Merge branch 'main' into cp-summary-with-urls

.codegen.json

@@ -11,10 +11,10 @@
     "toolchain": {
         "required": ["go"],
         "post_generate": [
-            "go run ./bundle/internal/bundle/schema/main.go ./bundle/schema/docs/bundle_descriptions.json",
+            "go run ./bundle/internal/schema/*.go ./bundle/schema/jsonschema.json",
             "echo 'bundle/internal/tf/schema/\\*.go linguist-generated=true' >> ./.gitattributes",
             "echo 'go.sum linguist-generated=true' >> ./.gitattributes",
-            "echo 'bundle/schema/docs/bundle_descriptions.json linguist-generated=true' >> ./.gitattributes"
+            "echo 'bundle/schema/jsonschema.json linguist-generated=true' >> ./.gitattributes"
         ]
     }
 }

.codegen/_openapi_sha

@@ -1 +1 @@
-3eae49b444cac5a0118a3503e5b7ecef7f96527a
+d05898328669a3f8ab0c2ecee37db2673d3ea3f7

.codegen/lookup.go.tmpl

@@ -116,6 +116,10 @@ func allResolvers() *resolvers {
 	{{range .Services -}}
 	{{- if in $allowlist .KebabName -}}
 	r.{{.Singular.PascalName}} = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["{{.Singular.PascalName}}"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.{{.PascalName}}.GetBy{{range .NamedIdMap.NamePath}}{{.PascalName}}{{end}}(ctx, name)
 		if err != nil {
 			return "", err

.gitattributes

@@ -120,4 +120,4 @@ cmd/workspace/workspace-conf/workspace-conf.go linguist-generated=true
 cmd/workspace/workspace/workspace.go linguist-generated=true
 bundle/internal/tf/schema/\*.go linguist-generated=true
 go.sum linguist-generated=true
-bundle/schema/docs/bundle_descriptions.json linguist-generated=true
+bundle/schema/jsonschema.json linguist-generated=true

.github/workflows/push.yml

@@ -107,11 +107,18 @@ jobs:
         run: npm install -g ajv-cli@5.0.0
 
       # Assert that the generated bundle schema is a valid JSON schema by using
-      # ajv-cli to validate it against a sample configuration file.
+      # ajv-cli to validate it against bundle configuration files.
       # By default the ajv-cli runs in strict mode which will fail if the schema
       # itself is not valid. Strict mode is more strict than the JSON schema
       # specification. See for details: https://ajv.js.org/options.html#strict-mode-options
       - name: Validate bundle schema
         run: |
           go run main.go bundle schema > schema.json
-          ajv -s schema.json -d ./bundle/tests/basic/databricks.yml
+
+          for file in ./bundle/internal/schema/testdata/pass/*.yml; do
+            ajv test -s schema.json -d $file --valid
+          done
+
+          for file in ./bundle/internal/schema/testdata/fail/*.yml; do
+            ajv test -s schema.json -d $file --invalid
+          done

CHANGELOG.md

@@ -1,5 +1,34 @@
 # Version changelog
 
+## [Release] Release v0.228.0
+
+CLI:
+ * Do not error if we cannot prompt for a profile in `auth login` ([#1745](https://github.com/databricks/cli/pull/1745)).
+
+Bundles:
+
+As of this release, the CLI will show a prompt if there are configuration changes that lead to DLT pipeline recreation.
+Users can skip the prompt by specifying the `--auto-approve` flag.
+
+ * Pass along  to Terraform process ([#1734](https://github.com/databricks/cli/pull/1734)).
+ * Add prompt when a pipeline recreation happens ([#1672](https://github.com/databricks/cli/pull/1672)).
+ * Use materialized views in the default-sql template ([#1709](https://github.com/databricks/cli/pull/1709)).
+ * Update templates to latest LTS DBR ([#1715](https://github.com/databricks/cli/pull/1715)).
+ * Make lock optional in the JSON schema ([#1738](https://github.com/databricks/cli/pull/1738)).
+ * Do not suppress normalisation diagnostics for resolving variables ([#1740](https://github.com/databricks/cli/pull/1740)).
+ * Include a permissions section in all templates ([#1713](https://github.com/databricks/cli/pull/1713)).
+ * Fixed complex variables are not being correctly merged from include files ([#1746](https://github.com/databricks/cli/pull/1746)).
+ * Fixed variable override in target with full variable syntax ([#1749](https://github.com/databricks/cli/pull/1749)).
+
+Internal:
+ * Consider serverless clusters as compatible for Python wheel tasks ([#1733](https://github.com/databricks/cli/pull/1733)).
+ * PythonMutator: explain missing package error ([#1736](https://github.com/databricks/cli/pull/1736)).
+ * Add `dyn.Time` to box a timestamp with its original string value ([#1732](https://github.com/databricks/cli/pull/1732)).
+ * Fix streaming of stdout, stdin, stderr in cobra test runner ([#1742](https://github.com/databricks/cli/pull/1742)).
+
+Dependency updates:
+ * Bump github.com/Masterminds/semver/v3 from 3.2.1 to 3.3.0 ([#1741](https://github.com/databricks/cli/pull/1741)).
+
 ## [Release] Release v0.227.1
 
 CLI:

bundle/artifacts/expand_globs.go

@@ -33,12 +33,7 @@ func createGlobError(v dyn.Value, p dyn.Path, message string) diag.Diagnostic {
 		Severity:  diag.Error,
 		Summary:   fmt.Sprintf("%s: %s", source, message),
 		Locations: []dyn.Location{v.Location()},
-
-		Paths: []dyn.Path{
-			// Hack to clone the path. This path copy is mutable.
-			// To be addressed in a later PR.
-			p.Append(),
-		},
+		Paths:     []dyn.Path{p},
 	}
 }
 

bundle/config/deployment.go

@@ -6,5 +6,5 @@ type Deployment struct {
 	FailOnActiveRuns bool `json:"fail_on_active_runs,omitempty"`
 
 	// Lock configures locking behavior on deployment.
-	Lock Lock `json:"lock"`
+	Lock Lock `json:"lock,omitempty"`
 }

bundle/config/generate/job.go

@@ -25,6 +25,20 @@ func ConvertJobToValue(job *jobs.Job) (dyn.Value, error) {
 		value["tasks"] = dyn.NewValue(tasks, []dyn.Location{{Line: jobOrder.Get("tasks")}})
 	}
 
+	// We're processing job.Settings.Parameters separately to retain empty default values.
+	if len(job.Settings.Parameters) > 0 {
+		params := make([]dyn.Value, 0)
+		for _, parameter := range job.Settings.Parameters {
+			p := map[string]dyn.Value{
+				"name":    dyn.NewValue(parameter.Name, []dyn.Location{{Line: 0}}), // We use Line: 0 to ensure that the name goes first.
+				"default": dyn.NewValue(parameter.Default, []dyn.Location{{Line: 1}}),
+			}
+			params = append(params, dyn.NewValue(p, []dyn.Location{}))
+		}
+
+		value["parameters"] = dyn.NewValue(params, []dyn.Location{{Line: jobOrder.Get("parameters")}})
+	}
+
 	return yamlsaver.ConvertToMapValue(job.Settings, jobOrder, []string{"format", "new_cluster", "existing_cluster_id"}, value)
 }
 

bundle/config/mutator/python/python_mutator.go

@@ -1,15 +1,21 @@
 package python
 
 import (
+	"bytes"
 	"context"
 	"encoding/json"
 	"errors"
 	"fmt"
+	"io"
 	"os"
 	"path/filepath"
 
-	"github.com/databricks/cli/libs/python"
 	"github.com/databricks/databricks-sdk-go/logger"
+	"github.com/fatih/color"
+
+	"strings"
+
+	"github.com/databricks/cli/libs/python"
 
 	"github.com/databricks/cli/bundle/env"
 
@@ -169,7 +175,11 @@ func (m *pythonMutator) runPythonMutator(ctx context.Context, cacheDir string, r
 		return dyn.InvalidValue, diag.Errorf("failed to write input file: %s", err)
 	}
 
-	stderrWriter := newLogWriter(ctx, "stderr: ")
+	stderrBuf := bytes.Buffer{}
+	stderrWriter := io.MultiWriter(
+		newLogWriter(ctx, "stderr: "),
+		&stderrBuf,
+	)
 	stdoutWriter := newLogWriter(ctx, "stdout: ")
 
 	_, processErr := process.Background(
@@ -197,7 +207,13 @@ func (m *pythonMutator) runPythonMutator(ctx context.Context, cacheDir string, r
 	// process can fail without reporting errors in diagnostics file or creating it, for instance,
 	// venv doesn't have PyDABs library installed
 	if processErr != nil {
-		return dyn.InvalidValue, diag.Errorf("python mutator process failed: %sw, use --debug to enable logging", processErr)
+		diagnostic := diag.Diagnostic{
+			Severity: diag.Error,
+			Summary:  fmt.Sprintf("python mutator process failed: %q, use --debug to enable logging", processErr),
+			Detail:   explainProcessErr(stderrBuf.String()),
+		}
+
+		return dyn.InvalidValue, diag.Diagnostics{diagnostic}
 	}
 
 	// or we can fail to read diagnostics file, that should always be created
@@ -205,15 +221,40 @@ func (m *pythonMutator) runPythonMutator(ctx context.Context, cacheDir string, r
 		return dyn.InvalidValue, diag.Errorf("failed to load diagnostics: %s", pythonDiagnosticsErr)
 	}
 
-	output, err := loadOutputFile(rootPath, outputPath)
-	if err != nil {
-		return dyn.InvalidValue, diag.Errorf("failed to load Python mutator output: %s", err)
-	}
+	output, outputDiags := loadOutputFile(rootPath, outputPath)
+	pythonDiagnostics = pythonDiagnostics.Extend(outputDiags)
 
 	// we pass through pythonDiagnostic because it contains warnings
 	return output, pythonDiagnostics
 }
 
+const installExplanation = `If using Python wheels, ensure that 'databricks-pydabs' is included in the dependencies, 
+and that the wheel is installed in the Python environment:
+
+  $ .venv/bin/pip install -e .
+
+If using a virtual environment, ensure it is specified as the venv_path property in databricks.yml, 
+or activate the environment before running CLI commands:
+
+  experimental:
+    pydabs:
+      venv_path: .venv
+`
+
+// explainProcessErr provides additional explanation for common errors.
+// It's meant to be the best effort, and not all errors are covered.
+// Output should be used only used for error reporting.
+func explainProcessErr(stderr string) string {
+	// implemented in cpython/Lib/runpy.py and portable across Python 3.x, including pypy
+	if strings.Contains(stderr, "Error while finding module specification for 'databricks.bundles.build'") {
+		summary := color.CyanString("Explanation: ") + "'databricks-pydabs' library is not installed in the Python environment.\n"
+
+		return stderr + "\n" + summary + "\n" + installExplanation
+	}
+
+	return stderr
+}
+
 func writeInputFile(inputPath string, input dyn.Value) error {
 	// we need to marshal dyn.Value instead of bundle.Config to JSON to support
 	// non-string fields assigned with bundle variables
@@ -225,10 +266,10 @@ func writeInputFile(inputPath string, input dyn.Value) error {
 	return os.WriteFile(inputPath, rootConfigJson, 0600)
 }
 
-func loadOutputFile(rootPath string, outputPath string) (dyn.Value, error) {
+func loadOutputFile(rootPath string, outputPath string) (dyn.Value, diag.Diagnostics) {
 	outputFile, err := os.Open(outputPath)
 	if err != nil {
-		return dyn.InvalidValue, fmt.Errorf("failed to open output file: %w", err)
+		return dyn.InvalidValue, diag.FromErr(fmt.Errorf("failed to open output file: %w", err))
 	}
 
 	defer outputFile.Close()
@@ -243,27 +284,34 @@ func loadOutputFile(rootPath string, outputPath string) (dyn.Value, error) {
 	// for that, we pass virtualPath instead of outputPath as file location
 	virtualPath, err := filepath.Abs(filepath.Join(rootPath, "__generated_by_pydabs__.yml"))
 	if err != nil {
-		return dyn.InvalidValue, fmt.Errorf("failed to get absolute path: %w", err)
+		return dyn.InvalidValue, diag.FromErr(fmt.Errorf("failed to get absolute path: %w", err))
 	}
 
 	generated, err := yamlloader.LoadYAML(virtualPath, outputFile)
 	if err != nil {
-		return dyn.InvalidValue, fmt.Errorf("failed to parse output file: %w", err)
+		return dyn.InvalidValue, diag.FromErr(fmt.Errorf("failed to parse output file: %w", err))
 	}
 
-	normalized, diagnostic := convert.Normalize(config.Root{}, generated)
-	if diagnostic.Error() != nil {
-		return dyn.InvalidValue, fmt.Errorf("failed to normalize output: %w", diagnostic.Error())
-	}
+	return strictNormalize(config.Root{}, generated)
+}
+
+func strictNormalize(dst any, generated dyn.Value) (dyn.Value, diag.Diagnostics) {
+	normalized, diags := convert.Normalize(dst, generated)
 
 	// warnings shouldn't happen because output should be already normalized
 	// when it happens, it's a bug in the mutator, and should be treated as an error
 
-	for _, d := range diagnostic.Filter(diag.Warning) {
-		return dyn.InvalidValue, fmt.Errorf("failed to normalize output: %s", d.Summary)
+	strictDiags := diag.Diagnostics{}
+
+	for _, d := range diags {
+		if d.Severity == diag.Warning {
+			d.Severity = diag.Error
+		}
+
+		strictDiags = strictDiags.Append(d)
 	}
 
-	return normalized, nil
+	return normalized, strictDiags
 }
 
 // loadDiagnosticsFile loads diagnostics from a file.

bundle/config/mutator/python/python_mutator_test.go

@@ -10,6 +10,8 @@ import (
 	"runtime"
 	"testing"
 
+	"github.com/databricks/cli/libs/dyn/convert"
+
 	"github.com/databricks/cli/libs/dyn/merge"
 
 	"github.com/databricks/cli/bundle/env"
@@ -255,7 +257,7 @@ func TestPythonMutator_badOutput(t *testing.T) {
 	mutator := PythonMutator(PythonMutatorPhaseLoad)
 	diag := bundle.Apply(ctx, b, mutator)
 
-	assert.EqualError(t, diag.Error(), "failed to load Python mutator output: failed to normalize output: unknown field: unknown_property")
+	assert.EqualError(t, diag.Error(), "unknown field: unknown_property")
 }
 
 func TestPythonMutator_disabled(t *testing.T) {
@@ -546,6 +548,46 @@ func TestInterpreterPath(t *testing.T) {
 	}
 }
 
+func TestStrictNormalize(t *testing.T) {
+	// NB: there is no way to trigger diag.Error, so we don't test it
+
+	type TestStruct struct {
+		A int `json:"a"`
+	}
+
+	value := dyn.NewValue(map[string]dyn.Value{"A": dyn.NewValue("abc", nil)}, nil)
+
+	_, diags := convert.Normalize(TestStruct{}, value)
+	_, strictDiags := strictNormalize(TestStruct{}, value)
+
+	assert.False(t, diags.HasError())
+	assert.True(t, strictDiags.HasError())
+}
+
+func TestExplainProcessErr(t *testing.T) {
+	stderr := "/home/test/.venv/bin/python3: Error while finding module specification for 'databricks.bundles.build' (ModuleNotFoundError: No module named 'databricks')\n"
+	expected := `/home/test/.venv/bin/python3: Error while finding module specification for 'databricks.bundles.build' (ModuleNotFoundError: No module named 'databricks')
+
+Explanation: 'databricks-pydabs' library is not installed in the Python environment.
+
+If using Python wheels, ensure that 'databricks-pydabs' is included in the dependencies, 
+and that the wheel is installed in the Python environment:
+
+  $ .venv/bin/pip install -e .
+
+If using a virtual environment, ensure it is specified as the venv_path property in databricks.yml, 
+or activate the environment before running CLI commands:
+
+  experimental:
+    pydabs:
+      venv_path: .venv
+`
+
+	out := explainProcessErr(stderr)
+
+	assert.Equal(t, expected, out)
+}
+
 func withProcessStub(t *testing.T, args []string, output string, diagnostics string) context.Context {
 	ctx := context.Background()
 	ctx, stub := process.WithStub(ctx)

bundle/config/mutator/resolve_resource_references_test.go

@@ -2,7 +2,6 @@ package mutator
 
 import (
 	"context"
-	"fmt"
 	"testing"
 
 	"github.com/databricks/cli/bundle"
@@ -44,11 +43,13 @@ func TestResolveClusterReference(t *testing.T) {
 	m := mocks.NewMockWorkspaceClient(t)
 	b.SetWorkpaceClient(m.WorkspaceClient)
 	clusterApi := m.GetMockClustersAPI()
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, clusterRef1).Return(&compute.ClusterDetails{
-		ClusterId: "1234-5678-abcd",
-	}, nil)
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, clusterRef2).Return(&compute.ClusterDetails{
-		ClusterId: "9876-5432-xywz",
+	clusterApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "1234-5678-abcd", ClusterName: clusterRef1},
+		{ClusterId: "9876-5432-xywz", ClusterName: clusterRef2},
 	}, nil)
 
 	diags := bundle.Apply(context.Background(), b, ResolveResourceReferences())
@@ -78,10 +79,16 @@ func TestResolveNonExistentClusterReference(t *testing.T) {
 	m := mocks.NewMockWorkspaceClient(t)
 	b.SetWorkpaceClient(m.WorkspaceClient)
 	clusterApi := m.GetMockClustersAPI()
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, clusterRef).Return(nil, fmt.Errorf("ClusterDetails named '%s' does not exist", clusterRef))
+	clusterApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "1234-5678-abcd", ClusterName: "some other cluster"},
+	}, nil)
 
 	diags := bundle.Apply(context.Background(), b, ResolveResourceReferences())
-	require.ErrorContains(t, diags.Error(), "failed to resolve cluster: Random, err: ClusterDetails named 'Random' does not exist")
+	require.ErrorContains(t, diags.Error(), "failed to resolve cluster: Random, err: cluster named 'Random' does not exist")
 }
 
 func TestNoLookupIfVariableIsSet(t *testing.T) {
@@ -158,8 +165,14 @@ func TestResolveVariableReferencesInVariableLookups(t *testing.T) {
 	m := mocks.NewMockWorkspaceClient(t)
 	b.SetWorkpaceClient(m.WorkspaceClient)
 	clusterApi := m.GetMockClustersAPI()
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, "cluster-bar-dev").Return(&compute.ClusterDetails{
-		ClusterId: "1234-5678-abcd",
+
+	clusterApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "1234-5678-abcd", ClusterName: "cluster-bar-dev"},
+		{ClusterId: "9876-5432-xywz", ClusterName: "some other cluster"},
 	}, nil)
 
 	diags := bundle.Apply(context.Background(), b, bundle.Seq(ResolveVariableReferencesInLookup(), ResolveResourceReferences()))

bundle/config/mutator/resolve_variable_references.go

@@ -10,7 +10,6 @@ import (
 	"github.com/databricks/cli/libs/dyn"
 	"github.com/databricks/cli/libs/dyn/convert"
 	"github.com/databricks/cli/libs/dyn/dynvar"
-	"github.com/databricks/cli/libs/log"
 )
 
 type resolveVariableReferences struct {
@@ -124,6 +123,7 @@ func (m *resolveVariableReferences) Apply(ctx context.Context, b *bundle.Bundle)
 	// We rewrite it here to make the resolution logic simpler.
 	varPath := dyn.NewPath(dyn.Key("var"))
 
