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+ brickflow_plugins.airflow.operators.external_tasks.AirflowClusterAuth + + +

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+ Bases: abc.ABC

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_access_token() -> str + + + abstractmethod + + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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@abc.abstractmethod
+def get_access_token(self) -> str:
+    pass
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+get_airflow_api_url() -> str + + + abstractmethod + + +

+ + +
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+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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@abc.abstractmethod
+def get_airflow_api_url(self) -> str:
+    pass
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+get_version() -> str + + + abstractmethod + + +

+ + +
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+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+def get_version(self) -> str:
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+brickflow_plugins.airflow.operators.external_tasks.AirflowProxyOktaClusterAuth(oauth2_conn_id: str, airflow_cluster_url: str, airflow_version: str = None, get_airflow_version_callback: Callable[[str, str], str] = None) + +

+ + +
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+ Bases: AirflowClusterAuth

+ + +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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def __init__(
+    self,
+    oauth2_conn_id: str,
+    airflow_cluster_url: str,
+    airflow_version: str = None,
+    get_airflow_version_callback: Callable[[str, str], str] = None,
+):
+    self._airflow_version = airflow_version
+    self._get_airflow_version_callback = get_airflow_version_callback
+    self._oauth2_conn_id = oauth2_conn_id
+    self._airflow_url = airflow_cluster_url.rstrip("/")
+    if airflow_version is None and get_airflow_version_callback is None:
+        raise Exception(
+            "Either airflow_version or get_airflow_version_callback must be provided"
+        )
+
+
+ + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_access_token() -> str + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+ 83
+ 84
+ 85
+ 86
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def get_access_token(self) -> str:
+    okta_url = self.get_okta_url()
+    client_id = self.get_okta_client_id()
+    client_secret = self.get_okta_client_secret()
+
+    payload = (
+        "client_id="
+        + client_id
+        + "&client_secret="
+        + client_secret
+        + "&grant_type=client_credentials"
+    )
+    headers = {
+        "Content-Type": "application/x-www-form-urlencoded",
+        "cache-control": "no-cache",
+    }
+    response = requests.post(okta_url, data=payload, headers=headers, timeout=600)
+    if (
+        response.status_code < HTTPStatus.OK
+        or response.status_code > HTTPStatus.PARTIAL_CONTENT
+    ):
+        log.error(
+            "Failed request to Okta for JWT status_code={} response={} client_id={}".format(
+                response.status_code, response.text, client_id
+            )
+        )
+    token_data = response.json()["access_token"]
+    return token_data
+
+
+
+ +
+ + +
+ + + +

+get_airflow_api_url() -> str + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+111
+112
def get_airflow_api_url(self) -> str:
+    # TODO: templatize this to a env variable
+    return self._airflow_url
+
+
+
+ +
+ + +
+ + + +

+get_okta_client_id() -> str + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+76
def get_okta_client_id(self) -> str:
+    return self.get_okta_conn().login
+
+
+
+ +
+ + +
+ + + +

+get_okta_client_secret() -> str + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
78
+79
def get_okta_client_secret(self) -> str:
+    return self.get_okta_conn().get_password()
+
+
+
+ +
+ + +
+ + + +

+get_okta_conn() + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
66
+67
def get_okta_conn(self):
+    return Connection.get_connection_from_secrets(self._oauth2_conn_id)
+
+
+
+ +
+ + +
+ + + +

+get_okta_url() -> str + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+71
+72
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def get_okta_url(self) -> str:
+    conn_type = self.get_okta_conn().conn_type
+    host = self.get_okta_conn().host
+    schema = self.get_okta_conn().schema
+    return f"{conn_type}://{host}/{schema}"
+
+
+
+ +
+ + +
+ + + +

+get_version() -> str + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+115
+116
+117
+118
+119
+120
def get_version(self) -> str:
+    if self._airflow_version is not None:
+        return self._airflow_version
+    else:
+        return self._get_airflow_version_callback(
+            self._airflow_url, self.get_access_token()
+        )
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+brickflow_plugins.airflow.operators.external_tasks.AirflowScheduleHelper(airflow_auth: AirflowClusterAuth) + +

+ + +
+

+ Bases: DagSchedule

+ + +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+125
def __init__(self, airflow_auth: AirflowClusterAuth):
+    self._airflow_auth = airflow_auth
+
+
+ + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_task_run_status(wf_id: str, task_id: str, run_date: str = None, **kwargs: str) + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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def get_task_run_status(self, wf_id: str, task_id: str, run_date=None, **kwargs):
+    token_data = self._airflow_auth.get_access_token()
+    api_url = self._airflow_auth.get_airflow_api_url()
+    version_nr = self._airflow_auth.get_version()
+    dag_id = wf_id
+    headers = {
+        "Content-Type": "application/json",
+        "cache-control": "no-cache",
+        "Authorization": "Bearer " + token_data,
+    }
+    o_task_status = "UKN"
+    session = requests.Session()
+    retries = Retry(
+        total=5, backoff_factor=1, status_forcelist=[502, 503, 504, 500]
+    )
+    session.mount("https://", HTTPAdapter(max_retries=retries))
+    if version_nr.startswith("1."):
+        log.info("this is 1.x cluster")
+        url = (
+            api_url
+            + "/api/experimental"
+            + "/dags/"
+            + dag_id
+            + "/dag_runs/"
+            + run_date
+            + "/tasks/"
+            + task_id
+        )
+    else:
+        url = (
+            api_url
+            + "/api/v1/dags/"
+            + dag_id
+            + "/dagRuns/scheduled__"
+            + run_date
+            + "/taskInstances/"
+            + task_id
+        )
+
+    log.info(f"url= {url.replace(' ', '')}")
+    response = session.get(url.replace(" ", ""), headers=headers)
+
+    log.info(
+        f"response.status_code= {response.status_code} response.text= {response.text}"
+    )
+    if response.status_code == 200:
+        log.info(f"response= {response.text}")
+        json_obj = json.loads(response.text)
+        if type(json_obj) == dict:
+            o_task_status = json_obj["state"]
+
+        return o_task_status
+
+    return o_task_status
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.airflow.operators.external_tasks.DagSchedule + + +

+ + +
+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_schedule(wf_id: str, **args: str) + +

+ + +
+ +

Function that the sensors defined while deriving this class should +override.

+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
17
+18
+19
+20
+21
+22
def get_schedule(self, wf_id: str, **args):
+    """
+    Function that the sensors defined while deriving this class should
+    override.
+    """
+    raise Exception("Override me.")
+
+
+
+ +
+ + +
+ + + +

+get_task_run_status(wf_id: str, task_id: str, run_date: str = None, **args: str) + +

+ + +
+ +

Function that the sensors defined while deriving this class should +override.

+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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+25
+26
+27
+28
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def get_task_run_status(self, wf_id: str, task_id: str, run_date=None, **args):
+    """
+    Function that the sensors defined while deriving this class should
+    override.
+    """
+    raise Exception("Override me.")
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+brickflow_plugins.airflow.operators.external_tasks.TaskDependencySensor(external_dag_id, external_task_id, airflow_cluster_auth: AirflowClusterAuth, allowed_states: AirflowClusterAuth = None, execution_delta: AirflowClusterAuth = None, execution_delta_json: AirflowClusterAuth = None, *args: AirflowClusterAuth, **kwargs: AirflowClusterAuth) + +

+ + +
+

+ Bases: BaseSensorOperator

+ + +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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def __init__(
+    self,
+    external_dag_id,
+    external_task_id,
+    airflow_cluster_auth: AirflowClusterAuth,
+    allowed_states=None,
+    execution_delta=None,
+    execution_delta_json=None,
+    *args,
+    **kwargs,
+):
+    super(TaskDependencySensor, self).__init__(*args, **kwargs)
+    self.airflow_auth = airflow_cluster_auth
+    self.allowed_states = allowed_states or ["success"]
+
+    if execution_delta_json and execution_delta:
+        raise Exception(
+            "Only one of `execution_date` or `execution_delta_json` maybe provided to Sensor; not more than one."
+        )
+
+    self.external_dag_id = external_dag_id
+    self.external_task_id = external_task_id
+    self.allowed_states = allowed_states
+    self.execution_delta = execution_delta
+    self.execution_delta_json = execution_delta_json
+
+    self._poke_count = 0
+
+
+ + + +
+ + + + + +

Attributes

+ +
+ + + +

+airflow_auth = airflow_cluster_auth + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+allowed_states = allowed_states + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+execution_delta = execution_delta + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+execution_delta_json = execution_delta_json + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+external_dag_id = external_dag_id + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+external_task_id = external_task_id + + + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+poke(context) + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/external_tasks.py + 
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def poke(self, context):
+    log.info(f"executing poke.. {self._poke_count}")
+    self._poke_count = self._poke_count + 1
+    logging.info("Poking.. {0} round".format(str(self._poke_count)))
+
+    exec_time = context["execution_date"]
+
+    task_status = AirflowScheduleHelper(self.airflow_auth).get_task_run_status(
+        wf_id=self.external_dag_id,
+        task_id=self.external_task_id,
+        run_date=exec_time,
+    )
+    log.info(f"task_status= {task_status}")
+
+    if task_status not in self.allowed_states:
+        count = 0
+    else:
+        count = 1
+
+    return count
+
+
+
+ +
+ + + +
+ +
+ +
+ + + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/airflow_native_operators/index.html b/v0.10.0/api/airflow_native_operators/index.html new file mode 100644 index 00000000..c1682685 --- /dev/null +++ b/v0.10.0/api/airflow_native_operators/index.html @@ -0,0 +1,1301 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + AirflowNativeOperators - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + +

Attributes

+

Classes

+ +
+ + + +

+ brickflow_plugins.airflow.operators.native_operators.BashOperatorModifier + + +

+ + +
+

+ Bases: OperatorModifier

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+modify(operator: BashOperator, task: Task, workflow: Workflow) -> Optional[BashOperator] + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/native_operators.py + 
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@check_if(BashOperator)
+def modify(
+    self, operator: BashOperator, task: Task, workflow: Workflow
+) -> Optional["BashOperator"]:
+    f = types.MethodType(_bash_execute, operator)
+    operator.execute = f
+    operator.on_kill = _bash_empty_on_kill
+    return operator
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.airflow.operators.native_operators.BranchPythonOperatorModifier + + +

+ + +
+

+ Bases: OperatorModifier

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+modify(operator: BranchPythonOperator, task: Task, workflow: Workflow) -> Optional[BranchPythonOperator] + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/native_operators.py + 
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+100
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@check_if(BranchPythonOperator)
+def modify(
+    self, operator: BranchPythonOperator, task: Task, workflow: Workflow
+) -> Optional["BranchPythonOperator"]:
+    f = types.MethodType(_skip_all_except, operator)
+    operator.skip_all_except = f
+    return operator
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.airflow.operators.native_operators.ShortCircuitOperatorModifier + + +

+ + +
+

+ Bases: OperatorModifier

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+modify(operator: ShortCircuitOperator, task: Task, workflow: Workflow) -> Optional[ShortCircuitOperator] + +

+ + +
+ +
+ Source code in brickflow_plugins/airflow/operators/native_operators.py + 
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@check_if(ShortCircuitOperator)
+def modify(
+    self, operator: ShortCircuitOperator, task: Task, workflow: Workflow
+) -> Optional["ShortCircuitOperator"]:
+    f = types.MethodType(_short_circuit_execute, operator)
+    operator.execute = f
+    return operator
+
+
+
+ +
+ + + +
+ +
+ +
+

Functions

+ + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/cli/index.html b/v0.10.0/api/cli/index.html new file mode 100644 index 00000000..f1c85238 --- /dev/null +++ b/v0.10.0/api/cli/index.html @@ -0,0 +1,1637 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + CLI - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + +

Attributes

+

Classes

+ +
+ + + +

+ brickflow.cli.BundleCmd + + +

+ + +
+

+ Bases: click.Group

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_command(ctx: click.Context, cmd_name: str) -> Optional[click.Command] + +

+ + +
+ +
+ Source code in brickflow/cli/__init__.py + 
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def get_command(self, ctx: click.Context, cmd_name: str) -> Optional[click.Command]:
+    # during entry of command enable logging
+    _ilog.setLevel(logging.INFO)
+
+    if cmd_name == BrickflowDeployMode.BUNDLE.value:
+        return bundles_proxy_command()
+    else:
+        rv = click.Group.get_command(self, ctx, cmd_name)
+        if rv is not None:
+            return rv
+        raise ctx.fail(f"No such command '{cmd_name}'.")
+
+
+
+ +
+ + + +
+ +
+ +
+

Functions

+ + +
+ + + +

+brickflow.cli.bundle() -> None + +

+ + +
+ +

CLI for proxying to databricks bundles cli

+ +
+ Source code in brickflow/cli/__init__.py + 
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+89
@cli.command
+def bundle() -> None:
+    """CLI for proxying to databricks bundles cli"""
+    # Hack for having bundle show up as a command in brickflow
+    # with documentation.
+    pass  # pragma: no cover
+
+
+
+ +
+ + +
+ + + +

+brickflow.cli.bundle_env_set_options(f: Callable) -> Callable + +

+ + +
+ +
+ Source code in brickflow/cli/__init__.py + 
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def bundle_env_set_options(f: Callable) -> Callable:
+    def local_mode_callback(ctx: click.Context, param: str, value: Any) -> None:  # noqa
+        # pylint: disable=unused-argument
+        if value is not None and value is True:
+            _ilog.info(
+                "Configuring environment to %s...",
+                BrickflowDefaultEnvs.LOCAL.value,
+            )
+            os.environ[
+                BrickflowEnvVars.BRICKFLOW_ENV.value
+            ] = BrickflowDefaultEnvs.LOCAL.value
+
+    def deploy_only_workflows(
+        ctx: click.Context, param: str, value: Any
+    ) -> None:  # noqa
+        # pylint: disable=unused-argument
+        if value:
+            for file in value:
+                if file[-3:] != ".py":
+                    raise ClickException("Should pass only python files as workflows")
+            _ilog.info("Brickflow will only deploy workflows: %s", ", ".join(value))
+            if (
+                click.confirm(
+                    "This can delete all of your other workflows that are already deployed? Are you sure?"
+                )
+                is False
+            ):
+                ctx.exit(0)
+            os.environ[
+                BrickflowEnvVars.BRICKFLOW_DEPLOY_ONLY_WORKFLOWS.value
+            ] = ",".join(value)
+
+    def set_up_bundle_for_workflow_dir(
+        ctx: click.Context, param: str, value: Any  # noqa
+    ) -> None:
+        if value is not None:
+            return value
+
+    options = [
+        click.option(
+            "--local-mode",
+            "-l",
+            is_flag=True,
+            callback=local_mode_callback,
+            help="Set the environment flag to local and other components [TBD] are disabled in local mode.",
+        ),
+        click.option(
+            "--workflows-dir",
+            "-wd",
+            type=click.Path(exists=True, file_okay=False),
+            prompt=INTERACTIVE_MODE,
+            callback=set_up_bundle_for_workflow_dir,
+            help="Provide the workflow directory that has to be deployed",
+        ),
+        click.option(
+            "--workflow",
+            "-w",
+            type=str,
+            multiple=True,
+            callback=deploy_only_workflows,
+            help="""Provide the workflow file names which you want to deploy, each file name separated by space!
+                    Example: bf deploy -p DEFAULT -l -w wf1.py -w wf2.py""",
+        ),
+        click.option(
+            "--env",
+            "-e",
+            default=BrickflowDefaultEnvs.LOCAL.value,
+            type=str,
+            callback=bind_env_var(BrickflowEnvVars.BRICKFLOW_ENV.value),
+            help="Set the environment value, certain tags [TBD] get added to the workflows based on this value.",
+        ),
+        click.option(
+            "--repo-url",
+            "-r",
+            default=None,
+            type=str,
+            callback=bind_env_var(BrickflowEnvVars.BRICKFLOW_GIT_REPO.value),
+            help="The github url in which to run brickflow with.",
+        ),
+        click.option(
+            "--git-ref",
+            default=None,
+            type=str,
+            callback=bind_env_var(BrickflowEnvVars.BRICKFLOW_GIT_REF.value),
+            help="The commit/tag/branch to use in github.",
+        ),
+        click.option(
+            "--git-provider",
+            default=None,
+            type=str,
+            callback=bind_env_var(BrickflowEnvVars.BRICKFLOW_GIT_PROVIDER.value),
+            help="The github provider for brickflow this is used for configuring github on DBX jobs.",
+        ),
+        click.option(
+            "--profile",
+            "-p",
+            default=None,
+            type=str,
+            callback=bind_env_var(
+                BrickflowEnvVars.BRICKFLOW_DATABRICKS_CONFIG_PROFILE.value
+            ),
+            help="The databricks profile to use for authenticating to databricks during deployment.",
+        ),
+    ]
+    for option in options:
+        f = option(f)
+    return f
+
+
+
+ +
+ + +
+ + + +

