From c652522e9547def4742503e9909f41bd93c6fe81 Mon Sep 17 00:00:00 2001 From: Riccardo Iacomini Date: Wed, 18 Dec 2024 23:55:58 +0100 Subject: [PATCH] [FEATURE] 163 - For each task (#185) * Support for foreach task * tests * refactor: DatabricksBundleCodegen to improve task handling and streamline workflow task generation * fix: update task builder function to use nested task type for improved accuracy * Builders in _get_task_builder can be resolved also from task class * Fix tests and serialization issue with ForEachTask custom class * Support for brickflow task type in for each task * Setting push_return_value in task response to False if task type is for each task * Refactoring for each task build function to allow for validation of task type also in case of nested task being of Brickflow type * Support for spark jar task type in for each task * Tests for run job task type in for each task * Tests for sql task type in for each task * feat: add JobsTasksForEachTaskConfigs for improved task configuration and validation * feat: add JobsTasksForEachTaskConfigs for for-each task configuration and validation * feat: implement model validation for ForEachTask configuration inputs and concurrency * feat: simplify ForEachTask initialization by using task configuration object * fix format * fix format * Removed TODO, nested task name is not exposed * Documentation of for each task type * For each task examples * Moved for each task config validation up * Updates to doc and examples after introduction of for each task config model * chore: update Python version to 3.9 and refine configuration files * chore: update documentation dependencies and versions in pyproject.toml * Fixed formatting of bullet points in doc * Update brickflow project conf in for each examples --------- Co-authored-by: Mikita Sakalouski --- .github/workflows/onpush.yml | 2 +- brickflow/bundles/model.py | 7 +- brickflow/codegen/databricks_bundle.py | 191 +- brickflow/engine/task.py | 45 +- brickflow/engine/workflow.py | 33 +- docs/tasks.md | 103 + .../.brickflow-project-root.yml | 10 + .../README.md | 45 + .../__init__.py | 0 .../brickflow-multi-project.yml | 4 + .../notebooks/__init__.py | 0 .../notebooks/example_notebook.py | 4 + .../src/__init__.py | 0 .../src/python/__init__.py | 0 .../src/python/print_args.py | 4 + .../workflows/__init__.py | 0 .../workflows/entrypoint.py | 18 + .../workflows/for_each_task_wf.py | 121 + poetry.lock | 3628 +++++++++-------- pyproject.toml | 75 +- .../local_bundle_foreach_task.yml | 175 + tests/codegen/sample_workflows.py | 92 + tests/codegen/test_databricks_bundle.py | 121 +- tests/engine/test_task.py | 13 + 24 files changed, 2877 insertions(+), 1814 deletions(-) create mode 100644 examples/brickflow_for_each_task_examples/.brickflow-project-root.yml create mode 100644 examples/brickflow_for_each_task_examples/README.md create mode 100644 examples/brickflow_for_each_task_examples/__init__.py create mode 100644 examples/brickflow_for_each_task_examples/brickflow-multi-project.yml create mode 100644 examples/brickflow_for_each_task_examples/notebooks/__init__.py create mode 100644 examples/brickflow_for_each_task_examples/notebooks/example_notebook.py create mode 100644 examples/brickflow_for_each_task_examples/src/__init__.py create mode 100644 examples/brickflow_for_each_task_examples/src/python/__init__.py create mode 100644 examples/brickflow_for_each_task_examples/src/python/print_args.py create mode 100755 examples/brickflow_for_each_task_examples/workflows/__init__.py create mode 100644 examples/brickflow_for_each_task_examples/workflows/entrypoint.py create mode 100644 examples/brickflow_for_each_task_examples/workflows/for_each_task_wf.py create mode 100644 tests/codegen/expected_bundles/local_bundle_foreach_task.yml diff --git a/.github/workflows/onpush.yml b/.github/workflows/onpush.yml index d9a567b5..bfcd2559 100644 --- a/.github/workflows/onpush.yml +++ b/.github/workflows/onpush.yml @@ -17,7 +17,7 @@ jobs: strategy: max-parallel: 2 matrix: - python-version: [ '3.8' ] + python-version: [ '3.9' ] os: [ ubuntu-latest ] steps: diff --git a/brickflow/bundles/model.py b/brickflow/bundles/model.py index 2998b61d..6c1f9bc0 100644 --- a/brickflow/bundles/model.py +++ b/brickflow/bundles/model.py @@ -6,7 +6,7 @@ from typing import Any, Dict, List, Optional, Union -from pydantic import BaseModel, Extra, Field, constr +from pydantic import BaseModel, Field, constr, InstanceOf from typing_extensions import Literal @@ -1174,7 +1174,10 @@ class Config: class JobsTasksForEachTask(BaseModel): - pass + inputs: str + concurrency: int + task: JobsTasks + class JobsTasksHealthRules(BaseModel): diff --git a/brickflow/codegen/databricks_bundle.py b/brickflow/codegen/databricks_bundle.py index 42a90310..2f1d227d 100644 --- a/brickflow/codegen/databricks_bundle.py +++ b/brickflow/codegen/databricks_bundle.py @@ -60,6 +60,13 @@ ) from brickflow.engine.task import ( DLTPipeline, + ForEachTask, + IfElseConditionTask, + NotebookTask, + RunJobTask, + SparkJarTask, + SparkPythonTask, + SqlTask, TaskLibrary, TaskSettings, filter_bf_related_libraries, @@ -498,12 +505,11 @@ def adjust_file_path(self, file_path: str) -> str: return file_path def task_to_task_obj(self, task: Task) -> JobsTasksNotebookTask: - if task.task_type in [TaskType.BRICKFLOW_TASK, TaskType.CUSTOM_PYTHON_TASK]: - generated_path = handle_mono_repo_path(self.project, self.env) - return JobsTasksNotebookTask( - **task.get_obj_dict(generated_path), - source=self.adjust_source(), - ) + generated_path = handle_mono_repo_path(self.project, self.env) + return JobsTasksNotebookTask( + **task.get_obj_dict(generated_path), + source=self.adjust_source(), + ) def workflow_obj_to_pipelines(self, workflow: Workflow) -> Dict[str, Pipelines]: pipelines_dict = {} @@ -760,6 +766,70 @@ def _build_dlt_task( task_key=task_name, ) + def _build_native_for_each_task( + self, + task_name: str, + task: Task, + task_libraries: List[JobsTasksLibraries], + task_settings: TaskSettings, + depends_on: List[JobsTasksDependsOn], + **kwargs: Any, + ) -> JobsTasks: + supported_task_types = ( + TaskType.NOTEBOOK_TASK, + TaskType.SPARK_JAR_TASK, + TaskType.SPARK_PYTHON_TASK, + TaskType.RUN_JOB_TASK, + TaskType.SQL, + TaskType.BRICKFLOW_TASK, # Accounts for brickflow entrypoint tasks + ) + + if task.for_each_task_conf is None: + raise ValueError( + f"Error while building for each task {task_name}. " + f"Make sure {task_name} has a for_each_task_conf attribute." + ) + + nested_task = task.task_func() + task_type = self._get_task_type(nested_task) + + try: + assert task_type in supported_task_types + except AssertionError as e: + raise ValueError( + f"Error while building python task {task_name}. Make sure {task_name} is one of " + f"{', '.join(task_type.