+	var diags diag.Diagnostics
 	err := b.Config.Mutate(func(root dyn.Value) (dyn.Value, error) {
 		// Synthesize a copy of the root that has all fields that are present in the type
 		// but not set in the dynamic value set to their corresponding empty value.
@@ -180,14 +180,13 @@ func (m *resolveVariableReferences) Apply(ctx context.Context, b *bundle.Bundle)
 
 		// Normalize the result because variable resolution may have been applied to non-string fields.
 		// For example, a variable reference may have been resolved to a integer.
-		root, diags := convert.Normalize(b.Config, root)
-		for _, diag := range diags {
-			// This occurs when a variable's resolved value is incompatible with the field's type.
-			// Log a warning until we have a better way to surface these diagnostics to the user.
-			log.Warnf(ctx, "normalization diagnostic: %s", diag.Summary)
-		}
+		root, normaliseDiags := convert.Normalize(b.Config, root)
+		diags = diags.Extend(normaliseDiags)
 		return root, nil
 	})
 
-	return diag.FromErr(err)
+	if err != nil {
+		diags = diags.Extend(diag.FromErr(err))
+	}
+	return diags
 }

bundle/config/root.go

@@ -406,6 +406,30 @@ func (r *Root) MergeTargetOverrides(name string) error {
 	return r.updateWithDynamicValue(root)
 }
 
+var variableKeywords = []string{"default", "lookup"}
+
+// isFullVariableOverrideDef checks if the given value is a full syntax varaible override.
+// A full syntax variable override is a map with only one of the following
+// keys: "default", "lookup".
+func isFullVariableOverrideDef(v dyn.Value) bool {
+	mv, ok := v.AsMap()
+	if !ok {
+		return false
+	}
+
+	if mv.Len() != 1 {
+		return false
+	}
+
+	for _, keyword := range variableKeywords {
+		if _, ok := mv.GetByString(keyword); ok {
+			return true
+		}
+	}
+
+	return false
+}
+
 // rewriteShorthands performs lightweight rewriting of the configuration
 // tree where we allow users to write a shorthand and must rewrite to the full form.
 func rewriteShorthands(v dyn.Value) (dyn.Value, error) {
@@ -433,20 +457,27 @@ func rewriteShorthands(v dyn.Value) (dyn.Value, error) {
 				}, variable.Locations()), nil
 
 			case dyn.KindMap, dyn.KindSequence:
-				// Check if the original definition of variable has a type field.
-				typeV, err := dyn.GetByPath(v, p.Append(dyn.Key("type")))
-				if err != nil {
+				// If it's a full variable definition, leave it as is.
+				if isFullVariableOverrideDef(variable) {
 					return variable, nil
 				}
 
-				if typeV.MustString() == "complex" {
+				// Check if the original definition of variable has a type field.
+				// If it has a type field, it means the shorthand is a value of a complex type.
+				// Type might not be found if the variable overriden in a separate file
+				// and configuration is not merged yet.
+				typeV, err := dyn.GetByPath(v, p.Append(dyn.Key("type")))
+				if err == nil && typeV.MustString() == "complex" {
 					return dyn.NewValue(map[string]dyn.Value{
 						"type":    typeV,
 						"default": variable,
 					}, variable.Locations()), nil
 				}
 
-				return variable, nil
+				// If it's a shorthand, rewrite it to a full variable definition.
+				return dyn.NewValue(map[string]dyn.Value{
+					"default": variable,
+				}, variable.Locations()), nil
 
 			default:
 				return variable, nil

bundle/config/root_test.go

@@ -139,7 +139,7 @@ func TestRootMergeTargetOverridesWithVariables(t *testing.T) {
 		},
 		Targets: map[string]*Target{
 			"development": {
-				Variables: map[string]*variable.Variable{
+				Variables: map[string]*variable.TargetVariable{
 					"foo": {
 						Default:     "bar",
 						Description: "wrong",

bundle/config/target.go

@@ -38,7 +38,26 @@ type Target struct {
 	// Override default values or lookup name for defined variables
 	// Does not permit defining new variables or redefining existing ones
 	// in the scope of an target
-	Variables map[string]*variable.Variable `json:"variables,omitempty"`
+	//
+	// There are two valid ways to define a variable override in a target:
+	// 1. Direct value override. We normalize this to the variable.Variable
+	//    struct format when loading the configuration YAML:
+	//
+	//   variables:
+	//     foo: "value"
+	//
+	// 2. Override matching the variable.Variable struct.
+	//
+	//   variables:
+	//     foo:
+	//       default: "value"
+	//
+	// OR
+	//
+	//   variables:
+	//     foo:
+	//       lookup: "resource_name"
+	Variables map[string]*variable.TargetVariable `json:"variables,omitempty"`
 
 	Git Git `json:"git,omitempty"`
 

bundle/config/validate/unique_resource_keys.go

@@ -3,7 +3,6 @@ package validate
 import (
 	"context"
 	"fmt"
-	"slices"
 	"sort"
 
 	"github.com/databricks/cli/bundle"
@@ -66,10 +65,7 @@ func (m *uniqueResourceKeys) Apply(ctx context.Context, b *bundle.Bundle) diag.D
 				}
 			}
 
-			// dyn.Path under the hood is a slice. The code that walks the configuration
-			// tree uses the same underlying slice to track the path as it walks
-			// the tree. So, we need to clone it here.
-			m.paths = append(m.paths, slices.Clone(p))
+			m.paths = append(m.paths, p)
 			m.locations = append(m.locations, v.Locations()...)
 
 			resourceMetadata[k] = m

bundle/config/variable/lookup.go

@@ -220,6 +220,10 @@ type resolvers struct {
 func allResolvers() *resolvers {
 	r := &resolvers{}
 	r.Alert = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Alert"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Alerts.GetByDisplayName(ctx, name)
 		if err != nil {
 			return "", err
@@ -228,6 +232,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.Id), nil
 	}
 	r.ClusterPolicy = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["ClusterPolicy"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.ClusterPolicies.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -236,6 +244,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.PolicyId), nil
 	}
 	r.Cluster = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Cluster"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Clusters.GetByClusterName(ctx, name)
 		if err != nil {
 			return "", err
@@ -244,6 +256,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.ClusterId), nil
 	}
 	r.Dashboard = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Dashboard"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Dashboards.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -252,6 +268,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.Id), nil
 	}
 	r.InstancePool = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["InstancePool"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.InstancePools.GetByInstancePoolName(ctx, name)
 		if err != nil {
 			return "", err
@@ -260,6 +280,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.InstancePoolId), nil
 	}
 	r.Job = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Job"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Jobs.GetBySettingsName(ctx, name)
 		if err != nil {
 			return "", err
@@ -268,6 +292,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.JobId), nil
 	}
 	r.Metastore = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Metastore"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Metastores.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -276,6 +304,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.MetastoreId), nil
 	}
 	r.Pipeline = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Pipeline"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Pipelines.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -284,6 +316,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.PipelineId), nil
 	}
 	r.Query = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Query"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Queries.GetByDisplayName(ctx, name)
 		if err != nil {
 			return "", err
@@ -292,6 +328,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.Id), nil
 	}
 	r.ServicePrincipal = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["ServicePrincipal"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.ServicePrincipals.GetByDisplayName(ctx, name)
 		if err != nil {
 			return "", err
@@ -300,6 +340,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.ApplicationId), nil
 	}
 	r.Warehouse = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Warehouse"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Warehouses.GetByName(ctx, name)
 		if err != nil {
 			return "", err

bundle/config/variable/lookup_overrides.go

@@ -0,0 +1,41 @@
+package variable
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/databricks/databricks-sdk-go"
+	"github.com/databricks/databricks-sdk-go/service/compute"
+)
+
+var lookupOverrides = map[string]resolverFunc{
+	"Cluster": resolveCluster,
+}
+
+// We added a custom resolver for the cluster to add filtering for the cluster source when we list all clusters.
+// Without the filtering listing could take a very long time (5-10 mins) which leads to lookup timeouts.
+func resolveCluster(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+	result, err := w.Clusters.ListAll(ctx, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	})
+
+	if err != nil {
+		return "", err
+	}
+
+	tmp := map[string][]compute.ClusterDetails{}
+	for _, v := range result {
+		key := v.ClusterName
+		tmp[key] = append(tmp[key], v)
+	}
+	alternatives, ok := tmp[name]
+	if !ok || len(alternatives) == 0 {
+		return "", fmt.Errorf("cluster named '%s' does not exist", name)
+	}
+	if len(alternatives) > 1 {
+		return "", fmt.Errorf("there are %d instances of clusters named '%s'", len(alternatives), name)
+	}
+	return alternatives[0].ClusterId, nil
+}

bundle/config/variable/variable.go

@@ -16,6 +16,11 @@ const (
 	VariableTypeComplex VariableType = "complex"
 )
 
+// We alias it here to override the JSON schema associated with a variable value
+// in a target override. This is because we allow for directly specifying the value
+// in addition to the variable.Variable struct format in a target override.
+type TargetVariable Variable
+
 // An input variable for the bundle config
 type Variable struct {
 	// A type of the variable. This is used to validate the value of the variable

bundle/deploy/terraform/import.go

@@ -69,6 +69,11 @@ func (m *importResource) Apply(ctx context.Context, b *bundle.Bundle) diag.Diagn
 		// Remove output starting from Warning until end of output
 		output = output[:bytes.Index([]byte(output), []byte("Warning:"))]
 		cmdio.LogString(ctx, output)
+
+		if !cmdio.IsPromptSupported(ctx) {
+			return diag.Errorf("This bind operation requires user confirmation, but the current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed.")
+		}
+
 		ans, err := cmdio.AskYesOrNo(ctx, "Confirm import changes? Changes will be remotely applied only after running 'bundle deploy'.")
 		if err != nil {
 			return diag.FromErr(err)

bundle/deploy/terraform/init.go

@@ -111,6 +111,13 @@ func inheritEnvVars(ctx context.Context, environ map[string]string) error {
 		environ["PATH"] = path
 	}
 
+	// Include $AZURE_CONFIG_FILE in set of environment variables to pass along.
+	// This is set in Azure DevOps by the AzureCLI@2 task.
+	azureConfigFile, ok := env.Lookup(ctx, "AZURE_CONFIG_FILE")
+	if ok {
+		environ["AZURE_CONFIG_FILE"] = azureConfigFile
+	}
+
 	// Include $TF_CLI_CONFIG_FILE to override terraform provider in development.
 	// See: https://developer.hashicorp.com/terraform/cli/config/config-file#explicit-installation-method-configuration
 	devConfigFile, ok := env.Lookup(ctx, "TF_CLI_CONFIG_FILE")

bundle/deploy/terraform/init_test.go

@@ -269,19 +269,20 @@ func TestSetUserAgentExtraEnvVar(t *testing.T) {
 }
 
 func TestInheritEnvVars(t *testing.T) {
-	env := map[string]string{}
-
 	t.Setenv("HOME", "/home/testuser")
 	t.Setenv("PATH", "/foo:/bar")
 	t.Setenv("TF_CLI_CONFIG_FILE", "/tmp/config.tfrc")
+	t.Setenv("AZURE_CONFIG_FILE", "/tmp/foo/bar")
 
-	err := inheritEnvVars(context.Background(), env)
-
-	require.NoError(t, err)
-
-	require.Equal(t, env["HOME"], "/home/testuser")
-	require.Equal(t, env["PATH"], "/foo:/bar")
-	require.Equal(t, env["TF_CLI_CONFIG_FILE"], "/tmp/config.tfrc")
+	ctx := context.Background()
+	env := map[string]string{}
+	err := inheritEnvVars(ctx, env)
+	if assert.NoError(t, err) {
+		assert.Equal(t, "/home/testuser", env["HOME"])
+		assert.Equal(t, "/foo:/bar", env["PATH"])
+		assert.Equal(t, "/tmp/config.tfrc", env["TF_CLI_CONFIG_FILE"])
+		assert.Equal(t, "/tmp/foo/bar", env["AZURE_CONFIG_FILE"])
+	}
 }
 
 func TestSetUserProfileFromInheritEnvVars(t *testing.T) {

bundle/internal/bundle/schema/main.go

@@ -1,42 +0,0 @@
-package main
-
-import (
-	"encoding/json"
-	"fmt"
-	"log"
-	"os"
-
-	"github.com/databricks/cli/bundle/schema"
-)
-
-func main() {
-	if len(os.Args) != 2 {
-		fmt.Println("Usage: go run main.go <output-file>")
-		os.Exit(1)
-	}
-
-	// Output file, to write the generated schema descriptions to.
-	outputFile := os.Args[1]
-
-	// Input file, the databricks openapi spec.
-	inputFile := os.Getenv("DATABRICKS_OPENAPI_SPEC")
-	if inputFile == "" {
-		log.Fatal("DATABRICKS_OPENAPI_SPEC environment variable not set")
-	}
-
-	// Generate the schema descriptions.
-	docs, err := schema.UpdateBundleDescriptions(inputFile)
-	if err != nil {
-		log.Fatal(err)
-	}
-	result, err := json.MarshalIndent(docs, "", "  ")
-	if err != nil {
-		log.Fatal(err)
-	}
-
-	// Write the schema descriptions to the output file.
-	err = os.WriteFile(outputFile, result, 0644)
-	if err != nil {
-		log.Fatal(err)
-	}
-}

bundle/internal/schema/main.go

@@ -0,0 +1,109 @@
+package main
+
+import (
+	"encoding/json"
+	"fmt"
+	"log"
+	"os"
+	"reflect"
+
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/variable"
+	"github.com/databricks/cli/libs/jsonschema"
+)
+
+func interpolationPattern(s string) string {
+	return fmt.Sprintf(`\$\{(%s(\.[a-zA-Z]+([-_]?[a-zA-Z0-9]+)*(\[[0-9]+\])*)+)\}`, s)
+}
+
+func addInterpolationPatterns(typ reflect.Type, s jsonschema.Schema) jsonschema.Schema {
+	if typ == reflect.TypeOf(config.Root{}) || typ == reflect.TypeOf(variable.Variable{}) {
+		return s
+	}
+
+	// The variables block in a target override allows for directly specifying
+	// the value of the variable.
+	if typ == reflect.TypeOf(variable.TargetVariable{}) {
+		return jsonschema.Schema{
+			AnyOf: []jsonschema.Schema{
+				// We keep the original schema so that autocomplete suggestions
+				// continue to work.
+				s,
+				// All values are valid for a variable value, be it primitive types
+				// like string/bool or complex ones like objects/arrays. Thus we override
+				// the schema to allow all valid JSON values.
+				{},
+			},
+		}
+	}
+
+	switch s.Type {
+	case jsonschema.ArrayType, jsonschema.ObjectType:
+		// arrays and objects can have complex variable values specified.
+		return jsonschema.Schema{
+			AnyOf: []jsonschema.Schema{
+				s,
+				{
+					Type:    jsonschema.StringType,
+					Pattern: interpolationPattern("var"),
+				}},
+		}
+	case jsonschema.IntegerType, jsonschema.NumberType, jsonschema.BooleanType:
+		// primitives can have variable values, or references like ${bundle.xyz}
+		// or ${workspace.xyz}
+		return jsonschema.Schema{
+			AnyOf: []jsonschema.Schema{
+				s,
+				{Type: jsonschema.StringType, Pattern: interpolationPattern("resources")},
+				{Type: jsonschema.StringType, Pattern: interpolationPattern("bundle")},
+				{Type: jsonschema.StringType, Pattern: interpolationPattern("workspace")},
+				{Type: jsonschema.StringType, Pattern: interpolationPattern("artifacts")},
+				{Type: jsonschema.StringType, Pattern: interpolationPattern("var")},
+			},
+		}
+	default:
+		return s
+	}
+}
+
+func main() {
+	if len(os.Args) != 2 {
+		fmt.Println("Usage: go run main.go <output-file>")
+		os.Exit(1)
+	}
+
+	// Output file, where the generated JSON schema will be written to.
+	outputFile := os.Args[1]
+
+	// Input file, the databricks openapi spec.
+	inputFile := os.Getenv("DATABRICKS_OPENAPI_SPEC")
+	if inputFile == "" {
+		log.Fatal("DATABRICKS_OPENAPI_SPEC environment variable not set")
+	}
+
+	p, err := newParser(inputFile)
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	// Generate the JSON schema from the bundle Go struct.
+	s, err := jsonschema.FromType(reflect.TypeOf(config.Root{}), []func(reflect.Type, jsonschema.Schema) jsonschema.Schema{
+		p.addDescriptions,
+		p.addEnums,
+		addInterpolationPatterns,
+	})
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	b, err := json.MarshalIndent(s, "", "  ")
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	// Write the schema descriptions to the output file.
+	err = os.WriteFile(outputFile, b, 0644)
+	if err != nil {
+		log.Fatal(err)
+	}
+}