+brickflow.cli.bundles_proxy_command() -> click.Command + +

+ + +
+ +
+ Source code in brickflow/cli/__init__.py + 
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def bundles_proxy_command() -> click.Command:
+    def run_bundle_command(args: Optional[List[str]] = None, **_: Any) -> None:
+        bundle_cli_setup()
+        bundle_cli = config(
+            BrickflowEnvVars.BRICKFLOW_BUNDLE_CLI_EXEC.value, "databricks"
+        )
+        log_important_versions(bundle_cli)
+        exec_command(bundle_cli, "bundle", args or [])
+
+    @click.command(
+        name="bundles_cmd",
+        short_help="CLI for proxying to databricks bundles cli..",
+        context_settings={"ignore_unknown_options": True},
+        add_help_option=False,
+    )
+    @click.argument("args", nargs=-1)
+    def cmd(args: List[str]) -> None:
+        # check to make sure you are in project root and then set python path to whole dir
+        run_bundle_command(args=args)
+
+    return cmd
+
+
+
+ +
+ + +
+ + + +

+brickflow.cli.cli() -> None + +

+ + +
+ +

CLI for managing Databricks Workflows

+ +
+ Source code in brickflow/cli/__init__.py + 
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+68
+69
+70
@click.group(invoke_without_command=True, no_args_is_help=True, cls=BundleCmd)
+@click.version_option(package_name="brickflows")
+def cli() -> None:
+    """CLI for managing Databricks Workflows"""
+
+
+
+ +
+ + +
+ + + +

+brickflow.cli.disable_project_name_in_env() -> None + +

+ + +
+ +
+ Source code in brickflow/cli/__init__.py + 
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+218
+219
+220
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def disable_project_name_in_env() -> None:
+    # TODO: delete this when deploy commands are gone
+    # used for legacy bundles deploy and destroy commands
+    # disable multiple projects in same directory
+    os.environ[BrickflowEnvVars.BRICKFLOW_USE_PROJECT_NAME.value] = "False"
+
+
+
+ +
+ + +
+ + + +

+brickflow.cli.docs() -> None + +

+ + +
+ +

Use to open docs in your browser

+ +
+ Source code in brickflow/cli/__init__.py + 
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+78
+79
+80
+81
@cli.command
+def docs() -> None:
+    """Use to open docs in your browser"""
+    docs_site = "https://engineering.nike.com/brickflow/"
+    webbrowser.open(docs_site, new=2)
+    click.echo(f"Opening browser for docs... site: {docs_site}")
+
+
+
+ +
+ + +
+ + + +

+brickflow.cli.get_deployment_mode(**kwargs: Dict[str, Any]) -> BrickflowDeployMode + +

+ + +
+ +
+ Source code in brickflow/cli/__init__.py + 
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+208
+209
+210
+211
+212
+213
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def get_deployment_mode(**kwargs: Dict[str, Any]) -> BrickflowDeployMode:
+    # set deployment mode for bundle
+    os.environ[BrickflowEnvVars.BRICKFLOW_DEPLOYMENT_MODE.value] = str(
+        kwargs.get("deploy_mode", BrickflowDeployMode.BUNDLE.value)
+    )
+    if (
+        kwargs.get("deploy_mode", BrickflowDeployMode.BUNDLE.value)
+        == BrickflowDeployMode.BUNDLE.value
+    ):
+        return BrickflowDeployMode.BUNDLE
+    else:
+        raise ClickException(
+            "Unsupported deploy mode for sync; currently only supports bundle deploy mode."
+        )
+
+
+
+ +
+ + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/compute/index.html b/v0.10.0/api/compute/index.html new file mode 100644 index 00000000..95b88d80 --- /dev/null +++ b/v0.10.0/api/compute/index.html @@ -0,0 +1,3979 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Compute - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + + +

Classes

+ +
+ + + +

+ brickflow.engine.compute.Cluster + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+aws_attributes: Optional[Dict[str, Any]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+custom_tags: Optional[Dict[str, str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+data_security_mode: str = DataSecurityMode.SINGLE_USER + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+dlt_auto_scale_mode: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+driver_instance_pool_id: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+driver_node_type_id: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+enable_elastic_disk: Optional[bool] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+existing_cluster_id: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+init_scripts: Optional[List[Dict[str, str]]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+instance_pool_id: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+is_new_job_cluster: bool + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+job_task_field_dict: Dict[str, str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+max_workers: Optional[int] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+min_workers: Optional[int] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+name: str + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+node_type_id: str + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+num_workers: Optional[int] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+policy_id: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+runtime_engine: Optional[Literal['STANDARD', 'PHOTON']] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+spark_conf: Optional[Dict[str, str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+spark_env_vars: Optional[Dict[str, str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+spark_version: str + + + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+__hash__() -> int + +

+ + +
+ +
+ Source code in brickflow/engine/compute.py + 
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+91
+92
def __hash__(self) -> int:
+    # dedupe dicts and lists which are default un hashable. Easiest way to identify dupes.
+    return hash(json.dumps(self.as_dict()))
+
+
+
+ +
+ + +
+ + + +

+__post_init__() -> None + +

+ + +
+ +
+ Source code in brickflow/engine/compute.py + 
110
+111
def __post_init__(self) -> None:
+    self.validate()
+
+
+
+ +
+ + +
+ + + +

+as_dict(is_dlt_cluster: bool = False, allowed_fields: Optional[List[str]] = None, remove_fields: Optional[List[str]] = None) -> Dict[str, Any] + +

+ + +
+ +
+ Source code in brickflow/engine/compute.py + 
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+168
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+171
+172
+173
+174
def as_dict(
+    self,
+    is_dlt_cluster: bool = False,
+    allowed_fields: Optional[List[str]] = None,
+    remove_fields: Optional[List[str]] = None,
+) -> Dict[str, Any]:
+    d = dataclasses.asdict(self)
+    d = {**d, **self.autoscale(is_dlt_cluster=is_dlt_cluster)}
+    # if allowed fields are provided and check if value is in set
+    self.cleanup(d, allowed_fields=allowed_fields, remove_fields=remove_fields)
+    return d
+
+
+
+ +
+ + +
+ + + +

+autoscale(is_dlt_cluster: bool = False) -> Dict[str, Any] + +

+ + +
+ +
+ Source code in brickflow/engine/compute.py + 
127
+128
+129
+130
+131
+132
+133
+134
+135
+136
+137
+138
def autoscale(self, is_dlt_cluster: bool = False) -> Dict[str, Any]:
+    if self.min_workers is not None and self.max_workers is not None:
+        resp: Dict[str, Dict[str, Optional[str | int]]] = {
+            "autoscale": {
+                "min_workers": self.min_workers,
+                "max_workers": self.max_workers,
+            }
+        }
+        if is_dlt_cluster is True:
+            resp["autoscale"]["mode"] = self.dlt_auto_scale_mode
+        return resp
+    return {}
+
+
+
+ +
+ + +
+ + + +

+cleanup(d: Dict[str, Any], allowed_fields: Optional[List[str]] = None, remove_fields: Optional[List[str]] = None) -> None + + + staticmethod + + +

+ + +
+ +
+ Source code in brickflow/engine/compute.py + 
146
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+148
+149
+150
+151
+152
+153
+154
+155
+156
+157
+158
+159
+160
+161
+162
@staticmethod
+def cleanup(
+    d: Dict[str, Any],
+    allowed_fields: Optional[List[str]] = None,
+    remove_fields: Optional[List[str]] = None,
+) -> None:
+    d.pop("min_workers", None)
+    d.pop("max_workers", None)
+    d.pop("dlt_auto_scale_mode", None)
+    d.pop("existing_cluster_id", None)
+    remove_fields = remove_fields or []
+    for k in list(d.keys()):
+        # if allowed fields are provided and check if value is in set
+        if allowed_fields and k not in allowed_fields:
+            d.pop(k, None)
+        if k in remove_fields:
+            d.pop(k, None)
+
+
+
+ +
+ + +
+ + + +

+from_existing_cluster(existing_cluster_id: str) -> 'Cluster' + + + classmethod + + +

+ + +
+ +
+ Source code in brickflow/engine/compute.py + 
113
+114
+115
+116
+117
+118
+119
+120
+121
@classmethod
+def from_existing_cluster(cls, existing_cluster_id: str) -> "Cluster":
+    # just some stub value
+    return Cluster(
+        existing_cluster_id,
+        existing_cluster_id,
+        existing_cluster_id,
+        existing_cluster_id=existing_cluster_id,
+    )
+
+
+
+ +
+ + +
+ + + +

+validate() -> None + +

+ + +
+ +
+ Source code in brickflow/engine/compute.py + 
 94
+ 95
+ 96
+ 97
+ 98
+ 99
+100
+101
+102
+103
+104
+105
+106
+107
+108
def validate(self) -> None:
+    assert not (
+        self.num_workers is not None
+        and self.min_workers is not None
+        and self.max_workers is not None
+    ), "Num workers should not be provided with min and max workers"
+    assert not (
+        (self.min_workers is None and self.max_workers is not None)
+        or (self.min_workers is not None and self.max_workers is None)
+    ), "Both min workers and max workers should be present if one is provided"
+    # noinspection PyTypeChecker
+    assert not (
+        (self.min_workers is not None and self.max_workers is not None)
+        and (self.min_workers > self.max_workers)
+    ), "Min workers should be less than max workers"
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.compute.Runtimes + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+RUNTIME_10_4_X_AARCH64_PHOTON_SCALA2_12_LTS = '10.4.x-aarch64-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_4_X_AARCH64_SCALA2_12_LTS = '10.4.x-aarch64-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_4_X_CPU_ML_SCALA2_12_LTS = '10.4.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_4_X_GPU_ML_SCALA2_12_LTS = '10.4.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_4_X_PHOTON_SCALA2_12_LTS = '10.4.x-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_4_X_SCALA2_12_LTS = '10.4.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_5_X_AARCH64_PHOTON_SCALA2_12 = '10.5.x-aarch64-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_5_X_AARCH64_SCALA2_12 = '10.5.x-aarch64-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_5_X_CPU_ML_SCALA2_12 = '10.5.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_5_X_GPU_ML_SCALA2_12 = '10.5.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_5_X_PHOTON_SCALA2_12 = '10.5.x-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_10_5_X_SCALA2_12 = '10.5.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_0_X_AARCH64_PHOTON_SCALA2_12 = '11.0.x-aarch64-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_0_X_AARCH64_SCALA2_12 = '11.0.x-aarch64-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_0_X_CPU_ML_SCALA2_12 = '11.0.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_0_X_GPU_ML_SCALA2_12 = '11.0.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_0_X_PHOTON_SCALA2_12 = '11.0.x-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_0_X_SCALA2_12 = '11.0.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_1_X_AARCH64_PHOTON_SCALA2_12 = '11.1.x-aarch64-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_1_X_AARCH64_SCALA2_12 = '11.1.x-aarch64-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_1_X_CPU_ML_SCALA2_12 = '11.1.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_1_X_GPU_ML_SCALA2_12 = '11.1.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_1_X_PHOTON_SCALA2_12 = '11.1.x-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_1_X_SCALA2_12 = '11.1.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_2_X_AARCH64_PHOTON_SCALA2_12 = '11.2.x-aarch64-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_2_X_AARCH64_SCALA2_12 = '11.2.x-aarch64-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_2_X_CPU_ML_SCALA2_12 = '11.2.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_2_X_GPU_ML_SCALA2_12 = '11.2.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_2_X_PHOTON_SCALA2_12 = '11.2.x-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_2_X_SCALA2_12 = '11.2.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_3_X_AARCH64_PHOTON_SCALA2_12 = '11.3.x-aarch64-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_3_X_AARCH64_SCALA2_12 = '11.3.x-aarch64-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_3_X_CPU_ML_SCALA2_12 = '11.3.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_3_X_GPU_ML_SCALA2_12 = '11.3.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_3_X_PHOTON_SCALA2_12 = '11.3.x-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_11_3_X_SCALA2_12 = '11.3.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_7_3_X_CPU_ML_SCALA2_12_LTS = '7.3.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_7_3_X_GPU_ML_SCALA2_12_LTS = '7.3.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_7_3_X_HLS_SCALA2_12_LTS = '7.3.x-hls-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_7_3_X_SCALA2_12_LTS = '7.3.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_9_1_X_AARCH64_SCALA2_12_LTS = '9.1.x-aarch64-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_9_1_X_CPU_ML_SCALA2_12_LTS = '9.1.x-cpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_9_1_X_GPU_ML_SCALA2_12_LTS = '9.1.x-gpu-ml-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_9_1_X_PHOTON_SCALA2_12_LTS = '9.1.x-photon-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+RUNTIME_9_1_X_SCALA2_12_LTS = '9.1.x-scala2.12' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ + + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/context/index.html b/v0.10.0/api/context/index.html new file mode 100644 index 00000000..df650c56 --- /dev/null +++ b/v0.10.0/api/context/index.html @@ -0,0 +1,2945 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Context - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + +

Attributes

+ +
+ + + +

+brickflow.context.context.BRANCH_SKIP_EXCEPT = 'branch_skip_except' + + + module-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+brickflow.context.context.RETURN_VALUE_KEY = 'return_value' + + + module-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+brickflow.context.context.SKIP_EXCEPT_HACK = 'brickflow_hack_skip_all' + + + module-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+brickflow.context.context.T = TypeVar('T') + + + module-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+brickflow.context.context.ctx = Context() + + + module-attribute + + +

+ + +
+
+ +
+

Classes

+ +
+ + + +

+ brickflow.context.context.BrickflowBuiltInTaskVariables + + +

+ + +
+

+ Bases: Enum

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+job_id = 'brickflow_job_id' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+parent_run_id = 'brickflow_parent_run_id' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+run_id = 'brickflow_run_id' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+start_date = 'brickflow_start_date' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+start_time = 'brickflow_start_time' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+task_key = 'brickflow_task_key' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+task_retry_count = 'brickflow_task_retry_count' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.context.context.BrickflowInternalVariables + + +

+ + +
+

+ Bases: Enum

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+env = BrickflowEnvVars.BRICKFLOW_ENV.value.lower() + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+only_run_tasks = 'brickflow_internal_only_run_tasks' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+task_id = 'brickflow_internal_task_name' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+workflow_id = 'brickflow_internal_workflow_name' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+workflow_prefix = 'brickflow_internal_workflow_prefix' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+workflow_suffix = 'brickflow_internal_workflow_suffix' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.context.context.BrickflowTaskComs + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+dbutils: Optional[Any] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+storage: Dict[str, Any] = field(init=False, default_factory=lambda : {}) + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+get(task_id: str, key: Optional[str] = None) -> Any + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
138
+139
+140
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+143
+144
+145
+146
+147
+148
+149
def get(self, task_id: str, key: Optional[str] = None) -> Any:
+    if key is None:
+        return BrickflowTaskComsDict(task_id=task_id, task_coms=self)
+    if self.dbutils is not None:
+        encoded_value = self.dbutils.jobs.taskValues.get(
+            key=key, taskKey=task_id, debugValue="debug"
+        )
+        return BrickflowTaskComsObject.from_encoded_value(encoded_value).value
+    else:
+        # TODO: logging using local task coms
+        encoded_value = self.storage[self._key(task_id, key)]
+        return BrickflowTaskComsObject.from_encoded_value(encoded_value).value
+
+
+
+ +
+ + +
+ + + +

+put(task_id: str, key: str, value: Any) -> None + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
130
+131
+132
+133
+134
+135
+136
def put(self, task_id: str, key: str, value: Any) -> None:
+    encoded_value = BrickflowTaskComsObject(value).to_encoded_value
+    if self.dbutils is not None:
+        self.dbutils.jobs.taskValues.set(key, encoded_value)
+    else:
+        # TODO: logging using local task coms
+        self.storage[self._key(task_id, key)] = encoded_value
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.context.context.BrickflowTaskComsDict + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+task_coms: BrickflowTaskComs + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+task_id: str + + + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.context.context.BrickflowTaskComsObject + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+to_encoded_value: str + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+value: Any + + + property + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+from_encoded_value(encoded_value: Union[str, bytes]) -> BrickflowTaskComsObject + + + classmethod + + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
 90
+ 91
+ 92
+ 93
+ 94
+ 95
+ 96
+ 97
+ 98
+ 99
+100
+101
+102
+103
+104
+105
+106
+107
+108
@classmethod
+def from_encoded_value(
+    cls, encoded_value: Union[str, bytes]
+) -> "BrickflowTaskComsObject":
+    try:
+        _encoded_value = (
+            encoded_value
+            if isinstance(encoded_value, bytes)
+            else encoded_value.encode("utf-8")
+        )
+        b64_bytes = base64.b64decode(_encoded_value)
+        return cls(pickle.loads(b64_bytes).value)
+    except binascii.Error:
+        _decoded_value = (
+            encoded_value.decode("utf-8")
+            if isinstance(encoded_value, bytes)
+            else encoded_value
+        )
+        return cls(_decoded_value)
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+brickflow.context.context.Context() + +