__name__ for task_type in supported_task_types)}." + ) from e + + builder_func = self._get_task_builder(task_type=task_type) + + workflow: Optional[Workflow] = kwargs.get("workflow") + # Currently the inner task name is not exposed, will have to add a parammeter to the for_each_task decorator to + # allow user to configure it + nested_task_jt = builder_func( + task_name=f"{task_name}_nested", + task=task, + workflow=workflow, + task_libraries=task_libraries, + task_settings=task_settings, + depends_on=[], + ) + + for_each_task = ForEachTask( + configs=task.for_each_task_conf, + task=nested_task_jt, + ) + + # We are not specifying any cluster or libraries as for_each_task cannot have them! + jt = JobsTasks( + **task_settings.to_tf_dict(), + for_each_task=for_each_task, + depends_on=depends_on, + task_key=task_name, + ) + + return jt + def _build_brickflow_entrypoint_task( self, task_name: str, @@ -771,7 +841,7 @@ def _build_brickflow_entrypoint_task( ) -> JobsTasks: task_obj = JobsTasks( **{ - task.databricks_task_type_str: self.task_to_task_obj(task), + TaskType.NOTEBOOK_TASK.value: self.task_to_task_obj(task), **task_settings.to_tf_dict(), }, # type: ignore depends_on=depends_on, @@ -791,12 +861,26 @@ def _build_brickflow_entrypoint_task( ) return task_obj - def workflow_obj_to_tasks( - self, workflow: Workflow - ) -> List[Union[JobsTasks, Pipelines]]: - tasks = [] + def _get_task_type(self, task: Any) -> TaskType: + """Resolves the task type given the task object""" + + map_task_class_to_task_type: Dict[typing.Type, TaskType] = { + DLTPipeline: TaskType.DLT, + NotebookTask: TaskType.NOTEBOOK_TASK, + SparkJarTask: TaskType.SPARK_JAR_TASK, + SparkPythonTask: TaskType.SPARK_PYTHON_TASK, + RunJobTask: TaskType.RUN_JOB_TASK, + SqlTask: TaskType.SQL, + IfElseConditionTask: TaskType.IF_ELSE_CONDITION_TASK, + ForEachTask: TaskType.FOR_EACH_TASK, + } + + # Brickflow tasks does not have a dedicated task class, so we are matching everything else with it + return map_task_class_to_task_type.get(type(task), TaskType.BRICKFLOW_TASK) + def _get_task_builder(self, task_type: TaskType = None) -> Callable[..., Any]: map_task_type_to_builder: Dict[TaskType, Callable[..., Any]] = { + TaskType.BRICKFLOW_TASK: self._build_brickflow_entrypoint_task, TaskType.DLT: self._build_dlt_task, TaskType.NOTEBOOK_TASK: self._build_native_notebook_task, TaskType.SPARK_JAR_TASK: self._build_native_spark_jar_task, @@ -804,43 +888,64 @@ def workflow_obj_to_tasks( TaskType.RUN_JOB_TASK: self._build_native_run_job_task, TaskType.SQL: self._build_native_sql_file_task, TaskType.IF_ELSE_CONDITION_TASK: self._build_native_condition_task, + TaskType.FOR_EACH_TASK: self._build_native_for_each_task, + TaskType.CUSTOM_PYTHON_TASK: self._build_brickflow_entrypoint_task, } - for task_name, task in workflow.tasks.items(): - builder_func = map_task_type_to_builder.get( - task.task_type, self._build_brickflow_entrypoint_task - ) + builder = map_task_type_to_builder.get(task_type, None) + if builder is None: + raise ValueError("No builder found for the given task or task class") + return builder + + def _build_task( + self, build_func: Callable, workflow: Workflow, task_name: str, task: Task + ) -> Union[JobsTasks, Pipelines]: + # TODO: DLT + # pipeline_task: Pipeline = self._create_dlt_notebooks(stack, task) + if task.depends_on_names: + depends_on = [ + JobsTasksDependsOn(task_key=depends_key, outcome=expected_outcome) + for i in task.depends_on_names + for depends_key, expected_outcome in i.items() + ] # type: ignore + else: + depends_on = [] - # TODO: DLT - # pipeline_task: Pipeline = self._create_dlt_notebooks(stack, task) - if task.depends_on_names: - depends_on = [ - JobsTasksDependsOn(task_key=depends_key, outcome=expected_outcome) - for i in task.depends_on_names - for depends_key, expected_outcome in i.items() - ] # type: ignore - else: - depends_on = [] - libraries = TaskLibrary.unique_libraries( - task.libraries + (self.project.libraries or []) - ) - if workflow.enable_plugins is True: - libraries = filter_bf_related_libraries(libraries) - libraries += get_brickflow_libraries(workflow.enable_plugins) + libraries = TaskLibrary.unique_libraries( + task.libraries + (self.project.libraries or []) + ) + if workflow.enable_plugins is True: + libraries = filter_bf_related_libraries(libraries) + libraries += get_brickflow_libraries(workflow.enable_plugins) + + task_libraries = [JobsTasksLibraries(**library.dict) for library in libraries] # type: ignore + task_settings = workflow.default_task_settings.merge(task.task_settings) # type: ignore + task = build_func( + task_name=task_name, + task=task, + workflow=workflow, + task_libraries=task_libraries, + task_settings=task_settings, + depends_on=depends_on, + ) - task_libraries = [ - JobsTasksLibraries(**library.dict) for library in libraries - ] # type: ignore - task_settings = workflow.default_task_settings.merge(task.task_settings) # type: ignore - task = builder_func( - task_name=task_name, - task=task, - workflow=workflow, - task_libraries=task_libraries, - task_settings=task_settings, - depends_on=depends_on, + return task + + def workflow_obj_to_tasks( + self, workflow: Workflow + ) -> List[Union[JobsTasks, Pipelines]]: + tasks = [] + + for task_name, task in workflow.tasks.items(): + build_func = self._get_task_builder(task_type=task.task_type) + tasks.append( + self._build_task( + build_func=build_func, + workflow=workflow, + task_name=task_name, + task=task, + ) ) - tasks.append(task) tasks.sort(key=lambda t: (t.task_key is None, t.task_key)) diff --git a/brickflow/engine/task.py b/brickflow/engine/task.py index ffb6009e..97709b16 100644 --- a/brickflow/engine/task.py +++ b/brickflow/engine/task.py @@ -28,6 +28,7 @@ import pluggy from decouple import config +from pydantic import BaseModel, Field, field_validator, model_validator from brickflow import ( BrickflowDefaultEnvs, @@ -38,6 +39,7 @@ ) from brickflow.bundles.model import ( JobsTasksConditionTask, + JobsTasksForEachTask, JobsTasksHealthRules, JobsTasksNotebookTask, JobsTasksNotificationSettings, @@ -123,6 +125,7 @@ class TaskType(Enum): SPARK_PYTHON_TASK = "spark_python_task" RUN_JOB_TASK = "run_job_task" IF_ELSE_CONDITION_TASK = "condition_task" + FOR_EACH_TASK = "for_each_task" class TaskRunCondition(Enum): @@ -493,6 +496,44 @@ def __init__(self, **kwargs: Any) -> None: self.python_file = kwargs.get("python_file", None) +class JobsTasksForEachTaskConfigs(BaseModel): + inputs: str = Field(..., description="The input data for the task.") + concurrency: int = Field( + default=1, description="Number of iterations that can run in parallel," + ) + + @field_validator("inputs", mode="before") + @classmethod + def validate_inputs(cls, inputs: Any) -> str: + if not isinstance(inputs, str): + inputs = json.dumps(inputs) + return inputs + + +class ForEachTask(JobsTasksForEachTask): + """ + The ForEachTask class provides iteration of a task over a list of inputs. The looped task can be executed + concurrently based on the concurrency value provided. + + Attributes: + inputs (str): Array for task to iterate on. This can be a JSON string or a reference to an array parameter. + concurrency (int): An optional maximum allowed number of concurrent runs of the task. Set this value if you want + to be able to execute multiple runs of the task concurrently + task (Any): The task that will be run for each element in the array + + """ + + configs: JobsTasksForEachTaskConfigs + task: Any + + @model_validator(mode="before") + def validate_configs(self) -> "ForEachTask": + self["inputs"] = self["configs"].inputs # type: ignore + self["concurrency"] = self["configs"].concurrency # type: ignore + + return self + + class RunJobTask(JobsTasksRunJobTask): """ The RunJobTask class is designed to handle the execution of a specific job in a Databricks workspace. @@ -704,10 +745,11 @@ def task_execute(task: "Task", workflow: "Workflow") -> TaskResponse: else: kwargs = task.get_runtime_parameter_values() try: + # Task return value cannot be pushed if we are in a for each task (now allowed by Databricks) return TaskResponse( task.task_func(**kwargs), user_code_error=None, - push_return_value=True, + push_return_value=not task.task_type == TaskType.FOR_EACH_TASK, input_kwargs=kwargs, ) except Exception as e: @@ -807,6 +849,7 @@ class Task: ensure_brickflow_plugins: bool = False health: Optional[List[JobsTasksHealthRules]] = None if_else_outcome: Optional[Dict[Union[str, str], str]] = None + for_each_task_conf: Optional[JobsTasksForEachTaskConfigs] = None def __post_init__(self) -> None: self.is_valid_task_signature() diff --git a/brickflow/engine/workflow.py b/brickflow/engine/workflow.py index a58d8445..0c43eb1f 100644 --- a/brickflow/engine/workflow.py +++ b/brickflow/engine/workflow.py @@ -10,12 +10,12 @@ from brickflow.bundles.model import ( JobsContinuous, JobsEmailNotifications, + JobsEnvironments, JobsHealthRules, JobsNotificationSettings, JobsParameters, JobsTrigger, JobsWebhookNotifications, - JobsEnvironments, ) from brickflow.context import BrickflowInternalVariables from brickflow.engine import ROOT_NODE @@ -23,14 +23,15 @@ from brickflow.engine.task import ( AnotherActiveTaskError, BrickflowTriggerRule, + JobsTasksForEachTaskConfigs, NoCallableTaskError, + PypiTaskLibrary, Task, TaskAlreadyExistsError, TaskLibrary, TaskNotFoundError, TaskSettings, TaskType, - PypiTaskLibrary, WheelTaskLibrary, ) from brickflow.engine.utils import wraps_keyerror @@ -305,8 +306,7 @@ def bfs_layers(self) -> List[str]: return list(nx.bfs_layers(self.graph, ROOT_NODE))[1:] def task_iter(self) -> Iterator[Task]: - for task in self.bfs_task_iter(): - yield task + yield from self.bfs_task_iter() def bfs_task_iter(self) -> Iterator[Task]: for layer in self.bfs_layers: @@ -378,6 +378,7 @@ def _add_task( task_settings: Optional[TaskSettings] = None, ensure_brickflow_plugins: bool = False, if_else_outcome: Optional[Dict[Union[str, str], str]] = None, + for_each_task_conf: Optional[JobsTasksForEachTaskConfigs] = None, ) -> None: if self.task_exists(task_id): raise TaskAlreadyExistsError( @@ -444,6 +445,7 @@ def run_job_func() -> Callable: custom_execute_callback=custom_execute_callback, ensure_brickflow_plugins=ensure_plugins, if_else_outcome=if_else_outcome, + for_each_task_conf=for_each_task_conf, ) # attempt to create task object before adding to graph @@ -583,6 +585,27 @@ def if_else_condition_task( if_else_outcome=if_else_outcome, ) + def for_each_task( + self, + task_func: Optional[Callable] = None, + name: Optional[str] = None, + task_settings: Optional[TaskSettings] = None, + depends_on: Optional[Union[Callable, str, List[Union[Callable, str]]]] = None, + libraries: Optional[List[TaskLibrary]] = None, + if_else_outcome: Optional[Dict[Union[str, str], str]] = None, + for_each_task_conf: Optional[JobsTasksForEachTaskConfigs] = None, + ) -> Callable: + return self.task( + task_func, + name, + task_type=TaskType.FOR_EACH_TASK, + task_settings=task_settings, + depends_on=depends_on, + libraries=libraries, + if_else_outcome=if_else_outcome, + for_each_task_conf=for_each_task_conf, + ) + def task( self, task_func: Optional[Callable] = None, @@ -596,6 +619,7 @@ def task( task_settings: Optional[TaskSettings] = None, ensure_brickflow_plugins: bool = False, if_else_outcome: Optional[Dict[Union[str, str], str]] = None, + for_each_task_conf: Optional[JobsTasksForEachTaskConfigs] = None, ) -> Callable: if len(self.tasks) >= self.max_tasks_in_workflow: raise ValueError( @@ -619,6 +643,7 @@ def task_wrapper(f: Callable) -> Callable: task_settings=task_settings, ensure_brickflow_plugins=ensure_brickflow_plugins, if_else_outcome=if_else_outcome, + for_each_task_conf=for_each_task_conf, ) @functools.wraps(f) diff --git a/docs/tasks.md b/docs/tasks.md index 4b24f0ef..4d1c0e28 100644 --- a/docs/tasks.md +++ b/docs/tasks.md @@ -502,6 +502,109 @@ def sample_sql_alert() ->any: # Note: Since SQL task doesn't return any bool, we can't make use of if_else_outcome params for the tasks that depends on sql Task ``` +#### For each Task +The for each task is used to iterate the execution of a task over a set of input values. Iteration of a task over a set of input values can be achieved decorating your task function with the `for_each_task` method of the `Workflow` instance. + +Iteration of tasks is possible only for task types: + +- Notebook +- Spark Jar +- Python +- Run Job +- Sql + +The `for_each_task` decorator can be configured by providing in the `for_each_task_conf` param a `JobsTasksForEachTaskConfigs` config in which you specify: + +- **inputs: Optional[str]**: the list of input values to iterate over. This can be a python iterable, or a string representing a JSON formatted array of values. +- **for_each_task_concurrency: Optional[int]**: the number of concurrent executions of the task. Default is 1. + +A reference to the current input value we are iterating on can be accessed using `{{input}}` databricks workflow parameter. + +Here are some examples of how to use the for each task type: + +```python + +@wf.for_each_task( + depends_on=example_task, + for_each_task_conf=JobsTasksForEachTaskConfigs( + # Inputs can be provided by either a python iterable or a json-string + inputs=[ + "AZ", + "CA", + "IL", + ], + concurrency=3, + ), +) +def example_notebook(): + return NotebookTask( + notebook_path="notebooks/example_notebook.py", + base_parameters={"looped_parameter": "{{input}}"}, + ) + + +@wf.for_each_task( + depends_on=example_task, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs='["1", "2", "3"]', concurrency=3 + ), +) +def example_brickflow_task(*, test_param="{{input}}"): + print(f"Test param: {test_param}") + param = ctx.get_parameter("looped_parameter") + print(f"Nested brickflow task running with input: {param}") + + +@wf.for_each_task( + depends_on=example_task, + libraries=[ + JarTaskLibrary( + jar="" + ) + ], + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs="[1,2,3]", + concurrency=1, + ), +) +def for_each_spark_jar(): + return SparkJarTask( + main_class_name="com.example.MainClass", + parameters=["{{input}}"], + ) + + +@wf.for_each_task( + depends_on=example_task, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs="[1,2,3]", + concurrency=1, + ), +) +def for_each_spark_python(): + return SparkPythonTask( + python_file="src/python/print_args.py", + source="WORKSPACE", + parameters=["{{input}}"], + ) + + +@wf.for_each_task( + depends_on=example_notebook, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs="[1,2,3]", + concurrency=1, + ), +) +def for_each_sql_task() -> any: + return SqlTask( + query_id="", + warehouse_id="", + parameters={"looped_parameter": "{{input}}"}, + ) + +``` + ### Trigger rules There are two types of trigger rules that can be applied on a task. It can be either ALL_SUCCESS or NONE_FAILED diff --git a/examples/brickflow_for_each_task_examples/.brickflow-project-root.yml b/examples/brickflow_for_each_task_examples/.brickflow-project-root.yml new file mode 100644 index 00000000..b9bdd7f2 --- /dev/null +++ b/examples/brickflow_for_each_task_examples/.brickflow-project-root.yml @@ -0,0 +1,10 @@ +# DO NOT MODIFY THIS FILE - IT IS AUTO GENERATED BY BRICKFLOW AND RESERVED FOR FUTURE USAGE +projects: + for_each_task_examples: + brickflow_version: auto + deployment_mode: bundle + enable_plugins: true + name: for_each_task_examples + path_from_repo_root_to_project_root: examples/brickflow_for_each_task_examples + path_project_root_to_workflows_dir: workflows +version: v1 diff --git a/examples/brickflow_for_each_task_examples/README.md b/examples/brickflow_for_each_task_examples/README.md new file mode 100644 index 00000000..38dab479 --- /dev/null +++ b/examples/brickflow_for_each_task_examples/README.md @@ -0,0 +1,45 @@ +# Brickflow for each task examples +This repository contains some examples on how to use the fo each task type in brickflow. + +## Getting Started + +### Prerequisites +1.Install brickflows + +```shell +pip install brickflows +``` + +2.Install [Databricks CLI](https://docs.databricks.com/en/dev-tools/cli/databricks-cli.html) + + ```shell + curl -fsSL https://raw.githubusercontent.com/databricks/setup-cli/main/install.sh | sudo sh + ``` + +3.Configure Databricks cli with workspace token. This configures your `~/.databrickscfg` file. + + ```shell + databricks configure --token + ``` + +### Clone the repository + +```shell +git clone https://github.com/Nike-Inc/brickflow.git +cd brickflow/examples/brickflow_serverless_examples +``` + +### Customize the workflow + +Replace all the placeholders in workflows/for_each_task_workflow.py with configuration values compatible with your databricks workspace + + +### Deploy the workflow to databricks +```shell +brickflow projects deploy --project for_each_task_examples -e local +``` + +### Run the demo workflow +- login to databricks workspace +- go to the workflows and select the workflow +- click on the run button diff --git a/examples/brickflow_for_each_task_examples/__init__.py b/examples/brickflow_for_each_task_examples/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/examples/brickflow_for_each_task_examples/brickflow-multi-project.yml b/examples/brickflow_for_each_task_examples/brickflow-multi-project.yml new file mode 100644 index 00000000..06bdb989 --- /dev/null +++ b/examples/brickflow_for_each_task_examples/brickflow-multi-project.yml @@ -0,0 +1,4 @@ +project_roots: + for_each_task_examples: + root_yaml_rel_path: . +version: v1 diff --git a/examples/brickflow_for_each_task_examples/notebooks/__init__.py b/examples/brickflow_for_each_task_examples/notebooks/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/examples/brickflow_for_each_task_examples/notebooks/example_notebook.py b/examples/brickflow_for_each_task_examples/notebooks/example_notebook.py new file mode 100644 index 00000000..1d6304c9 --- /dev/null +++ b/examples/brickflow_for_each_task_examples/notebooks/example_notebook.py @@ -0,0 +1,4 @@ +# Databricks notebook source + +param = dbutils.widgets.get("looped_parameter") +print(f"Hey this is a nested notebook running with inputs: {param}") diff --git a/examples/brickflow_for_each_task_examples/src/__init__.py b/examples/brickflow_for_each_task_examples/src/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/examples/brickflow_for_each_task_examples/src/python/__init__.py b/examples/brickflow_for_each_task_examples/src/python/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/examples/brickflow_for_each_task_examples/src/python/print_args.py b/examples/brickflow_for_each_task_examples/src/python/print_args.py new file mode 100644 index 00000000..2dab53ba --- /dev/null +++ b/examples/brickflow_for_each_task_examples/src/python/print_args.py @@ -0,0 +1,4 @@ +import sys + +if __name__ == "__main__": + print(f"Hello, running with input {sys.argv}") diff --git a/examples/brickflow_for_each_task_examples/workflows/__init__.py b/examples/brickflow_for_each_task_examples/workflows/__init__.py new file mode 100755 index 00000000..e69de29b diff --git a/examples/brickflow_for_each_task_examples/workflows/entrypoint.py b/examples/brickflow_for_each_task_examples/workflows/entrypoint.py new file mode 100644 index 00000000..622efe1e --- /dev/null +++ b/examples/brickflow_for_each_task_examples/workflows/entrypoint.py @@ -0,0 +1,18 @@ +# Databricks notebook source + +import brickflow +from brickflow import Project +import workflows + + +def main() -> None: + with Project( + "for_each_task_examples", + git_repo="https://github.com/Nike-Inc/brickflow", + provider="github", + ) as f: + f.add_pkg(workflows) + + +if __name__ == "__main__": + main() diff --git a/examples/brickflow_for_each_task_examples/workflows/for_each_task_wf.py b/examples/brickflow_for_each_task_examples/workflows/for_each_task_wf.py new file mode 100644 index 00000000..425ef82a --- /dev/null +++ b/examples/brickflow_for_each_task_examples/workflows/for_each_task_wf.py @@ -0,0 +1,121 @@ +from brickflow import ( + Workflow, + WorkflowPermissions, + User, + NotebookTask, + Cluster, + JarTaskLibrary, + SparkJarTask, + SparkPythonTask, + SqlTask, +) + +from brickflow.context import ctx +from brickflow.engine.task import JobsTasksForEachTaskConfigs + +cluster = Cluster( + name=f"job_cluster_for_each_task_examples", + driver_node_type_id="r7g.large", + node_type_id="r7g.large", + spark_version="13.3.x-scala2.12", + min_workers=1, + max_workers=1, + policy_id="", # replace with an existing policy id +) + +wf = Workflow( + "for_each_task_examples_wf", + default_cluster=cluster, + permissions=WorkflowPermissions( + can_manage=[ + User( + "" # replace email with existing users' email on databricks + ) + ], + ), +) + + +@wf.task +def example_task(): + print("This is a dependant task!") + + +@wf.for_each_task( + depends_on=example_task, + for_each_task_conf=JobsTasksForEachTaskConfigs( + # Inputs can be provided by either a python iterable or a json-string + inputs=[ + "AZ", + "CA", + "IL", + ], + concurrency=3, + ), +) +def example_notebook(): + return NotebookTask( + notebook_path="notebooks/example_notebook.py", + base_parameters={"looped_parameter": "{{input}}"}, + ) + + +@wf.for_each_task( + depends_on=example_task, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs='["1", "2", "3"]', concurrency=3 + ), +) +def example_brickflow_task(*, test_param="{{input}}"): + print(f"Test param: {test_param}") + param = ctx.get_parameter("looped_parameter") + print(f"Nested brickflow task running with input: {param}") + + +@wf.for_each_task( + depends_on=example_task, + libraries=[ + JarTaskLibrary( + jar="" + ) # Replace with actual jar path + ], + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs="[1,2,3]", + concurrency=1, + ), +) +def for_each_spark_jar(): + return SparkJarTask( + main_class_name="com.example.MainClass", # Replace with actual main class name + parameters=["{{input}}"], + ) + + +@wf.for_each_task( + depends_on=example_task, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs="[1,2,3]", + concurrency=1, + ), +) +def for_each_spark_python(): + return SparkPythonTask( + python_file="examples/brickflow_for_each_task_examples/src/python/print_args.py", + source="WORKSPACE", + parameters=["{{input}}"], + ) + + +@wf.for_each_task( + depends_on=example_notebook, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs="[1,2,3]", + concurrency=1, + ), +) +def for_each_sql_task() -> any: + return SqlTask( + query_id="", # Replace with actual query id + warehouse_id="", # Replace with actual warehouse id + parameters={"looped_parameter": "{{input}}"}, + ) diff --git a/poetry.lock b/poetry.lock index ab0b4bba..47e15dda 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,137 +1,137 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. 