bundle/internal/schema/parser.go

@@ -0,0 +1,123 @@
+package main
+
+import (
+	"encoding/json"
+	"fmt"
+	"os"
+	"path"
+	"reflect"
+	"strings"
+
+	"github.com/databricks/cli/libs/jsonschema"
+)
+
+type Components struct {
+	Schemas map[string]jsonschema.Schema `json:"schemas,omitempty"`
+}
+
+type Specification struct {
+	Components Components `json:"components"`
+}
+
+type openapiParser struct {
+	ref map[string]jsonschema.Schema
+}
+
+func newParser(path string) (*openapiParser, error) {
+	b, err := os.ReadFile(path)
+	if err != nil {
+		return nil, err
+	}
+
+	spec := Specification{}
+	err = json.Unmarshal(b, &spec)
+	if err != nil {
+		return nil, err
+	}
+
+	p := &openapiParser{}
+	p.ref = spec.Components.Schemas
+	return p, nil
+}
+
+// This function checks if the input type:
+// 1. Is a Databricks Go SDK type.
+// 2. Has a Databricks Go SDK type embedded in it.
+//
+// If the above conditions are met, the function returns the JSON schema
+// corresponding to the Databricks Go SDK type from the OpenAPI spec.
+func (p *openapiParser) findRef(typ reflect.Type) (jsonschema.Schema, bool) {
+	typs := []reflect.Type{typ}
+
+	// Check for embedded Databricks Go SDK types.
+	if typ.Kind() == reflect.Struct {
+		for i := 0; i < typ.NumField(); i++ {
+			if !typ.Field(i).Anonymous {
+				continue
+			}
+
+			// Deference current type if it's a pointer.
+			ctyp := typ.Field(i).Type
+			for ctyp.Kind() == reflect.Ptr {
+				ctyp = ctyp.Elem()
+			}
+
+			typs = append(typs, ctyp)
+		}
+	}
+
+	for _, ctyp := range typs {
+		// Skip if it's not a Go SDK type.
+		if !strings.HasPrefix(ctyp.PkgPath(), "github.com/databricks/databricks-sdk-go") {
+			continue
+		}
+
+		pkgName := path.Base(ctyp.PkgPath())
+		k := fmt.Sprintf("%s.%s", pkgName, ctyp.Name())
+
+		// Skip if the type is not in the openapi spec.
+		_, ok := p.ref[k]
+		if !ok {
+			continue
+		}
+
+		// Return the first Go SDK type found in the openapi spec.
+		return p.ref[k], true
+	}
+
+	return jsonschema.Schema{}, false
+}
+
+// Use the OpenAPI spec to load descriptions for the given type.
+func (p *openapiParser) addDescriptions(typ reflect.Type, s jsonschema.Schema) jsonschema.Schema {
+	ref, ok := p.findRef(typ)
+	if !ok {
+		return s
+	}
+
+	s.Description = ref.Description
+	for k, v := range s.Properties {
+		if refProp, ok := ref.Properties[k]; ok {
+			v.Description = refProp.Description
+		}
+	}
+
+	return s
+}
+
+// Use the OpenAPI spec add enum values for the given type.
+func (p *openapiParser) addEnums(typ reflect.Type, s jsonschema.Schema) jsonschema.Schema {
+	ref, ok := p.findRef(typ)
+	if !ok {
+		return s
+	}
+
+	s.Enum = append(s.Enum, ref.Enum...)
+	for k, v := range s.Properties {
+		if refProp, ok := ref.Properties[k]; ok {
+			v.Enum = append(v.Enum, refProp.Enum...)
+		}
+	}
+
+	return s
+}

bundle/internal/schema/testdata/fail/basic.yml

@@ -0,0 +1,3 @@
+bundle:
+  # expected type is 'string'
+  name: 1234

bundle/internal/schema/testdata/fail/invalid_enum_value_in_job.yml

@@ -0,0 +1,4 @@
+resources:
+  jobs:
+    myjob:
+      format: INVALID_VALUE

bundle/internal/schema/testdata/fail/invalid_enum_value_in_model.yml

@@ -0,0 +1,6 @@
+resources:
+  models:
+    mymodel:
+      latest_versions:
+        - creation_timestamp: 123
+          status: INVALID_VALUE

bundle/internal/schema/testdata/fail/invalid_reference_in_job.yml

@@ -0,0 +1,8 @@
+resources:
+  jobs:
+    outer:
+      name: outer job
+      tasks:
+        - task_key: run job task 1
+          run_job_task:
+            job_id: ${invalid.reference}

bundle/internal/schema/testdata/fail/invalid_reference_in_model.yml

@@ -0,0 +1,5 @@
+resources:
+  models:
+    mymodel:
+      latest_versions:
+        - creation_timestamp: ${invalid.reference}

bundle/internal/schema/testdata/fail/required_field_missing_in_job.yml

@@ -0,0 +1,9 @@
+resources:
+  jobs:
+    foo:
+      name: my job
+      tasks:
+        # All tasks need to have a task_key.
+        - notebook_task:
+            notebook_path: /Users/abc/notebooks/inner
+          existing_cluster_id: abcd

bundle/internal/schema/testdata/fail/unknown_field_in_job.yml

@@ -0,0 +1,5 @@
+resources:
+  jobs:
+    myjob:
+      # unknown fields should cause schema failure.
+      unknown_field: "value"

bundle/internal/schema/testdata/fail/unknown_field_in_model.yml

@@ -0,0 +1,6 @@
+resources:
+  models:
+    mymodel:
+      creation_timestamp: 123
+      description: "my model"
+      unknown: "value"

bundle/internal/schema/testdata/fail/unknown_top_level_field.yml

@@ -0,0 +1 @@
+unknown: value

bundle/internal/schema/testdata/pass/artifact_references.yml

@@ -0,0 +1,11 @@
+artifacts:
+  abc:
+    path: /Workspace/a/b/c
+    type: wheel
+    files:
+      - source: ./x.whl
+
+resources:
+  jobs:
+    foo:
+      name: ${artifacts.abc.type}

bundle/internal/schema/testdata/pass/basic.yml

@@ -0,0 +1,2 @@
+bundle:
+  name: basic

bundle/internal/schema/testdata/pass/direct_value_in_target.yml

@@ -0,0 +1,4 @@
+targets:
+  development:
+    variables:
+      myvar: value

bundle/internal/schema/testdata/pass/job.yml

@@ -0,0 +1,63 @@
+bundle:
+  name: a job
+
+workspace:
+  host: "https://myworkspace.com"
+  root_path: /abc
+
+presets:
+  name_prefix: "[DEV]"
+  jobs_max_concurrent_runs: 10
+
+variables:
+  simplevar:
+    default: true
+    description: "simplevar description"
+
+  complexvar:
+    default:
+      key1: value1
+      key2: value2
+      key3:
+        - value3
+        - value4
+    description: "complexvar description"
+
+run_as:
+  service_principal_name: myserviceprincipal
+
+resources:
+  jobs:
+    myjob:
+      name: myjob
+      continuous:
+        pause_status: PAUSED
+      edit_mode: EDITABLE
+      max_concurrent_runs: 10
+      description: "my job description"
+      email_notifications:
+        no_alert_for_skipped_runs: true
+      environments:
+        - environment_key: venv
+          spec:
+            dependencies:
+              - python=3.7
+            client: "myclient"
+      format: MULTI_TASK
+      tags:
+        foo: bar
+        bar: baz
+      tasks:
+        - task_key: mytask
+          notebook_task:
+            notebook_path: ${var.simplevar}
+          existing_cluster_id: abcd
+        - task_key: mytask2
+          for_each_task:
+            inputs: av
+            concurrency: 10
+            task:
+              task_key: inside_for_each
+              notebook_task:
+                notebook_path: ${var.complexvar.key3[0]}
+        - ${var.complexvar}

bundle/internal/schema/testdata/pass/ml.yml

@@ -0,0 +1,72 @@
+bundle:
+  name: ML
+
+workspace:
+  host: "https://myworkspace.com"
+  root_path: /abc
+
+presets:
+  name_prefix: "[DEV]"
+  jobs_max_concurrent_runs: 10
+
+variables:
+  simplevar:
+    default: "true"
+    description: "simplevar description"
+
+  complexvar:
+    default:
+      key1: value1
+      key2: value2
+      key3:
+        - value3
+        - value4
+    description: "complexvar description"
+
+resources:
+  models:
+    mymodel:
+      creation_timestamp: 123
+      description: "my model"
+      latest_versions:
+        - creation_timestamp: 123
+          tags: ${var.complexvar.key1}
+          status: READY
+      permissions:
+        - service_principal_name: myserviceprincipal
+          level: CAN_MANAGE
+
+  experiments:
+    myexperiment:
+      artifact_location: /dbfs/myexperiment
+      last_update_time: ${var.complexvar.key2}
+      lifecycle_stage: ${var.simplevar}
+      permissions:
+        - service_principal_name: myserviceprincipal
+          level: CAN_MANAGE
+
+  model_serving_endpoints:
+    myendpoint:
+      config:
+        served_models:
+          - model_name: ${resources.models.mymodel.name}
+            model_version: abc
+            scale_to_zero_enabled: true
+            workload_size: Large
+      name: myendpoint
+
+  schemas:
+    myschema:
+      catalog_name: mycatalog
+      name: myschema
+
+  registered_models:
+    myregisteredmodel:
+      catalog_name: mycatalog
+      name: myregisteredmodel
+      schema_name: ${resources.schemas.myschema.name}
+      grants:
+        - principal: abcd
+          privileges:
+            - SELECT
+            - INSERT

bundle/internal/schema/testdata/pass/pipeline.yml

@@ -0,0 +1,54 @@
+bundle:
+  name: a pipeline
+
+workspace:
+  host: "https://myworkspace.com"
+  root_path: /abc
+
+presets:
+  name_prefix: "[DEV]"
+  jobs_max_concurrent_runs: 10
+
+variables:
+  simplevar:
+    default: true
+    description: "simplevar description"
+
+  complexvar:
+    default:
+      key1: value1
+      key2: value2
+      key3:
+        - value3
+        - value4
+    description: "complexvar description"
+
+artifacts:
+  mywheel:
+    path: ./mywheel.whl
+    type: WHEEL
+
+run_as:
+  service_principal_name: myserviceprincipal
+
+resources:
+  jobs:
+    myjob:
+      name: myjob
+      tasks:
+        - task_key: ${bundle.name} pipeline trigger
+          pipeline_task:
+            pipeline_id: ${resources.mypipeline.id}
+
+  pipelines:
+    mypipeline:
+      name: mypipeline
+      libraries:
+        - whl: ./mywheel.whl
+      catalog: 3{var.complexvar.key2}
+      development: true
+      clusters:
+        - autoscale:
+            mode: ENHANCED
+            max_workers: 10
+            min_workers: 1

bundle/internal/schema/testdata/pass/quality_monitor.yml

@@ -0,0 +1,16 @@
+bundle:
+  name: quality_monitor
+
+resources:
+  quality_monitors:
+    myqualitymonitor:
+      inference_log:
+        granularities:
+          - a
+          - b
+        model_id_col: a
+        prediction_col: b
+        timestamp_col: c
+        problem_type: PROBLEM_TYPE_CLASSIFICATION
+      assets_dir: /dbfs/mnt/abc
+      output_schema_name: default

bundle/internal/schema/testdata/pass/run_job_task.yml

@@ -0,0 +1,56 @@
+bundle:
+  name: a run job task
+  databricks_cli_version: 0.200.0
+  compute_id: "mycompute"
+
+
+variables:
+  simplevar:
+    default: 5678
+    description: "simplevar description"
+
+  complexvar:
+    default:
+      key1: 1234
+      key2: value2
+      key3:
+        - value3
+        - 9999
+    description: "complexvar description"
+
+resources:
+  jobs:
+    inner:
+      permissions:
+        - user_name: user1
+          level: CAN_MANAGE
+
+      name: inner job
+      tasks:
+        - task_key: inner notebook task
+          notebook_task:
+            notebook_path: /Users/abc/notebooks/inner
+          existing_cluster_id: abcd
+
+    outer:
+      name: outer job
+      tasks:
+        - task_key: run job task 1
+          run_job_task:
+            job_id: 1234
+
+        - task_key: run job task 2
+          run_job_task:
+            job_id: ${var.complexvar.key1}
+
+        - task_key: run job task 3
+          run_job_task:
+            job_id: ${var.simplevar}
+
+        - task_key: run job task 4
+          run_job_task:
+            job_id: ${resources.inner.id}
+
+        - task_key: run job task 5
+          run_job_task:
+            job_id: ${var.complexvar.key3[1]}

bundle/internal/schema/testdata/pass/schema.yml

@@ -0,0 +1,24 @@
+bundle:
+  name: basic
+
+variables:
+  complexvar:
+    default:
+      key1: 1234
+      key2: value2
+      key3:
+        - value3
+        - 9999
+    description: complexvar description
+
+resources:
+  schemas:
+    myschema:
+      name: myschema
+      catalog_name: main
+      grants:
+        - ${var.complexvar}
+        - principal: ${workspace.current_user.me}
+          privileges:
+            - ${var.complexvar.key3[0]}
+            - ${var.complexvar.key2}

bundle/libraries/expand_glob_references.go

@@ -16,12 +16,10 @@ type expand struct {
 
 func matchError(p dyn.Path, l []dyn.Location, message string) diag.Diagnostic {
 	return diag.Diagnostic{
-		Severity: diag.Error,
-		Summary:  message,
-		Paths: []dyn.Path{
-			p.Append(),
-		},
+		Severity:  diag.Error,
+		Summary:   message,
 		Locations: l,
+		Paths:     []dyn.Path{p},
 	}
 }
 
@@ -41,7 +39,7 @@ func getLibDetails(v dyn.Value) (string, string, bool) {
 }
 
 func findMatches(b *bundle.Bundle, path string) ([]string, error) {
-	matches, err := filepath.Glob(filepath.Join(b.RootPath, path))
+	matches, err := filepath.Glob(filepath.Join(b.SyncRootPath, path))
 	if err != nil {
 		return nil, err
 	}
@@ -54,10 +52,10 @@ func findMatches(b *bundle.Bundle, path string) ([]string, error) {
 		}
 	}
 
-	// We make the matched path relative to the root path before storing it
+	// We make the matched path relative to the sync root path before storing it
 	// to allow upload mutator to distinguish between local and remote paths
 	for i, match := range matches {
-		matches[i], err = filepath.Rel(b.RootPath, match)
+		matches[i], err = filepath.Rel(b.SyncRootPath, match)
 		if err != nil {
 			return nil, err
 		}
@@ -213,8 +211,8 @@ func (e *expand) Name() string {
 
 // ExpandGlobReferences expands any glob references in the libraries or environments section
 // to corresponding local paths.
-// We only expand local paths (i.e. paths that are relative to the root path).
-// After expanding we make the paths relative to the root path to allow upload mutator later in the chain to
+// We only expand local paths (i.e. paths that are relative to the sync root path).
+// After expanding we make the paths relative to the sync root path to allow upload mutator later in the chain to
 // distinguish between local and remote paths.
 func ExpandGlobReferences() bundle.Mutator {
 	return &expand{}

bundle/libraries/expand_glob_references_test.go

@@ -23,7 +23,7 @@ func TestGlobReferencesExpandedForTaskLibraries(t *testing.T) {
 	testutil.Touch(t, dir, "jar", "my2.jar")
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -104,7 +104,7 @@ func TestGlobReferencesExpandedForForeachTaskLibraries(t *testing.T) {
 	testutil.Touch(t, dir, "jar", "my2.jar")
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -189,7 +189,7 @@ func TestGlobReferencesExpandedForEnvironmentsDeps(t *testing.T) {
 	testutil.Touch(t, dir, "jar", "my2.jar")
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{

bundle/libraries/match_test.go

@@ -18,7 +18,7 @@ func TestValidateEnvironments(t *testing.T) {
 	testutil.Touch(t, tmpDir, "wheel.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -50,7 +50,7 @@ func TestValidateEnvironmentsNoFile(t *testing.T) {
 	tmpDir := t.TempDir()
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -84,7 +84,7 @@ func TestValidateTaskLibraries(t *testing.T) {
 	testutil.Touch(t, tmpDir, "wheel.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -117,7 +117,7 @@ func TestValidateTaskLibrariesNoFile(t *testing.T) {
 	tmpDir := t.TempDir()
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{

bundle/libraries/upload.go

@@ -74,9 +74,9 @@ func collectLocalLibraries(b *bundle.Bundle) (map[string][]configLocation, error
 					return v, nil
 				}
 
-				source = filepath.Join(b.RootPath, source)
+				source = filepath.Join(b.SyncRootPath, source)
 				libs[source] = append(libs[source], configLocation{
-					configPath: p.Append(), // Hack to get the copy of path
+					configPath: p,
 					location:   v.Location(),
 				})
 

bundle/libraries/upload_test.go

@@ -24,7 +24,7 @@ func TestArtifactUploadForWorkspace(t *testing.T) {
 	whlLocalPath := filepath.Join(whlFolder, "source.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/foo/bar/artifacts",
@@ -112,7 +112,7 @@ func TestArtifactUploadForVolumes(t *testing.T) {
 	whlLocalPath := filepath.Join(whlFolder, "source.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/Volumes/foo/bar/artifacts",
@@ -200,7 +200,7 @@ func TestArtifactUploadWithNoLibraryReference(t *testing.T) {
 	whlLocalPath := filepath.Join(whlFolder, "source.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/Workspace/foo/bar/artifacts",
@@ -240,7 +240,7 @@ func TestUploadMultipleLibraries(t *testing.T) {
 	testutil.Touch(t, whlFolder, "source4.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/foo/bar/artifacts",

bundle/phases/deploy.go

@@ -19,9 +19,38 @@ import (
 	"github.com/databricks/cli/bundle/scripts"
 	"github.com/databricks/cli/libs/cmdio"
 	terraformlib "github.com/databricks/cli/libs/terraform"
+	tfjson "github.com/hashicorp/terraform-json"
 )
 
-func approvalForUcSchemaDelete(ctx context.Context, b *bundle.Bundle) (bool, error) {
+func parseTerraformActions(changes []*tfjson.ResourceChange, toInclude func(typ string, actions tfjson.Actions) bool) []terraformlib.Action {
+	res := make([]terraformlib.Action, 0)
+	for _, rc := range changes {
+		if !toInclude(rc.Type, rc.Change.Actions) {
+			continue
+		}
+
+		var actionType terraformlib.ActionType
+		switch {
+		case rc.Change.Actions.Delete():
+			actionType = terraformlib.ActionTypeDelete
+		case rc.Change.Actions.Replace():
+			actionType = terraformlib.ActionTypeRecreate
+		default:
+			// No use case for other action types yet.
+			continue
+		}
+
+		res = append(res, terraformlib.Action{
+			Action:       actionType,
+			ResourceType: rc.Type,
+			ResourceName: rc.Name,
+		})
+	}
+
+	return res
+}
+
+func approvalForDeploy(ctx context.Context, b *bundle.Bundle) (bool, error) {
 	tf := b.Terraform
 	if tf == nil {
 		return false, fmt.Errorf("terraform not initialized")
@@ -33,41 +62,52 @@ func approvalForUcSchemaDelete(ctx context.Context, b *bundle.Bundle) (bool, err
 		return false, err
 	}
 
-	actions := make([]terraformlib.Action, 0)
-	for _, rc := range plan.ResourceChanges {
-		// We only care about destructive actions on UC schema resources.
-		if rc.Type != "databricks_schema" {
-			continue
+	schemaActions := parseTerraformActions(plan.ResourceChanges, func(typ string, actions tfjson.Actions) bool {
+		// Filter in only UC schema resources.
+		if typ != "databricks_schema" {
+			return false
 		}
 
-		var actionType terraformlib.ActionType
+		// We only display prompts for destructive actions like deleting or
+		// recreating a schema.
+		return actions.Delete() || actions.Replace()
+	})
 