+ + +
+ + +
+ Source code in brickflow/context/context.py + 
153
+154
+155
+156
+157
+158
+159
+160
+161
def __init__(self) -> None:
+    # Order of init matters todo: fix this
+
+    self._dbutils: Optional[Any] = None
+    self._spark: Optional[Any] = None
+    self._task_coms: BrickflowTaskComs
+    self._current_task: Optional[str] = None
+    self._configure()
+    self._current_project: Optional[str] = None
+
+
+ + + +
+ + + + + +

Attributes

+ +
+ + + +

+current_project: Optional[str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+current_task: Optional[str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+dbutils: DBUtils + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+env: str + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+log: logging.Logger + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+spark: SparkSession + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+task_coms: BrickflowTaskComs + + + property + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+dbutils_widget_get_or_else(key: str, debug: Optional[str]) -> Optional[str] + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
359
+360
+361
+362
+363
+364
+365
+366
+367
@deprecated
+def dbutils_widget_get_or_else(
+    self, key: str, debug: Optional[str]
+) -> Optional[str]:
+    try:
+        return self.dbutils.widgets.get(key)
+    except Exception:
+        # todo: log error
+        return debug
+
+
+
+ +
+ + +
+ + + +

+get_by_env(purpose: str, *, default: Optional[T] = None, local: Optional[T] = None, dev: Optional[T] = None, non_prod: Optional[T] = None, test: Optional[T] = None, qa: Optional[T] = None, prod: Optional[T] = None, uat: Optional[T] = None, **kwargs: Optional[T]) -> Optional[T] + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
313
+314
+315
+316
+317
+318
+319
+320
+321
+322
+323
+324
+325
+326
+327
+328
+329
+330
+331
+332
+333
+334
+335
+336
+337
+338
+339
+340
+341
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+343
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+345
+346
+347
+348
+349
+350
+351
+352
+353
+354
+355
+356
+357
def get_by_env(
+    self,
+    purpose: str,
+    *,
+    default: Optional[T] = None,
+    local: Optional[T] = None,
+    dev: Optional[T] = None,
+    non_prod: Optional[T] = None,
+    test: Optional[T] = None,
+    qa: Optional[T] = None,
+    prod: Optional[T] = None,
+    uat: Optional[T] = None,
+    **kwargs: Optional[T],
+) -> Optional[T]:
+    # deep copy without modifying kwargs
+    def add_if_not_none(
+        _d: Dict[str, Optional[T]], _k: str, _v: Optional[T]
+    ) -> None:
+        if _v is None:
+            return
+        _d[_k] = _v
+
+    _dict = copy.deepcopy(kwargs)
+    add_if_not_none(_dict, "local", local)
+    add_if_not_none(_dict, "non_prod", non_prod)
+    add_if_not_none(_dict, "dev", dev)
+    add_if_not_none(_dict, "test", test)
+    add_if_not_none(_dict, "qa", qa)
+    add_if_not_none(_dict, "prod", prod)
+    add_if_not_none(_dict, "uat", uat)
+    _env = self.env
+    _ilog.info("Configuring: %s; Using env: '%s' to fetch value...", purpose, _env)
+    if _env not in _dict and default is None:
+        raise KeyError(
+            f"Configuring: {purpose}; Unable to find environment key: {_env}, "
+            f"only found env definitions: {list(_dict.keys())}"
+        )
+    if _env not in _dict and default is not None:
+        _ilog.info(
+            "Configuring: %s; Found no value configured with env: '%s' using default value...",
+            purpose,
+            _env,
+        )
+    res = _dict.get(_env, default)
+    return res
+
+
+
+ +
+ + +
+ + + +

+get_parameter(key: str, debug: Optional[str] = None) -> Optional[str] + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
369
+370
+371
+372
+373
+374
+375
def get_parameter(self, key: str, debug: Optional[str] = None) -> Optional[str]:
+    try:
+        return self.dbutils.widgets.get(key)
+    except Exception:
+        # todo: log error
+        _ilog.debug("Unable to get parameter: %s from dbutils", key)
+        return debug
+
+
+
+ +
+ + +
+ + + +

+get_return_value(task_key: Union[str, Callable]) -> Any + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
184
+185
+186
def get_return_value(self, task_key: Union[str, Callable]) -> Any:
+    task_key = task_key.__name__ if callable(task_key) else task_key
+    return self.task_coms.get(task_key, RETURN_VALUE_KEY)
+
+
+
+ +
+ + +
+ + + +

+is_local() -> bool + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
298
+299
def is_local(self) -> bool:
+    return self.env == BrickflowDefaultEnvs.LOCAL.value
+
+
+
+ +
+ + +
+ + + +

+job_id(*, debug: Optional[str] = None) -> Any + +

+ + +
+ +

This function fetches the job_id value using the bind_variable decorator. +The implementation is intentionally empty because the decorator handles the logic.

+ +
+ Source code in brickflow/context/context.py + 
254
+255
+256
+257
+258
+259
+260
@bind_variable(BrickflowBuiltInTaskVariables.job_id)
+def job_id(self, *, debug: Optional[str] = None) -> Any:
+    """
+    This function fetches the job_id value using the bind_variable decorator.
+    The implementation is intentionally empty because the decorator handles the logic.
+    """
+    pass
+
+
+
+ +
+ + +
+ + + +

+parent_run_id(*, debug: Optional[str] = None) -> Any + +

+ + +
+ +

This function fetches the parent_run_id value using the bind_variable decorator. +The implementation is intentionally empty because the decorator handles the logic.

+ +
+ Source code in brickflow/context/context.py + 
262
+263
+264
+265
+266
+267
+268
@bind_variable(BrickflowBuiltInTaskVariables.parent_run_id)
+def parent_run_id(self, *, debug: Optional[str] = None) -> Any:
+    """
+    This function fetches the parent_run_id value using the bind_variable decorator.
+    The implementation is intentionally empty because the decorator handles the logic.
+    """
+    pass
+
+
+
+ +
+ + +
+ + + +

+run_id(*, debug: Optional[str] = None) -> Any + +

+ + +
+ +

This function fetches the run_id value using the bind_variable decorator. +The implementation is intentionally empty because the decorator handles the logic.

+ +
+ Source code in brickflow/context/context.py + 
246
+247
+248
+249
+250
+251
+252
@bind_variable(BrickflowBuiltInTaskVariables.run_id)
+def run_id(self, *, debug: Optional[str] = None) -> Any:
+    """
+    This function fetches the run_id value using the bind_variable decorator.
+    The implementation is intentionally empty because the decorator handles the logic.
+    """
+    pass
+
+
+
+ +
+ + +
+ + + +

+set_current_project(project: str) -> None + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
225
+226
+227
+228
def set_current_project(self, project: str) -> None:
+    # TODO: not a public api move to internal context or deployment context
+    self._ensure_valid_project(project)
+    self._current_project = project
+
+
+
+ +
+ + +
+ + + +

+skip_all_except(branch_task: Union[Callable, str]) -> None + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
188
+189
+190
+191
+192
+193
+194
+195
+196
def skip_all_except(self, branch_task: Union[Callable, str]) -> None:
+    if self._current_task is None:
+        raise RuntimeError("Current task is empty unable to skip...")
+    branch_task_key = (
+        branch_task.__name__
+        if callable(branch_task) and hasattr(branch_task, "__name__") is True
+        else branch_task
+    )
+    self._task_coms.put(self._current_task, BRANCH_SKIP_EXCEPT, branch_task_key)
+
+
+
+ +
+ + +
+ + + +

+skip_all_following() -> None + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
198
+199
+200
+201
def skip_all_following(self) -> None:
+    if self._current_task is None:
+        raise RuntimeError("Current task is empty unable to skip...")
+    self._task_coms.put(self._current_task, BRANCH_SKIP_EXCEPT, SKIP_EXCEPT_HACK)
+
+
+
+ +
+ + +
+ + + +

+start_date(*, debug: Optional[str] = None) -> Any + +

+ + +
+ +

This function fetches the start_date value using the bind_variable decorator. +The implementation is intentionally empty because the decorator handles the logic.

+ +
+ Source code in brickflow/context/context.py + 
270
+271
+272
+273
+274
+275
+276
@bind_variable(BrickflowBuiltInTaskVariables.start_date)
+def start_date(self, *, debug: Optional[str] = None) -> Any:
+    """
+    This function fetches the start_date value using the bind_variable decorator.
+    The implementation is intentionally empty because the decorator handles the logic.
+    """
+    pass
+
+
+
+ +
+ + +
+ + + +

+start_time(*, debug: Optional[str] = None) -> Any + +

+ + +
+ +

This function fetches the start_time value using the bind_variable decorator. +The implementation is intentionally empty because the decorator handles the logic.

+ +
+ Source code in brickflow/context/context.py + 
278
+279
+280
+281
+282
+283
+284
@bind_variable(BrickflowBuiltInTaskVariables.start_time)
+def start_time(self, *, debug: Optional[str] = None) -> Any:
+    """
+    This function fetches the start_time value using the bind_variable decorator.
+    The implementation is intentionally empty because the decorator handles the logic.
+    """
+    pass
+
+
+
+ +
+ + +
+ + + +

+task_key(*, debug: Optional[str] = None) -> Any + +

+ + +
+ +

This function fetches the task_key value using the bind_variable decorator. +The implementation is intentionally empty because the decorator handles the logic.

+ +
+ Source code in brickflow/context/context.py + 
230
+231
+232
+233
+234
+235
+236
@bind_variable(BrickflowBuiltInTaskVariables.task_key)
+def task_key(self, *, debug: Optional[str] = None) -> Any:
+    """
+    This function fetches the task_key value using the bind_variable decorator.
+    The implementation is intentionally empty because the decorator handles the logic.
+    """
+    pass
+
+
+
+ +
+ + +
+ + + +

+task_retry_count(*, debug: Optional[str] = None) -> Any + +

+ + +
+ +

This function fetches the task_retry_count value using the bind_variable decorator. +The implementation is intentionally empty because the decorator handles the logic.

+ +
+ Source code in brickflow/context/context.py + 
238
+239
+240
+241
+242
+243
+244
@bind_variable(BrickflowBuiltInTaskVariables.task_retry_count)
+def task_retry_count(self, *, debug: Optional[str] = None) -> Any:
+    """
+    This function fetches the task_retry_count value using the bind_variable decorator.
+    The implementation is intentionally empty because the decorator handles the logic.
+    """
+    pass
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.context.context.ContextMode + + +

+ + +
+

+ Bases: Enum

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+databricks = 'databricks' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+not_databricks = 'not_databricks' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.context.context.TaskComsObjectResult + + +

+ + +
+

+ Bases: Enum

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+NO_RESULTS = 'NO_RESULTS' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+

Functions

+ + +
+ + + +

+brickflow.context.context.bind_variable(builtin: BrickflowBuiltInTaskVariables) -> Callable + +

+ + +
+ +
+ Source code in brickflow/context/context.py + 
48
+49
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+52
+53
+54
+55
+56
+57
+58
+59
+60
+61
def bind_variable(builtin: BrickflowBuiltInTaskVariables) -> Callable:
+    def wrapper(f: Callable) -> Callable:
+        @functools.wraps(f)
+        def func(*args, **kwargs):  # type: ignore
+            _self: Context = args[0]  # type: ignore
+            debug = kwargs["debug"]
+            f(*args, **kwargs)  # no-op
+            if _self.dbutils is not None:
+                return _self.get_parameter(builtin.value, debug)
+            return debug
+
+        return func
+
+    return wrapper
+
+
+
+ +
+ + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/project/index.html b/v0.10.0/api/project/index.html new file mode 100644 index 00000000..29edf1d2 --- /dev/null +++ b/v0.10.0/api/project/index.html @@ -0,0 +1,2164 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Project - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + + +

Classes

+ +
+ + + +

+ brickflow.engine.project.Project + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+batch: bool = True + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+bundle_base_path: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+bundle_obj_name: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+codegen_kwargs: Optional[Dict[str, Any]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+codegen_mechanism: Optional[Type[CodegenInterface]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+debug_execute_task: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+debug_execute_workflow: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+enable_plugins: bool = False + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+entry_point_path: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+git_reference: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+git_repo: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+libraries: Optional[List[TaskLibrary]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+mode: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+name: str + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+provider: str = 'github' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+__enter__() -> _Project + +

+ + +
+ +
+ Source code in brickflow/engine/project.py + 
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def __enter__(self) -> "_Project":
+    self._project = _Project(
+        self.name,
+        self.git_repo,
+        self.provider,
+        self.git_reference,
+        self.entry_point_path,
+        libraries=self.libraries,
+        batch=self.batch,
+        bundle_obj_name=self.bundle_obj_name,
+        bundle_base_path=self.bundle_base_path,
+    )
+    return self._project
+
+
+
+ +
+ + +
+ + + +

+__exit__(exc_type, exc_val, exc_tb) -> None + +

+ + +
+ +
+ Source code in brickflow/engine/project.py + 
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def __exit__(self, exc_type, exc_val, exc_tb) -> None:  # type: ignore
+    if exc_type is not None:
+        error_types = {Stage.deploy: DeployError, Stage.execute: ExecuteError}
+        raise error_types[self._mode](
+            f"Oops... failed during: {self._mode}"
+        ) from exc_val
+
+    if len(self._project.workflows) == 0:
+        _ilog.info("Doing nothing no workflows...")
+        return
+
+    if self._mode == Stage.unittest:
+        # Mode is purely for testing purposes for the _Project internal class
+        _ilog.info("Running unit tests...")
+        return
+
+    if self._mode.value == Stage.deploy.value:
+        _ilog.info("Deploying changes... to %s", ctx.env)
+        if self.codegen_mechanism is None:
+            raise ValueError(
+                "codegen_mechanism cannot be None; please raise a github issue for this."
+            )
+        codegen = self.codegen_mechanism(
+            project=self._project,
+            id_=f"{ctx.env}_{self.name}",
+            env=ctx.env,
+            **(self.codegen_kwargs or {}),
+        )
+        codegen.synth()
+
+    if self._mode.value == Stage.execute.value:
+        wf_id = ctx.get_parameter(
+            BrickflowInternalVariables.workflow_id.value,
+            self.debug_execute_workflow,
+        )
+        t_id = ctx.get_parameter(
+            BrickflowInternalVariables.task_id.value, self.debug_execute_task
+        )
+
+        if wf_id is None or t_id is None:
+            _ilog.info(
+                "No workflow id or task key was able to found; doing nothing..."
+            )
+            return
+
+        workflow = self._project.get_workflow(wf_id)
+        task = workflow.get_task(t_id)
+        task.execute()
+
+
+
+ +
+ + +
+ + + +

+__post_init__() -> None + +

+ + +
+ +
+ Source code in brickflow/engine/project.py + 
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def __post_init__(self) -> None:
+    # during entry of project enable logging
+    _ilog.setLevel(logging.INFO)
+
+    self._mode = Stage[
+        config(BrickflowEnvVars.BRICKFLOW_MODE.value, default=Stage.execute.value)
+    ]
+    self.entry_point_path = self.entry_point_path or get_caller_info()
+    deploy_settings = BrickflowProjectDeploymentSettings()
+    # setup current_project
+    env_project_name = deploy_settings.brickflow_project_name
+
+    self.libraries = self.libraries or []
+    if deploy_settings.brickflow_auto_add_libraries is True:
+        _ilog.info("Auto adding brickflow libraries...")
+        self.libraries = filter_bf_related_libraries(self.libraries)
+        # here libraries should not be null anymore if this branch is invoked
+        self.libraries += get_brickflow_libraries()
+
+    if (
+        env_project_name is not None
+        and self.name is not None
+        and env_project_name != self.name
+    ):
+        raise ValueError(
+            "Project name in config files and entrypoint must be the same"
+        )
+
+    ctx.set_current_project(self.name or env_project_name)  # always setup first
+
+    # populate bundle info via env vars
+    self.bundle_obj_name = config(
+        BrickflowEnvVars.BRICKFLOW_BUNDLE_OBJ_NAME.value,
+        default=".brickflow_bundles",
+    )
+    self.bundle_base_path = config(
+        BrickflowEnvVars.BRICKFLOW_BUNDLE_BASE_PATH.value,
+        default="/Users/${workspace.current_user.userName}",
+    )
+
+    self.git_reference = config(
+        BrickflowEnvVars.BRICKFLOW_GIT_REF.value, default=self.get_git_ref()
+    )
+
+    if (
+        self._mode == Stage.deploy
+        and ctx.is_local() is False
+        and self.git_reference is None
+    ):
+        raise ValueError(
+            "git_reference must be set when deploying to non-local envs"
+        )
+
+    self.provider = config(
+        BrickflowEnvVars.BRICKFLOW_GIT_PROVIDER.value, default=self.provider
+    )
+    self.git_repo = config(
+        BrickflowEnvVars.BRICKFLOW_GIT_REPO.value, default=self.git_repo
+    )
+
+    deployment_mode = config(
+        BrickflowEnvVars.BRICKFLOW_DEPLOYMENT_MODE.value, default="bundle"
+    )
+    if deployment_mode == BrickflowDeployMode.BUNDLE.value:
+        self.codegen_mechanism = DatabricksBundleCodegen
+    if self.codegen_kwargs is None:
+        self.codegen_kwargs = {}
+
+
+
+ +
+ + +
+ + + +

