Stack
laktory.models.stacks.Stack
¤
Bases: BaseModel
The Stack defines a collection of deployable resources, the deployment configuration, some variables and the environment-specific settings.
Examples:
from laktory import models
stack = models.Stack(
name="workspace",
backend="pulumi",
pulumi={
"config": {
"databricks:host": "${vars.DATABRICKS_HOST}",
"databricks:token": "${vars.DATABRICKS_TOKEN}",
},
},
resources={
"databricks_pipelines": {
"pl-stock-prices": {
"name": "pl-stock-prices",
"development": "${vars.is_dev}",
"libraries": [
{"notebook": {"path": "/pipelines/dlt_brz_template.py"}},
],
}
},
"databricks_jobs": {
"job-stock-prices": {
"name": "job-stock-prices",
"job_clusters": [
{
"job_cluster_key": "main",
"new_cluster": {
"spark_version": "16.3.x-scala2.12",
"node_type_id": "Standard_DS3_v2",
},
}
],
"tasks": [
{
"task_key": "ingest",
"job_cluster_key": "main",
"notebook_task": {
"notebook_path": "/.laktory/jobs/ingest_stock_prices.py",
},
},
{
"task_key": "pipeline",
"depends_ons": [{"task_key": "ingest"}],
"pipeline_task": {
"pipeline_id": "${resources.dlt-pl-stock-prices.id}",
},
},
],
}
},
},
variables={
"org": "okube",
},
environments={
"dev": {
"variables": {
"is_dev": True,
}
},
"prod": {
"variables": {
"is_dev": False,
}
},
},
)
| PARAMETER | DESCRIPTION |
|---|---|
backend
|
IaC backend used for deployment.
TYPE:
|
description
|
Description of the stack
TYPE:
|
environments
|
Environment-specific overwrite of config, resources or variables arguments.
TYPE:
|
name
|
Name of the stack. If Pulumi is used as a backend, it should match the name of the Pulumi project.
TYPE:
|
organization
|
Organization
TYPE:
|
pulumi
|
Pulumi-specific settings
TYPE:
|
resources
|
Dictionary of resources to be deployed. Each key should be a resource type and each value should be a dictionary of resources who's keys are the resource names and the values the resources definitions.
TYPE:
|
settings
|
Laktory settings
TYPE:
|
terraform
|
Terraform-specific settings
TYPE:
|
| METHOD | DESCRIPTION |
|---|---|
apply_settings |
Required to apply settings before instantiating resources and setting default values |
build |
Build stack artifacts before preview or deploy. |
get_env |
Complete definition the stack for a given environment. It takes into |
to_pulumi |
Create a pulumi stack for a given environment |
to_terraform |
Create a terraform stack for a given environment |
apply_settings(data)
classmethod
¤
Required to apply settings before instantiating resources and setting default values
Source code in laktory/models/stacks/stack.py
352 353 354 355 356 357 358 359 360 361 362 | |
build(env_name, inject_vars=True)
¤
Build stack artifacts before preview or deploy.
| PARAMETER | DESCRIPTION |
|---|---|
env_name
|
Name of the environment
TYPE:
|
inject_vars
|
Inject stack variables
TYPE:
|
Source code in laktory/models/stacks/stack.py
368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 | |
get_env(env_name)
¤
Complete definition the stack for a given environment. It takes into account both the default stack values and environment-specific overwrites.
| PARAMETER | DESCRIPTION |
|---|---|
env_name
|
Name of the environment
TYPE:
|
| RETURNS | DESCRIPTION |
|---|---|
|
Environment definitions. |
Source code in laktory/models/stacks/stack.py
401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 | |
to_pulumi(env_name=None)
¤
Create a pulumi stack for a given environment env.
| PARAMETER | DESCRIPTION |
|---|---|
env_name
|
Target environment. If
TYPE:
|
| RETURNS | DESCRIPTION |
|---|---|
PulumiStack
|
Pulumi-specific stack definition |
Source code in laktory/models/stacks/stack.py
432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 | |
to_terraform(env_name=None)
¤
Create a terraform stack for a given environment env.