-		switch {
-		case rc.Change.Actions.Delete():
-			actionType = terraformlib.ActionTypeDelete
-		case rc.Change.Actions.Replace():
-			actionType = terraformlib.ActionTypeRecreate
-		default:
-			// We don't need a prompt for non-destructive actions like creating
-			// or updating a schema.
-			continue
+	dltActions := parseTerraformActions(plan.ResourceChanges, func(typ string, actions tfjson.Actions) bool {
+		// Filter in only DLT pipeline resources.
+		if typ != "databricks_pipeline" {
+			return false
 		}
 
-		actions = append(actions, terraformlib.Action{
-			Action:       actionType,
-			ResourceType: rc.Type,
-			ResourceName: rc.Name,
-		})
-	}
+		// Recreating DLT pipeline leads to metadata loss and for a transient period
+		// the underling tables will be unavailable.
+		return actions.Replace() || actions.Delete()
+	})
 
-	// No restricted actions planned. No need for approval.
-	if len(actions) == 0 {
+	// We don't need to display any prompts in this case.
+	if len(dltActions) == 0 && len(schemaActions) == 0 {
 		return true, nil
 	}
 
-	cmdio.LogString(ctx, "The following UC schemas will be deleted or recreated. Any underlying data may be lost:")
-	for _, action := range actions {
-		cmdio.Log(ctx, action)
+	// One or more UC schema resources will be deleted or recreated.
+	if len(schemaActions) != 0 {
+		cmdio.LogString(ctx, "The following UC schemas will be deleted or recreated. Any underlying data may be lost:")
+		for _, action := range schemaActions {
+			cmdio.Log(ctx, action)
+		}
+	}
+
+	// One or more DLT pipelines is being recreated.
+	if len(dltActions) != 0 {
+		msg := `
+This action will result in the deletion or recreation of the following DLT Pipelines along with the
+Streaming Tables (STs) and Materialized Views (MVs) managed by them. Recreating the Pipelines will
+restore the defined STs and MVs through full refresh. Note that recreation is necessary when pipeline
+properties such as the 'catalog' or 'storage' are changed:`
+		cmdio.LogString(ctx, msg)
+		for _, action := range dltActions {
+			cmdio.Log(ctx, action)
+		}
 	}
 
 	if b.AutoApprove {
@@ -126,7 +166,7 @@ func Deploy() bundle.Mutator {
 				terraform.CheckRunningResource(),
 				terraform.Plan(terraform.PlanGoal("deploy")),
 				bundle.If(
-					approvalForUcSchemaDelete,
+					approvalForDeploy,
 					deployCore,
 					bundle.LogString("Deployment cancelled!"),
 				),

bundle/phases/deploy_test.go

@@ -0,0 +1,67 @@
+package phases
+
+import (
+	"testing"
+
+	terraformlib "github.com/databricks/cli/libs/terraform"
+	tfjson "github.com/hashicorp/terraform-json"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestParseTerraformActions(t *testing.T) {
+	changes := []*tfjson.ResourceChange{
+		{
+			Type: "databricks_pipeline",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionCreate},
+			},
+			Name: "create pipeline",
+		},
+		{
+			Type: "databricks_pipeline",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionDelete},
+			},
+			Name: "delete pipeline",
+		},
+		{
+			Type: "databricks_pipeline",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionDelete, tfjson.ActionCreate},
+			},
+			Name: "recreate pipeline",
+		},
+		{
+			Type: "databricks_whatever",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionDelete, tfjson.ActionCreate},
+			},
+			Name: "recreate whatever",
+		},
+	}
+
+	res := parseTerraformActions(changes, func(typ string, actions tfjson.Actions) bool {
+		if typ != "databricks_pipeline" {
+			return false
+		}
+
+		if actions.Delete() || actions.Replace() {
+			return true
+		}
+
+		return false
+	})
+
+	assert.Equal(t, []terraformlib.Action{
+		{
+			Action:       terraformlib.ActionTypeDelete,
+			ResourceType: "databricks_pipeline",
+			ResourceName: "delete pipeline",
+		},
+		{
+			Action:       terraformlib.ActionTypeRecreate,
+			ResourceType: "databricks_pipeline",
+			ResourceName: "recreate pipeline",
+		},
+	}, res)
+}

bundle/python/warning.go

@@ -2,6 +2,7 @@ package python
 
 import (
 	"context"
+	"strconv"
 	"strings"
 
 	"github.com/databricks/cli/bundle"
@@ -38,7 +39,7 @@ func hasIncompatibleWheelTasks(ctx context.Context, b *bundle.Bundle) bool {
 	tasks := libraries.FindTasksWithLocalLibraries(b)
 	for _, task := range tasks {
 		if task.NewCluster != nil {
-			if lowerThanExpectedVersion(ctx, task.NewCluster.SparkVersion) {
+			if lowerThanExpectedVersion(task.NewCluster.SparkVersion) {
 				return true
 			}
 		}
@@ -47,7 +48,7 @@ func hasIncompatibleWheelTasks(ctx context.Context, b *bundle.Bundle) bool {
 			for _, job := range b.Config.Resources.Jobs {
 				for _, cluster := range job.JobClusters {
 					if task.JobClusterKey == cluster.JobClusterKey && cluster.NewCluster.SparkVersion != "" {
-						if lowerThanExpectedVersion(ctx, cluster.NewCluster.SparkVersion) {
+						if lowerThanExpectedVersion(cluster.NewCluster.SparkVersion) {
 							return true
 						}
 					}
@@ -64,7 +65,7 @@ func hasIncompatibleWheelTasks(ctx context.Context, b *bundle.Bundle) bool {
 				return false
 			}
 
-			if lowerThanExpectedVersion(ctx, version) {
+			if lowerThanExpectedVersion(version) {
 				return true
 			}
 		}
@@ -73,7 +74,7 @@ func hasIncompatibleWheelTasks(ctx context.Context, b *bundle.Bundle) bool {
 	return false
 }
 
-func lowerThanExpectedVersion(ctx context.Context, sparkVersion string) bool {
+func lowerThanExpectedVersion(sparkVersion string) bool {
 	parts := strings.Split(sparkVersion, ".")
 	if len(parts) < 2 {
 		return false
@@ -82,6 +83,17 @@ func lowerThanExpectedVersion(ctx context.Context, sparkVersion string) bool {
 	if parts[1][0] == 'x' { // treat versions like 13.x as the very latest minor (13.99)
 		parts[1] = "99"
 	}
+
+	// if any of the version parts are not numbers, we can't compare
+	// so consider it as compatible version
+	if _, err := strconv.Atoi(parts[0]); err != nil {
+		return false
+	}
+
+	if _, err := strconv.Atoi(parts[1]); err != nil {
+		return false
+	}
+
 	v := "v" + parts[0] + "." + parts[1]
 	return semver.Compare(v, "v13.1") < 0
 }

bundle/python/warning_test.go

@@ -344,6 +344,8 @@ func TestSparkVersionLowerThanExpected(t *testing.T) {
 		"14.1.x-scala2.12":                false,
 		"13.x-snapshot-scala-2.12":        false,
 		"13.x-rc-scala-2.12":              false,
+		"client.1.10-scala2.12":           false,
+		"latest-stable-gpu-scala2.11":     false,
 		"10.4.x-aarch64-photon-scala2.12": true,
 		"10.4.x-scala2.12":                true,
 		"13.0.x-scala2.12":                true,
@@ -351,7 +353,7 @@ func TestSparkVersionLowerThanExpected(t *testing.T) {
 	}
 
 	for k, v := range testCases {
-		result := lowerThanExpectedVersion(context.Background(), k)
+		result := lowerThanExpectedVersion(k)
 		require.Equal(t, v, result, k)
 	}
 }

bundle/schema/README.md

@@ -1,18 +0,0 @@
-### Overview
-
-`docs/bundle_descriptions.json` contains both autogenerated as well as manually written
-descriptions for the json schema. Specifically
-1. `resources` : almost all descriptions are autogenerated from the OpenAPI spec
-2. `targets` : almost all descriptions are copied over from root level entities (eg: `bundle`, `artifacts`)
-3. `bundle` : manually editted
-4. `include` : manually editted
-5. `workspace` : manually editted
-6. `artifacts` : manually editted
-
-These descriptions are rendered in the inline documentation in an IDE
-
-### SOP: Add schema descriptions for new fields in bundle config
-
-Manually edit bundle_descriptions.json to add your descriptions. Note that the
-descriptions in `resources` block is generated from the OpenAPI spec, and thus
-any changes there will be overwritten.

bundle/schema/docs.go

@@ -1,109 +0,0 @@
-package schema
-
-import (
-	_ "embed"
-	"encoding/json"
-	"fmt"
-	"os"
-	"reflect"
-
-	"github.com/databricks/cli/bundle/config"
-	"github.com/databricks/cli/libs/jsonschema"
-)
-
-// A subset of Schema struct
-type Docs struct {
-	Description          string           `json:"description"`
-	Properties           map[string]*Docs `json:"properties,omitempty"`
-	Items                *Docs            `json:"items,omitempty"`
-	AdditionalProperties *Docs            `json:"additionalproperties,omitempty"`
-}
-
-//go:embed docs/bundle_descriptions.json
-var bundleDocs []byte
-
-func (docs *Docs) refreshTargetsDocs() error {
-	targetsDocs, ok := docs.Properties["targets"]
-	if !ok || targetsDocs.AdditionalProperties == nil ||
-		targetsDocs.AdditionalProperties.Properties == nil {
-		return fmt.Errorf("invalid targets descriptions")
-	}
-	targetProperties := targetsDocs.AdditionalProperties.Properties
-	propertiesToCopy := []string{"artifacts", "bundle", "resources", "workspace"}
-	for _, p := range propertiesToCopy {
-		targetProperties[p] = docs.Properties[p]
-	}
-	return nil
-}
-
-func LoadBundleDescriptions() (*Docs, error) {
-	embedded := Docs{}
-	err := json.Unmarshal(bundleDocs, &embedded)
-	return &embedded, err
-}
-
-func UpdateBundleDescriptions(openapiSpecPath string) (*Docs, error) {
-	embedded, err := LoadBundleDescriptions()
-	if err != nil {
-		return nil, err
-	}
-
-	// Generate schema from the embedded descriptions, and convert it back to docs.
-	// This creates empty descriptions for any properties that were missing in the
-	// embedded descriptions.
-	schema, err := New(reflect.TypeOf(config.Root{}), embedded)
-	if err != nil {
-		return nil, err
-	}
-	docs := schemaToDocs(schema)
-
-	// Load the Databricks OpenAPI spec
-	openapiSpec, err := os.ReadFile(openapiSpecPath)
-	if err != nil {
-		return nil, err
-	}
-	spec := &Specification{}
-	err = json.Unmarshal(openapiSpec, spec)
-	if err != nil {
-		return nil, err
-	}
-	openapiReader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-
-	// Generate descriptions for the "resources" field
-	resourcesDocs, err := openapiReader.ResourcesDocs()
-	if err != nil {
-		return nil, err
-	}
-	resourceSchema, err := New(reflect.TypeOf(config.Resources{}), resourcesDocs)
-	if err != nil {
-		return nil, err
-	}
-	docs.Properties["resources"] = schemaToDocs(resourceSchema)
-	docs.refreshTargetsDocs()
-	return docs, nil
-}
-
-// *Docs are a subset of *Schema, this function selects that subset
-func schemaToDocs(jsonSchema *jsonschema.Schema) *Docs {
-	// terminate recursion if schema is nil
-	if jsonSchema == nil {
-		return nil
-	}
-	docs := &Docs{
-		Description: jsonSchema.Description,
-	}
-	if len(jsonSchema.Properties) > 0 {
-		docs.Properties = make(map[string]*Docs)
-	}
-	for k, v := range jsonSchema.Properties {
-		docs.Properties[k] = schemaToDocs(v)
-	}
-	docs.Items = schemaToDocs(jsonSchema.Items)
-	if additionalProperties, ok := jsonSchema.AdditionalProperties.(*jsonschema.Schema); ok {
-		docs.AdditionalProperties = schemaToDocs(additionalProperties)
-	}
-	return docs
-}

bundle/schema/docs_test.go

@@ -1,62 +0,0 @@
-package schema
-
-import (
-	"encoding/json"
-	"testing"
-
-	"github.com/databricks/cli/libs/jsonschema"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
-)
-
-func TestSchemaToDocs(t *testing.T) {
-	jsonSchema := &jsonschema.Schema{
-		Type:        "object",
-		Description: "root doc",
-		Properties: map[string]*jsonschema.Schema{
-			"foo": {Type: "number", Description: "foo doc"},
-			"bar": {Type: "string"},
-			"octave": {
-				Type:                 "object",
-				AdditionalProperties: &jsonschema.Schema{Type: "number"},
-				Description:          "octave docs",
-			},
-			"scales": {
-				Type:        "object",
-				Description: "scale docs",
-				Items:       &jsonschema.Schema{Type: "string"},
-			},
-		},
-	}
-	docs := schemaToDocs(jsonSchema)
-	docsJson, err := json.MarshalIndent(docs, "		", "	")
-	require.NoError(t, err)
-
-	expected :=
-		`{
-			"description": "root doc",
-			"properties": {
-				"bar": {
-					"description": ""
-				},
-				"foo": {
-					"description": "foo doc"
-				},
-				"octave": {
-					"description": "octave docs",
-					"additionalproperties": {
-						"description": ""
-					}
-				},
-				"scales": {
-					"description": "scale docs",
-					"items": {
-						"description": ""
-					}
-				}
-			}
-		}`
-	t.Log("[DEBUG] actual: ", string(docsJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(docsJson))
-}

bundle/schema/embed.go

@@ -0,0 +1,6 @@
+package schema
+
+import _ "embed"
+
+//go:embed jsonschema.json
+var Bytes []byte

bundle/schema/embed_test.go

@@ -0,0 +1,71 @@
+package schema_test
+
+import (
+	"encoding/json"
+	"testing"
+
+	"github.com/databricks/cli/bundle/schema"
+	"github.com/databricks/cli/libs/jsonschema"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func walk(defs map[string]any, p ...string) jsonschema.Schema {
+	v, ok := defs[p[0]]
+	if !ok {
+		panic("not found: " + p[0])
+	}
+
+	if len(p) == 1 {
+		b, err := json.Marshal(v)
+		if err != nil {
+			panic(err)
+		}
+		res := jsonschema.Schema{}
+		err = json.Unmarshal(b, &res)
+		if err != nil {
+			panic(err)
+		}
+		return res
+	}
+
+	return walk(v.(map[string]any), p[1:]...)
+}
+
+func TestJsonSchema(t *testing.T) {
+	s := jsonschema.Schema{}
+	err := json.Unmarshal(schema.Bytes, &s)
+	require.NoError(t, err)
+
+	// Assert job fields have their descriptions loaded.
+	resourceJob := walk(s.Definitions, "github.com", "databricks", "cli", "bundle", "config", "resources.Job")
+	fields := []string{"name", "continuous", "deployment", "tasks", "trigger"}
+	for _, field := range fields {
+		assert.NotEmpty(t, resourceJob.AnyOf[0].Properties[field].Description)
+	}
+
+	// Assert descriptions were also loaded for a job task definition.
+	jobTask := walk(s.Definitions, "github.com", "databricks", "databricks-sdk-go", "service", "jobs.Task")
+	fields = []string{"notebook_task", "spark_jar_task", "spark_python_task", "spark_submit_task", "description", "depends_on", "environment_key", "for_each_task", "existing_cluster_id"}
+	for _, field := range fields {
+		assert.NotEmpty(t, jobTask.AnyOf[0].Properties[field].Description)
+	}
+
+	// Assert descriptions are loaded for pipelines
+	pipeline := walk(s.Definitions, "github.com", "databricks", "cli", "bundle", "config", "resources.Pipeline")
+	fields = []string{"name", "catalog", "clusters", "channel", "continuous", "deployment", "development"}
+	for _, field := range fields {
+		assert.NotEmpty(t, pipeline.AnyOf[0].Properties[field].Description)
+	}
+
+	// Assert enum values are loaded
+	schedule := walk(s.Definitions, "github.com", "databricks", "databricks-sdk-go", "service", "catalog.MonitorCronSchedule")
+	assert.Contains(t, schedule.AnyOf[0].Properties["pause_status"].Enum, "PAUSED")
+	assert.Contains(t, schedule.AnyOf[0].Properties["pause_status"].Enum, "UNPAUSED")
+
+	providers := walk(s.Definitions, "github.com", "databricks", "databricks-sdk-go", "service", "jobs.GitProvider")
+	assert.Contains(t, providers.Enum, "gitHub")
+	assert.Contains(t, providers.Enum, "bitbucketCloud")
+	assert.Contains(t, providers.Enum, "gitHubEnterprise")
+	assert.Contains(t, providers.Enum, "bitbucketServer")
+}