+get_git_ref() -> Optional[str] + +

+ + +
+ +
+ Source code in brickflow/engine/project.py + 
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+250
+251
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+253
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+255
+256
def get_git_ref(self) -> Optional[str]:
+    if self._mode == Stage.deploy:
+        if self.git_reference is not None:
+            return self.git_reference
+        else:
+            try:
+                return f"commit/{get_current_commit()}"
+            except Exception:
+                _ilog.warning(
+                    "Unable to get current commit; defaulting to empty string"
+                )
+                return "commit/fake-local-stub" if ctx.is_local() else None
+    else:
+        return self.git_reference if self.git_reference is not None else ""
+
+
+
+ +
+ + + +
+ +
+ +
+ + + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/secrets/index.html b/v0.10.0/api/secrets/index.html new file mode 100644 index 00000000..8b433219 --- /dev/null +++ b/v0.10.0/api/secrets/index.html @@ -0,0 +1,1915 @@ + + + + + + + + + + + + + + + + + + + + + + + + Secrets - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + +

Attributes

+ +
+ + + +

+brickflow_plugins.secrets.BRICKFLOW_SECRETS_BACKEND = 'brickflow_secrets_backend' + + + module-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+brickflow_plugins.secrets.brickflow_secrets_backend_plugin_impl = pluggy.HookimplMarker(BRICKFLOW_SECRETS_BACKEND) + + + module-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+brickflow_plugins.secrets.brickflow_secrets_plugin_spec = pluggy.HookspecMarker(BRICKFLOW_SECRETS_BACKEND) + + + module-attribute + + +

+ + +
+
+ +
+

Classes

+ +
+ + + +

+ brickflow_plugins.secrets.AbstractSecretsHelper + + +

+ + +
+

+ Bases: abc.ABC

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+PROTOCOL_STARTS_WITH: Optional[Union[str, List[str]]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+get_secret_value_from_url(url_parsed_result: ParseResult) + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
56
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def get_secret_value_from_url(self, url_parsed_result: ParseResult):
+    allowed_protocols = (
+        [self.PROTOCOL_STARTS_WITH]
+        if isinstance(self.PROTOCOL_STARTS_WITH, str)
+        else self.PROTOCOL_STARTS_WITH
+    )
+    if self.PROTOCOL_STARTS_WITH is not None and not any(
+        [
+            url_parsed_result.scheme.lower().startswith(protocol)
+            for protocol in allowed_protocols
+        ]
+    ):
+        return None
+    return self._get_secret_value_from_url(url_parsed_result)
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.secrets.B64SecretsHelper + + +

+ + +
+

+ Bases: AbstractSecretsHelper

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+PROTOCOL_STARTS_WITH = ['base64', 'b64'] + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.secrets.Base64BrickflowSecretPluginImpl + + +

+ + +
+

+ Bases: BrickflowSecretPluginSpec

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_secret_value(url_parsed_result: ParseResult) -> Optional['str'] + + + staticmethod + + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
123
+124
+125
+126
@staticmethod
+@brickflow_secrets_backend_plugin_impl
+def get_secret_value(url_parsed_result: ParseResult) -> Optional["str"]:
+    return B64SecretsHelper().get_secret_value_from_url(url_parsed_result)
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.secrets.BrickflowSecretPluginSpec + + +

+ + +
+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_secret_value(url_parsed_result: ParseResult) -> Optional['str'] + + + staticmethod + + +

+ + +
+ +

Custom execute method that is able to be plugged in.

+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
28
+29
+30
+31
@staticmethod
+@brickflow_secrets_plugin_spec(firstresult=True)
+def get_secret_value(url_parsed_result: ParseResult) -> Optional["str"]:
+    """Custom execute method that is able to be plugged in."""
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.secrets.BrickflowSecretsBackend + + +

+ + +
+

+ Bases: BaseSecretsBackend

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_conn_value(conn_id: str) -> str | None + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
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+146
+147
def get_conn_value(self, conn_id: str) -> str | None:
+    parsed_url = urlparse(conn_id)
+    return get_brickflow_tasks_hook().get_secret_value(url_parsed_result=parsed_url)
+
+
+
+ +
+ + +
+ + + +

+set_backend_env() + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
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+156
+157
def set_backend_env(self):
+    for k, v in self._get_secrets_backend_env().items():
+        os.environ[k] = v
+
+
+
+ +
+ + +
+ + + +

+unset_backend_env() + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
159
+160
+161
def unset_backend_env(self):
+    for k in self._get_secrets_backend_env().keys():
+        os.environ.pop(k, None)
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.secrets.CerberusBrickflowSecretPluginImpl + + +

+ + +
+

+ Bases: BrickflowSecretPluginSpec

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_secret_value(url_parsed_result: ParseResult) -> Optional['str'] + + + staticmethod + + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
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+117
+118
+119
@staticmethod
+@brickflow_secrets_backend_plugin_impl
+def get_secret_value(url_parsed_result: ParseResult) -> Optional["str"]:
+    return CerberusSecretsHelper().get_secret_value_from_url(url_parsed_result)
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.secrets.CerberusSecretsHelper + + +

+ + +
+

+ Bases: AbstractSecretsHelper

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+PROTOCOL_STARTS_WITH = 'cerberus' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+parse_path_and_key(path: Optional[str]) -> Optional[Tuple[str, str]] + + + staticmethod + + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
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+90
+91
+92
+93
+94
@staticmethod
+def parse_path_and_key(path: Optional[str]) -> Optional[Tuple[str, str]]:
+    if path is not None:
+        _cleaned_path = path.lstrip("/").rstrip("/")
+        return "/".join(_cleaned_path.split("/")[:-1]), _cleaned_path.split("/")[-1]
+    return None
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.secrets.DatabricksSecretsBrickflowSecretPluginImpl + + +

+ + +
+

+ Bases: BrickflowSecretPluginSpec

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+get_secret_value(url_parsed_result: ParseResult) -> Optional['str'] + + + staticmethod + + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
130
+131
+132
+133
+134
@staticmethod
+@brickflow_secrets_backend_plugin_impl
+def get_secret_value(url_parsed_result: ParseResult) -> Optional["str"]:
+    # not implemented yet
+    return None
+
+
+
+ +
+ + + +
+ +
+ +
+

Functions

+ + +
+ + + +

+brickflow_plugins.secrets.get_brickflow_tasks_hook() -> BrickflowSecretPluginSpec + + + cached + + +

+ + +
+ +
+ Source code in brickflow_plugins/secrets/__init__.py + 
34
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@functools.lru_cache
+def get_brickflow_tasks_hook() -> BrickflowSecretPluginSpec:
+    pm = pluggy.PluginManager(BRICKFLOW_SECRETS_BACKEND)
+    pm.add_hookspecs(BrickflowSecretPluginSpec)
+    pm.load_setuptools_entrypoints(BRICKFLOW_SECRETS_BACKEND)
+    pm.register(CerberusBrickflowSecretPluginImpl())
+    pm.register(Base64BrickflowSecretPluginImpl())
+    for name, plugin_instance in pm.list_name_plugin():
+        log.info(
+            "Loaded plugin with name: %s and class: %s",
+            name,
+            plugin_instance.__class__.__name__,
+        )
+    return pm.hook
+
+
+
+ +
+ + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/task/index.html b/v0.10.0/api/task/index.html new file mode 100644 index 00000000..de1c046f --- /dev/null +++ b/v0.10.0/api/task/index.html @@ -0,0 +1,4866 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Task - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + + +

Classes

+ +
+ + + +

+ brickflow.engine.task.Task + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+brickflow_default_params: Dict[str, str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+builtin_notebook_params: Dict[str, str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+cluster: Cluster + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+custom_execute_callback: Optional[Callable] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+custom_task_parameters: Dict[str, str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+databricks_task_type_str: str + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+depends_on: List[Union[Callable, str]] = field(default_factory=lambda : []) + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+depends_on_names: Iterator[str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+description: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+ensure_brickflow_plugins: bool = False + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+libraries: List[TaskLibrary] = field(default_factory=lambda : []) + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+name: str + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+parents: List[str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+task_func: Callable + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+task_func_name: str + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+task_id: str + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+task_settings: Optional[TaskSettings] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+task_type: TaskType = TaskType.BRICKFLOW_TASK + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+trigger_rule: BrickflowTriggerRule = BrickflowTriggerRule.ALL_SUCCESS + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+workflow: Workflow + + + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+execute(ignore_all_deps: bool = False) -> Any + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
658
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+660
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+699
+700
+701
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@with_brickflow_logger
+def execute(self, ignore_all_deps: bool = False) -> Any:
+    # Workflow is:
+    #   1. Check to see if there selected tasks and if there are is this task in the list
+    #   2. Check to see if the previous task is skipped and trigger rule.
+    #   3. Check to see if this a custom python task and execute it
+    #   4. Execute the task function
+    _ilog.setLevel(logging.INFO)  # enable logging for task execution
+    ctx._set_current_task(self.name)
+    self._ensure_brickflow_plugins()  # if you are expecting brickflow plugins to be installed
+    if ignore_all_deps is True:
+        _ilog.info(
+            "Ignoring all dependencies for task: %s due to debugging", self.name
+        )
+    _select_task_skip, _select_task_skip_reason = self._skip_because_not_selected()
+    if _select_task_skip is True and ignore_all_deps is False:
+        # check if this task is skipped due to task selection
+        _ilog.info(
+            "Skipping task... %s for reason: %s",
+            self.name,
+            _select_task_skip_reason,
+        )
+        ctx._reset_current_task()
+        return
+    _skip, reason = self.should_skip()
+    if _skip is True and ignore_all_deps is False:
+        _ilog.info("Skipping task... %s for reason: %s", self.name, reason)
+        ctx.task_coms.put(self.name, BRANCH_SKIP_EXCEPT, SKIP_EXCEPT_HACK)
+        ctx._reset_current_task()
+        return
+
+    _ilog.info("Executing task... %s", self.name)
+    _ilog.info("%s", pretty_print_function_source(self.name, self.task_func))
+
+    initial_resp: TaskResponse = get_brickflow_tasks_hook().task_execute(
+        task=self, workflow=self.workflow
+    )
+    resp: TaskResponse = get_brickflow_tasks_hook().handle_results(
+        resp=initial_resp, task=self, workflow=self.workflow
+    )
+
+    if resp.push_return_value is True:
+        ctx.task_coms.put(self.name, RETURN_VALUE_KEY, resp.response)
+    ctx._reset_current_task()
+    return resp.response
+
+
+
+ +
+ + +
+ + + +

+get_obj_dict(entrypoint: str) -> Dict[str, Any] + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
529
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def get_obj_dict(self, entrypoint: str) -> Dict[str, Any]:
+    return {
+        "notebook_path": self.handle_notebook_path(entrypoint),
+        "base_parameters": {
+            **self.builtin_notebook_params,
+            **self.brickflow_default_params,
+            **self.custom_task_parameters,  # type: ignore
+            # **(self.custom_unique_task_parameters or {}),
+            # TODO: implement only after validating limit on parameters
+        },
+    }
+
+
+
+ +
+ + +
+ + + +

+get_runtime_parameter_values() -> Dict[str, Any] + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
598
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+600
+601
+602
+603
+604
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def get_runtime_parameter_values(self) -> Dict[str, Any]:
+    # if dbutils returns None then return v instead
+    return {
+        k: (ctx.get_parameter(k, str(v)) or v)
+        for k, v in (
+            inspect.getfullargspec(self.task_func).kwonlydefaults or {}
+        ).items()
+    }
+
+
+
+ +
+ + +
+ + + +

+handle_notebook_path(entrypoint: str) -> str + + + staticmethod + + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
521
+522
+523
+524
+525
+526
+527
@staticmethod
+def handle_notebook_path(entrypoint: str) -> str:
+    # local will get created as workspace notebook job and not a git source job
+    if ctx.env == BrickflowDefaultEnvs.LOCAL.value:
+        # check and ensure suffix has .py extension
+        return entrypoint if entrypoint.endswith(".py") else f"{entrypoint}.py"
+    return entrypoint
+
+
+
+ +
+ + +
+ + + +

+is_valid_task_signature() -> None + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
555
+556
+557
+558
+559
+560
+561
+562
+563
+564
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+568
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+570
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+572
+573
+574
+575
+576
+577
+578
def is_valid_task_signature(self) -> None:
+    # only supports kwonlyargs with defaults
+    spec: inspect.FullArgSpec = inspect.getfullargspec(self.task_func)
+    sig: inspect.Signature = inspect.signature(self.task_func)
+    signature_error_msg = (
+        "Task signatures only supports kwargs with defaults. or catch all varkw **kwargs"
+        "For example def execute(*, variable_a=None, variable_b=None, **kwargs). "
+        f"Please fix function def {self.task_func_name}{sig}: ..."
+    )
+    kwargs_default_error_msg = (
+        f"Keyword arguments must be Strings. "
+        f"Please handle booleans and numbers via strings. "
+        f"Please fix function def {self.task_func_name}{sig}: ..."
+    )
+
+    valid_case = spec.args == [] and spec.varargs is None and spec.defaults is None
+    for _, v in (spec.kwonlydefaults or {}).items():
+        # in python boolean is a type of int must be captured here via short circuit
+        if not (isinstance(v, str) or v is None):
+            raise InvalidTaskSignatureDefinition(kwargs_default_error_msg)
+    if valid_case:
+        return
+
+    raise InvalidTaskSignatureDefinition(signature_error_msg)
+
+
+
+ +
+ + +
+ + + +

+should_skip() -> Tuple[bool, Optional[str]] + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
613
+614
+615
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+617
+618
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+620
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+622
+623
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+640
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def should_skip(self) -> Tuple[bool, Optional[str]]:
+    # return true or false and reason
+    node_skip_checks = []
+    for parent in self.parents:
+        if parent != ROOT_NODE:
+            try:
+                task_to_not_skip = ctx.task_coms.get(parent, BRANCH_SKIP_EXCEPT)
+                if self.name != task_to_not_skip:
+                    # set this task to skip hack to keep to empty to trigger failure
+                    # key look up will fail
+                    node_skip_checks.append(True)
+                else:
+                    node_skip_checks.append(False)
+            except Exception:
+                # ignore errors as it probably doesnt exist
+                # TODO: log errors
+                node_skip_checks.append(False)
+    if not node_skip_checks:
+        return False, None
+    if self.trigger_rule == BrickflowTriggerRule.NONE_FAILED:
+        # by default a task failure automatically skips
+        return self._get_skip_with_reason(
+            all(node_skip_checks),
+            "At least one task before this were not successful",
+        )
+    # default is BrickflowTriggerRule.ALL_SUCCESS
+    return self._get_skip_with_reason(
+        any(node_skip_checks), "All tasks before this were not successful"
+    )
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.EmailNotifications + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+on_failure: Optional[List[str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+on_start: Optional[List[str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+on_success: Optional[List[str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+to_tf_dict() -> Dict[str, Optional[List[str]]] + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
223
+224
+225
+226
+227
+228
def to_tf_dict(self) -> Dict[str, Optional[List[str]]]:
+    return {
+        "on_start": self.on_start,
+        "on_failure": self.on_failure,
+        "on_success": self.on_success,
+    }
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.JarTaskLibrary + + + + dataclass + + +

+ + +
+

+ Bases: StorageBasedTaskLibrary

+ + + + + +

Parameters:

+ + + + + + + + + + + + + + + + + +
NameTypeDescriptionDefault
jar + str + +
+

String to s3/dbfs path for jar

+
+ 		+ required +
+ + + + +
+ + + + + +

Attributes

+ +
+ + + +

+jar: str + + + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.EggTaskLibrary + + + + dataclass + + +

+ + +
+

+ Bases: StorageBasedTaskLibrary

+ + + + + +

Parameters:

+ + + + + + + + + + + + + + + + + +
NameTypeDescriptionDefault
egg + str + +
+

String to s3/dbfs path for egg

+
+ 		+ required +
+ + + + +
+ + + + + +

Attributes

+ +
+ + + +

+egg: str + + + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.WheelTaskLibrary + + + + dataclass + + +

+ + +
+

+ Bases: StorageBasedTaskLibrary

+ + + + + +

Parameters:

+ + + + + + + + + + + + + + + + + +
NameTypeDescriptionDefault
whl + str + +
+

String to s3/dbfs path for whl

+
+ 		+ required +
+ + + + +
+ + + + + +

Attributes

+ +
+ + + +

+whl: str + + + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.PypiTaskLibrary + + + + dataclass + + +

+ + +
+

+ Bases: TaskLibrary

+ + + + + +

Parameters:

+ + + + + + + + + + + + + + + + + + + + + + + +
NameTypeDescriptionDefault
package + str + +
+

The package in pypi i.e. requests, requests==x.y.z, git+https://github.com/Nike-Inc/brickflow.git

+
+ 		+ required +
repo + Optional[str] + +
+

The repository where the package can be found. By default pypi is used

+
+ 		+ None +
+ + + + +
+ + + + + +

Attributes

+ +
+ + + +

+dict: Dict[str, Union[str, Dict[str, str]]] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+package: str + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+repo: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.MavenTaskLibrary + + + + dataclass + + +

+ + +
+

+ Bases: TaskLibrary

+ + + + + +

Parameters:

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameTypeDescriptionDefault
coordinates + str + +
+

Gradle-style Maven coordinates. For example: org.jsoup:jsoup:1.7.2.