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pendulum = {version = ">=2.1.2,<4.0", markers = "python_version < \"3.12\""} @@ -273,8 +268,7 @@ sqlalchemy-jsonfield = ">=1.0" tabulate = ">=0.7.5" tenacity = ">=8.0.0,<8.2.0 || >8.2.0" termcolor = ">=1.1.0" -unicodecsv = ">=0.14.1" -universal-pathlib = ">=0.2.2" +universal-pathlib = ">=0.2.2,<0.2.4 || >0.2.4" werkzeug = ">=2.0,<3" [package.extras] @@ -324,7 +318,7 @@ databricks = ["apache-airflow-providers-databricks"] datadog = ["apache-airflow-providers-datadog"] dbt-cloud = ["apache-airflow-providers-dbt-cloud"] deprecated-api = ["requests (>=2.27.0,<3)"] -devel-ci = ["aiobotocore (>=2.9.0)", "aiofiles (>=23.2.0)", "aioresponses (>=0.7.6)", "amqp", "astroid (>=2.12.3,<3.0)", "atlasclient (>=0.1.2)", "authlib (>=1.0.0)", "backports-zoneinfo (>=0.2.1)", "bcrypt (>=2.0.0)", "beautifulsoup4 (>=4.7.1)", "black (>=23.12.0)", "blinker (>=1.1)", "blinker (>=1.7.0)", "cgroupspy (>=0.2.2)", "checksumdir (>=1.2.0)", "click (>=8.0)", "click (>=8.0,!=8.1.4,!=8.1.5)", "cloudpickle", "coverage (>=7.4.0)", "diagrams (>=0.23.4)", "docutils (>=0.16,<0.17)", "duckdb (>=0.10.0)", "duckdb (>=0.9.0)", "eralchemy2 (>=1.3.8)", "eventlet (>=0.33.3)", "flask-bcrypt (>=0.7.1)", "gevent (>=0.13)", "gitpython (>=3.1.40)", "graphviz (>=0.12)", "greenlet (>=0.4.9)", "hatch (>=1.9.1)", "hdfs[avro,dataframe,kerberos] (>=2.0.4)", "incremental (>=22.10.0,!=24.7.0,!=24.7.1)", "ipdb (>=0.13.13)", "jmespath (>=0.7.0)", "ldap3 (>=2.5.1)", "mypy (==1.9.0)", "opentelemetry-exporter-prometheus", "pandas (>=1.2.5,<2.2)", "pipdeptree (>=2.13.1)", "plyvel", "pre-commit (>=3.5.0)", "pydantic (>=2.3.0)", "pygithub (>=2.1.1)", "pykerberos (>=1.1.13)", "pytest (>=8.2,<9)", "pytest-asyncio (>=0.23.6)", "pytest-cov (>=4.1.0)", "pytest-custom-exit-code (>=0.3.0)", "pytest-icdiff (>=0.9)", "pytest-instafail (>=0.5.0)", "pytest-mock (>=3.12.0)", "pytest-rerunfailures (>=13.0)", "pytest-timeouts (>=1.2.1)", "pytest-xdist (>=3.5.0)", "python-ldap", "python3-saml (>=1.16.0)", "requests (>=2.27.0,<3)", "requests-kerberos (>=0.10.0)", "requests-mock (>=1.11.0)", "restructuredtext-lint (>=1.4.0)", "rich-click (>=1.7.0)", "ruff (==0.5.5)", "s3fs (>=2023.10.0)", "semver (>=3.0.2)", "sentry-sdk (>=1.32.0,!=1.33.0)", "sphinx (>=5.3.0,<6.0.0)", "sphinx-airflow-theme (>=0.0.12)", "sphinx-argparse (>=0.4.0)", "sphinx-autoapi (>=2.1.1)", "sphinx-copybutton (>=0.5.2)", "sphinx-design (>=0.5.0)", "sphinx-jinja (>=2.0.2)", "sphinx-rtd-theme (>=2.0.0)", "sphinxcontrib-applehelp (>=1.0.4)", "sphinxcontrib-devhelp (>=1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.1)", "sphinxcontrib-httpdomain (>=1.8.1)", "sphinxcontrib-jquery (>=4.1)", "sphinxcontrib-jsmath (>=1.0.1)", "sphinxcontrib-qthelp (>=1.0.3)", "sphinxcontrib-redoc (>=1.6.0)", "sphinxcontrib-serializinghtml (==1.1.5)", "sphinxcontrib-spelling (>=8.0.0)", "statsd (>=3.3.0)", "thrift-sasl (>=0.2.0)", "time-machine (>=2.13.0)", "towncrier (>=23.11.0)", "twine (>=4.0.2)", "types-aiofiles", "types-certifi", "types-croniter", "types-deprecated", 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"graphviz (>=0.12)", "greenlet (>=0.4.9)", "hatch (>=1.9.1)", "hdfs[avro,dataframe,kerberos] (>=2.0.4)", "incremental (>=22.10.0,!=24.7.0,!=24.7.1)", "ipdb (>=0.13.13)", "jmespath (>=0.7.0)", "ldap3 (>=2.5.1)", "mypy (==1.9.0)", "opentelemetry-exporter-prometheus", "pandas (>=1.2.5,<2.2)", "pipdeptree (>=2.13.1)", "plyvel (>=1.5.1)", "pre-commit (>=3.5.0)", "pydantic (>=2.3.0)", "pygithub (>=2.1.1)", "pykerberos (>=1.1.13)", "pytest (>=8.2,<9)", "pytest-asyncio (>=0.23.6)", "pytest-cov (>=4.1.0)", "pytest-custom-exit-code (>=0.3.0)", "pytest-icdiff (>=0.9)", "pytest-instafail (>=0.5.0)", "pytest-mock (>=3.12.0)", "pytest-rerunfailures (>=13.0)", "pytest-timeouts (>=1.2.1)", "pytest-xdist (>=3.5.0)", "python-ldap", "python3-saml (>=1.16.0)", "requests (>=2.27.0,<3)", "requests-kerberos (>=0.10.0)", "requests-mock (>=1.11.0)", "restructuredtext-lint (>=1.4.0)", "rich-click (>=1.7.0)", "ruff (==0.5.5)", "s3fs (>=2023.10.0)", "semver (>=3.0.2)", "sentry-sdk (>=1.32.0,!=1.33.0)", "sphinx 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"types-tabulate", "types-termcolor", "types-toml", "uv (>=0.1.32)", "virtualenv", "wheel (>=0.42.0)", "yamllint (>=1.33.0)"] dingding = ["apache-airflow-providers-dingding"] discord = ["apache-airflow-providers-discord"] docker = ["apache-airflow-providers-docker"] @@ -353,7 +347,7 @@ jenkins = ["apache-airflow-providers-jenkins"] kerberos = ["pykerberos (>=1.1.13)", "requests-kerberos (>=0.10.0)", "thrift-sasl (>=0.2.0)"] kubernetes = ["apache-airflow[cncf-kubernetes]"] ldap = ["ldap3 (>=2.5.1)", "python-ldap"] -leveldb = ["plyvel"] +leveldb = ["plyvel (>=1.5.1)"] microsoft-azure = ["apache-airflow-providers-microsoft-azure"] microsoft-mssql = ["apache-airflow-providers-microsoft-mssql"] microsoft-psrp = ["apache-airflow-providers-microsoft-psrp"] @@ -417,27 +411,31 @@ zendesk = ["apache-airflow-providers-zendesk"] [[package]] name = "apache-airflow-providers-common-compat" -version = "1.2.0" +version = "1.2.2" description = "Provider package apache-airflow-providers-common-compat for Apache Airflow" optional = false -python-versions = "~=3.8" +python-versions = "~=3.9" files = [ - {file = "apache_airflow_providers_common_compat-1.2.0-py3-none-any.whl", hash = "sha256:c616cd372acd1055eff418f49a182511641415ebee1dc00b5fadd891c43d5fd5"}, - {file = "apache_airflow_providers_common_compat-1.2.0.tar.gz", hash = "sha256:ebecc6da90f8cb4e18717627edf683f50dfae3085f2a3860774975bcc8cbb7ae"}, + {file = "apache_airflow_providers_common_compat-1.2.2-py3-none-any.whl", hash = "sha256:ce050d9c8d9eba42e52855f986d6382b3d79f611c1ed05310a0c7466bf004dcd"}, + {file = "apache_airflow_providers_common_compat-1.2.2.tar.gz", hash = "sha256:4094ef0226e5105516797cc19aa10bf76a1486ba81cb7e1ca478ed90d6b2a1cf"}, ] [package.dependencies] apache-airflow = ">=2.8.0" +[package.extras] +openlineage = ["apache-airflow-providers-openlineage"] +standard = ["apache-airflow-providers-standard"] + [[package]] name = "apache-airflow-providers-common-io" -version = "1.4.0" +version = "1.4.2" description = "Provider package apache-airflow-providers-common-io for Apache Airflow" optional = false -python-versions = "~=3.8" +python-versions = "~=3.9" files = [ - {file = "apache_airflow_providers_common_io-1.4.0-py3-none-any.whl", hash = "sha256:415c1b9ba57e0451fcfd3e4f020c589f5ed778b4a034bf0946c87e9b920e4b5d"}, - {file = "apache_airflow_providers_common_io-1.4.0.tar.gz", hash = "sha256:66e8c285a0ec070adad3d9293fa2c27f35d728aa8e0d1d0219a788c1d70b8b8c"}, + {file = "apache_airflow_providers_common_io-1.4.2-py3-none-any.whl", hash = "sha256:b427fb056eba87677d229646296832e71bd44ac29984b1e655d5eb356caae254"}, + {file = "apache_airflow_providers_common_io-1.4.2.tar.gz", hash = "sha256:200a95f066ece40ef379de50ba96b7ffecdb6ceab4c4fbad5a47cca1f0a0456b"}, ] [package.dependencies] @@ -449,19 +447,19 @@ openlineage = ["apache-airflow-providers-openlineage"] [[package]] name = "apache-airflow-providers-common-sql" -version = "1.16.0" +version = "1.20.0" description = "Provider package apache-airflow-providers-common-sql for