bundle/schema/openapi.go

@@ -1,293 +0,0 @@
-package schema
-
-import (
-	"encoding/json"
-	"fmt"
-	"strings"
-
-	"github.com/databricks/cli/libs/jsonschema"
-)
-
-type OpenapiReader struct {
-	// OpenAPI spec to read schemas from.
-	OpenapiSpec *Specification
-
-	// In-memory cache of schemas read from the OpenAPI spec.
-	memo map[string]jsonschema.Schema
-}
-
-const SchemaPathPrefix = "#/components/schemas/"
-
-// Read a schema directly from the OpenAPI spec.
-func (reader *OpenapiReader) readOpenapiSchema(path string) (jsonschema.Schema, error) {
-	schemaKey := strings.TrimPrefix(path, SchemaPathPrefix)
-
-	// return early if we already have a computed schema
-	memoSchema, ok := reader.memo[schemaKey]
-	if ok {
-		return memoSchema, nil
-	}
-
-	// check path is present in openapi spec
-	openapiSchema, ok := reader.OpenapiSpec.Components.Schemas[schemaKey]
-	if !ok {
-		return jsonschema.Schema{}, fmt.Errorf("schema with path %s not found in openapi spec", path)
-	}
-
-	// convert openapi schema to the native schema struct
-	bytes, err := json.Marshal(*openapiSchema)
-	if err != nil {
-		return jsonschema.Schema{}, err
-	}
-	jsonSchema := jsonschema.Schema{}
-	err = json.Unmarshal(bytes, &jsonSchema)
-	if err != nil {
-		return jsonschema.Schema{}, err
-	}
-
-	// A hack to convert a map[string]interface{} to *Schema
-	// We rely on the type of a AdditionalProperties in downstream functions
-	// to do reference interpolation
-	_, ok = jsonSchema.AdditionalProperties.(map[string]interface{})
-	if ok {
-		b, err := json.Marshal(jsonSchema.AdditionalProperties)
-		if err != nil {
-			return jsonschema.Schema{}, err
-		}
-		additionalProperties := &jsonschema.Schema{}
-		err = json.Unmarshal(b, additionalProperties)
-		if err != nil {
-			return jsonschema.Schema{}, err
-		}
-		jsonSchema.AdditionalProperties = additionalProperties
-	}
-
-	// store read schema into memo
-	reader.memo[schemaKey] = jsonSchema
-
-	return jsonSchema, nil
-}
-
-// Resolve all nested "$ref" references in the schema. This function unrolls a single
-// level of "$ref" in the schema and calls into traverseSchema to resolve nested references.
-// Thus this function and traverseSchema are mutually recursive.
-//
-// This function is safe against reference loops. If a reference loop is detected, an error
-// is returned.
-func (reader *OpenapiReader) safeResolveRefs(root *jsonschema.Schema, tracker *tracker) (*jsonschema.Schema, error) {
-	if root.Reference == nil {
-		return reader.traverseSchema(root, tracker)
-	}
-	key := *root.Reference
-
-	// HACK to unblock CLI release (13th Feb 2024). This is temporary until proper
-	// support for recursive types is added to the docs generator. PR: https://github.com/databricks/cli/pull/1204
-	if strings.Contains(key, "ForEachTask") {
-		return root, nil
-	}
-
-	if tracker.hasCycle(key) {
-		// self reference loops can be supported however the logic is non-trivial because
-		// cross refernce loops are not allowed (see: http://json-schema.org/understanding-json-schema/structuring.html#recursion)
-		return nil, fmt.Errorf("references loop detected")
-	}
-	ref := *root.Reference
-	description := root.Description
-	tracker.push(ref, ref)
-
-	// Mark reference nil, so we do not traverse this again. This is tracked
-	// in the memo
-	root.Reference = nil
-
-	// unroll one level of reference.
-	selfRef, err := reader.readOpenapiSchema(ref)
-	if err != nil {
-		return nil, err
-	}
-	root = &selfRef
-	root.Description = description
-
-	// traverse again to find new references
-	root, err = reader.traverseSchema(root, tracker)
-	if err != nil {
-		return nil, err
-	}
-	tracker.pop(ref)
-	return root, err
-}
-
-// Traverse the nested properties of the schema to resolve "$ref" references. This function
-// and safeResolveRefs are mutually recursive.
-func (reader *OpenapiReader) traverseSchema(root *jsonschema.Schema, tracker *tracker) (*jsonschema.Schema, error) {
-	// case primitive (or invalid)
-	if root.Type != jsonschema.ObjectType && root.Type != jsonschema.ArrayType {
-		return root, nil
-	}
-	// only root references are resolved
-	if root.Reference != nil {
-		return reader.safeResolveRefs(root, tracker)
-	}
-	// case struct
-	if len(root.Properties) > 0 {
-		for k, v := range root.Properties {
-			childSchema, err := reader.safeResolveRefs(v, tracker)
-			if err != nil {
-				return nil, err
-			}
-			root.Properties[k] = childSchema
-		}
-	}
-	// case array
-	if root.Items != nil {
-		itemsSchema, err := reader.safeResolveRefs(root.Items, tracker)
-		if err != nil {
-			return nil, err
-		}
-		root.Items = itemsSchema
-	}
-	// case map
-	additionalProperties, ok := root.AdditionalProperties.(*jsonschema.Schema)
-	if ok && additionalProperties != nil {
-		valueSchema, err := reader.safeResolveRefs(additionalProperties, tracker)
-		if err != nil {
-			return nil, err
-		}
-		root.AdditionalProperties = valueSchema
-	}
-	return root, nil
-}
-
-func (reader *OpenapiReader) readResolvedSchema(path string) (*jsonschema.Schema, error) {
-	root, err := reader.readOpenapiSchema(path)
-	if err != nil {
-		return nil, err
-	}
-	tracker := newTracker()
-	tracker.push(path, path)
-	resolvedRoot, err := reader.safeResolveRefs(&root, tracker)
-	if err != nil {
-		return nil, tracker.errWithTrace(err.Error(), "")
-	}
-	return resolvedRoot, nil
-}
-
-func (reader *OpenapiReader) jobsDocs() (*Docs, error) {
-	jobSettingsSchema, err := reader.readResolvedSchema(SchemaPathPrefix + "jobs.JobSettings")
-	if err != nil {
-		return nil, err
-	}
-	jobDocs := schemaToDocs(jobSettingsSchema)
-	// TODO: add description for id if needed.
-	// Tracked in https://github.com/databricks/cli/issues/242
-	jobsDocs := &Docs{
-		Description:          "List of Databricks jobs",
-		AdditionalProperties: jobDocs,
-	}
-	return jobsDocs, nil
-}
-
-func (reader *OpenapiReader) pipelinesDocs() (*Docs, error) {
-	pipelineSpecSchema, err := reader.readResolvedSchema(SchemaPathPrefix + "pipelines.PipelineSpec")
-	if err != nil {
-		return nil, err
-	}
-	pipelineDocs := schemaToDocs(pipelineSpecSchema)
-	// TODO: Two fields in resources.Pipeline have the json tag id. Clarify the
-	// semantics and then add a description if needed. (https://github.com/databricks/cli/issues/242)
-	pipelinesDocs := &Docs{
-		Description:          "List of DLT pipelines",
-		AdditionalProperties: pipelineDocs,
-	}
-	return pipelinesDocs, nil
-}
-
-func (reader *OpenapiReader) experimentsDocs() (*Docs, error) {
-	experimentSpecSchema, err := reader.readResolvedSchema(SchemaPathPrefix + "ml.Experiment")
-	if err != nil {
-		return nil, err
-	}
-	experimentDocs := schemaToDocs(experimentSpecSchema)
-	experimentsDocs := &Docs{
-		Description:          "List of MLflow experiments",
-		AdditionalProperties: experimentDocs,
-	}
-	return experimentsDocs, nil
-}
-
-func (reader *OpenapiReader) modelsDocs() (*Docs, error) {
-	modelSpecSchema, err := reader.readResolvedSchema(SchemaPathPrefix + "ml.Model")
-	if err != nil {
-		return nil, err
-	}
-	modelDocs := schemaToDocs(modelSpecSchema)
-	modelsDocs := &Docs{
-		Description:          "List of MLflow models",
-		AdditionalProperties: modelDocs,
-	}
-	return modelsDocs, nil
-}
-
-func (reader *OpenapiReader) modelServingEndpointsDocs() (*Docs, error) {
-	modelServingEndpointsSpecSchema, err := reader.readResolvedSchema(SchemaPathPrefix + "serving.CreateServingEndpoint")
-	if err != nil {
-		return nil, err
-	}
-	modelServingEndpointsDocs := schemaToDocs(modelServingEndpointsSpecSchema)
-	modelServingEndpointsAllDocs := &Docs{
-		Description:          "List of Model Serving Endpoints",
-		AdditionalProperties: modelServingEndpointsDocs,
-	}
-	return modelServingEndpointsAllDocs, nil
-}
-
-func (reader *OpenapiReader) registeredModelDocs() (*Docs, error) {
-	registeredModelsSpecSchema, err := reader.readResolvedSchema(SchemaPathPrefix + "catalog.CreateRegisteredModelRequest")
-	if err != nil {
-		return nil, err
-	}
-	registeredModelsDocs := schemaToDocs(registeredModelsSpecSchema)
-	registeredModelsAllDocs := &Docs{
-		Description:          "List of Registered Models",
-		AdditionalProperties: registeredModelsDocs,
-	}
-	return registeredModelsAllDocs, nil
-}
-
-func (reader *OpenapiReader) ResourcesDocs() (*Docs, error) {
-	jobsDocs, err := reader.jobsDocs()
-	if err != nil {
-		return nil, err
-	}
-	pipelinesDocs, err := reader.pipelinesDocs()
-	if err != nil {
-		return nil, err
-	}
-	experimentsDocs, err := reader.experimentsDocs()
-	if err != nil {
-		return nil, err
-	}
-	modelsDocs, err := reader.modelsDocs()
-	if err != nil {
-		return nil, err
-	}
-	modelServingEndpointsDocs, err := reader.modelServingEndpointsDocs()
-	if err != nil {
-		return nil, err
-	}
-	registeredModelsDocs, err := reader.registeredModelDocs()
-	if err != nil {
-		return nil, err
-	}
-
-	return &Docs{
-		Description: "Collection of Databricks resources to deploy.",
-		Properties: map[string]*Docs{
-			"jobs":                    jobsDocs,
-			"pipelines":               pipelinesDocs,
-			"experiments":             experimentsDocs,
-			"models":                  modelsDocs,
-			"model_serving_endpoints": modelServingEndpointsDocs,
-			"registered_models":       registeredModelsDocs,
-		},
-	}, nil
-}

bundle/schema/openapi_test.go

@@ -1,493 +0,0 @@
-package schema
-
-import (
-	"encoding/json"
-	"testing"
-
-	"github.com/databricks/cli/libs/jsonschema"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
-)
-
-func TestReadSchemaForObject(t *testing.T) {
-	specString := `
-	{
-		"components": {
-			"schemas": {
-				"foo": {
-					"type": "number"
-				},
-				"fruits": {
-					"type": "object",
-					"description": "fruits that are cool",
-					"properties": {
-						"guava": {
-							"type": "string",
-							"description": "a guava for my schema"
-						},
-						"mango": {
-							"type": "object",
-							"description": "a mango for my schema",
-							"$ref": "#/components/schemas/mango"
-						}
-					}
-				},
-				"mango": {
-					"type": "object",
-					"properties": {
-						"foo": {
-							"$ref": "#/components/schemas/foo"
-						}
-					}
-				}
-			}
-		}
-	}
-	`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	fruitsSchema, err := reader.readResolvedSchema("#/components/schemas/fruits")
-	require.NoError(t, err)
-
-	fruitsSchemaJson, err := json.MarshalIndent(fruitsSchema, "		", "	")
-	require.NoError(t, err)
-
-	expected := `{
-			"type": "object",
-			"description": "fruits that are cool",
-			"properties": {
-				"guava": {
-					"type": "string",
-					"description": "a guava for my schema"
-				},
-				"mango": {
-					"type": "object",
-					"description": "a mango for my schema",
-					"properties": {
-						"foo": {
-							"type": "number"
-						}
-					}
-				}
-			}
-		}`
-
-	t.Log("[DEBUG] actual: ", string(fruitsSchemaJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(fruitsSchemaJson))
-}
-
-func TestReadSchemaForArray(t *testing.T) {
-	specString := `
-	{
-		"components": {
-			"schemas": {
-				"fruits": {
-					"type": "object",
-					"description": "fruits that are cool",
-					"items": {
-						"description": "some papayas, because papayas are fruits too",
-						"$ref": "#/components/schemas/papaya"
-					}
-				},
-				"papaya": {
-					"type": "number"
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	fruitsSchema, err := reader.readResolvedSchema("#/components/schemas/fruits")
-	require.NoError(t, err)
-
-	fruitsSchemaJson, err := json.MarshalIndent(fruitsSchema, "		", "	")
-	require.NoError(t, err)
-
-	expected := `{
-			"type": "object",
-			"description": "fruits that are cool",
-			"items": {
-				"type": "number",
-				"description": "some papayas, because papayas are fruits too"
-			}
-		}`
-
-	t.Log("[DEBUG] actual: ", string(fruitsSchemaJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(fruitsSchemaJson))
-}
-
-func TestReadSchemaForMap(t *testing.T) {
-	specString := `{
-		"components": {
-			"schemas": {
-				"fruits": {
-					"type": "object",
-					"description": "fruits that are meh",
-					"additionalProperties": {
-						"description": "watermelons. watermelons.",
-						"$ref": "#/components/schemas/watermelon"
-					}
-				},
-				"watermelon": {
-					"type": "number"
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	fruitsSchema, err := reader.readResolvedSchema("#/components/schemas/fruits")
-	require.NoError(t, err)
-
-	fruitsSchemaJson, err := json.MarshalIndent(fruitsSchema, "		", "	")
-	require.NoError(t, err)
-
-	expected := `{
-			"type": "object",
-			"description": "fruits that are meh",
-			"additionalProperties": {
-				"type": "number",
-				"description": "watermelons. watermelons."
-			}
-		}`
-
-	t.Log("[DEBUG] actual: ", string(fruitsSchemaJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(fruitsSchemaJson))
-}
-
-func TestRootReferenceIsResolved(t *testing.T) {
-	specString := `{
-		"components": {
-			"schemas": {
-				"foo": {
-					"type": "object",
-					"description": "this description is ignored",
-					"properties": {
-						"abc": {
-							"type": "string"
-						}
-					}
-				},
-				"fruits": {
-					"type": "object",
-					"description": "foo fighters fighting fruits",
-					"$ref": "#/components/schemas/foo"
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	schema, err := reader.readResolvedSchema("#/components/schemas/fruits")
-	require.NoError(t, err)
-	fruitsSchemaJson, err := json.MarshalIndent(schema, "		", "	")
-	require.NoError(t, err)
-
-	expected := `{
-			"type": "object",
-			"description": "foo fighters fighting fruits",
-			"properties": {
-				"abc": {
-					"type": "string"
-				}
-			}
-		}`
-
-	t.Log("[DEBUG] actual: ", string(fruitsSchemaJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(fruitsSchemaJson))
-}
-
-func TestSelfReferenceLoopErrors(t *testing.T) {
-	specString := `{
-		"components": {
-			"schemas": {
-				"foo": {
-					"type": "object",
-					"description": "this description is ignored",
-					"properties": {
-						"bar": {
-							"type": "object",
-							"$ref": "#/components/schemas/foo"
-						}
-					}
-				},
-				"fruits": {
-					"type": "object",
-					"description": "foo fighters fighting fruits",
-					"$ref": "#/components/schemas/foo"
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	_, err = reader.readResolvedSchema("#/components/schemas/fruits")
-	assert.ErrorContains(t, err, "references loop detected. traversal trace:  -> #/components/schemas/fruits -> #/components/schemas/foo")
-}
-
-func TestCrossReferenceLoopErrors(t *testing.T) {
-	specString := `{
-		"components": {
-			"schemas": {
-				"foo": {
-					"type": "object",
-					"description": "this description is ignored",
-					"properties": {
-						"bar": {
-							"type": "object",
-							"$ref": "#/components/schemas/fruits"
-						}
-					}
-				},
-				"fruits": {
-					"type": "object",
-					"description": "foo fighters fighting fruits",
-					"$ref": "#/components/schemas/foo"
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	_, err = reader.readResolvedSchema("#/components/schemas/fruits")
-	assert.ErrorContains(t, err, "references loop detected. traversal trace:  -> #/components/schemas/fruits -> #/components/schemas/foo")
-}
-
-func TestReferenceResolutionForMapInObject(t *testing.T) {
-	specString := `
-	{
-		"components": {
-			"schemas": {
-				"foo": {
-					"type": "number"
-				},
-				"fruits": {
-					"type": "object",
-					"description": "fruits that are cool",
-					"properties": {
-						"guava": {
-							"type": "string",
-							"description": "a guava for my schema"
-						},
-						"mangos": {
-							"type": "object",
-							"description": "multiple mangos",
-							"$ref": "#/components/schemas/mango"
-						}
-					}
-				},
-				"mango": {
-					"type": "object",
-					"additionalProperties": {
-						"description": "a single mango",
-						"$ref": "#/components/schemas/foo"
-					}
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	fruitsSchema, err := reader.readResolvedSchema("#/components/schemas/fruits")
-	require.NoError(t, err)
-
-	fruitsSchemaJson, err := json.MarshalIndent(fruitsSchema, "		", "	")
-	require.NoError(t, err)
-
-	expected := `{
-			"type": "object",
-			"description": "fruits that are cool",
-			"properties": {
-				"guava": {
-					"type": "string",
-					"description": "a guava for my schema"
-				},
-				"mangos": {
-					"type": "object",
-					"description": "multiple mangos",
-					"additionalProperties": {
-						"type": "number",
-						"description": "a single mango"
-					}
-				}
-			}
-		}`
-
-	t.Log("[DEBUG] actual: ", string(fruitsSchemaJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(fruitsSchemaJson))
-}
-
-func TestReferenceResolutionForArrayInObject(t *testing.T) {
-	specString := `{
-		"components": {
-			"schemas": {
-				"foo": {
-					"type": "number"
-				},
-				"fruits": {
-					"type": "object",
-					"description": "fruits that are cool",
-					"properties": {
-						"guava": {
-							"type": "string",
-							"description": "a guava for my schema"
-						},
-						"mangos": {
-							"type": "object",
-							"description": "multiple mangos",
-							"$ref": "#/components/schemas/mango"
-						}
-					}
-				},
-				"mango": {
-					"type": "object",
-					"items": {
-						"description": "a single mango",
-						"$ref": "#/components/schemas/foo"
-					}
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	fruitsSchema, err := reader.readResolvedSchema("#/components/schemas/fruits")
-	require.NoError(t, err)
-
-	fruitsSchemaJson, err := json.MarshalIndent(fruitsSchema, "		", "	")
-	require.NoError(t, err)
-
-	expected := `{
-			"type": "object",
-			"description": "fruits that are cool",
-			"properties": {
-				"guava": {
-					"type": "string",
-					"description": "a guava for my schema"
-				},
-				"mangos": {
-					"type": "object",
-					"description": "multiple mangos",
-					"items": {
-						"type": "number",
-						"description": "a single mango"
-					}
-				}
-			}
-		}`
-
-	t.Log("[DEBUG] actual: ", string(fruitsSchemaJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(fruitsSchemaJson))
-}
-
-func TestReferenceResolutionDoesNotOverwriteDescriptions(t *testing.T) {
-	specString := `{
-		"components": {
-			"schemas": {
-				"foo": {
-					"type": "number"
-				},
-				"fruits": {
-					"type": "object",
-					"properties": {
-						"guava": {
-							"type": "object",
-							"description": "Guava is a fruit",
-							"$ref": "#/components/schemas/foo"
-						},
-						"mango": {
-							"type": "object",
-							"description": "What is a mango?",
-							"$ref": "#/components/schemas/foo"
-						}
-					}
-				}
-			}
-		}
-	}`
-	spec := &Specification{}
-	reader := &OpenapiReader{
-		OpenapiSpec: spec,
-		memo:        make(map[string]jsonschema.Schema),
-	}
-	err := json.Unmarshal([]byte(specString), spec)
-	require.NoError(t, err)
-
-	fruitsSchema, err := reader.readResolvedSchema("#/components/schemas/fruits")
-	require.NoError(t, err)
-
-	fruitsSchemaJson, err := json.MarshalIndent(fruitsSchema, "		", "	")
-	require.NoError(t, err)
-
-	expected := `{
-			"type": "object",
-			"properties": {
-				"guava": {
-					"type": "number",
-					"description": "Guava is a fruit"
-				},
-				"mango": {
-					"type": "number",
-					"description": "What is a mango?"
-				}
-			}
-		}`
-
-	t.Log("[DEBUG] actual: ", string(fruitsSchemaJson))
-	t.Log("[DEBUG] expected: ", expected)
-	assert.Equal(t, expected, string(fruitsSchemaJson))
-}