+
+ 		+ required +
repo + Optional[str] + +
+

Maven repo to install the Maven package from. +If omitted, both Maven Central Repository and Spark Packages are searched.

+
+ 		+ None +
exclusions + Optional[List[str]] + +
+

List of dependences to exclude. For example: ["slf4j:slf4j", "*:hadoop-client"]. +Maven dependency exclusions: +https://maven.apache.org/guides/introduction/introduction-to-optional-and-excludes-dependencies.html.

+
+ 		+ None +
+ + + + +
+ + + + + +

Attributes

+ +
+ + + +

+coordinates: str + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+dict: Dict[str, Union[str, Dict[str, str]]] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+exclusions: Optional[List[str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+repo: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.CranTaskLibrary + + + + dataclass + + +

+ + +
+

+ Bases: TaskLibrary

+ + + + + +

Parameters:

+ + + + + + + + + + + + + + + + + + + + + + + +
NameTypeDescriptionDefault
package + str + +
+

The name of the CRAN package to install.

+
+ 		+ required +
repo + Optional[str] + +
+

The repository where the package can be found. If not specified, the default CRAN repo is used.

+
+ 		+ None +
+ + + + +
+ + + + + +

Attributes

+ +
+ + + +

+dict: Dict[str, Union[str, Dict[str, str]]] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+package: str + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+repo: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.BrickflowTriggerRule + + +

+ + +
+

+ Bases: Enum

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+ALL_SUCCESS = 'all_success' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+NONE_FAILED = 'none_failed' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.BrickflowTaskEnvVars + + +

+ + +
+

+ Bases: Enum

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+BRICKFLOW_SELECT_TASKS = 'BRICKFLOW_SELECT_TASKS' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.TaskSettings + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+email_notifications: Optional[EmailNotifications] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+max_retries: Optional[int] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+min_retry_interval_millis: Optional[int] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+notification_settings: Optional[TaskNotificationSettings] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+retry_on_timeout: Optional[bool] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+timeout_seconds: Optional[int] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+merge(other: Optional['TaskSettings']) -> 'TaskSettings' + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
244
+245
+246
+247
+248
+249
+250
+251
+252
+253
+254
+255
def merge(self, other: Optional["TaskSettings"]) -> "TaskSettings":
+    # overrides top level values
+    if other is None:
+        return self
+    return TaskSettings(
+        other.email_notifications or self.email_notifications,
+        other.notification_settings or self.notification_settings,
+        other.timeout_seconds or self.timeout_seconds or 0,
+        other.max_retries or self.max_retries,
+        other.min_retry_interval_millis or self.min_retry_interval_millis,
+        other.retry_on_timeout or self.retry_on_timeout,
+    )
+
+
+
+ +
+ + +
+ + + +

+to_tf_dict() -> Dict[str, Optional[str] | Optional[int] | Optional[bool] | Optional[Dict[str, Optional[List[str]]]]] + +

+ + +
+ +
+ Source code in brickflow/engine/task.py + 
257
+258
+259
+260
+261
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+263
+264
+265
+266
+267
+268
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+270
+271
+272
+273
+274
+275
+276
+277
+278
+279
+280
+281
+282
+283
def to_tf_dict(
+    self,
+) -> Dict[
+    str,
+    Optional[str]
+    | Optional[int]
+    | Optional[bool]
+    | Optional[Dict[str, Optional[List[str]]]],
+]:
+    email_not = (
+        self.email_notifications.to_tf_dict()
+        if self.email_notifications is not None
+        else {}
+    )
+    notification_settings = (
+        {}
+        if self.notification_settings is None
+        else {"notification_settings": self.notification_settings.dict()}
+    )
+    return {
+        **notification_settings,
+        "email_notifications": email_not,
+        "timeout_seconds": self.timeout_seconds,
+        "max_retries": self.max_retries,
+        "min_retry_interval_millis": self.min_retry_interval_millis,
+        "retry_on_timeout": self.retry_on_timeout,
+    }
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.task.TaskType + + +

+ + +
+

+ Bases: Enum

+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+BRICKFLOW_TASK = 'brickflow_task' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+CUSTOM_PYTHON_TASK = 'custom_python_task' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+DLT = 'pipeline_task' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+NOTEBOOK_TASK = 'notebook_task' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+SQL = 'sql_task' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ + + + + +
+ +
+ +
+ + + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/workflow/index.html b/v0.10.0/api/workflow/index.html new file mode 100644 index 00000000..1856afbd --- /dev/null +++ b/v0.10.0/api/workflow/index.html @@ -0,0 +1,3179 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Workflow - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + + +

Classes

+ +
+ + + +

+ brickflow.engine.workflow.Workflow + + + + dataclass + + +

+ + +
+ + + + + +
+ + + + + +

Attributes

+ +
+ + + +

+active_task: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+bfs_layers: List[str] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+clusters: List[Cluster] = field(default_factory=lambda : []) + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+common_task_parameters: Optional[Dict[str, str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+default_cluster: Optional[Cluster] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+default_task_settings: TaskSettings = TaskSettings() + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+email_notifications: Optional[WorkflowEmailNotifications] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+enable_plugins: Optional[bool] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+graph: nx.DiGraph = field(default_factory=nx.DiGraph) + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+libraries: List[TaskLibrary] = field(default_factory=lambda : []) + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+max_concurrent_runs: int = 1 + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+max_tasks_in_workflow: int = 100 + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+name: str + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+notification_settings: Optional[WorkflowNotificationSettings] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+permissions: WorkflowPermissions = WorkflowPermissions() + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+prefix: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+run_as_service_principal: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+run_as_user: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+schedule_quartz_expression: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+suffix: Optional[str] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+tags: Optional[Dict[str, str]] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+tasks: Dict[str, Task] = field(default_factory=lambda : {}) + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+timezone: str = 'UTC' + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+trigger: Optional[Trigger] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+unique_new_clusters: List[Cluster] + + + property + + +

+ + +
+
+ +
+ +
+ + + +

+webhook_notifications: Optional[WorkflowWebhookNotifications] = None + + + class-attribute + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+bfs_task_iter() -> Iterator[Task] + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
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+217
+218
+219
def bfs_task_iter(self) -> Iterator[Task]:
+    for layer in self.bfs_layers:
+        for task_key in layer:
+            yield self.get_task(task_key)
+
+
+
+ +
+ + +
+ + + +

+check_no_active_task() -> None + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
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+225
+226
+227
+228
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def check_no_active_task(self) -> None:
+    if self.active_task is not None:
+        raise AnotherActiveTaskError(
+            "You are calling another active task in another task. "
+            "Please abstract the code more."
+        )
+
+
+
+ +
+ + +
+ + + +

+dlt_task(task_func: Optional[Callable] = None, name: Optional[str] = None, depends_on: Optional[Union[Callable, str, List[Union[Callable, str]]]] = None) -> Callable + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
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+324
+325
+326
+327
+328
+329
def dlt_task(
+    self,
+    task_func: Optional[Callable] = None,
+    name: Optional[str] = None,
+    depends_on: Optional[Union[Callable, str, List[Union[Callable, str]]]] = None,
+) -> Callable:
+    return self.task(task_func, name, task_type=TaskType.DLT, depends_on=depends_on)
+
+
+
+ +
+ + +
+ + + +

+get_task(task_id: str) -> Task + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
231
+232
+233
@wraps_keyerror(TaskNotFoundError, "Unable to find task: ")
+def get_task(self, task_id: str) -> Task:
+    return self.tasks[task_id]
+
+
+
+ +
+ + +
+ + + +

+notebook_task(task_func: Optional[Callable] = None, name: Optional[str] = None, cluster: Optional[Cluster] = None, libraries: Optional[List[TaskLibrary]] = None, task_settings: Optional[TaskSettings] = None, depends_on: Optional[Union[Callable, str, List[Union[Callable, str]]]] = None) -> Callable + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
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def notebook_task(
+    self,
+    task_func: Optional[Callable] = None,
+    name: Optional[str] = None,
+    cluster: Optional[Cluster] = None,
+    libraries: Optional[List[TaskLibrary]] = None,
+    task_settings: Optional[TaskSettings] = None,
+    depends_on: Optional[Union[Callable, str, List[Union[Callable, str]]]] = None,
+) -> Callable:
+    return self.task(
+        task_func,
+        name,
+        cluster=cluster,
+        libraries=libraries,
+        task_type=TaskType.NOTEBOOK_TASK,
+        task_settings=task_settings,
+        depends_on=depends_on,
+    )
+
+
+
+ +
+ + +
+ + + +

+parents(node: str) -> Iterator + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
221
+222
def parents(self, node: str) -> Iterator:
+    return self.graph.predecessors(node)
+
+
+
+ +
+ + +
+ + + +

+pop_task(task_id: str) -> None + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
235
+236
+237
+238
+239
@wraps_keyerror(TaskNotFoundError, "Unable to find task: ")
+def pop_task(self, task_id: str) -> None:
+    # Pop from dict and graph
+    self.tasks.pop(task_id)
+    self.graph.remove_node(task_id)
+
+
+
+ +
+ + +
+ + + +

+task(task_func: Optional[Callable] = None, name: Optional[str] = None, cluster: Optional[Cluster] = None, libraries: Optional[List[TaskLibrary]] = None, task_type: TaskType = TaskType.BRICKFLOW_TASK, depends_on: Optional[Union[Callable, str, List[Union[Callable, str]]]] = None, trigger_rule: BrickflowTriggerRule = BrickflowTriggerRule.ALL_SUCCESS, custom_execute_callback: Optional[Callable] = None, task_settings: Optional[TaskSettings] = None, ensure_brickflow_plugins: bool = False) -> Callable + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
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def task(
+    self,
+    task_func: Optional[Callable] = None,
+    name: Optional[str] = None,
+    cluster: Optional[Cluster] = None,
+    libraries: Optional[List[TaskLibrary]] = None,
+    task_type: TaskType = TaskType.BRICKFLOW_TASK,
+    depends_on: Optional[Union[Callable, str, List[Union[Callable, str]]]] = None,
+    trigger_rule: BrickflowTriggerRule = BrickflowTriggerRule.ALL_SUCCESS,
+    custom_execute_callback: Optional[Callable] = None,
+    task_settings: Optional[TaskSettings] = None,
+    ensure_brickflow_plugins: bool = False,
+) -> Callable:
+    if len(self.tasks) >= self.max_tasks_in_workflow:
+        raise ValueError(
+            "You have reached the maximum number of tasks allowed in a databricks workflow. "
+            "Please split your workflow into multiple workflows or raise a feature request "
+            "with your Databricks team."
+        )
+
+    def task_wrapper(f: Callable) -> Callable:
+        task_id = name or f.__name__
+
+        self._add_task(
+            f,
+            task_id,
+            cluster=cluster,
+            task_type=task_type,
+            libraries=libraries,
+            depends_on=depends_on,
+            trigger_rule=trigger_rule,
+            custom_execute_callback=custom_execute_callback,
+            task_settings=task_settings,
+            ensure_brickflow_plugins=ensure_brickflow_plugins,
+        )
+
+        @functools.wraps(f)
+        def func(*args, **kwargs):  # type: ignore
+            try:
+                self.check_no_active_task()
+                self._set_active_task(task_id)
+                resp = f(*args, **kwargs)
+                return resp
+            except Exception as e:
+                self._reset_active_task()
+                raise e
+            finally:
+                self._reset_active_task()
+
+        return func
+
+    if task_func is not None:
+        if callable(task_func):
+            return task_wrapper(task_func)
+        else:
+            raise NoCallableTaskError(
+                "Please use task decorator against a callable function."
+            )
+
+    return task_wrapper
+
+
+
+ +
+ + +
+ + + +

+task_exists(task_id: str) -> bool + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
241
+242
def task_exists(self, task_id: str) -> bool:
+    return task_id in self.tasks
+
+
+
+ +
+ + +
+ + + +

+task_iter() -> Iterator[Task] + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
212
+213
+214
def task_iter(self) -> Iterator[Task]:
+    for task in self.bfs_task_iter():
+        yield task
+
+
+
+ +
+ + +
+ + + +

+unique_new_clusters_dict() -> List[Dict[str, Any]] + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
179
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+186
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+188
+189
def unique_new_clusters_dict(self) -> List[Dict[str, Any]]:
+    self.validate_new_clusters_with_unique_names()
+    all_unique_clusters = self.unique_new_clusters
+    return [
+        # job clusters do not need names
+        {
+            "job_cluster_key": c.name,
+            "new_cluster": c.as_dict(remove_fields=["name"]),
+        }
+        for c in all_unique_clusters
+    ]
+
+
+
+ +
+ + +
+ + + +

+validate_new_clusters_with_unique_names() -> None + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
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+202
+203
+204
+205
+206
def validate_new_clusters_with_unique_names(self) -> None:
+    all_unique_clusters = self.unique_new_clusters
+    unique_name_list: Dict[str, Optional[str]] = {}
+    duplicates = []
+    for cluster in all_unique_clusters:
+        if cluster.name not in unique_name_list:
+            unique_name_list[cluster.name] = None
+        else:
+            duplicates.append(cluster.name)
+
+    duplicate_list = list(set(duplicates))
+    if len(duplicate_list) > 0:
+        raise DuplicateClustersDefinitionError(
+            f"Found duplicate cluster definitions in your workflow: {self.name}, "
+            f"with names: {duplicate_list}"
+        )
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.workflow.User + + +

+ + +
+

+ Bases: ScimEntity

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+to_access_control() -> Dict[str, str] + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
46
+47
def to_access_control(self) -> Dict[str, str]:
+    return {"user_name": self.name}
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.workflow.Group + + +

+ + +
+

+ Bases: ScimEntity

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+to_access_control() -> Dict[str, str] + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
51
+52
def to_access_control(self) -> Dict[str, str]:
+    return {"group_name": self.name}
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow.engine.workflow.ServicePrincipal + + +

+ + +
+

+ Bases: ScimEntity

+ + + + + +
+ + + + + + + +

Functions

+ + +
+ + + +

+to_access_control() -> Dict[str, str] + +

+ + +
+ +
+ Source code in brickflow/engine/workflow.py + 
56
+57
def to_access_control(self) -> Dict[str, str]:
+    return {"service_principal_name": self.name}
+
+
+
+ +
+ + + +
+ +
+ +
+ + + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/api/workflow_dependency_sensor/index.html b/v0.10.0/api/workflow_dependency_sensor/index.html new file mode 100644 index 00000000..fb0b0225 --- /dev/null +++ b/v0.10.0/api/workflow_dependency_sensor/index.html @@ -0,0 +1,1698 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + WorkflowDependencySensor - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + Skip to content + + +
+
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +
+ + + +
+ + + +
+ + + + + +

Attributes

+

Classes

+ +
+ + + +

+brickflow_plugins.databricks.workflow_dependency_sensor.WorkflowDependencySensor(databricks_host: str, databricks_secrets_scope: str, databricks_secrets_key: str, dependency_job_id: int, delta: timedelta, timeout_seconds: int, poke_interval_seconds: int = 60) + +

+ + +
+ + +

This is used to have dependencies on the databricks workflow

+ +
+ Example Usage in your brickflow task +

WorkflowDependencySensor( + databricks_host=https://your_workspace_url.cloud.databricks.com, + databricks_secrets_scope="brickflow-demo-tobedeleted", + databricks_secrets_key="service_principle_id" + dependency_job_id=job_id, + poke_interval=20, + timeout=60, + delta=timedelta(days=1) +)

+
+
+ Source code in brickflow_plugins/databricks/workflow_dependency_sensor.py + 
35
+36
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+39
+40
+41
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+53
def __init__(
+    self,
+    databricks_host: str,
+    databricks_secrets_scope: str,
+    databricks_secrets_key: str,
+    dependency_job_id: int,
+    delta: timedelta,
+    timeout_seconds: int,
+    poke_interval_seconds: int = 60,
+):
+    self.databricks_host = databricks_host
+    self.dependency_job_id = dependency_job_id
+    self.databricks_secrets_scope = databricks_secrets_scope
+    self.databricks_secrets_key = databricks_secrets_key
+    self.poke_interval = poke_interval_seconds
+    self.timeout = timeout_seconds
+    self.delta = delta
+    self.log = logging
+    self.start_time = time.time()
+
+
+ + + +
+ + + + + +

Attributes

+ +
+ + + +

+databricks_host = databricks_host + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+databricks_secrets_key = databricks_secrets_key + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+databricks_secrets_scope = databricks_secrets_scope + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+delta = delta + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+dependency_job_id = dependency_job_id + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+log = logging + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+poke_interval = poke_interval_seconds + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+start_time = time.time() + + + instance-attribute + + +