Apache Airflow" optional = false -python-versions = "~=3.8" +python-versions = "~=3.9" files = [ - {file = "apache_airflow_providers_common_sql-1.16.0-py3-none-any.whl", hash = "sha256:380738275f2d0db73cb1f282d706890e92aea71bfe8fa8eec4c32293c9575b10"}, - {file = "apache_airflow_providers_common_sql-1.16.0.tar.gz", hash = "sha256:559beb12f5f37169188ea5805b18a0389fb780e27fe90939ec1b34e9b459dd39"}, + {file = "apache_airflow_providers_common_sql-1.20.0-py3-none-any.whl", hash = "sha256:a2f5749ec15337128858e61d47a7ac9ffacab5a405ac58843d95600c99fe760c"}, + {file = "apache_airflow_providers_common_sql-1.20.0.tar.gz", hash = "sha256:2bc7c4b85a3b37ab9d18da7024203e1521574ff0a7bda3efba232170ab1b7d5e"}, ] [package.dependencies] apache-airflow = ">=2.8.0" more-itertools = ">=9.0.0" -sqlparse = ">=0.4.2" +sqlparse = ">=0.5.1" [package.extras] openlineage = ["apache-airflow-providers-openlineage"] @@ -469,32 +467,37 @@ pandas = ["pandas (>=1.5.3,<2.2)", "pandas (>=2.1.2,<2.2)"] [[package]] name = "apache-airflow-providers-fab" -version = "1.3.0" +version = "1.5.1" description = "Provider package apache-airflow-providers-fab for Apache Airflow" optional = false -python-versions = "~=3.8" +python-versions = "~=3.9" files = [ - {file = "apache_airflow_providers_fab-1.3.0-py3-none-any.whl", hash = "sha256:f4b68c4d11ff15d66c909acdd24e8c22f51318280c05284c032b17a70c422a4c"}, - {file = "apache_airflow_providers_fab-1.3.0.tar.gz", hash = "sha256:9e33d80380ce052bb7557d5c22bf4cbd7bc5c22e47f4c747e6a931056bd74d6d"}, + {file = "apache_airflow_providers_fab-1.5.1-py3-none-any.whl", hash = "sha256:a2aed5b3f9ddcd1c6c5b2cacb96662cc1c6fa05fb7666b6a9c98abfe8acbed02"}, + {file = "apache_airflow_providers_fab-1.5.1.tar.gz", hash = "sha256:b0f253612254c458817b662211cbfa5204159ec938b0a925954328c9831e291e"}, ] [package.dependencies] apache-airflow = ">=2.9.0" +apache-airflow-providers-common-compat = ">=1.2.1" flask = ">=2.2,<2.3" -flask-appbuilder = "4.5.0" +flask-appbuilder = "4.5.2" flask-login = ">=0.6.2" google-re2 = ">=1.0" jmespath = ">=0.7.0" +[package.extras] +common-compat = ["apache-airflow-providers-common-compat"] +kerberos = ["kerberos (>=1.3.0)"] + [[package]] name = "apache-airflow-providers-ftp" -version = "3.11.0" +version = "3.11.1" description = "Provider package apache-airflow-providers-ftp for Apache Airflow" optional = false python-versions = "~=3.8" files = [ - {file = "apache_airflow_providers_ftp-3.11.0-py3-none-any.whl", hash = "sha256:3a15159cb0f113861c1588b7f7d91723e3cfd7da787e89721b8cb4da74e4a98b"}, - {file = "apache_airflow_providers_ftp-3.11.0.tar.gz", hash = "sha256:bc38ceb86c5ecad9b469a0c3ef6bcb404c804e716d7b37300c2ce80898085ca5"}, + {file = "apache_airflow_providers_ftp-3.11.1-py3-none-any.whl", hash = "sha256:77754b44fc9e22773e9d7d160970d172fa7c2f8a19bceebcd4d2738871ef578f"}, + {file = "apache_airflow_providers_ftp-3.11.1.tar.gz", hash = "sha256:205086fc296f8cc255fb8f911049ed3aaf123c6f4749f2899faf60678b3b5cb3"}, ] [package.dependencies] @@ -506,21 +509,21 @@ openlineage = ["apache-airflow-providers-openlineage"] [[package]] name = "apache-airflow-providers-http" -version = "4.13.0" +version = "4.13.3" description = "Provider package apache-airflow-providers-http for Apache Airflow" optional = false -python-versions = "~=3.8" +python-versions = "~=3.9" files = [ - {file = "apache_airflow_providers_http-4.13.0-py3-none-any.whl", hash = "sha256:547975917bde5e3b72af00b3f70b4aac451cc3c1b7e0cf0d669d4273fa67fb69"}, - {file = "apache_airflow_providers_http-4.13.0.tar.gz", hash = "sha256:730d3a9147afb4596682f0f4197f7435460ec05a01548cad86c411b1b926fe28"}, + {file = "apache_airflow_providers_http-4.13.3-py3-none-any.whl", hash = "sha256:4ae65f1ecfbc326dd85aec2bf1d73574375de846d0c394f010373a61c5765663"}, + {file = "apache_airflow_providers_http-4.13.3.tar.gz", hash = "sha256:41d71adf40dcaa2481b721c27c5a43be2d4315475c41280c96c4c8846424de22"}, ] [package.dependencies] -aiohttp = ">=3.9.2" +aiohttp = ">=3.9.2,<3.11.0" apache-airflow = ">=2.8.0" -asgiref = "*" +asgiref = ">=2.3.0" requests = ">=2.27.0,<3" -requests_toolbelt = "*" +requests-toolbelt = ">=0.4.0" [[package]] name = "apache-airflow-providers-imap" @@ -538,13 +541,13 @@ apache-airflow = ">=2.8.0" [[package]] name = "apache-airflow-providers-smtp" -version = "1.8.0" +version = "1.8.1" description = "Provider package apache-airflow-providers-smtp for Apache Airflow" optional = false -python-versions = "~=3.8" +python-versions = "~=3.9" files = [ - {file = "apache_airflow_providers_smtp-1.8.0-py3-none-any.whl", hash = "sha256:6ec791053fd8fe19eada462beeb124d9aa63f0912a66b04da4a14d9526fbb548"}, - {file = "apache_airflow_providers_smtp-1.8.0.tar.gz", hash = "sha256:2e9abc2cdbb29c66babb7b1edb515f869721c67296a7ae4ecee3b83556dd2e08"}, + {file = "apache_airflow_providers_smtp-1.8.1-py3-none-any.whl", 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"entrypoint.template", "gitignore_template.txt"] exclude = ["sample_workflows", "tests"] [tool.black] line-length = 88 -target-version = ['py38', 'py39', 'py310'] +target-version = ['py39', 'py310'] include = '\.pyi?$' extend-exclude = ''' /( @@ -34,7 +27,7 @@ extend-exclude = ''' ''' [tool.poetry.dependencies] -python = ">=3.8,<3.12" # pyspark <3.5 does not play happy with python 3.11 +python = ">=3.9,<3.12" # pyspark <3.5 does not play happy with python 3.11 Jinja2 = "3.1.2" click = "^8.1.3" databricks-sdk = ">=0.1.8 <1.0.0" @@ -48,6 +41,7 @@ requests = ">=2.28.2 <3.0.0" # cerberus-python-client = {version = "~2.5.4", optional = true } # Users might have to manually install cerberus-python-client if required # tableauserverclient = {version = "~0.25", optional = true } # Users might have to manually install tableauserverclient if required + [tool.poetry.scripts] bf = "brickflow.cli:cli" brickflow = "brickflow.cli:cli" @@ -59,11 +53,11 @@ datamodel-code-generator = "^0.25.2" deepdiff = "^6.3.0" mypy = "^1.3.0" pre-commit = "^3.3.1" -prospector = "*" +prospector = "^1.10.3" py4j = "^0.10.9.7" pytest = ">=7.3.1 <8.0.0" pytest-mock = "^3.10.0" -types-PyYAML = "*" # only for development purposes no need to make installation req +types-PyYAML = "*" # only for development purposes no need to make installation req types-requests = ">=2.28.11.16 <3.0.0.0" # only for development purposes no need to make installation req apache-airflow = "^2.7.3" snowflake = "^0.6.0" @@ -75,14 +69,11 @@ requests-mock = "1.12.1" pyspark = "^3.0.0" [tool.poetry.group.docs.dependencies] -mdx-include = ">=1.4.1,<2.0.0" -mike = "^1.1.2" -mkdocs = "1.4.3" -mkdocs-autorefs = "0.4.1" -mkdocs-click = "0.8.0" -mkdocs-markdownextradata-plugin = "0.2.5" -mkdocs-material = "9.1.12" -mkdocstrings = {version = "0.20.0", extras=["python"]} +mdx-include = "^1.4.2" +mike = "^2.1.3" +mkdocs-click = "^0.8.1" +mkdocs-material = "^9.5.49" +mkdocstrings = { extras = ["python"], version = "^0.27.0" } [build-system] requires = ["poetry-core", "poetry-dynamic-versioning"] @@ -95,20 +86,20 @@ bump = true style = "semver" [tool.coverage] - [tool.coverage.run] - omit = [ - # omit anything in a .local directory anywhere - '*/.local/*', - '**', - 'tests/*', - '*/tests/*', - # omit anything in a .venv directory anywhere - '.venv/*', - "*/site-packages/*" - ] +[tool.coverage.run] +omit = [ + # omit anything in a .local directory anywhere + '*/.local/*', + '**', + 'tests/*', + '*/tests/*', + # omit anything in a .venv directory anywhere + '.venv/*', + "*/site-packages/*", +] - [tool.coverage.report] - skip_empty = true +[tool.coverage.report] +skip_empty = true [tool.mypy] disallow_untyped_defs = true @@ -123,17 +114,9 @@ files = [ ] follow_imports = "skip" -[tool.pylint] - [tool.pylint."MASTER"] - fail-under = 9.0 +[tool.pylint.main] +fail-under = 9.0 - [tool.pylint.'FORMAT'] - max-line-length = 120 - # Regexp for a line that is allowed to be longer than the limit. - ignore-long-lines = "^\\s*(# )??