bundle/schema/schema.go

@@ -1,287 +0,0 @@
-package schema
-
-import (
-	"container/list"
-	"fmt"
-	"reflect"
-	"strings"
-
-	"github.com/databricks/cli/libs/dyn/dynvar"
-	"github.com/databricks/cli/libs/jsonschema"
-)
-
-// Fields tagged "readonly" should not be emitted in the schema as they are
-// computed at runtime, and should not be assigned a value by the bundle author.
-const readonlyTag = "readonly"
-
-// Annotation for internal bundle fields that should not be exposed to customers.
-// Fields can be tagged as "internal" to remove them from the generated schema.
-const internalTag = "internal"
-
-// Annotation for bundle fields that have been deprecated.
-// Fields tagged as "deprecated" are removed/omitted from the generated schema.
-const deprecatedTag = "deprecated"
-
-// This function translates golang types into json schema. Here is the mapping
-// between json schema types and golang types
-//
-//   - GolangType               ->    Javascript type / Json Schema2
-//
-//   - bool                     ->    boolean
-//
-//   - string                   ->    string
-//
-//   - int (all variants)       ->    number
-//
-//   - float (all variants)     ->    number
-//
-//   - map[string]MyStruct      ->   { type: object, additionalProperties: {}}
-//     for details visit: https://json-schema.org/understanding-json-schema/reference/object.html#additional-properties
-//
-//   - []MyStruct               ->   {type: array, items: {}}
-//     for details visit: https://json-schema.org/understanding-json-schema/reference/array.html#items
-//
-//   - []MyStruct               ->   {type: object, properties: {}, additionalProperties: false}
-//     for details visit: https://json-schema.org/understanding-json-schema/reference/object.html#properties
-func New(golangType reflect.Type, docs *Docs) (*jsonschema.Schema, error) {
-	tracker := newTracker()
-	schema, err := safeToSchema(golangType, docs, "", tracker)
-	if err != nil {
-		return nil, tracker.errWithTrace(err.Error(), "root")
-	}
-	return schema, nil
-}
-
-func jsonSchemaType(golangType reflect.Type) (jsonschema.Type, error) {
-	switch golangType.Kind() {
-	case reflect.Bool:
-		return jsonschema.BooleanType, nil
-	case reflect.String:
-		return jsonschema.StringType, nil
-	case reflect.Int, reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64,
-		reflect.Uint, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64,
-		reflect.Float32, reflect.Float64:
-
-		return jsonschema.NumberType, nil
-	case reflect.Struct:
-		return jsonschema.ObjectType, nil
-	case reflect.Map:
-		if golangType.Key().Kind() != reflect.String {
-			return jsonschema.InvalidType, fmt.Errorf("only strings map keys are valid. key type: %v", golangType.Key().Kind())
-		}
-		return jsonschema.ObjectType, nil
-	case reflect.Array, reflect.Slice:
-		return jsonschema.ArrayType, nil
-	default:
-		return jsonschema.InvalidType, fmt.Errorf("unhandled golang type: %s", golangType)
-	}
-}
-
-// A wrapper over toSchema function to:
-//  1. Detect cycles in the bundle config struct.
-//  2. Update tracker
-//
-// params:
-//
-//   - golangType: Golang type to generate json schema for
-//
-//   - docs: Contains documentation to be injected into the generated json schema
-//
-//   - traceId: An identifier for the current type, to trace recursive traversal.
-//     Its value is the first json tag in case of struct fields and "" in other cases
-//     like array, map or no json tags
-//
-//   - tracker: Keeps track of types / traceIds seen during recursive traversal
-func safeToSchema(golangType reflect.Type, docs *Docs, traceId string, tracker *tracker) (*jsonschema.Schema, error) {
-	// HACK to unblock CLI release (13th Feb 2024). This is temporary until proper
-	// support for recursive types is added to the schema generator. PR: https://github.com/databricks/cli/pull/1204
-	if traceId == "for_each_task" {
-		return &jsonschema.Schema{
-			Type: jsonschema.ObjectType,
-		}, nil
-	}
-
-	// WE ERROR OUT IF THERE ARE CYCLES IN THE JSON SCHEMA
-	// There are mechanisms to deal with cycles though recursive identifiers in json
-	// schema. However if we use them, we would need to make sure we are able to detect
-	// cycles where two properties (directly or indirectly) pointing to each other
-	//
-	// see: https://json-schema.org/understanding-json-schema/structuring.html#recursion
-	// for details
-	if tracker.hasCycle(golangType) {
-		return nil, fmt.Errorf("cycle detected")
-	}
-
-	tracker.push(golangType, traceId)
-	props, err := toSchema(golangType, docs, tracker)
-	if err != nil {
-		return nil, err
-	}
-	tracker.pop(golangType)
-	return props, nil
-}
-
-// This function returns all member fields of the provided type.
-// If the type has embedded (aka anonymous) fields, this function traverses
-// those in a breadth first manner
-func getStructFields(golangType reflect.Type) []reflect.StructField {
-	fields := []reflect.StructField{}
-	bfsQueue := list.New()
-
-	for i := 0; i < golangType.NumField(); i++ {
-		bfsQueue.PushBack(golangType.Field(i))
-	}
-	for bfsQueue.Len() > 0 {
-		front := bfsQueue.Front()
-		field := front.Value.(reflect.StructField)
-		bfsQueue.Remove(front)
-
-		if !field.Anonymous {
-			fields = append(fields, field)
-			continue
-		}
-
-		fieldType := field.Type
-		if fieldType.Kind() == reflect.Pointer {
-			fieldType = fieldType.Elem()
-		}
-
-		for i := 0; i < fieldType.NumField(); i++ {
-			bfsQueue.PushBack(fieldType.Field(i))
-		}
-	}
-	return fields
-}
-
-func toSchema(golangType reflect.Type, docs *Docs, tracker *tracker) (*jsonschema.Schema, error) {
-	// *Struct and Struct generate identical json schemas
-	if golangType.Kind() == reflect.Pointer {
-		return safeToSchema(golangType.Elem(), docs, "", tracker)
-	}
-	if golangType.Kind() == reflect.Interface {
-		return &jsonschema.Schema{}, nil
-	}
-
-	rootJavascriptType, err := jsonSchemaType(golangType)
-	if err != nil {
-		return nil, err
-	}
-	jsonSchema := &jsonschema.Schema{Type: rootJavascriptType}
-
-	// If the type is a non-string primitive, then we allow it to be a string
-	// provided it's a pure variable reference (ie only a single variable reference).
-	if rootJavascriptType == jsonschema.BooleanType || rootJavascriptType == jsonschema.NumberType {
-		jsonSchema = &jsonschema.Schema{
-			AnyOf: []*jsonschema.Schema{
-				{
-					Type: rootJavascriptType,
-				},
-				{
-					Type:    jsonschema.StringType,
-					Pattern: dynvar.VariableRegex,
-				},
-			},
-		}
-	}
-
-	if docs != nil {
-		jsonSchema.Description = docs.Description
-	}
-
-	// case array/slice
-	if golangType.Kind() == reflect.Array || golangType.Kind() == reflect.Slice {
-		elemGolangType := golangType.Elem()
-		elemJavascriptType, err := jsonSchemaType(elemGolangType)
-		if err != nil {
-			return nil, err
-		}
-		var childDocs *Docs
-		if docs != nil {
-			childDocs = docs.Items
-		}
-		elemProps, err := safeToSchema(elemGolangType, childDocs, "", tracker)
-		if err != nil {
-			return nil, err
-		}
-		jsonSchema.Items = &jsonschema.Schema{
-			Type:                 elemJavascriptType,
-			Properties:           elemProps.Properties,
-			AdditionalProperties: elemProps.AdditionalProperties,
-			Items:                elemProps.Items,
-			Required:             elemProps.Required,
-		}
-	}
-
-	// case map
-	if golangType.Kind() == reflect.Map {
-		if golangType.Key().Kind() != reflect.String {
-			return nil, fmt.Errorf("only string keyed maps allowed")
-		}
-		var childDocs *Docs
-		if docs != nil {
-			childDocs = docs.AdditionalProperties
-		}
-		jsonSchema.AdditionalProperties, err = safeToSchema(golangType.Elem(), childDocs, "", tracker)
-		if err != nil {
-			return nil, err
-		}
-	}
-
-	// case struct
-	if golangType.Kind() == reflect.Struct {
-		children := getStructFields(golangType)
-		properties := map[string]*jsonschema.Schema{}
-		required := []string{}
-		for _, child := range children {
-			bundleTag := child.Tag.Get("bundle")
-			// Fields marked as "readonly", "internal" or "deprecated" are skipped
-			// while generating the schema
-			if bundleTag == readonlyTag || bundleTag == internalTag || bundleTag == deprecatedTag {
-				continue
-			}
-
-			// get child json tags
-			childJsonTag := strings.Split(child.Tag.Get("json"), ",")
-			childName := childJsonTag[0]
-
-			// skip children that have no json tags, the first json tag is ""
-			// or the first json tag is "-"
-			if childName == "" || childName == "-" {
-				continue
-			}
-
-			// get docs for the child if they exist
-			var childDocs *Docs
-			if docs != nil {
-				if val, ok := docs.Properties[childName]; ok {
-					childDocs = val
-				}
-			}
-
-			// compute if the child is a required field. Determined by the
-			// presence of "omitempty" in the json tags
-			hasOmitEmptyTag := false
-			for i := 1; i < len(childJsonTag); i++ {
-				if childJsonTag[i] == "omitempty" {
-					hasOmitEmptyTag = true
-				}
-			}
-			if !hasOmitEmptyTag {
-				required = append(required, childName)
-			}
-
-			// compute Schema.Properties for the child recursively
-			fieldProps, err := safeToSchema(child.Type, childDocs, childName, tracker)
-			if err != nil {
-				return nil, err
-			}
-			properties[childName] = fieldProps
-		}
-
-		jsonSchema.AdditionalProperties = false
-		jsonSchema.Properties = properties
-		jsonSchema.Required = required
-	}
-
-	return jsonSchema, nil
-}

bundle/schema/spec.go

@@ -1,11 +0,0 @@
-package schema
-
-import "github.com/databricks/cli/libs/jsonschema"
-
-type Specification struct {
-	Components *Components `json:"components"`
-}
-
-type Components struct {
-	Schemas map[string]*jsonschema.Schema `json:"schemas,omitempty"`
-}

bundle/schema/tracker.go

@@ -1,53 +0,0 @@
-package schema
-
-import (
-	"container/list"
-	"fmt"
-)
-
-type tracker struct {
-	// Nodes encountered in current path during the recursive traversal. Used to
-	// check for cycles
-	seenNodes map[interface{}]struct{}
-
-	// List of node names encountered in order in current path during the recursive traversal.
-	// Used to hydrate errors with path to the exact node where error occured.
-	//
-	// NOTE: node and node names can be the same
-	listOfNodes *list.List
-}
-
-func newTracker() *tracker {
-	return &tracker{
-		seenNodes:   map[interface{}]struct{}{},
-		listOfNodes: list.New(),
-	}
-}
-
-func (t *tracker) errWithTrace(prefix string, initTrace string) error {
-	traceString := initTrace
-	curr := t.listOfNodes.Front()
-	for curr != nil {
-		if curr.Value.(string) != "" {
-			traceString += " -> " + curr.Value.(string)
-		}
-		curr = curr.Next()
-	}
-	return fmt.Errorf(prefix + ". traversal trace: " + traceString)
-}
-
-func (t *tracker) hasCycle(node interface{}) bool {
-	_, ok := t.seenNodes[node]
-	return ok
-}
-
-func (t *tracker) push(node interface{}, name string) {
-	t.seenNodes[node] = struct{}{}
-	t.listOfNodes.PushBack(name)
-}
-
-func (t *tracker) pop(nodeType interface{}) {
-	back := t.listOfNodes.Back()
-	t.listOfNodes.Remove(back)
-	delete(t.seenNodes, nodeType)
-}

bundle/tests/complex_variables_test.go

@@ -68,3 +68,23 @@ func TestComplexVariablesOverride(t *testing.T) {
 	require.Equal(t, "", b.Config.Resources.Jobs["my_job"].JobClusters[0].NewCluster.SparkConf["spark.random"])
 	require.Equal(t, "", b.Config.Resources.Jobs["my_job"].JobClusters[0].NewCluster.PolicyId)
 }
+
+func TestComplexVariablesOverrideWithMultipleFiles(t *testing.T) {
+	b, diags := loadTargetWithDiags("variables/complex_multiple_files", "dev")
+	require.Empty(t, diags)
+
+	diags = bundle.Apply(context.Background(), b, bundle.Seq(
+		mutator.SetVariables(),
+		mutator.ResolveVariableReferencesInComplexVariables(),
+		mutator.ResolveVariableReferences(
+			"variables",
+		),
+	))
+	require.NoError(t, diags.Error())
+	for _, cluster := range b.Config.Resources.Jobs["my_job"].JobClusters {
+		require.Equalf(t, "14.2.x-scala2.11", cluster.NewCluster.SparkVersion, "cluster: %v", cluster.JobClusterKey)
+		require.Equalf(t, "Standard_DS3_v2", cluster.NewCluster.NodeTypeId, "cluster: %v", cluster.JobClusterKey)
+		require.Equalf(t, 4, cluster.NewCluster.NumWorkers, "cluster: %v", cluster.JobClusterKey)
+		require.Equalf(t, "false", cluster.NewCluster.SparkConf["spark.speculation"], "cluster: %v", cluster.JobClusterKey)
+	}
+}

bundle/tests/python_wheel/python_wheel_no_artifact_no_setup/bundle.yml

@@ -1,6 +1,9 @@
 bundle:
   name: python-wheel-local
 
+workspace:
+  artifact_path: /foo/bar
+
 resources:
   jobs:
     test_job:

bundle/tests/python_wheel_test.go

@@ -15,11 +15,10 @@ import (
 )
 
 func TestPythonWheelBuild(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/python_wheel", "default")
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel/my_test_code/dist/my_test_code-*.whl")
@@ -32,11 +31,10 @@ func TestPythonWheelBuild(t *testing.T) {
 }
 
 func TestPythonWheelBuildAutoDetect(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_artifact")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/python_wheel_no_artifact", "default")
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel_no_artifact/dist/my_test_code-*.whl")
@@ -49,11 +47,10 @@ func TestPythonWheelBuildAutoDetect(t *testing.T) {
 }
 
 func TestPythonWheelBuildAutoDetectWithNotebookTask(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_artifact_notebook")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/python_wheel_no_artifact_notebook", "default")
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel_no_artifact_notebook/dist/my_test_code-*.whl")
@@ -66,11 +63,10 @@ func TestPythonWheelBuildAutoDetectWithNotebookTask(t *testing.T) {
 }
 
 func TestPythonWheelWithDBFSLib(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_dbfs_lib")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/python_wheel_dbfs_lib", "default")
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	match := libraries.ExpandGlobReferences()
@@ -79,11 +75,11 @@ func TestPythonWheelWithDBFSLib(t *testing.T) {
 }
 
 func TestPythonWheelBuildNoBuildJustUpload(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_artifact_no_setup")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/python_wheel_no_artifact_no_setup", "default")
 
-	b.Config.Workspace.ArtifactPath = "/foo/bar"
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
+	require.NoError(t, diags.Error())
 
 	mockFiler := mockfiler.NewMockFiler(t)
 	mockFiler.EXPECT().Write(
@@ -94,20 +90,20 @@ func TestPythonWheelBuildNoBuildJustUpload(t *testing.T) {
 		filer.CreateParentDirectories,
 	).Return(nil)
 
-	u := libraries.UploadWithClient(mockFiler)
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build(), libraries.ExpandGlobReferences(), u))
+	diags = bundle.Apply(ctx, b, bundle.Seq(
+		libraries.ExpandGlobReferences(),
+		libraries.UploadWithClient(mockFiler),
+	))
 	require.NoError(t, diags.Error())
 	require.Empty(t, diags)
-
 	require.Equal(t, "/Workspace/foo/bar/.internal/my_test_code-0.0.1-py3-none-any.whl", b.Config.Resources.Jobs["test_job"].JobSettings.Tasks[0].Libraries[0].Whl)
 }
 
 func TestPythonWheelBuildWithEnvironmentKey(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/environment_key")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/environment_key", "default")
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/environment_key/my_test_code/dist/my_test_code-*.whl")
@@ -120,11 +116,10 @@ func TestPythonWheelBuildWithEnvironmentKey(t *testing.T) {
 }
 
 func TestPythonWheelBuildMultiple(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_multiple")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/python_wheel_multiple", "default")
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel_multiple/my_test_code/dist/my_test_code*.whl")
@@ -137,11 +132,10 @@ func TestPythonWheelBuildMultiple(t *testing.T) {
 }
 
 func TestPythonWheelNoBuild(t *testing.T) {
-	ctx := context.Background()
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_build")
-	require.NoError(t, err)
+	b := loadTarget(t, "./python_wheel/python_wheel_no_build", "default")
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	match := libraries.ExpandGlobReferences()

bundle/tests/variables/complex_multiple_files/databricks.yml

@@ -0,0 +1,52 @@
+bundle:
+  name: complex-variables-multiple-files
+
+resources:
+  jobs:
+    my_job:
+      job_clusters:
+        - job_cluster_key: key1
+          new_cluster: ${var.cluster1}
+        - job_cluster_key: key2
+          new_cluster: ${var.cluster2}
+        - job_cluster_key: key3
+          new_cluster: ${var.cluster3}
+        - job_cluster_key: key4
+          new_cluster: ${var.cluster4}
+variables:
+  cluster1:
+    type: complex
+    description: "A cluster definition"
+  cluster2:
+    type: complex
+    description: "A cluster definition"
+  cluster3:
+    type: complex
+    description: "A cluster definition"
+  cluster4:
+    type: complex
+    description: "A cluster definition"
+
+include:
+  - ./variables/*.yml
+
+
+targets:
+  default:
+  dev:
+    variables:
+      cluster3:
+        spark_version: "14.2.x-scala2.11"
+        node_type_id: "Standard_DS3_v2"
+        num_workers: 4
+        spark_conf:
+          spark.speculation: false
+          spark.databricks.delta.retentionDurationCheck.enabled: false
+      cluster4:
+        default:
+          spark_version: "14.2.x-scala2.11"
+          node_type_id: "Standard_DS3_v2"
+          num_workers: 4
+          spark_conf:
+            spark.speculation: false
+            spark.databricks.delta.retentionDurationCheck.enabled: false

bundle/tests/variables/complex_multiple_files/variables/clusters.yml

@@ -0,0 +1,19 @@
+targets:
+  default:
+  dev:
+    variables:
+      cluster1:
+        spark_version: "14.2.x-scala2.11"
+        node_type_id: "Standard_DS3_v2"
+        num_workers: 4
+        spark_conf:
+          spark.speculation: false
+          spark.databricks.delta.retentionDurationCheck.enabled: false
+      cluster2:
+        default:
+          spark_version: "14.2.x-scala2.11"
+          node_type_id: "Standard_DS3_v2"
+          num_workers: 4
+          spark_conf:
+            spark.speculation: false
+            spark.databricks.delta.retentionDurationCheck.enabled: false

bundle/tests/variables_test.go

@@ -124,8 +124,13 @@ func TestVariablesWithTargetLookupOverrides(t *testing.T) {
 	}, nil)
 
 	clustersApi := mockWorkspaceClient.GetMockClustersAPI()
-	clustersApi.EXPECT().GetByClusterName(mock.Anything, "some-test-cluster").Return(&compute.ClusterDetails{
-		ClusterId: "4321",
+	clustersApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "4321", ClusterName: "some-test-cluster"},
+		{ClusterId: "9876", ClusterName: "some-other-cluster"},
 	}, nil)
 
 	clusterPoliciesApi := mockWorkspaceClient.GetMockClusterPoliciesAPI()

cmd/auth/login.go

@@ -19,7 +19,7 @@ import (
 
 func promptForProfile(ctx context.Context, defaultValue string) (string, error) {
 	if !cmdio.IsInTTY(ctx) {
-		return "", fmt.Errorf("the command is being run in a non-interactive environment, please specify a profile using --profile")
+		return "", nil
 	}
 
 	prompt := cmdio.Prompt(ctx)

cmd/bundle/generate/generate_test.go

@@ -152,6 +152,12 @@ func TestGenerateJobCommand(t *testing.T) {
 					},
 				},
 			},
+			Parameters: []jobs.JobParameterDefinition{
+				{
+					Name:    "empty",
+					Default: "",
+				},
+			},
 		},
 	}, nil)
 