+ + +
+
+ +
+ +
+ + + +

+timeout = timeout_seconds + + + instance-attribute + + +

+ + +
+
+ +
+ +

Functions

+ + +
+ + + +

+execute() + +

+ + +
+ +
+ Source code in brickflow_plugins/databricks/workflow_dependency_sensor.py + 
118
+119
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+159
def execute(self):
+    session = self.get_http_session()
+    url = f"{self.databricks_host.rstrip('/')}/api/2.0/jobs/runs/list"
+    headers = {
+        "Authorization": f"Bearer {self.get_token()}",
+        "Content-Type": "application/json",
+    }
+    # http://www.unixtimestampconverter.com/
+    params = {
+        "limit": 25,
+        "job_id": self.dependency_job_id,
+        "expand_tasks": "true",
+        "start_time_from": self.get_the_execution_date(),
+    }
+
+    while True:
+        offset = 0
+        has_more = True
+        while has_more is True:
+            params["offset"] = offset
+            resp = session.get(url, params=params, headers=headers).json()
+            for run in resp.get("runs", []):
+                self.log.info(
+                    f"Found the run_id: {run['run_id']}, and it's result_state is: {run.get('state', {}).get('result_state', None)}"
+                )
+                if run.get("state", {}).get("result_state", None) == "SUCCESS":
+                    self.log.info(f"Found a successful run: {run['run_id']}")
+                    return
+
+            offset += params["limit"]
+            has_more = resp.get("has_more", False)
+            self.log.info(f"This is offset: {offset}, this is has_more: {has_more}")
+
+        self.log.info("Didn't find a successful run yet")
+        if (
+            self.timeout is not None
+            and (time.time() - self.start_time) > self.timeout
+        ):
+            raise WorkflowDependencySensorTimeOutException(f"The job has timed out")
+
+        self.log.info(f"sleeping for: {self.poke_interval}")
+        time.sleep(self.poke_interval)
+
+
+
+ +
+ + +
+ + + +

+get_http_session() + + + cached + + +

+ + +
+ +
+ Source code in brickflow_plugins/databricks/workflow_dependency_sensor.py + 
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+76
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+79
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+83
+84
+85
+86
@functools.lru_cache(maxsize=None)
+def get_http_session(self):
+    session = requests.Session()
+    max_retries = int(os.getenv("DATABRICKS_REQUEST_RETRY_COUNT", 10))
+    retries = self.get_retry_class(max_retries)(
+        total=max_retries,
+        backoff_factor=1,
+        status_forcelist=[500, 501, 502, 503, 504, 429],
+    )
+    session.mount("https://", HTTPAdapter(max_retries=retries))
+    session.mount("http://", HTTPAdapter(max_retries=retries))
+    return session
+
+
+
+ +
+ + +
+ + + +

+get_retry_class(max_retries) + +

+ + +
+ +
+ Source code in brickflow_plugins/databricks/workflow_dependency_sensor.py + 
55
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+73
def get_retry_class(self, max_retries):
+    from urllib3 import Retry
+
+    log = self.log
+
+    class LogRetry(Retry):
+        """
+        Adding extra logs before making a retry request
+        """
+
+        def __init__(self, *args, **kwargs):
+            if (
+                kwargs.get("total", None) != max_retries
+                and kwargs.get("total", None) > 0
+            ):
+                log.info(f"Retrying with kwargs: {kwargs}")
+            super().__init__(*args, **kwargs)
+
+    return LogRetry
+
+
+
+ +
+ + +
+ + + +

+get_the_execution_date() -> str + +

+ + +
+ +
+ Source code in brickflow_plugins/databricks/workflow_dependency_sensor.py + 
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def get_the_execution_date(self) -> str:
+    session = self.get_http_session()
+    url = f"{self.databricks_host.rstrip('/')}/api/2.0/jobs/runs/get"
+    headers = {
+        "Authorization": f"Bearer {self.get_token()}",
+        "Content-Type": "application/json",
+    }
+    run_id = ctx.dbutils_widget_get_or_else("brickflow_parent_run_id", None)
+    if run_id is None:
+        raise WorkflowDependencySensorException(
+            "run_id is empty, brickflow_parent_run_id parameter is not found "
+            "or no value present"
+        )
+    params = {"run_id": run_id}
+    resp = session.get(url, params=params, headers=headers).json()
+
+    # Convert Unix timestamp to datetime object
+    start_time = datetime.fromtimestamp(resp["start_time"] / 1000)
+    execution_date = start_time - self.delta
+    self.log.info(start_time)
+    self.log.info(execution_date)
+    self.log.info(execution_date.strftime("%s"))
+    return execution_date.strftime("%s")
+
+
+
+ +
+ + +
+ + + +

+get_token() + + + cached + + +

+ + +
+ +
+ Source code in brickflow_plugins/databricks/workflow_dependency_sensor.py + 
112
+113
+114
+115
+116
@functools.lru_cache
+def get_token(self):
+    return ctx.dbutils.secrets.get(
+        self.databricks_secrets_scope, self.databricks_secrets_key
+    )
+
+
+
+ +
+ + + +
+ +
+ +
+ +
+ + + +

+ brickflow_plugins.databricks.workflow_dependency_sensor.WorkflowDependencySensorException + + +

+ + +
+

+ Bases: Exception

+ + + +
+ +
+ +
+ + + +

+ brickflow_plugins.databricks.workflow_dependency_sensor.WorkflowDependencySensorTimeOutException + + +

+ + +
+

+ Bases: TimeoutError

+ + + +
+ +
+ + + + +
+ +
+ +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
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Object.keys(t))typeof t[o]!="undefined"&&(typeof t[o]!="boolean"?n.setAttribute(o,t[o]):n.setAttribute(o,""));for(let o of r)ao(n,o);return n}function fr(e){if(e>999){let t=+((e-950)%1e3>99);return`${((e+1e-6)/1e3).toFixed(t)}k`}else return e.toString()}function so(){return location.hash.substring(1)}function Dr(e){let t=M("a",{href:e});t.addEventListener("click",r=>r.stopPropagation()),t.click()}function Pa(e){return L(b(window,"hashchange"),e).pipe(l(so),V(so()),A(t=>t.length>0),X(1))}function co(e){return Pa(e).pipe(l(t=>ce(`[id="${t}"]`)),A(t=>typeof t!="undefined"))}function Vr(e){let t=matchMedia(e);return er(r=>t.addListener(()=>r(t.matches))).pipe(V(t.matches))}function fo(){let e=matchMedia("print");return L(b(window,"beforeprint").pipe(l(()=>!0)),b(window,"afterprint").pipe(l(()=>!1))).pipe(V(e.matches))}function zr(e,t){return e.pipe(g(r=>r?t():_))}function ur(e,t={credentials:"same-origin"}){return ue(fetch(`${e}`,t)).pipe(fe(()=>_),g(r=>r.status!==200?Ot(()=>new Error(r.statusText)):k(r)))}function We(e,t){return ur(e,t).pipe(g(r=>r.json()),X(1))}function uo(e,t){let r=new DOMParser;return ur(e,t).pipe(g(n=>n.text()),l(n=>r.parseFromString(n,"text/xml")),X(1))}function pr(e){let t=M("script",{src:e});return $(()=>(document.head.appendChild(t),L(b(t,"load"),b(t,"error").pipe(g(()=>Ot(()=>new ReferenceError(`Invalid script: ${e}`))))).pipe(l(()=>{}),R(()=>document.head.removeChild(t)),ge(1))))}function po(){return{x:Math.max(0,scrollX),y:Math.max(0,scrollY)}}function lo(){return L(b(window,"scroll",{passive:!0}),b(window,"resize",{passive:!0})).pipe(l(po),V(po()))}function mo(){return{width:innerWidth,height:innerHeight}}function ho(){return b(window,"resize",{passive:!0}).pipe(l(mo),V(mo()))}function bo(){return G([lo(),ho()]).pipe(l(([e,t])=>({offset:e,size:t})),X(1))}function lr(e,{viewport$:t,header$:r}){let n=t.pipe(ee("size")),o=G([n,r]).pipe(l(()=>Xe(e)));return G([r,t,o]).pipe(l(([{height:i},{offset:s,size:a},{x:f,y:c}])=>({offset:{x:s.x-f,y:s.y-c+i},size:a})))}(()=>{function e(n,o){parent.postMessage(n,o||"*")}function t(...n){return n.reduce((o,i)=>o.then(()=>new Promise(s=>{let a=document.createElement("script");a.src=i,a.onload=s,document.body.appendChild(a)})),Promise.resolve())}var r=class extends EventTarget{constructor(n){super(),this.url=n,this.m=i=>{i.source===this.w&&(this.dispatchEvent(new MessageEvent("message",{data:i.data})),this.onmessage&&this.onmessage(i))},this.e=(i,s,a,f,c)=>{if(s===`${this.url}`){let u=new ErrorEvent("error",{message:i,filename:s,lineno:a,colno:f,error:c});this.dispatchEvent(u),this.onerror&&this.onerror(u)}};let o=document.createElement("iframe");o.hidden=!0,document.body.appendChild(this.iframe=o),this.w.document.open(),this.w.document.write(` + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +

Brickflow Projects

+ +

Prerequisites

+
    +
  1. +

    Install Locally (optional):

    +
      +
    1. Python >= 3.8
      2. +
    +
    2. +
  2. +

    Configure the databricks cli cfg file. pip install databricks-cli and then databricks configure -t which + will configure the databricks cli with a token.

    +
    pip install databricks-cli
+databricks configure -t
+
    +
    3. +
  3. +

    Install brickflow cli

    +
    pip install brickflows
+
    +
    4. +
+

Confirming the installation

+
    +
  • +

    To confirm the setup run the following command:

    +
    bf --help
+
    +
    • +
  • +

    Also confirm the connectivity to databricks:

    +

    databricks workspace list /
+
    + or if you have specific profile

    +
    databricks workspace list /  --profile <profile>
+
    +
    • +
+

Brickflow Projects Setup

+

Brickflow introduced projects in version 0.9.2 for managing mono repos with multiple projects or workflows that need +to be deployed in groups. It helps with the following things:

+
    +
  1. It helps manage statefiles and simplifies deployment.
    2. +
  2. It helps you manage clean up of state, etc.
    3. +
  3. It also helps the framework resolve imports for python modules, etc in your repo.
    4. +
+

Concepts

+
    +
  1. Project - A project is a collection of workflows that are deployed together. A project is a folder with a + entrypoint and a set of workflows.
    2. +
  2. Workflow - A workflow is a collection of tasks that are deployed together which may be DLT pipelines, notebooks, + wheels, jars, etc.
    3. +
+

Monorepo Style

+

A monorepo style project is a repository that has multiple folders and modules that can contain multiple brickflow +projects. Learn more here.

+

Folder structure:

+
repo-root/
+├── .git
+├── projects/
+│   ├── project_abc/
+│   │   ├── lib/
+│   │   │   ├── __init__.py
+│   │   │   └── shared_functions.py
+│   │   ├── workflows/
+│   │   │   ├── __init__.py
+│   │   │   ├── entrypoint.py
+│   │   │   └── workflow_abc.py
+│   │   ├── setup.py
+│   │   └── .brickflow-project-root.yml
+│   └── project_xyz/
+│       ├── workflows_geo_b/
+│       │   ├── entrypoint.py
+│       │   └── workflow_xyz.py
+│       ├── workflows_geo_a/
+│       │   ├── entrypoint.py
+│       │   └── workflow_xyz.py
+│       └── .brickflow-project-root.yml
+├── .gitignore
+├── brickflow-multi-project.yml
+└── README.md
+
+
    +
  1. entrypoint.py: This is the entrypoint for your project. It is the file that will be used to identify all the + workflows to be deployed.
    2. +
  2. brickflow-multi-project.yml: This is the project file that will be generated by brickflow. It will contain the + list of projects and a path to the project root config. This will be created in the git repository root (where your + .git folder is).
    3. +
+

Example for monorepo with multiple projects:

+
```yaml
+project_roots:
+  project_abc:
+    root_yaml_rel_path: projects/project_abc
+  project_xyz_geo_a:
+    root_yaml_rel_path: projects/project_xyz
+  project_xyz_geo_b:
+    root_yaml_rel_path: projects/project_xyz
+version: v1
+```
+
+
    +
  1. brickflow-project-root.yml: This is the project root config file. It will contain the list of workflows and a + path to the workflows root config.
    2. +
+

Example for monorepo with multiple projects for repo-root/projects/project_xyz/.brickflow-project-root.yml:

+
```yaml
+# DO NOT MODIFY THIS FILE - IT IS AUTO GENERATED BY BRICKFLOW AND RESERVED FOR FUTURE USAGE
+projects:
+  project_xyz_geo_a:
+    brickflow_version: auto # automatically determine the brickflow version based on cli version
+    deployment_mode: bundle
+    name: project_xyz_geo_a
+    path_from_repo_root_to_project_root: projects/project_xyz # path from the repo root (where your .git folder is) to the project root
+    path_project_root_to_workflows_dir: workflows_geo_a
+  project_xyz_geo_b:
+    brickflow_version: auto  # automatically determine the brickflow version based on cli version
+    deployment_mode: bundle
+    name: project_xyz_geo_b
+    path_from_repo_root_to_project_root: projects/project_xyz
+    path_project_root_to_workflows_dir: workflows_geo_b
+version: v1
+```
+
+

The important fields are:

+
    +
  • path_from_repo_root_to_project_root: This is the path from the repo root to the project root. This is the path + that will be used to find the entrypoint file.
    • +
  • path_project_root_to_workflows_dir: This is the path from the project .git root and is used to find and load + modules into python
      +
    • This is what helps you make your imports work in your notebooks. It is the path from the project root to the + workflows directory.
      • +
    +
    • +
+

Polyrepo Style

+

A polyrepo style project is a repository that has multiple repositories that can contain multiple brickflow projects.

+

Folder structure

+
repo-root/
+├── .git
+├── src/
+│   ├── lib/
+│   │   ├── __init__.py
+│   │   └── shared_functions.py
+│   ├── workflows_a/
+│   │   ├── __init__.py
+│   │   ├── entrypoint.py
+│   │   └── workflow_a.py
+│   ├── workflows_b/
+│   │   ├── __init__.py
+│   │   ├── entrypoint.py
+│   │   └── workflow_b.py
+│   └── __init__.py
+├── .gitignore
+├── .brickflow-project-root.yml
+├── brickflow-multi-project.yml
+└── README.md
+
+
    +
  1. entrypoint.py: This is the entrypoint for your project. It is the file that will be used to identify all the + workflows to be deployed.
    2. +
  2. brickflow-multi-project.yml: This is the project file that will be generated by brickflow. It will contain the + list of projects and a path to the project root config. This will be created in the git repository root (where your + .git folder is).
    3. +
+

Example for polyrepo with multiple projects:

+
```yaml
+project_roots:
+  project_abc:
+    root_yaml_rel_path: .
+  project_abc_workflows_2:
+    root_yaml_rel_path: .
+  project_xyz:
+    root_yaml_rel_path: .
+version: v1
+```
+
+
    +
  1. brickflow-project-root.yml: This is the project root config file. It will contain the list of workflows and a + path to the workflows root config.
    2. +
+

Example for polyrepo with multiple projects:

+
```yaml
+# DO NOT MODIFY THIS FILE - IT IS AUTO GENERATED BY BRICKFLOW AND RESERVED FOR FUTURE USAGE
+projects:
+  project_abc:
+    brickflow_version: auto # automatically determine the brickflow version based on cli version
+    deployment_mode: bundle
+    name: project_abc
+    path_from_repo_root_to_project_root: . # path from the repo root (where your .git folder is) to the project root
+    path_project_root_to_workflows_dir: workflows
+  project_abc_workflows_2:
+    brickflow_version: auto  # automatically determine the brickflow version based on cli version
+    deployment_mode: bundle
+    name: project_abc_workflows_2
+    path_from_repo_root_to_project_root: .
+    path_project_root_to_workflows_dir: workflows2
+version: v1
+```
+
+

The important fields are:

+
* path_from_repo_root_to_project_root: This is the path from the repo root to the project root. This is the path
+  that will be used to find the entrypoint file.
+* path_project_root_to_workflows_dir: This is the path from the project .git root and is used to find and load
+  modules into python
+    * This is what helps you make your imports work in your notebooks. It is the path from the project root to the
+      workflows directory.
+
+

Initialize Project

+

The first step is to create a new project.

+
+

Warning

+

Make sure you are in repository root (where your .git folder is) to do this! Otherwise you will run into validation issues.

+
+
+

Note

+

Please note that if you are an advanced user and understand the concepts of both files described above, +you can manually create the files thats brickflow projects add creates.

+
+
    +
  1. Run the following command: +
    bf projects add
+
    2. +
  2. +

    Update your .gitignore file with the correct directories to ignore. .databricks and bundle.yml should be ignored.

