.
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|
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Arguments:
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FULL_NAME: Full name of the registered model
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ALIAS: The name of the alias
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VERSION_NUM: The version number of the model version to which the alias points`
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cmd.Annotations = make(map[string]string)
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cmd.Args = func(cmd *cobra.Command, args []string) error {
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if cmd.Flags().Changed("json") {
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err := root.ExactArgs(2)(cmd, args)
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if err != nil {
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return fmt.Errorf("when --json flag is specified, provide only FULL_NAME, ALIAS as positional arguments. Provide 'version_num' in your JSON input")
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}
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return nil
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}
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check := root.ExactArgs(3)
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return check(cmd, args)
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}
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cmd.PreRunE = root.MustWorkspaceClient
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cmd.RunE = func(cmd *cobra.Command, args []string) (err error) {
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ctx := cmd.Context()
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w := root.WorkspaceClient(ctx)
|
||
|
||
if cmd.Flags().Changed("json") {
|
||
err = setAliasJson.Unmarshal(&setAliasReq)
|
||
if err != nil {
|
||
return err
|
||
}
|
||
}
|
||
setAliasReq.FullName = args[0]
|
||
setAliasReq.Alias = args[1]
|
||
if !cmd.Flags().Changed("json") {
|
||
_, err = fmt.Sscan(args[2], &setAliasReq.VersionNum)
|
||
if err != nil {
|
||
return fmt.Errorf("invalid VERSION_NUM: %s", args[2])
|
||
}
|
||
}
|
||
|
||
response, err := w.RegisteredModels.SetAlias(ctx, setAliasReq)
|
||
if err != nil {
|
||
return err
|
||
}
|
||
return cmdio.Render(ctx, response)
|
||
}
|
||
|
||
// Disable completions since they are not applicable.
|
||
// Can be overridden by manual implementation in `override.go`.
|
||
cmd.ValidArgsFunction = cobra.NoFileCompletions
|
||
|
||
// Apply optional overrides to this command.
|
||
for _, fn := range setAliasOverrides {
|
||
fn(cmd, &setAliasReq)
|
||
}
|
||
|
||
return cmd
|
||
}
|
||
|
||
// start update command
|
||
|
||
// Slice with functions to override default command behavior.
|
||
// Functions can be added from the `init()` function in manually curated files in this directory.
|
||
var updateOverrides []func(
|
||
*cobra.Command,
|
||
*catalog.UpdateRegisteredModelRequest,
|
||
)
|
||
|
||
func newUpdate() *cobra.Command {
|
||
cmd := &cobra.Command{}
|
||
|
||
var updateReq catalog.UpdateRegisteredModelRequest
|
||
var updateJson flags.JsonFlag
|
||
|
||
// TODO: short flags
|
||
cmd.Flags().Var(&updateJson, "json", `either inline JSON string or @path/to/file.json with request body`)
|
||
|
||
cmd.Flags().StringVar(&updateReq.Comment, "comment", updateReq.Comment, `The comment attached to the registered model.`)
|
||
cmd.Flags().StringVar(&updateReq.NewName, "new-name", updateReq.NewName, `New name for the registered model.`)
|
||
cmd.Flags().StringVar(&updateReq.Owner, "owner", updateReq.Owner, `The identifier of the user who owns the registered model.`)
|
||
|
||
cmd.Use = "update FULL_NAME"
|
||
cmd.Short = `Update a Registered Model.`
|
||
cmd.Long = `Update a Registered Model.
|
||
|
||
Updates the specified registered model.
|
||
|
||
The caller must be a metastore admin or an owner of the registered model. For
|
||
the latter case, the caller must also be the owner or have the **USE_CATALOG**
|
||
privilege on the parent catalog and the **USE_SCHEMA** privilege on the parent
|
||
schema.
|
||
|
||
Currently only the name, the owner or the comment of the registered model can
|
||
be updated.
|
||
|
||
Arguments:
|
||
FULL_NAME: The three-level (fully qualified) name of the registered model`
|
||
|
||
cmd.Annotations = make(map[string]string)
|
||
|
||
cmd.PreRunE = root.MustWorkspaceClient
|
||
cmd.RunE = func(cmd *cobra.Command, args []string) (err error) {
|
||
ctx := cmd.Context()
|
||
w := root.WorkspaceClient(ctx)
|
||
|
||
if cmd.Flags().Changed("json") {
|
||
err = updateJson.Unmarshal(&updateReq)
|
||
if err != nil {
|
||
return err
|
||
}
|
||
}
|
||
if len(args) == 0 {
|
||
promptSpinner := cmdio.Spinner(ctx)
|
||
promptSpinner <- "No FULL_NAME argument specified. Loading names for Registered Models drop-down."
|
||
names, err := w.RegisteredModels.RegisteredModelInfoNameToFullNameMap(ctx, catalog.ListRegisteredModelsRequest{})
|
||
close(promptSpinner)
|
||
if err != nil {
|
||
return fmt.Errorf("failed to load names for Registered Models drop-down. Please manually specify required arguments. Original error: %w", err)
|
||
}
|
||
id, err := cmdio.Select(ctx, names, "The three-level (fully qualified) name of the registered model")
|
||
if err != nil {
|
||
return err
|
||
}
|
||
args = append(args, id)
|
||
}
|
||
if len(args) != 1 {
|
||
return fmt.Errorf("expected to have the three-level (fully qualified) name of the registered model")
|
||
}
|
||
updateReq.FullName = args[0]
|
||
|
||
response, err := w.RegisteredModels.Update(ctx, updateReq)
|
||
if err != nil {
|
||
return err
|
||
}
|
||
return cmdio.Render(ctx, response)
|
||
}
|
||
|
||
// Disable completions since they are not applicable.
|
||
// Can be overridden by manual implementation in `override.go`.
|
||
cmd.ValidArgsFunction = cobra.NoFileCompletions
|
||
|
||
// Apply optional overrides to this command.
|
||
for _, fn := range updateOverrides {
|
||
fn(cmd, &updateReq)
|
||
}
|
||
|
||
return cmd
|
||
}
|
||
|
||
// end service RegisteredModels
|