@@ -198,6 +204,9 @@ func TestGenerateJobCommand(t *testing.T) {
         - task_key: notebook_task
           notebook_task:
             notebook_path: %s
+      parameters:
+        - name: empty
+          default: ""
 `, filepath.Join("..", "src", "notebook.py")), string(data))
 
 	data, err = os.ReadFile(filepath.Join(srcDir, "notebook.py"))

cmd/bundle/schema.go

@@ -1,13 +1,8 @@
 package bundle
 
 import (
-	"encoding/json"
-	"reflect"
-
-	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/bundle/schema"
 	"github.com/databricks/cli/cmd/root"
-	"github.com/databricks/cli/libs/jsonschema"
 	"github.com/spf13/cobra"
 )
 
@@ -19,32 +14,8 @@ func newSchemaCommand() *cobra.Command {
 	}
 
 	cmd.RunE = func(cmd *cobra.Command, args []string) error {
-		// Load embedded schema descriptions.
-		docs, err := schema.LoadBundleDescriptions()
-		if err != nil {
-			return err
-		}
-
-		// Generate the JSON schema from the bundle configuration struct in Go.
-		schema, err := schema.New(reflect.TypeOf(config.Root{}), docs)
-		if err != nil {
-			return err
-		}
-
-		// Target variable value overrides can be primitives, maps or sequences.
-		// Set an empty schema for them.
-		err = schema.SetByPath("targets.*.variables.*", jsonschema.Schema{})
-		if err != nil {
-			return err
-		}
-
-		// Print the JSON schema to stdout.
-		result, err := json.MarshalIndent(schema, "", "  ")
-		if err != nil {
-			return err
-		}
-		cmd.OutOrStdout().Write(result)
-		return nil
+		_, err := cmd.OutOrStdout().Write(schema.Bytes)
+		return err
 	}
 
 	return cmd

cmd/root/progress_logger.go

@@ -29,6 +29,12 @@ func (f *progressLoggerFlag) resolveModeDefault(format flags.ProgressLogFormat)
 }
 
 func (f *progressLoggerFlag) initializeContext(ctx context.Context) (context.Context, error) {
+	// No need to initialize the logger if it's already set in the context. This
+	// happens in unit tests where the logger is setup as a fixture.
+	if _, ok := cmdio.FromContext(ctx); ok {
+		return ctx, nil
+	}
+
 	if f.log.level.String() != "disabled" && f.log.file.String() == "stderr" &&
 		f.ProgressLogFormat == flags.ModeInplace {
 		return nil, fmt.Errorf("inplace progress logging cannot be used when log-file is stderr")

cmd/workspace/experiments/experiments.go

@@ -941,7 +941,12 @@ func newListArtifacts() *cobra.Command {
 	cmd.Long = `Get all artifacts.
   
   List artifacts for a run. Takes an optional artifact_path prefix. If it is
-  specified, the response contains only artifacts with the specified prefix.",`
+  specified, the response contains only artifacts with the specified prefix.
+  This API does not support pagination when listing artifacts in UC Volumes. A
+  maximum of 1000 artifacts will be retrieved for UC Volumes. Please call
+  /api/2.0/fs/directories{directory_path} for listing artifacts in UC Volumes,
+  which supports pagination. See [List directory contents | Files
+  API](/api/workspace/files/listdirectorycontents).`
 
 	cmd.Annotations = make(map[string]string)
 

cmd/workspace/metastores/metastores.go

@@ -88,7 +88,9 @@ func newAssign() *cobra.Command {
   Arguments:
     WORKSPACE_ID: A workspace ID.
     METASTORE_ID: The unique ID of the metastore.
-    DEFAULT_CATALOG_NAME: The name of the default catalog in the metastore.`
+    DEFAULT_CATALOG_NAME: The name of the default catalog in the metastore. This field is depracted.
+      Please use "Default Namespace API" to configure the default catalog for a
+      Databricks workspace.`
 
 	cmd.Annotations = make(map[string]string)
 
@@ -665,7 +667,7 @@ func newUpdateAssignment() *cobra.Command {
 	// TODO: short flags
 	cmd.Flags().Var(&updateAssignmentJson, "json", `either inline JSON string or @path/to/file.json with request body`)
 
-	cmd.Flags().StringVar(&updateAssignmentReq.DefaultCatalogName, "default-catalog-name", updateAssignmentReq.DefaultCatalogName, `The name of the default catalog for the metastore.`)
+	cmd.Flags().StringVar(&updateAssignmentReq.DefaultCatalogName, "default-catalog-name", updateAssignmentReq.DefaultCatalogName, `The name of the default catalog in the metastore.`)
 	cmd.Flags().StringVar(&updateAssignmentReq.MetastoreId, "metastore-id", updateAssignmentReq.MetastoreId, `The unique ID of the metastore.`)
 
 	cmd.Use = "update-assignment WORKSPACE_ID"

cmd/workspace/permissions/permissions.go

@@ -117,9 +117,10 @@ func newGet() *cobra.Command {
 
   Arguments:
     REQUEST_OBJECT_TYPE: The type of the request object. Can be one of the following: alerts,
-      authorization, clusters, cluster-policies, dbsql-dashboards, directories,
-      experiments, files, instance-pools, jobs, notebooks, pipelines, queries,
-      registered-models, repos, serving-endpoints, or warehouses.
+      authorization, clusters, cluster-policies, dashboards, dbsql-dashboards,
+      directories, experiments, files, instance-pools, jobs, notebooks,
+      pipelines, queries, registered-models, repos, serving-endpoints, or
+      warehouses.
     REQUEST_OBJECT_ID: The id of the request object.`
 
 	cmd.Annotations = make(map[string]string)
@@ -245,9 +246,10 @@ func newSet() *cobra.Command {
 
   Arguments:
     REQUEST_OBJECT_TYPE: The type of the request object. Can be one of the following: alerts,
-      authorization, clusters, cluster-policies, dbsql-dashboards, directories,
-      experiments, files, instance-pools, jobs, notebooks, pipelines, queries,
-      registered-models, repos, serving-endpoints, or warehouses.
+      authorization, clusters, cluster-policies, dashboards, dbsql-dashboards,
+      directories, experiments, files, instance-pools, jobs, notebooks,
+      pipelines, queries, registered-models, repos, serving-endpoints, or
+      warehouses.
     REQUEST_OBJECT_ID: The id of the request object.`
 
 	cmd.Annotations = make(map[string]string)
@@ -319,9 +321,10 @@ func newUpdate() *cobra.Command {
 
   Arguments:
     REQUEST_OBJECT_TYPE: The type of the request object. Can be one of the following: alerts,
-      authorization, clusters, cluster-policies, dbsql-dashboards, directories,
-      experiments, files, instance-pools, jobs, notebooks, pipelines, queries,
-      registered-models, repos, serving-endpoints, or warehouses.
+      authorization, clusters, cluster-policies, dashboards, dbsql-dashboards,
+      directories, experiments, files, instance-pools, jobs, notebooks,
+      pipelines, queries, registered-models, repos, serving-endpoints, or
+      warehouses.
     REQUEST_OBJECT_ID: The id of the request object.`
 
 	cmd.Annotations = make(map[string]string)

cmd/workspace/quality-monitors/quality-monitors.go

@@ -41,6 +41,7 @@ func New() *cobra.Command {
 	cmd.AddCommand(newGet())
 	cmd.AddCommand(newGetRefresh())
 	cmd.AddCommand(newListRefreshes())
+	cmd.AddCommand(newRegenerateDashboard())
 	cmd.AddCommand(newRunRefresh())
 	cmd.AddCommand(newUpdate())
 
@@ -503,6 +504,87 @@ func newListRefreshes() *cobra.Command {
 	return cmd
 }
 
+// start regenerate-dashboard 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 regenerateDashboardOverrides []func(
+	*cobra.Command,
+	*catalog.RegenerateDashboardRequest,
+)
+
+func newRegenerateDashboard() *cobra.Command {
+	cmd := &cobra.Command{}
+
+	var regenerateDashboardReq catalog.RegenerateDashboardRequest
+	var regenerateDashboardJson flags.JsonFlag
+
+	// TODO: short flags
+	cmd.Flags().Var(&regenerateDashboardJson, "json", `either inline JSON string or @path/to/file.json with request body`)
+
+	cmd.Flags().StringVar(&regenerateDashboardReq.WarehouseId, "warehouse-id", regenerateDashboardReq.WarehouseId, `Optional argument to specify the warehouse for dashboard regeneration.`)
+
+	cmd.Use = "regenerate-dashboard TABLE_NAME"
+	cmd.Short = `Regenerate a monitoring dashboard.`
+	cmd.Long = `Regenerate a monitoring dashboard.
+  
+  Regenerates the monitoring dashboard for the specified table.
+  
+  The caller must either: 1. be an owner of the table's parent catalog 2. have
+  **USE_CATALOG** on the table's parent catalog and be an owner of the table's
+  parent schema 3. have the following permissions: - **USE_CATALOG** on the
+  table's parent catalog - **USE_SCHEMA** on the table's parent schema - be an
+  owner of the table
+  
+  The call must be made from the workspace where the monitor was created. The
+  dashboard will be regenerated in the assets directory that was specified when
+  the monitor was created.
+
+  Arguments:
+    TABLE_NAME: Full name of the table.`
+
+	// This command is being previewed; hide from help output.
+	cmd.Hidden = true
+
+	cmd.Annotations = make(map[string]string)
+
+	cmd.Args = func(cmd *cobra.Command, args []string) error {
+		check := root.ExactArgs(1)
+		return check(cmd, args)
+	}
+
+	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 = regenerateDashboardJson.Unmarshal(&regenerateDashboardReq)
+			if err != nil {
+				return err
+			}
+		}
+		regenerateDashboardReq.TableName = args[0]
+
+		response, err := w.QualityMonitors.RegenerateDashboard(ctx, regenerateDashboardReq)
+		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 regenerateDashboardOverrides {
+		fn(cmd, &regenerateDashboardReq)
+	}
+
+	return cmd
+}
+
 // start run-refresh command
 
 // Slice with functions to override default command behavior.

go.mod

@@ -3,9 +3,9 @@ module github.com/databricks/cli
 go 1.22
 
 require (
-	github.com/Masterminds/semver/v3 v3.2.1 // MIT
+	github.com/Masterminds/semver/v3 v3.3.0 // MIT
 	github.com/briandowns/spinner v1.23.1 // Apache 2.0
-	github.com/databricks/databricks-sdk-go v0.45.0 // Apache 2.0
+	github.com/databricks/databricks-sdk-go v0.46.0 // Apache 2.0
 	github.com/fatih/color v1.17.0 // MIT
 	github.com/ghodss/yaml v1.0.0 // MIT + NOTICE
 	github.com/google/uuid v1.6.0 // BSD-3-Clause
@@ -23,10 +23,10 @@ require (
 	github.com/stretchr/testify v1.9.0 // MIT
 	golang.org/x/exp v0.0.0-20240222234643-814bf88cf225
 	golang.org/x/mod v0.20.0
-	golang.org/x/oauth2 v0.22.0
+	golang.org/x/oauth2 v0.23.0
 	golang.org/x/sync v0.8.0
-	golang.org/x/term v0.23.0
-	golang.org/x/text v0.17.0
+	golang.org/x/term v0.24.0
+	golang.org/x/text v0.18.0
 	gopkg.in/ini.v1 v1.67.0 // Apache 2.0
 	gopkg.in/yaml.v3 v3.0.1
 )
@@ -61,7 +61,7 @@ require (
 	go.opentelemetry.io/otel/trace v1.24.0 // indirect
 	golang.org/x/crypto v0.24.0 // indirect
 	golang.org/x/net v0.26.0 // indirect
-	golang.org/x/sys v0.23.0 // indirect
+	golang.org/x/sys v0.25.0 // indirect
 	golang.org/x/time v0.5.0 // indirect
 	google.golang.org/api v0.182.0 // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20240521202816-d264139d666e // indirect

go.sum

@@ -8,8 +8,8 @@ cloud.google.com/go/compute/metadata v0.3.0/go.mod h1:zFmK7XCadkQkj6TtorcaGlCW1h
 dario.cat/mergo v1.0.0 h1:AGCNq9Evsj31mOgNPcLyXc+4PNABt905YmuqPYYpBWk=
 dario.cat/mergo v1.0.0/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
-github.com/Masterminds/semver/v3 v3.2.1 h1:RN9w6+7QoMeJVGyfmbcgs28Br8cvmnucEXnY0rYXWg0=
-github.com/Masterminds/semver/v3 v3.2.1/go.mod h1:qvl/7zhW3nngYb5+80sSMF+FG2BjYrf8m9wsX0PNOMQ=
+github.com/Masterminds/semver/v3 v3.3.0 h1:B8LGeaivUe71a5qox1ICM/JLl0NqZSW5CHyL+hmvYS0=
+github.com/Masterminds/semver/v3 v3.3.0/go.mod h1:4V+yj/TJE1HU9XfppCwVMZq3I84lprf4nC11bSS5beM=
 github.com/Microsoft/go-winio v0.6.1 h1:9/kr64B9VUZrLm5YYwbGtUJnMgqWVOdUAXu6Migciow=
 github.com/Microsoft/go-winio v0.6.1/go.mod h1:LRdKpFKfdobln8UmuiYcKPot9D2v6svN5+sAH+4kjUM=
 github.com/ProtonMail/go-crypto v1.1.0-alpha.2 h1:bkyFVUP+ROOARdgCiJzNQo2V2kiB97LyUpzH9P6Hrlg=
@@ -32,8 +32,8 @@ github.com/cncf/udpa/go v0.0.0-20191209042840-269d4d468f6f/go.mod h1:M8M6+tZqaGX
 github.com/cpuguy83/go-md2man/v2 v2.0.4/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
 github.com/cyphar/filepath-securejoin v0.2.4 h1:Ugdm7cg7i6ZK6x3xDF1oEu1nfkyfH53EtKeQYTC3kyg=
 github.com/cyphar/filepath-securejoin v0.2.4/go.mod h1:aPGpWjXOXUn2NCNjFvBE6aRxGGx79pTxQpKOJNYHHl4=
-github.com/databricks/databricks-sdk-go v0.45.0 h1:wdx5Wm/ESrahdHeq62WrjLeGjV4r722LLanD8ahI0Mo=
-github.com/databricks/databricks-sdk-go v0.45.0/go.mod h1:ds+zbv5mlQG7nFEU5ojLtgN/u0/9YzZmKQES/CfedzU=
+github.com/databricks/databricks-sdk-go v0.46.0 h1:D0TxmtSVAOsdnfzH4OGtAmcq+8TyA7Z6fA6JEYhupeY=
+github.com/databricks/databricks-sdk-go v0.46.0/go.mod h1:ds+zbv5mlQG7nFEU5ojLtgN/u0/9YzZmKQES/CfedzU=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
@@ -191,8 +191,8 @@ golang.org/x/net v0.0.0-20201110031124-69a78807bb2b/go.mod h1:sp8m0HH+o8qH0wwXwY
 golang.org/x/net v0.26.0 h1:soB7SVo0PWrY4vPW/+ay0jKDNScG2X9wFeYlXIvJsOQ=
 golang.org/x/net v0.26.0/go.mod h1:5YKkiSynbBIh3p6iOc/vibscux0x38BZDkn8sCUPxHE=
 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
-golang.org/x/oauth2 v0.22.0 h1:BzDx2FehcG7jJwgWLELCdmLuxk2i+x9UDpSiss2u0ZA=
-golang.org/x/oauth2 v0.22.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
+golang.org/x/oauth2 v0.23.0 h1:PbgcYx2W7i4LvjJWEbf0ngHV6qJYr86PkAV3bXdLEbs=
+golang.org/x/oauth2 v0.23.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
 golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20181108010431-42b317875d0f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -208,14 +208,14 @@ golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7w
 golang.org/x/sys v0.0.0-20210616045830-e2b7044e8c71/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220811171246-fbc7d0a398ab/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.23.0 h1:YfKFowiIMvtgl1UERQoTPPToxltDeZfbj4H7dVUCwmM=
-golang.org/x/sys v0.23.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/term v0.23.0 h1:F6D4vR+EHoL9/sWAWgAR1H2DcHr4PareCbAaCo1RpuU=
-golang.org/x/term v0.23.0/go.mod h1:DgV24QBUrK6jhZXl+20l6UWznPlwAHm1Q1mGHtydmSk=
+golang.org/x/sys v0.25.0 h1:r+8e+loiHxRqhXVl6ML1nO3l1+oFoWbnlu2Ehimmi34=
+golang.org/x/sys v0.25.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/term v0.24.0 h1:Mh5cbb+Zk2hqqXNO7S1iTjEphVL+jb8ZWaqh/g+JWkM=
+golang.org/x/term v0.24.0/go.mod h1:lOBK/LVxemqiMij05LGJ0tzNr8xlmwBRJ81PX6wVLH8=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-golang.org/x/text v0.17.0 h1:XtiM5bkSOt+ewxlOE/aE/AKEHibwj/6gvWMl9Rsh0Qc=
-golang.org/x/text v0.17.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
+golang.org/x/text v0.18.0 h1:XvMDiNzPAl0jr17s6W9lcaIhGUfUORdGCNsuLmPG224=
+golang.org/x/text v0.18.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
 golang.org/x/time v0.5.0 h1:o7cqy6amK/52YcAKIPlM3a+Fpj35zvRj2TP+e1xFSfk=
 golang.org/x/time v0.5.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=

internal/bundle/artifacts_test.go

@@ -36,7 +36,8 @@ func TestAccUploadArtifactFileToCorrectRemotePath(t *testing.T) {
 	wsDir := internal.TemporaryWorkspaceDir(t, w)
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		RootPath:     dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Bundle: config.Bundle{
 				Target: "whatever",
@@ -100,7 +101,8 @@ func TestAccUploadArtifactFileToCorrectRemotePathWithEnvironments(t *testing.T)
 	wsDir := internal.TemporaryWorkspaceDir(t, w)
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		RootPath:     dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Bundle: config.Bundle{
 				Target: "whatever",
@@ -169,7 +171,8 @@ func TestAccUploadArtifactFileToCorrectRemotePathForVolumes(t *testing.T) {
 	touchEmptyFile(t, whlPath)
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		RootPath:     dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Bundle: config.Bundle{
 				Target: "whatever",

internal/bundle/bind_resource_test.go

@@ -11,6 +11,7 @@ import (
 	"github.com/databricks/databricks-sdk-go"
 	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/google/uuid"
+	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 )
 