    +
    3. +
  3. +

    It will prompt you for the:

    +
    4. +
+
Project Name: # (1)!
+Path from repo root to project root (optional) [.]: # (2)!
+Path from project root to workflows dir: # (3)!
+Git https url: # (4)!
+Brickflow version [auto]: # (5)!
+Spark expectations version [0.8.0]: # (6)!  
+Skip entrypoint [y/N]: # (7)!
+
+
    +
  1. A name thats not already used please only use alphanumeric characters
    2. +
  2. If you have a polyrepo leave this a .. Look above for polyrepo sections + and monorepo sections for guidance.
    3. +
  3. Look above for polyrepo sections and monorepo sections for guidance.
    4. +
  4. Used to populate entrypoint and used for deployment to higher environments
    5. +
  5. Auto or hard code specific version to be shipped with the project during deployment
    6. +
  6. If you want to use spark expectations. Visit spark-expectations for + more information.
    7. +
  7. If you already have an entrypoint in that folder you can skip this step.
    8. +
+

Validating your project

+
    +
  • +

    To test your configuration run the following command:

    +
    bf projects synth --project <project_name> --profile <profile> # profile is optional its your databricks profile
+
    +
    • +
  • +

    This will generate the following output at the end:

    +
    SUCCESSFULLY SYNTHESIZED BUNDLE.YML FOR PROJECT: <project_name>
+
    +
    • +
  • +

    This should create a bundle.yml file in your project root and it should contain all the information for your workflow.

    +
    • +
  • +

    Anything else would indicate an error.

    +
    • +
+

gitignore

+
    +
  • +

    For now all the bundle.yml files will be code generated so you can add the following to your .gitignore file:

    +
    **/bundle.yml
+
    +
    • +
+

Deploying your Project

+
    +
  • +

    To deploy the workflow run the following command

    +
    bf projects deploy --project <project> -p <profile> --force-acquire-lock # force acquire lock is optional
+
    +
    • +
+

By default this will deploy to local.

+
+

Important

+

Keep in mind that environments are logical, your profile controls where the workflows are deployed and your code +may have business logic based on which environment you are on.

+
+

If you want to deploy to a higher environment you can use the following command:

+
    +
  • +

    dev:

    +
    bf projects deploy --project <project> -p <profile> -e dev --force-acquire-lock # force acquire lock is optional
+
    +
    • +
  • +

    test:

    +
    bf projects deploy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional
+
    +
    • +
  • +

    prod:

    +
    bf projects deploy --project <project> -p <profile> -e prod --force-acquire-lock # force acquire lock is optional
+
    +
    • +
+

Deployments By Release Candidates or PRs

+

Sometimes you may want to deploy multiple RC branches into the same "test" environment. Your objective will be to:

+
    +
  1. Deploy the workflows
    2. +
  2. Run and test the workflows
    3. +
  3. Destroy the workflows after confirming the tests pass
    4. +
+

To do this you can use the BRICKFLOW_WORKFLOW_PREFIX and BRICKFLOW_WORKFLOW_SUFFIX environment variables.

+
    +
  • Doing it based on release candidates
    • +
+
BRICKFLOW_WORKFLOW_SUFFIX="0.1.0-rc1" bf projects deploy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional
+
+
    +
  • Doing it based on PRs
    • +
+
BRICKFLOW_WORKFLOW_SUFFIX="0.1.0-pr34" bf projects deploy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional
+
+

Make sure when using the suffix and prefix that you destroy them, they are considered independent deployments and have +their own state.

+
BRICKFLOW_WORKFLOW_SUFFIX="0.1.0-rc1" bf projects destroy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional
+
+
    +
  • Doing it based on PRs
    • +
+
BRICKFLOW_WORKFLOW_SUFFIX="0.1.0-pr34" bf projects destroy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional
+
+

Destroying your project

+
    +
  • +

    To destroy the workflow run the following command

    +
    bf projects destroy --project <project> -p <profile> --force-acquire-lock # force acquire lock is optional
+
    +
    • +
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/cli/reference/index.html b/v0.10.0/cli/reference/index.html new file mode 100644 index 00000000..01eb7e2f --- /dev/null +++ b/v0.10.0/cli/reference/index.html @@ -0,0 +1,1412 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Commands - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+ + + + + + + +
+ +
+ + + + +
+
+ + + +
+
+
+ + + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +

Commands

+ +

This page provides documentation for our command line tools.

+

bf

+

CLI for managing Databricks Workflows

+

Usage:

+
bf [OPTIONS] COMMAND [ARGS]...
+
+

Options:

+
  --version  Show the version and exit.
+  --help     Show this message and exit.
+
+

bundle

+

CLI for proxying to databricks bundles cli

+

Usage:

+
bf bundle [OPTIONS]
+
+

Options:

+
  --help  Show this message and exit.
+
+

docs

+

Use to open docs in your browser

+

Usage:

+
bf docs [OPTIONS]
+
+

Options:

+
  --help  Show this message and exit.
+
+

projects

+

Manage one to many brickflow projects

+

Usage:

+
bf projects [OPTIONS] COMMAND [ARGS]...
+
+

Options:

+
  --help  Show this message and exit.
+
+

add

+

Adds a project to the brickflow-multi-project.yml file and a entrypoint.py file in workflows dir

+

Usage:

+
bf projects add [OPTIONS]
+
+

Options:

+
  --name TEXT                     Name of the project
+  --path-from-repo-root-to-project-root DIRECTORY
+                                  Path from repo root to project root
+  --path-project-root-to-workflows-dir TEXT
+                                  Path from project root to workflows dir
+  -g, --git-https-url TEXT        Provide the github URL for your project,
+                                  example: https://github.com/nike-eda-
+                                  apla/brickflow
+  -bfv, --brickflow-version TEXT
+  -sev, --spark-expectations-version TEXT
+  --skip-entrypoint               Skip creating entrypoint.py file
+  --help                          Show this message and exit.
+
+

deploy

+

Deploy the resources and workflows to databricks for the project +configured in the brickflow-project-root.yml file

+

Usage:

+
bf projects deploy [OPTIONS]
+
+

Options:

+
  --force-acquire-lock  Force acquire lock for databricks bundles destroy.
+  --skip-libraries      Skip automatically adding brickflow libraries.
+  --auto-approve        Auto approve brickflow pipeline without being prompted
+                        to approve.
+  -p, --profile TEXT    The databricks profile to use for authenticating to
+                        databricks during deployment.
+  --project []          Select the project of workflows you would like to
+                        deploy.
+  -e, --env TEXT        Set the environment value, certain tags [TBD] get
+                        added to the workflows based on this value.
+  --help                Show this message and exit.
+
+

destroy

+

Destroys the deployed resources and workflows in databricks for the project

+

Usage:

+
bf projects destroy [OPTIONS]
+
+

Options:

+
  --force-acquire-lock  Force acquire lock for databricks bundles destroy.
+  --skip-libraries      Skip automatically adding brickflow libraries.
+  --auto-approve        Auto approve brickflow pipeline without being prompted
+                        to approve.
+  -p, --profile TEXT    The databricks profile to use for authenticating to
+                        databricks during deployment.
+  --project []          Select the project of workflows you would like to
+                        deploy.
+  -e, --env TEXT        Set the environment value, certain tags [TBD] get
+                        added to the workflows based on this value.
+  --help                Show this message and exit.
+
+

list

+

Lists all projects in the brickflow-multi-project.yml file

+

Usage:

+
bf projects list [OPTIONS]
+
+

Options:

+
  --help  Show this message and exit.
+
+

remove

+

Removes a project from the brickflow-multi-project.yml file

+

Usage:

+
bf projects remove [OPTIONS]
+
+

Options:

+
  --name []  Name of the project
+  --help     Show this message and exit.
+
+

sync

+

Sync project file tree into databricks workspace from local. +It is only one way from local to databricks workspace.

+

Usage:

+
bf projects sync [OPTIONS]
+
+

Options:

+
  --watch                   Enable filewatcher to sync files over.
+  --full                    Run a full sync.
+  --interval-duration TEXT  File system polling interval (for --watch).
+  --debug                   Enable debug logs
+  --force-acquire-lock      Force acquire lock for databricks bundles destroy.
+  --skip-libraries          Skip automatically adding brickflow libraries.
+  --auto-approve            Auto approve brickflow pipeline without being
+                            prompted to approve.
+  -p, --profile TEXT        The databricks profile to use for authenticating
+                            to databricks during deployment.
+  --project []              Select the project of workflows you would like to
+                            deploy.
+  -e, --env TEXT            Set the environment value, certain tags [TBD] get
+                            added to the workflows based on this value.
+  --help                    Show this message and exit.
+
+

synth

+

Synth the bundle.yml for project

+

Usage:

+
bf projects synth [OPTIONS]
+
+

Options:

+
  --skip-libraries    Skip automatically adding brickflow libraries.
+  -p, --profile TEXT  The databricks profile to use for authenticating to
+                      databricks during deployment.
+  --project []        Select the project of workflows you would like to
+                      deploy.
+  -e, --env TEXT      Set the environment value, certain tags [TBD] get added
+                      to the workflows based on this value.
+  --help              Show this message and exit.
+
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/css/custom.css b/v0.10.0/css/custom.css new file mode 100644 index 00000000..e26b9484 --- /dev/null +++ b/v0.10.0/css/custom.css @@ -0,0 +1,32 @@ +.md-footer-nav { display: none; } + +.md-footer__inner:not([hidden]) { + display: none +} + +/* Indentation. */ +div.doc-contents:not(.first) { + padding-left: 25px; + border-left: .05rem solid var(--md-typeset-table-color); +} + +/* Mark external links as such. */ +a.autorefs-external::after { + /* https://primer.style/octicons/arrow-up-right-24 */ + background-image: url('data:image/svg+xml,'); + content: ' '; + + display: inline-block; + position: relative; + top: 0.1em; + margin-left: 0.2em; + margin-right: 0.1em; + + height: 1em; + width: 1em; + border-radius: 100%; + background-color: var(--md-typeset-a-color); +} +a.autorefs-external:hover::after { + background-color: var(--md-accent-fg-color); +} \ No newline at end of file diff --git a/v0.10.0/environment-variables/index.html b/v0.10.0/environment-variables/index.html new file mode 100644 index 00000000..484c1286 --- /dev/null +++ b/v0.10.0/environment-variables/index.html @@ -0,0 +1,1234 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + ENV Variables - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Environment Variables

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Environment VariableDefault ValueDescription
BRICKFLOW_ENVlocalThe environment name for Brickflow
BRICKFLOW_GIT_REPON/AThe URL of the Git repository for Brickflow
BRICKFLOW_GIT_REFN/AThe Git reference (branch, tag, commit) for Brickflow
BRICKFLOW_GIT_PROVIDERgithubThe Git provider (e.g., GitHub, GitLab) for Brickflow
DATABRICKS_CONFIG_PROFILEdefaultThe profile name for Databricks configuration
BRICKFLOW_DEPLOY_ONLY_WORKFLOWSN/AList of workflows to deploy exclusively
BRICKFLOW_WORKFLOW_PREFIXN/APrefix to add to workflow names during deployment
BRICKFLOW_WORKFLOW_SUFFIXN/ASuffix to add to workflow names during deployment
BRICKFLOW_INTERACTIVE_MODETrueFlag indicating whether to enable interactive mode
BRICKFLOW_BUNDLE_BASE_PATH/Users/
${workspace.current_user.userName}		The base path for the bundle in the S3 backend
BRICKFLOW_BUNDLE_OBJ_NAME.brickflow_bundlesThe name of the folder post appended to your base path
BRICKFLOW_BUNDLE_CLI_EXECdatabricksThe executable command for bundle execution. By default it will be downloaded on the fly.
BRICKFLOW_BUNDLE_NO_DOWNLOADFalseFlag indicating whether to skip downloading the databricks bundle cli. Useful if you are in locked down network.
BRICKFLOW_BUNDLE_CLI_VERSION0.200.0The version of the bundle CLI tool
BRICKFLOW_MONOREPO_PATH_TO_BUNDLE_ROOTN/AThe path to the bundle root directory in a monorepo. Default assumes you are not using a monorepo
+

Workflow prefixing or suffixing

+

This allows for adding suffixes or prefixes in the name of the workflow:

+
    +
  • BRICKFLOW_WORKFLOW_PREFIX
    • +
  • BRICKFLOW_WORKFLOW_SUFFIX
    • +
+

Setting the above is semantically the same as doing this in code:

+
wf = Workflow(
+    "thanks",
+    prefix="so_long_",  # same as BRICKFLOW_WORKFLOW_PREFIX
+    suffix="_and_thanks_for_all_the_fish"  # same as BRICKFLOW_WORKFLOW_SUFFIX
+)
+
+

wf.name would then result in "so_long_and_thanks_for_all_the_fish"

+

this is to allow 'unique' names while deploying the same workflow to same environments while still needing to keep them +separate.

+

For example, consider this scenario:

+
    +
  • You have a workflow named inventory_upsert;
    • +
  • Two features are being developed on in parallel in the DEV environment, let's name these feature_1 and feature_2;
    • +
  • If you don't have the ability to uniquely set the name for a workflow, the workflow you are creating in dev (no matter + in which feature/branch they originate from) will always be named dev_inventory_upsert;
    • +
  • with using the prefix/suffix mechanism, we can set a ENV variable and end up with unique names for each feature, + i.e. dev_inventory_upsert_feature_1 and dev_inventory_upsert_feature_2.
    • +
+

Ideal usage for this is in CI/CD pipelines.

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FAQ

+ +

How do I enable airflow features?

+
+

Warning

+

Only certain operators are supported so please make sure you read the documentation before using them. If your operator is not supported +please raise a new issue in github.

+
+

Supported Operators:

+
    +
  • BranchPythonOperator
    • +
  • PythonOperator
    • +
  • BashOperator
    • +
  • ShortCircuitOperator
    • +
  • TaskDependencySensor
    • +
+

To enable the usage of airflow operators, you need to set the enable_plugins flag to True in the Project +constructor.

+

How do I run only one task in a workflow?

+

Databricks and Airflow use different task scheduling mechanisms. Due to the way airflow manages state in a database, it +is possible to run only one task in a workflow. +Though this works very differently at Databricks as our job scheduler is very different and needs to scale to much large +volume of tasks and workflows.

+

To provide this capability, brickflow offers a parameter to do this:

+
    +
  1. Go to workflow UI
    2. +
  2. On the top right click the drop down next to Run Now
    3. +
  3. Select Run now with different parameters
    4. +
  4. Then select switch to legacy parameters
    5. +
  5. Scroll down to: brickflow_internal_only_run_tasks and then type the tasks you want to run as a CSV.
    6. +
  6. Please do not modify any other parameter!
    7. +
+

How do I wait for a workflow to finish before kicking off my own workflow's tasks?

+
from brickflow_plugins import WorkflowDependencySensor
+
+wf = Workflow(...)
+
+
+@wf.task
+def wait_on_workflow(*args):
+    sensor = WorkflowDependencySensor(
+        databricks_host="https://your_workspace_url.cloud.databricks.com",
+        databricks_secrets_scope="brickflow-demo-tobedeleted",
+        databricks_secrets_key="api_token_key",
+        dependency_job_id=job_id,
+        poke_interval=20,
+        timeout=60,
+        delta=timedelta(days=1)
+    )
+    sensor.execute()
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HighLevel

+ +

Brickflow Overview

+

The objective of Brickflow is to provide a thin layer on top of databricks workflows to help deploy +and manage workflows in Databricks. It also provides plugins/extras to be able to run airflow +operators directly in the workflows.

+

Brickflow to Airflow Term Mapping

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
ObjectAirflowBrickflow
Collection of WorkflowsAirflow Cluster (Airflow Dag Bag)Project/Entrypoint
WorkflowAirflow DagWorkflow
TaskAirflow OperatorTask
ScheduleUnix CronQuartz Cron
Inter Task CommunicationXComsTask Values
Managing Connections to External ServicesAirflow ConnectionsMocked Airflow connections or Databricks Secrets
Variables to TasksVariablesTask Parameters [ctx.get_parameter(key, default)]
Context values (execution_date, etc.)Airflow Macros, context["ti"]ctx.<task parameter>
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Importing Modules

+ +

How do imports work?

+
+

Warning

+

This is very important to understand how imports work for mono repos. Please read this carefully. Otherwise you might run into issues during deployments.

+
+

When using brickflow projects every project will have a .brickflow-project-root.yml file. When you import brickflow, +which you will +in your entrypoint or workflows, brickflow will inspect all paths all stackframes during the import and recursively go +up the path until it finds the .brickflow-project-root.yml file. +The first instance of brickflow-project-root.yml will be added to the sys.path to help with module imports.

+

Let us take a quick example of how to get imports to properly work!

+

Let us say you have a project structure like this:

+
    repo-root/
+    ├── .git
+    ├── projects/
+    │   ├── project_abc/
+    │   │   ├── lib/
+    │   │   │   ├── __init__.py
+    │   │   │   └── shared_functions.py
+    │   │   ├── workflows/
+    │   │   │   ├── __init__.py
+    │   │   │   ├── entrypoint.py
+    │   │   │   └── workflow_abc.py
+    │   │   ├── setup.py
+    │   │   └── .brickflow-project-root.yml
+    │   └── project_xyz/
+    │       ├── workflows_geo_b/
+    │       │   ├── entrypoint.py
+    │       │   └── workflow_xyz.py
+    │       ├── workflows_geo_a/
+    │       │   ├── entrypoint.py
+    │       │   └── workflow_xyz.py
+    │       └── .brickflow-project-root.yml
+    ├── .gitignore
+    ├── brickflow-multi-project.yml
+    └── README.md
+
+

If let us say you are looking at adding imports from lib into workflow_abc.py, you need to:

+
from lib import share_functions
+
+share_functions.some_function(....)
+
+

Since in the project structure the .brickflow-project-root.yml is at repo-root/projects/project_abc then everything +in that project_abc folder is +added to sys.path in python. So you can import any of the folders under there.