| PARAMETER | DESCRIPTION |
|---|---|
env_name
|
Target environment. If
TYPE:
|
| RETURNS | DESCRIPTION |
|---|---|
TerraformStack
|
Terraform-specific stack definition |
Source code in laktory/models/stacks/stack.py
470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 | |
laktory.models.stacks.StackResources
¤
Bases: BaseModel
Resources definition for a given stack or stack environment.
| PARAMETER | DESCRIPTION |
|---|---|
databricks_accesscontrolrulesets
|
TYPE:
|
databricks_alerts
|
TYPE:
|
databricks_apps
|
TYPE:
|
databricks_catalogs
|
TYPE:
|
databricks_clusterpolicies
|
TYPE:
|
databricks_clusters
|
TYPE:
|
databricks_currentusers
|
TYPE:
|
databricks_dashboards
|
TYPE:
|
databricks_dbfsfiles
|
TYPE:
|
databricks_directories
|
TYPE:
|
databricks_externallocations
|
TYPE:
|
databricks_grant
|
TYPE:
|
databricks_grants
|
TYPE:
|
databricks_groups
|
TYPE:
|
databricks_jobs
|
TYPE:
|
databricks_metastoreassignments
|
TYPE:
|
databricks_metastoredataaccesses
|
TYPE:
|
databricks_metastores
|
TYPE:
|
databricks_mlflowexperiments
|
TYPE:
|
databricks_mlflowmodels
|
TYPE:
|
databricks_mlflowwebhooks
|
TYPE:
|
databricks_networkconnectivityconfig
|
TYPE:
|
databricks_notebooks
|
TYPE:
|
databricks_notificationdestinations
|
TYPE:
|
databricks_obotokens
|
TYPE:
|
databricks_permissions
|
TYPE:
|
databricks_pipelines
|
TYPE:
|
databricks_pythonpackages
|
TYPE:
|
databricks_qualitymonitors
|
TYPE:
|
databricks_queries
|
TYPE:
|
databricks_recipients
|
TYPE:
|
databricks_repos
|
TYPE:
|
databricks_schemas
|
TYPE:
|
databricks_secrets
|
TYPE:
|
databricks_secretscopes
|
TYPE:
|
databricks_serviceprincipals
|
TYPE:
|
databricks_shares
|
TYPE:
|
databricks_storagecredentials
|
TYPE:
|
databricks_tables
|
TYPE:
|
databricks_users
|
TYPE:
|
databricks_vectorsearchendpoints
|
TYPE:
|
databricks_vectorsearchindexes
|
TYPE:
|
databricks_volumes
|
TYPE:
|
databricks_warehouses
|
TYPE:
|
databricks_workspacebindings
|
TYPE:
|
databricks_workspacefiles
|
TYPE:
|
databricks_workspacetrees
|
TYPE:
|
pipelines
|
TYPE:
|
providers
|
TYPE:
|
laktory.models.stacks.stack.LaktorySettings
¤
Bases: BaseModel
Laktory Settings
| PARAMETER | DESCRIPTION |
|---|---|
dataframe_api
|
TYPE:
|
dataframe_backend
|
DataFrame backend
TYPE:
|
laktory_root
|
Laktory cache root directory. Used when a pipeline needs to write checkpoint files.
TYPE:
|
workspace_laktory_root
|
Root directory of a Databricks Workspace (excluding `'/Workspace') to which databricks objects like notebooks and workspace files are deployed.
TYPE:
|
laktory.models.stacks.stack.EnvironmentSettings
¤
Bases: BaseModel
Settings overwrite for a specific environments
| PARAMETER | DESCRIPTION |
|---|---|
resources
|
Dictionary of resources to be deployed. Each key should be a resource type and each value should be a dictionary of resources who's keys are the resource names and the values the resources definitions.
TYPE:
|
terraform
|
Terraform-specific settings
TYPE:
|
laktory.models.stacks.stack.Pulumi
¤
Bases: BaseModel
References
- Pulumi configuration
- Pulumi outputs
| PARAMETER | DESCRIPTION |
|---|---|
config
|
Pulumi configuration settings. Generally used to configure providers. See references for more details.
TYPE:
|
outputs
|
Requested resources-related outputs. See references for details.
TYPE:
|
laktory.models.stacks.stack.Terraform
¤
Bases: BaseModel
| PARAMETER | DESCRIPTION |
|---|---|
backend
|
TYPE:
|