@@ -101,12 +102,15 @@ func TestAccAbortBind(t *testing.T) {
 		destroyBundle(t, ctx, bundleRoot)
 	})
 
+	// Bind should fail because prompting is not possible.
 	t.Setenv("BUNDLE_ROOT", bundleRoot)
+	t.Setenv("TERM", "dumb")
 	c := internal.NewCobraTestRunner(t, "bundle", "deployment", "bind", "foo", fmt.Sprint(jobId))
 
-	// Simulate user aborting the bind. This is done by not providing any input to the prompt in non-interactive mode.
+	// Expect error suggesting to use --auto-approve
 	_, _, err = c.Run()
-	require.ErrorContains(t, err, "failed to bind the resource")
+	assert.ErrorContains(t, err, "failed to bind the resource")
+	assert.ErrorContains(t, err, "This bind operation requires user confirmation, but the current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
 
 	err = deployBundle(t, ctx, bundleRoot)
 	require.NoError(t, err)

internal/bundle/bundles/recreate_pipeline/databricks_template_schema.json

@@ -0,0 +1,8 @@
+{
+    "properties": {
+        "unique_id": {
+            "type": "string",
+            "description": "Unique ID for the schema and pipeline names"
+        }
+    }
+}

internal/bundle/bundles/recreate_pipeline/template/databricks.yml.tmpl

@@ -0,0 +1,25 @@
+bundle:
+  name: "bundle-playground"
+
+variables:
+  catalog:
+    description: The catalog the DLT pipeline should use.
+    default: main
+
+
+resources:
+  pipelines:
+    foo:
+      name: test-pipeline-{{.unique_id}}
+      libraries:
+        - notebook:
+            path: ./nb.sql
+      development: true
+      catalog: ${var.catalog}
+
+include:
+  - "*.yml"
+
+targets:
+  development:
+    default: true

internal/bundle/bundles/recreate_pipeline/template/nb.sql

@@ -0,0 +1,2 @@
+-- Databricks notebook source
+select 1

internal/bundle/deploy_test.go

@@ -120,8 +120,97 @@ func TestAccBundleDeployUcSchemaFailsWithoutAutoApprove(t *testing.T) {
 	t.Setenv("BUNDLE_ROOT", bundleRoot)
 	t.Setenv("TERM", "dumb")
 	c := internal.NewCobraTestRunnerWithContext(t, ctx, "bundle", "deploy", "--force-lock")
-	stdout, _, err := c.Run()
+	stdout, stderr, err := c.Run()
+
 	assert.EqualError(t, err, root.ErrAlreadyPrinted.Error())
+	assert.Contains(t, stderr.String(), "The following UC schemas will be deleted or recreated. Any underlying data may be lost:\n  delete schema bar")
+	assert.Contains(t, stdout.String(), "the deployment requires destructive actions, but current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
+}
+
+func TestAccBundlePipelineDeleteWithoutAutoApprove(t *testing.T) {
+	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
+
+	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	uniqueId := uuid.New().String()
+	bundleRoot, err := initTestTemplate(t, ctx, "deploy_then_remove_resources", map[string]any{
+		"unique_id":     uniqueId,
+		"node_type_id":  nodeTypeId,
+		"spark_version": defaultSparkVersion,
+	})
+	require.NoError(t, err)
+
+	// deploy pipeline
+	err = deployBundle(t, ctx, bundleRoot)
+	require.NoError(t, err)
+
+	// assert pipeline is created
+	pipelineName := "test-bundle-pipeline-" + uniqueId
+	pipeline, err := w.Pipelines.GetByName(ctx, pipelineName)
+	require.NoError(t, err)
+	assert.Equal(t, pipeline.Name, pipelineName)
+
+	// assert job is created
+	jobName := "test-bundle-job-" + uniqueId
+	job, err := w.Jobs.GetBySettingsName(ctx, jobName)
+	require.NoError(t, err)
+	assert.Equal(t, job.Settings.Name, jobName)
+
+	// delete resources.yml
+	err = os.Remove(filepath.Join(bundleRoot, "resources.yml"))
+	require.NoError(t, err)
+
+	// Redeploy the bundle. Expect it to fail because deleting the pipeline requires --auto-approve.
+	t.Setenv("BUNDLE_ROOT", bundleRoot)
+	t.Setenv("TERM", "dumb")
+	c := internal.NewCobraTestRunnerWithContext(t, ctx, "bundle", "deploy", "--force-lock")
+	stdout, stderr, err := c.Run()
+
+	assert.EqualError(t, err, root.ErrAlreadyPrinted.Error())
+	assert.Contains(t, stderr.String(), `This action will result in the deletion or recreation of the following DLT Pipelines along with the
+Streaming Tables (STs) and Materialized Views (MVs) managed by them. Recreating the Pipelines will
+restore the defined STs and MVs through full refresh. Note that recreation is necessary when pipeline
+properties such as the 'catalog' or 'storage' are changed:
+  delete pipeline bar`)
+	assert.Contains(t, stdout.String(), "the deployment requires destructive actions, but current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
+
+}
+
+func TestAccBundlePipelineRecreateWithoutAutoApprove(t *testing.T) {
+	ctx, wt := acc.UcWorkspaceTest(t)
+	w := wt.W
+	uniqueId := uuid.New().String()
+
+	bundleRoot, err := initTestTemplate(t, ctx, "recreate_pipeline", map[string]any{
+		"unique_id": uniqueId,
+	})
+	require.NoError(t, err)
+
+	err = deployBundle(t, ctx, bundleRoot)
+	require.NoError(t, err)
+
+	t.Cleanup(func() {
+		destroyBundle(t, ctx, bundleRoot)
+	})
+
+	// Assert the pipeline is created
+	pipelineName := "test-pipeline-" + uniqueId
+	pipeline, err := w.Pipelines.GetByName(ctx, pipelineName)
+	require.NoError(t, err)
+	require.Equal(t, pipelineName, pipeline.Name)
+
+	// Redeploy the bundle, pointing the DLT pipeline to a different UC catalog.
+	t.Setenv("BUNDLE_ROOT", bundleRoot)
+	t.Setenv("TERM", "dumb")
+	c := internal.NewCobraTestRunnerWithContext(t, ctx, "bundle", "deploy", "--force-lock", "--var=\"catalog=whatever\"")
+	stdout, stderr, err := c.Run()
+
+	assert.EqualError(t, err, root.ErrAlreadyPrinted.Error())
+	assert.Contains(t, stderr.String(), `This action will result in the deletion or recreation of the following DLT Pipelines along with the
+Streaming Tables (STs) and Materialized Views (MVs) managed by them. Recreating the Pipelines will
+restore the defined STs and MVs through full refresh. Note that recreation is necessary when pipeline
+properties such as the 'catalog' or 'storage' are changed:
+  recreate pipeline foo`)
 	assert.Contains(t, stdout.String(), "the deployment requires destructive actions, but current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
 }
 

libs/dyn/convert/normalize.go

@@ -267,6 +267,8 @@ func (n normalizeOptions) normalizeString(typ reflect.Type, src dyn.Value, path
 		out = strconv.FormatInt(src.MustInt(), 10)
 	case dyn.KindFloat:
 		out = strconv.FormatFloat(src.MustFloat(), 'f', -1, 64)
+	case dyn.KindTime:
+		out = src.MustTime().String()
 	case dyn.KindNil:
 		// Return a warning if the field is present but has a null value.
 		return dyn.InvalidValue, diags.Append(nullWarning(dyn.KindString, src, path))

libs/dyn/convert/normalize_test.go

@@ -569,6 +569,14 @@ func TestNormalizeStringFromFloat(t *testing.T) {
 	assert.Equal(t, dyn.NewValue("1.2", vin.Locations()), vout)
 }
 
+func TestNormalizeStringFromTime(t *testing.T) {
+	var typ string
+	vin := dyn.NewValue(dyn.MustTime("2024-08-29"), []dyn.Location{{File: "file", Line: 1, Column: 1}})
+	vout, err := Normalize(&typ, vin)
+	assert.Empty(t, err)
+	assert.Equal(t, dyn.NewValue("2024-08-29", vin.Locations()), vout)
+}
+
 func TestNormalizeStringError(t *testing.T) {
 	var typ string
 	vin := dyn.V(map[string]dyn.Value{"an": dyn.V("error")})

libs/dyn/dynvar/ref.go

@@ -6,9 +6,7 @@ import (
 	"github.com/databricks/cli/libs/dyn"
 )
 
-const VariableRegex = `\$\{([a-zA-Z]+([-_]?[a-zA-Z0-9]+)*(\.[a-zA-Z]+([-_]?[a-zA-Z0-9]+)*(\[[0-9]+\])*)*(\[[0-9]+\])*)\}`
-
-var re = regexp.MustCompile(VariableRegex)
+var re = regexp.MustCompile(`\$\{([a-zA-Z]+([-_]?[a-zA-Z0-9]+)*(\.[a-zA-Z]+([-_]?[a-zA-Z0-9]+)*(\[[0-9]+\])*)*(\[[0-9]+\])*)\}`)
 
 // ref represents a variable reference.
 // It is a string [dyn.Value] contained in a larger [dyn.Value].

libs/dyn/kind.go

@@ -2,7 +2,6 @@ package dyn
 
 import (
 	"fmt"
-	"time"
 )
 
 type Kind int
@@ -34,7 +33,7 @@ func kindOf(v any) Kind {
 		return KindInt
 	case float32, float64:
 		return KindFloat
-	case time.Time:
+	case Time:
 		return KindTime
 	case nil:
 		return KindNil

libs/dyn/merge/override_test.go

@@ -83,16 +83,16 @@ func TestOverride_Primitive(t *testing.T) {
 		{
 			name:     "time (updated)",
 			state:    visitorState{updated: []string{"root"}},
-			left:     dyn.NewValue(time.UnixMilli(10000), []dyn.Location{leftLocation}),
-			right:    dyn.NewValue(time.UnixMilli(10001), []dyn.Location{rightLocation}),
-			expected: dyn.NewValue(time.UnixMilli(10001), []dyn.Location{rightLocation}),
+			left:     dyn.NewValue(dyn.FromTime(time.UnixMilli(10000)), []dyn.Location{leftLocation}),
+			right:    dyn.NewValue(dyn.FromTime(time.UnixMilli(10001)), []dyn.Location{rightLocation}),
+			expected: dyn.NewValue(dyn.FromTime(time.UnixMilli(10001)), []dyn.Location{rightLocation}),
 		},
 		{
 			name:     "time (not updated)",
 			state:    visitorState{},
-			left:     dyn.NewValue(time.UnixMilli(10000), []dyn.Location{leftLocation}),
-			right:    dyn.NewValue(time.UnixMilli(10000), []dyn.Location{rightLocation}),
-			expected: dyn.NewValue(time.UnixMilli(10000), []dyn.Location{leftLocation}),
+			left:     dyn.NewValue(dyn.FromTime(time.UnixMilli(10000)), []dyn.Location{leftLocation}),
+			right:    dyn.NewValue(dyn.FromTime(time.UnixMilli(10000)), []dyn.Location{rightLocation}),
+			expected: dyn.NewValue(dyn.FromTime(time.UnixMilli(10000)), []dyn.Location{leftLocation}),
 		},
 		{
 			name:     "different types (updated)",

libs/dyn/time.go

@@ -0,0 +1,62 @@
+package dyn
+
+import (
+	"fmt"
+	"time"
+)
+
+// Time represents a time-like primitive value.
+//
+// It represents a timestamp and includes the original string value
+// that was parsed to create the timestamp. This makes it possible
+// to coalesce a value that YAML interprets as a timestamp back into
+// a string without losing information.
+type Time struct {
+	t time.Time
+	s string
+}
+
+// NewTime creates a new Time from the given string.
+func NewTime(str string) (Time, error) {
+	// Try a couple of layouts
+	for _, layout := range []string{
+		"2006-1-2T15:4:5.999999999Z07:00", // RCF3339Nano with short date fields.
+		"2006-1-2t15:4:5.999999999Z07:00", // RFC3339Nano with short date fields and lower-case "t".
+		"2006-1-2 15:4:5.999999999",       // space separated with no time zone
+		"2006-1-2",                        // date only
+	} {
+		t, terr := time.Parse(layout, str)
+		if terr == nil {
+			return Time{t: t, s: str}, nil
+		}
+	}
+
+	return Time{}, fmt.Errorf("invalid time value: %q", str)
+}
+
+// MustTime creates a new Time from the given string.
+// It panics if the string cannot be parsed.
+func MustTime(str string) Time {
+	t, err := NewTime(str)
+	if err != nil {
+		panic(err)
+	}
+	return t
+}
+
+// FromTime creates a new Time from the given time.Time.
+// It uses the RFC3339Nano format for its string representation.
+// This guarantees that it can roundtrip into a string without losing information.
+func FromTime(t time.Time) Time {
+	return Time{t: t, s: t.Format(time.RFC3339Nano)}
+}
+
+// Time returns the time.Time value.
+func (t Time) Time() time.Time {
+	return t.t
+}
+
+// String returns the original string value that was parsed to create the timestamp.
+func (t Time) String() string {
+	return t.s
+}

libs/dyn/time_test.go

@@ -0,0 +1,41 @@
+package dyn_test
+
+import (
+	"testing"
+	"time"
+
+	"github.com/databricks/cli/libs/dyn"
+	assert "github.com/databricks/cli/libs/dyn/dynassert"
+)
+
+func TestTimeValid(t *testing.T) {
+	for _, tc := range []string{
+		"2024-08-29",
+		"2024-01-15T12:34:56.789012345Z",
+	} {
+		tm, err := dyn.NewTime(tc)
+		if assert.NoError(t, err) {
+			assert.NotEqual(t, time.Time{}, tm.Time())
+			assert.Equal(t, tc, tm.String())
+		}
+	}
+}
+
+func TestTimeInvalid(t *testing.T) {
+	tm, err := dyn.NewTime("invalid")
+	assert.Error(t, err)
+	assert.Equal(t, dyn.Time{}, tm)
+}
+
+func TestTimeFromTime(t *testing.T) {
+	tref := time.Now()
+	t1 := dyn.FromTime(tref)
+
+	// Verify that the underlying value is the same.
+	assert.Equal(t, tref, t1.Time())
+
+	// Verify that the string representation can be used to construct the same.
+	t2, err := dyn.NewTime(t1.String())
+	assert.NoError(t, err)
+	assert.True(t, t1.Time().Equal(t2.Time()))
+}

libs/dyn/value.go

@@ -127,7 +127,8 @@ func (v Value) AsAny() any {
 	case KindFloat:
 		return v.v
 	case KindTime:
-		return v.v
+		t := v.v.(Time)
+		return t.Time()
 	default:
 		// Panic because we only want to deal with known types.
 		panic(fmt.Sprintf("invalid kind: %d", v.k))

libs/dyn/value_underlying.go

@@ -2,7 +2,6 @@ package dyn
 
 import (
 	"fmt"
-	"time"
 )
 
 // AsMap returns the underlying mapping if this value is a map,
@@ -123,14 +122,14 @@ func (v Value) MustFloat() float64 {
 
 // AsTime returns the underlying time if this value is a time,
 // the zero value and false otherwise.
-func (v Value) AsTime() (time.Time, bool) {
-	vv, ok := v.v.(time.Time)
+func (v Value) AsTime() (Time, bool) {
+	vv, ok := v.v.(Time)
 	return vv, ok
 }
 
 // MustTime returns the underlying time if this value is a time,
 // panics otherwise.
-func (v Value) MustTime() time.Time {
+func (v Value) MustTime() Time {
 	vv, ok := v.AsTime()
 	if !ok || v.k != KindTime {
 		panic(fmt.Sprintf("expected kind %s, got %s", KindTime, v.k))

libs/dyn/value_underlying_test.go

@@ -143,7 +143,7 @@ func TestValueUnderlyingFloat(t *testing.T) {
 }
 
 func TestValueUnderlyingTime(t *testing.T) {
-	v := dyn.V(time.Now())
+	v := dyn.V(dyn.FromTime(time.Now()))
 
 	vv1, ok := v.AsTime()
 	assert.True(t, ok)

libs/dyn/visit.go

@@ -70,7 +70,7 @@ type visitOptions struct {
 
 func visit(v Value, prefix Path, suffix Pattern, opts visitOptions) (Value, error) {
 	if len(suffix) == 0 {
-		return opts.fn(prefix, v)
+		return opts.fn(slices.Clone(prefix), v)
 	}
 
 	// Initialize prefix if it is empty.

libs/dyn/visit_map.go

@@ -21,7 +21,7 @@ func Foreach(fn MapFunc) MapFunc {
 			for _, pair := range m.Pairs() {
 				pk := pair.Key
 				pv := pair.Value
-				nv, err := fn(append(p, Key(pk.MustString())), pv)
+				nv, err := fn(p.Append(Key(pk.MustString())), pv)
 				if err != nil {
 					return InvalidValue, err
 				}
@@ -32,7 +32,7 @@ func Foreach(fn MapFunc) MapFunc {
 			s := slices.Clone(v.MustSequence())
 			for i, value := range s {
 				var err error
-				s[i], err = fn(append(p, Index(i)), value)
+				s[i], err = fn(p.Append(Index(i)), value)
 				if err != nil {
 					return InvalidValue, err
 				}