$" - [tool.pylint.'MESSAGES CONTROL'] - disable = """ - django-not-configured, - too-many-lines - """ +[tool.pylint."messages control"] +disable = ["too-many-lines", "too-many-positional-arguments"] diff --git a/tests/codegen/expected_bundles/local_bundle_foreach_task.yml b/tests/codegen/expected_bundles/local_bundle_foreach_task.yml new file mode 100644 index 00000000..e1ff322d --- /dev/null +++ b/tests/codegen/expected_bundles/local_bundle_foreach_task.yml @@ -0,0 +1,175 @@ +"bundle": + "name": "test-project" +"targets": + "test-project-local": + "resources": + "jobs": + "wf-foreach-task-test": + "job_clusters": + - "job_cluster_key": "sample_job_cluster" + "new_cluster": + "custom_tags": + "brickflow_deployment_mode": "Databricks Asset Bundles" + "brickflow_project_name": "test-project" + "brickflow_version": "1.0.0" + "deployed_at": "1704067200000" + "deployed_by": "test_user" + "environment": "local" + "data_security_mode": "SINGLE_USER" + "node_type_id": "m6gd.xlarge" + "num_workers": 1.0 + "spark_version": "13.3.x-scala2.12" + "max_concurrent_runs": 1.0 + "name": "test_user_wf-foreach-task-test" + "permissions": + - "level": "IS_OWNER" + "user_name": "abc@abc.com" + - "level": "CAN_MANAGE" + "user_name": "abc@abc.com" + - "level": "CAN_MANAGE_RUN" + "user_name": "abc@abc.com" + - "level": "CAN_VIEW" + "user_name": "abc@abc.com" + "run_as": + "user_name": "abc@abc.com" + "tags": + "brickflow_deployment_mode": "Databricks Asset Bundles" + "brickflow_project_name": "test-project" + "brickflow_version": "1.0.0" + "deployed_at": "1704067200000" + "deployed_by": "test_user" + "environment": "local" + "test": "test2" + tasks: + - task_key: first_notebook + "depends_on": [ ] + "email_notifications": { } + "libraries": [ ] + notebook_task: + notebook_path: notebooks/notebook_a + source: WORKSPACE + "job_cluster_key": "sample_job_cluster" + - task_key: for_each_notebook + depends_on: + - task_key: first_notebook + "email_notifications": { } + for_each_task: + inputs: "[1, 2, 3]" + concurrency: 3 + task: + task_key: for_each_notebook_nested + "depends_on": [ ] + "email_notifications": { } + "libraries": [ ] + notebook_task: + notebook_path: notebooks/notebook_b + base_parameters: + looped_parameter: "{{input}}" + source: WORKSPACE + job_cluster_key: sample_job_cluster + - task_key: for_each_bf_task + depends_on: + - task_key: first_notebook + "email_notifications": { } + for_each_task: + inputs: "[\"1\", \"2\", \"3\"]" + concurrency: 1 + task: + task_key: for_each_bf_task_nested + "depends_on": [ ] + "email_notifications": { } + "libraries": [ ] + notebook_task: + base_parameters: + brickflow_env: local + brickflow_internal_only_run_tasks: "" + brickflow_internal_task_name: "{{task_key}}" + brickflow_internal_workflow_name: wf-foreach-task-test + brickflow_internal_workflow_prefix: "" + brickflow_internal_workflow_suffix: "" + brickflow_job_id: "{{job_id}}" + brickflow_parent_run_id: "{{parent_run_id}}" + brickflow_run_id: "{{run_id}}" + brickflow_start_date: "{{start_date}}" + brickflow_start_time: "{{start_time}}" + brickflow_task_key: "{{task_key}}" + brickflow_task_retry_count: "{{task_retry_count}}" + looped_parameter: "{{input}}" + notebook_path: test_databricks_bundle.py + source: WORKSPACE # TODO check if this needs to be GIT for BF tasks + job_cluster_key: sample_job_cluster + - task_key: for_each_spark_jar + depends_on: + - task_key: for_each_bf_task + email_notifications: {} + for_each_task: + inputs: "[1,2,3]" + concurrency: 1 + task: + "depends_on": [ ] + "email_notifications": { } + task_key: for_each_spark_jar_nested + spark_jar_task: + main_class_name: com.example.MainClass + parameters: + - "{{input}}" + job_cluster_key: sample_job_cluster + libraries: + - jar: dbfs:/some/path/to/The.jar + - task_key: for_each_spark_python + depends_on: + - task_key: first_notebook + email_notifications: {} + for_each_task: + inputs: "[1,2,3]" + concurrency: 1 + task: + "email_notifications": { } + "depends_on": [ ] + task_key: for_each_spark_python_nested + "libraries": [] + spark_python_task: + python_file: "/Workspace/Users/${workspace.current_user.userName}/.brickflow_bundles/test-project/local/files/test-project/path/to/python_script.py" + parameters: + - "{{input}}" + source: WORKSPACE + job_cluster_key: sample_job_cluster + - task_key: for_each_run_job + depends_on: + - task_key: first_notebook + email_notifications: {} + for_each_task: + inputs: "[\"job_param_1\",\"job_param_2\"]" + concurrency: 1 + task: + "depends_on": [ ] + "email_notifications": { } + task_key: for_each_run_job_nested + run_job_task: + job_id: 12345678901234.0 + - task_key: for_each_sql_task + depends_on: + - task_key: first_notebook + email_notifications: {} + for_each_task: + inputs: "[1,2,3]" + concurrency: 1 + task: + task_key: for_each_sql_task_nested + "email_notifications": { } + "depends_on": [ ] + sql_task: + parameters: + looped_parameter: "{{input}}" + query: + query_id: some_sql_query_id + warehouse_id: some_warehouse_id + "timeout_seconds": null + "trigger": null + "webhook_notifications": null + "pipelines": {} + "workspace": + "file_path": "/Users/${workspace.current_user.userName}/.brickflow_bundles/test-project/local/files" + "root_path": "/Users/${workspace.current_user.userName}/.brickflow_bundles/test-project/local" + "state_path": "/Users/${workspace.current_user.userName}/.brickflow_bundles/test-project/local/state" +"workspace": {} \ No newline at end of file diff --git a/tests/codegen/sample_workflows.py b/tests/codegen/sample_workflows.py index 724423f4..fbbe3866 100644 --- a/tests/codegen/sample_workflows.py +++ b/tests/codegen/sample_workflows.py @@ -17,6 +17,7 @@ BrickflowTriggerRule, DLTPipeline, IfElseConditionTask, + JobsTasksForEachTaskConfigs, NotebookTask, RunJobTask, SparkJarTask, @@ -399,3 +400,94 @@ def task_spark_jar(): main_class_name="com.example.MainClass", parameters=["param1", "param2"], ) + + +wf3 = Workflow( + "wf-foreach-task-test", + default_cluster=job_cluster, + permissions=WorkflowPermissions( + owner=User("abc@abc.com"), + can_manage_run=[User("abc@abc.com")], + can_view=[User("abc@abc.com")], + can_manage=[User("abc@abc.com")], + ), + run_as_user="abc@abc.com", + tags={"test": "test2"}, +) + + +@wf3.notebook_task() +def first_notebook(): + return NotebookTask(notebook_path="notebooks/notebook_a", source="WORKSPACE") + + +@wf3.for_each_task( + depends_on=first_notebook, + for_each_task_conf=JobsTasksForEachTaskConfigs( + concurrency=3, + inputs="[1, 2, 3]", + ), +) +def for_each_notebook(): + return NotebookTask( + notebook_path="notebooks/notebook_b", + base_parameters={"looped_parameter": "{{input}}"}, + source="WORKSPACE", + ) + + +@wf3.for_each_task( + depends_on=first_notebook, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs=["1", "2", "3"], + concurrency=1, + ), +) +def for_each_bf_task(*, looped_parameter="{{input}}"): + print(f"This is a nested bf task running with input: {looped_parameter}") + + +@wf3.for_each_task( + depends_on=for_each_bf_task, + for_each_task_conf=JobsTasksForEachTaskConfigs(inputs="[1,2,3]", concurrency=1), + libraries=[JarTaskLibrary(jar="dbfs:/some/path/to/The.jar")], +) +def for_each_spark_jar(): + return SparkJarTask( + main_class_name="com.example.MainClass", + parameters=["{{input}}"], + ) + + +@wf3.for_each_task( + depends_on=first_notebook, + for_each_task_conf=JobsTasksForEachTaskConfigs(inputs="[1,2,3]", concurrency=1), +) +def for_each_spark_python(): + return SparkPythonTask( + python_file="/test-project/path/to/python_script.py", + source="WORKSPACE", + parameters=["{{input}}"], + ) + + +@wf3.for_each_task( + depends_on=first_notebook, + for_each_task_conf=JobsTasksForEachTaskConfigs( + inputs='["job_param_1","job_param_2"]', concurrency=1 + ), +) +def for_each_run_job(): + return RunJobTask(job_name="some_job_name") + + +@wf3.for_each_task( + depends_on=first_notebook, + for_each_task_conf=JobsTasksForEachTaskConfigs(inputs="[1,2,3]", concurrency=1), +) +def for_each_sql_task() -> any: + return SqlTask( + query_id="some_sql_query_id", + warehouse_id="some_warehouse_id", + parameters={"looped_parameter": "{{input}}"}, + ) diff --git a/tests/codegen/test_databricks_bundle.py b/tests/codegen/test_databricks_bundle.py index d5c08905..35f22077 100644 --- a/tests/codegen/test_databricks_bundle.py +++ b/tests/codegen/test_databricks_bundle.py @@ -1,13 +1,15 @@ import os from copy import deepcopy from pathlib import Path -from typing import Any, Dict +from typing import Any, Dict, Callable from unittest import TestCase from unittest.mock import MagicMock, Mock, patch import yaml from deepdiff import DeepDiff +import pytest + from brickflow import BrickflowEnvVars from brickflow.bundles.model import ( DatabricksAssetBundles, @@ -29,17 +31,71 @@ ImportManager, ) from brickflow.engine.project import Project, Stage -from brickflow.engine.task import NotebookTask +from brickflow.engine.task import NotebookTask, TaskType # `get_job_id` is being called during workflow init, hence the patch with patch("brickflow.engine.task.get_job_id", return_value=12345678901234.0) as p: - from tests.codegen.sample_workflows import wf, wf2, wf_bad_tasks # , wf_serverless + from tests.codegen.sample_workflows import ( + wf, + wf2, + wf_bad_tasks, + wf3, + ) # , wf_serverless from tests.codegen.sample_serverless_workflow import wf as wf_serverless # BUNDLE_FILE_NAME = str(Path(__file__).parent / f"bundle.yml") BUNDLE_FILE_NAME = "bundle.yml" +@pytest.mark.parametrize( + "task_type,expected", + [ + ( + TaskType.FOR_EACH_TASK, + DatabricksBundleCodegen._build_native_for_each_task, + ), + (TaskType.NOTEBOOK_TASK, DatabricksBundleCodegen._build_native_notebook_task), + ], +) +def test_get_task_builder(task_type: TaskType, expected: Callable, mocker): + mocker.patch( + "brickflow.codegen.databricks_bundle.DatabricksBundleTagsAndNameMutator" + ) + mocker.patch("brickflow.codegen.databricks_bundle.DatabricksBundleImportMutator") + + bundle_codegen = DatabricksBundleCodegen(project=None, id_="test", env="local") + task_builder = bundle_codegen._get_task_builder(task_type=task_type) + assert task_builder.__name__ == expected.__name__ + + +@pytest.mark.parametrize( + "task,expected_task_type", + [ + ( + NotebookTask(notebook_path="test-notebook"), + TaskType.NOTEBOOK_TASK, + ), + ( + None, # test case: wrapped brickflow tasks that do not return anything + TaskType.BRICKFLOW_TASK, + ), + ( + "Sample return value", # test case: wrapped brickflow tasks that have a return value + TaskType.BRICKFLOW_TASK, + ), + ], +) +def test_get_task_type(task, expected_task_type, mocker): + mocker.patch( + "brickflow.codegen.databricks_bundle.DatabricksBundleTagsAndNameMutator" + ) + mocker.patch("brickflow.codegen.databricks_bundle.DatabricksBundleImportMutator") + + bundle_codegen = DatabricksBundleCodegen(project=None, id_="test", env="local") + actual_task_type = bundle_codegen._get_task_type(task) + assert actual_task_type == expected_task_type + + def read_yaml_file(file_name: str): with open(file_name, "r", encoding="utf-8") as f: yaml_data = yaml.safe_load(f) @@ -666,3 +722,62 @@ def test_generate_serverless_bundle_local( assert_equal_dicts(actual, expected) if os.path.exists(BUNDLE_FILE_NAME): os.remove(BUNDLE_FILE_NAME) + + @patch.dict( + os.environ, + { + BrickflowEnvVars.BRICKFLOW_MODE.value: Stage.deploy.value, + BrickflowEnvVars.BRICKFLOW_ENV.value: "local", + BrickflowEnvVars.BRICKFLOW_DEPLOYMENT_MODE.value: BrickflowDeployMode.BUNDLE.value, + }, + ) + @patch("brickflow.engine.task.get_job_id", return_value=12345678901234.0) + @patch("subprocess.check_output") + @patch("brickflow.context.ctx.get_parameter") + @patch("importlib.metadata.version") + @patch( + "brickflow.context.ctx.get_current_timestamp", + MagicMock(return_value=1704067200000), + ) + @patch("brickflow.codegen.databricks_bundle.MultiProjectManager") + def test_foreach_task( + self, + multi_project_manager_mock: Mock, + bf_version_mock: Mock, + dbutils: Mock, + sub_proc_mock: Mock, + get_job_id_mock: Mock, + ): + dbutils.return_value = None + sub_proc_mock.return_value = b"" + bf_version_mock.return_value = "1.0.0" + workspace_client = get_workspace_client_mock() + get_job_id_mock.return_value = 12345678901234.0 + + multi_project_manager_mock.return_value.get_project.return_value = MagicMock( + path_from_repo_root_to_project_root="test-project" + ) + # get caller part breaks here + with Project( + "test-project", + entry_point_path="test_databricks_bundle.py", + codegen_kwargs={ + "mutators": [ + DatabricksBundleTagsAndNameMutator( + databricks_client=workspace_client + ) + ] + }, # dont test import mutator + ) as f: + f.add_workflow(wf3) + + with open(BUNDLE_FILE_NAME, "r", encoding="utf-8") as bundle: + bundle_content = bundle.read() + assert bundle_content is not None + assert len(bundle_content) > 0 + + actual = read_yaml_file(BUNDLE_FILE_NAME) + expected = get_expected_bundle_yaml("local_bundle_foreach_task.yml") + assert_equal_dicts(actual, expected) + if os.path.exists(BUNDLE_FILE_NAME): + os.remove(BUNDLE_FILE_NAME) diff --git a/tests/engine/test_task.py b/tests/engine/test_task.py index f502378c..70f408af 100644 --- a/tests/engine/test_task.py +++ b/tests/engine/test_task.py @@ -12,6 +12,7 @@ SparkJarTask, SparkPythonTask, ) +from brickflow.bundles.model import JobsTasks from brickflow.context import ( BRANCH_SKIP_EXCEPT, RETURN_VALUE_KEY, @@ -23,9 +24,11 @@ CranTaskLibrary, EggTaskLibrary, EmailNotifications, + ForEachTask, InvalidTaskLibraryError, InvalidTaskSignatureDefinition, JarTaskLibrary, + JobsTasksForEachTaskConfigs, MavenTaskLibrary, PypiTaskLibrary, TaskLibrary, @@ -631,3 +634,13 @@ def test_dashboard_creation(self, mock_sql_task, mock_dashboard): assert sql_task.dashboard.custom_subject == "custom subject" assert sql_task.dashboard.pause_subscriptions is False assert len(sql_task.dashboard.subscriptions) == 2 + + def test_for_each_task_validation(self): + for_each_task = ForEachTask( + configs=JobsTasksForEachTaskConfigs( + inputs=["input1", "input2"], concurrency=2 + ), + task=JobsTasks(task_key="task_key"), + ) + + assert for_each_task.inputs == '["input1", "input2"]'