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BrickFlow

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BrickFlow is a CLI tool for development and deployment of Python based Databricks Workflows in a declarative way.

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Concept

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brickflow aims to improve development experience for building any pipelines on databricks via:

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  • Providing a declarative way to describe workflows via decorators
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  • Provide intelligent defaults to compute targets
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  • Provide a code and git first approach to managing and deploying workflows
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  • Use databricks asset bundles to deploy workflows seamlessly. It is powered using terraform which helps manage state + across deployments.
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  • CLI tool helps facilitate setting up a projects
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  • Provides additional functionality through the context library to be able to do additional things for workflows.
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Feedback

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Issues with brickflow? Found a bug? +Have a great idea for an addition? Want to improve the documentation? Please feel +free to file an issue.

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Contributing

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To contribute please fork and create a pull request. Here is +a guide to help you through this process.

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+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/objects.inv b/v0.10.0/objects.inv new file mode 100644 index 0000000000000000000000000000000000000000..f0741fc2b555228f30a66d56bc34aa5bf3f37262 GIT binary patch literal 3128 zcmV-849D{$AX9K?X>NERX>N99Zgg*Qc_4OWa&u{KZXhxWBOp+6Z)#;@bUGkHa%p30 zMr?0)3L_v^WpZMd?av*PJAarPHb0B7EY-J#6 zb0A}HZE$jBb8}^6Aa!$TZf78RY-wUH3V7Phom+R}wibZj&##!Z&Urm;&KnRq zNkf1FnQ5Q2gb|=%Bv+CX=&wJLY;zTfbur|j%>dS?Eon=8Z{0j*I9^N>`U=t{n_%0`tfLtc0LC%m90Ahn;nt_qz4%Lw2Cij1GLN^aq-6zFUfv6H7RKHm}G0_DDR z6O82lZ#S4BBAlL2DNUJ28?#i{a3}=3j39|jgC@FB5WlD>XoccTse{ZR5%43)0-kw3 zj$Tlp;+YAY72d+-Wzo4@SeR6LoVAW61Pc6u!1jwK5)$G6rVP6hlvAc8!gp8 z)^C(QqyP+(c-~)&IVG1U{~Ot#wH}6Z%0vsZIK$!s_3&2q-t`bkuRm&LWRjrPa&lN2 z`Qw|?)nSnU}!dE^_u!?yYP6hV_ z1#AV(0YR_enU2eHdf^mDJ2i6PPbRVvV&TPG!WDR>Y=M|xoh{|?7J{RON zlnbE86n`4zo1W^&ktRo59B)#bAV{**n=@t7Iv@4i#f=<3wQHl%GA-| zsXMxVY=f(x!DsL%Xfy_`yDy(X|E@Rcb-}RJ=rpdu)ivmhhE8hxUPkrh(CR;d$4-qI ze5*Ty+8d!B@-J`bQ7xI&LqF7?pzv>X!fUPc(9|pNbN%|VpGiIRn)D@yf2$K-Yo&*$ zUY$chnt2*`Ns!n~ms#9OCYSEYLbLh);t@?6Zr@ma*sV~=c>dSR4`f_s)eYvSs zUvBEumzz5E<)%)3xe2c?zZ&a0oIm}mvARR^?>fW!;5C51n(cGw4C-svuSP2!nqOZ4 z`E}n`R|m(G2(%KLzs*6T+qwh8hxjjquTGz&ANHDc1Ee8_MJnl)p^Cg&u9|5Cc6+5Jm z5hcl5tF_+q6C7{evgFTI>qB~jMV;)Fp($R~$LHD9pRbg{R&t`rI1@PGfy9yn z1Z8lBLg8k}yqM#NlfFPe+-T+?`<2ePwk$wXUR%~OLS_T+8QUFw~UcM z-A(NmN@xrdf6_J#@#7o?9e%h_9JLG7FuHg`7dQnlNdQ{KC=CgmQg!A6lUV@fUMLlU zRR&Ietlcmv0O=qo@*+MK8#LW5nIh<2r20v}(NePr)otj-+c*CM#IwZJV4F};w+9C8 z;gf0psuFaJiSk48kfVAd7V~RGua5fL-o0C};^%6KqcIfm;h`%_LcRli3^|e}Lw{s+k;vB;`#S*+h2-r>+^ zpf~EZdL1wvH3qVBf83Am4z${fug{O`Z}Pwf=&1$sRRD3SKrP*;0CTI#}RGiNr9=gKSSZW1W zdKNPFM`KwO50v>ZVYQ_Bnc6atieZwdfyD!*=W908s!rwEPKD$&eS}YXCQdAU;R6Rp zhsi8c>(Jb-G$=oairqv&gl7zaqrTz7Iu*NBN^FR@Dy7TkjGeN~Pq)hc?Ufj~N^V}3 zte#YwX>}CNz358uof0!Vo5`@06*oTFrav*CQcYj;p~NsUS4yr|i^k8V&PY~fl!s(D zBT;UGxGQrG^(5WSXq`{%xUet>`cz{+x^X-sP{=;+isN&dB@>{Q7aS1nCB#XW3OvOz z++3t#V;YYMksL3l^2?%77Aj6M8vq)cB^>CX}rh^ecV{tlUHxsD!=*S7V&pE`Pm zwuZ4in|WlvpE^RbnPv7r<_IMo0vx7~UgwFW2>o@6JtR0t9vQA)utlWO>pI?)WJ@v3 z?!Je3gfEDA)Wu=?D5jK6FfrUFXN_{G*CPg6DfhS>*L+A0mD^&_r*03DyVS=a!cET( zDGpV!-KUg0Cj-NEm@bT{(UF1qQ>)b;4g-i3b$i`5_^ol@Y2P~I|ej-u#WXVmh(TU4^e$WS`pC4kk6 zjP$R-5+@1vg6~0YMJq<^_N6`Okbl2;8k#0L9*QDLvsNL-K9=!4&{?VzPw2b$nA3K5H zZZnh*R81ejSl=>eSm(D!ji($WaD6+{k`Wv@4Zhq-B7(8X_ZNgRQMG{1z>MH-zrs5ryi z#P@eCyo+Rq93LS!`y#e0|BUcKFCkJAMPSD6{q~PW%?i@i8%s0uY!UfrvXpBX!G2{wDsxOLW?fx SRg7dm?`6VSp8o?bDw9e+$?o3( literal 0 HcmV?d00001 diff --git a/v0.10.0/projects/index.html b/v0.10.0/projects/index.html new file mode 100644 index 00000000..a2543c2e --- /dev/null +++ b/v0.10.0/projects/index.html @@ -0,0 +1,1090 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Projects - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Projects

+ +

The project is similar to a map cluster it can be composed of various different Workflows or dags.

+

Here is an example of an entrypoint. +Click the plus buttons to understand all the parts of the entrypoint file.

+
entrypoint.py
# Databricks notebook source  (1)
+
+import examples.brickflow_examples.workflows
+
+from brickflow import Project, PypiTaskLibrary, MavenTaskLibrary
+
+
+def main() -> None:
+    """Project entrypoint"""
+    with Project(
+            "brickflow-demo",  # (3)!
+            git_repo="https://github.com/nike-inc/brickflow",  # (4)!
+            provider="github",  # (5)!
+            libraries=[  # (6)!
+                PypiTaskLibrary(package="networkx"),
+            ],
+    ) as f:
+        f.add_pkg(examples.brickflow_examples.workflows)  # (7)!
+
+
+if __name__ == "__main__":  # (2)!
+    main()
+
+
    +
  1. Uploading this Python file into databricks with this comment on the first line treats the python file + as a notebook.
    2. +
  2. This makes sure this only runs when this file is run via python entrypoint.py
    3. +
  3. This is the project name you provided when you do bf projects add
    4. +
  4. This is the git repo that is introspected when running bf projects add
    5. +
  5. This is the github provider that you decide on.
    6. +
  6. You can provide a list of packages that need to be installed in all of your clusters when running ETL.
    7. +
  7. You can add multiple packages in your project where you are defining workflows.
    8. +
+ + + + + + +
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+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/search/search_index.json b/v0.10.0/search/search_index.json new file mode 100644 index 00000000..0a829b8f --- /dev/null +++ b/v0.10.0/search/search_index.json @@ -0,0 +1 @@ +{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"]},"docs":[{"location":"","title":"BrickFlow","text":"

BrickFlow is a CLI tool for development and deployment of Python based Databricks Workflows in a declarative way.

"},{"location":"#concept","title":"Concept","text":"

brickflow aims to improve development experience for building any pipelines on databricks via:

  • Providing a declarative way to describe workflows via decorators
  • Provide intelligent defaults to compute targets
  • Provide a code and git first approach to managing and deploying workflows
  • Use databricks asset bundles to deploy workflows seamlessly. It is powered using terraform which helps manage state across deployments.
  • CLI tool helps facilitate setting up a projects
  • Provides additional functionality through the context library to be able to do additional things for workflows.
"},{"location":"#feedback","title":"Feedback","text":"

Issues with brickflow? Found a bug? Have a great idea for an addition? Want to improve the documentation? Please feel free to file an issue.

"},{"location":"#contributing","title":"Contributing","text":"

To contribute please fork and create a pull request. Here is a guide to help you through this process.

"},{"location":"bundles-quickstart/","title":"Brickflow Projects","text":"","boost":3},{"location":"bundles-quickstart/#prerequisites","title":"Prerequisites","text":"

  1. Install Locally (optional):

    1. Python >= 3.8

  2. Configure the databricks cli cfg file. pip install databricks-cli and then databricks configure -t which will configure the databricks cli with a token. 

    pip install databricks-cli\ndatabricks configure -t\n

  3. Install brickflow cli

    pip install brickflows\n
","boost":3},{"location":"bundles-quickstart/#confirming-the-installation","title":"Confirming the installation","text":"

  • To confirm the setup run the following command:

    bf --help\n

  • Also confirm the connectivity to databricks:

    databricks workspace list /\n
    or if you have specific profile

    databricks workspace list /  --profile <profile>\n
","boost":3},{"location":"bundles-quickstart/#brickflow-projects-setup","title":"Brickflow Projects Setup","text":"

Brickflow introduced projects in version 0.9.2 for managing mono repos with multiple projects or workflows that need to be deployed in groups. It helps with the following things:

  1. It helps manage statefiles and simplifies deployment.
  2. It helps you manage clean up of state, etc.
  3. It also helps the framework resolve imports for python modules, etc in your repo.
","boost":3},{"location":"bundles-quickstart/#concepts","title":"Concepts","text":"
  1. Project - A project is a collection of workflows that are deployed together. A project is a folder with a entrypoint and a set of workflows.
  2. Workflow - A workflow is a collection of tasks that are deployed together which may be DLT pipelines, notebooks, wheels, jars, etc.
","boost":3},{"location":"bundles-quickstart/#monorepo-style","title":"Monorepo Style","text":"

A monorepo style project is a repository that has multiple folders and modules that can contain multiple brickflow projects. Learn more here.

Folder structure:

repo-root/\n\u251c\u2500\u2500 .git\n\u251c\u2500\u2500 projects/\n\u2502   \u251c\u2500\u2500 project_abc/\n\u2502   \u2502   \u251c\u2500\u2500 lib/\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 shared_functions.py\n\u2502   \u2502   \u251c\u2500\u2500 workflows/\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 entrypoint.py\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 workflow_abc.py\n\u2502   \u2502   \u251c\u2500\u2500 setup.py\n\u2502   \u2502   \u2514\u2500\u2500 .brickflow-project-root.yml\n\u2502   \u2514\u2500\u2500 project_xyz/\n\u2502       \u251c\u2500\u2500 workflows_geo_b/\n\u2502       \u2502   \u251c\u2500\u2500 entrypoint.py\n\u2502       \u2502   \u2514\u2500\u2500 workflow_xyz.py\n\u2502       \u251c\u2500\u2500 workflows_geo_a/\n\u2502       \u2502   \u251c\u2500\u2500 entrypoint.py\n\u2502       \u2502   \u2514\u2500\u2500 workflow_xyz.py\n\u2502       \u2514\u2500\u2500 .brickflow-project-root.yml\n\u251c\u2500\u2500 .gitignore\n\u251c\u2500\u2500 brickflow-multi-project.yml\n\u2514\u2500\u2500 README.md\n
  1. entrypoint.py: This is the entrypoint for your project. It is the file that will be used to identify all the workflows to be deployed.
  2. brickflow-multi-project.yml: This is the project file that will be generated by brickflow. It will contain the list of projects and a path to the project root config. This will be created in the git repository root (where your .git folder is).

Example for monorepo with multiple projects:

```yaml\nproject_roots:\n  project_abc:\n    root_yaml_rel_path: projects/project_abc\n  project_xyz_geo_a:\n    root_yaml_rel_path: projects/project_xyz\n  project_xyz_geo_b:\n    root_yaml_rel_path: projects/project_xyz\nversion: v1\n```\n
  1. brickflow-project-root.yml: This is the project root config file. It will contain the list of workflows and a path to the workflows root config.

Example for monorepo with multiple projects for repo-root/projects/project_xyz/.brickflow-project-root.yml:

```yaml\n# DO NOT MODIFY THIS FILE - IT IS AUTO GENERATED BY BRICKFLOW AND RESERVED FOR FUTURE USAGE\nprojects:\n  project_xyz_geo_a:\n    brickflow_version: auto # automatically determine the brickflow version based on cli version\n    deployment_mode: bundle\n    name: project_xyz_geo_a\n    path_from_repo_root_to_project_root: projects/project_xyz # path from the repo root (where your .git folder is) to the project root\n    path_project_root_to_workflows_dir: workflows_geo_a\n  project_xyz_geo_b:\n    brickflow_version: auto  # automatically determine the brickflow version based on cli version\n    deployment_mode: bundle\n    name: project_xyz_geo_b\n    path_from_repo_root_to_project_root: projects/project_xyz\n    path_project_root_to_workflows_dir: workflows_geo_b\nversion: v1\n```\n

The important fields are:

  • path_from_repo_root_to_project_root: This is the path from the repo root to the project root. This is the path that will be used to find the entrypoint file.
  • path_project_root_to_workflows_dir: This is the path from the project .git root and is used to find and load modules into python
    • This is what helps you make your imports work in your notebooks. It is the path from the project root to the workflows directory.
","boost":3},{"location":"bundles-quickstart/#polyrepo-style","title":"Polyrepo Style","text":"

A polyrepo style project is a repository that has multiple repositories that can contain multiple brickflow projects.

Folder structure

repo-root/\n\u251c\u2500\u2500 .git\n\u251c\u2500\u2500 src/\n\u2502   \u251c\u2500\u2500 lib/\n\u2502   \u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u2502   \u2514\u2500\u2500 shared_functions.py\n\u2502   \u251c\u2500\u2500 workflows_a/\n\u2502   \u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u2502   \u251c\u2500\u2500 entrypoint.py\n\u2502   \u2502   \u2514\u2500\u2500 workflow_a.py\n\u2502   \u251c\u2500\u2500 workflows_b/\n\u2502   \u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u2502   \u251c\u2500\u2500 entrypoint.py\n\u2502   \u2502   \u2514\u2500\u2500 workflow_b.py\n\u2502   \u2514\u2500\u2500 __init__.py\n\u251c\u2500\u2500 .gitignore\n\u251c\u2500\u2500 .brickflow-project-root.yml\n\u251c\u2500\u2500 brickflow-multi-project.yml\n\u2514\u2500\u2500 README.md\n
  1. entrypoint.py: This is the entrypoint for your project. It is the file that will be used to identify all the workflows to be deployed.
  2. brickflow-multi-project.yml: This is the project file that will be generated by brickflow. It will contain the list of projects and a path to the project root config. This will be created in the git repository root (where your .git folder is).

Example for polyrepo with multiple projects:

```yaml\nproject_roots:\n  project_abc:\n    root_yaml_rel_path: .\n  project_abc_workflows_2:\n    root_yaml_rel_path: .\n  project_xyz:\n    root_yaml_rel_path: .\nversion: v1\n```\n
  1. brickflow-project-root.yml: This is the project root config file. It will contain the list of workflows and a path to the workflows root config.

Example for polyrepo with multiple projects:

```yaml\n# DO NOT MODIFY THIS FILE - IT IS AUTO GENERATED BY BRICKFLOW AND RESERVED FOR FUTURE USAGE\nprojects:\n  project_abc:\n    brickflow_version: auto # automatically determine the brickflow version based on cli version\n    deployment_mode: bundle\n    name: project_abc\n    path_from_repo_root_to_project_root: . # path from the repo root (where your .git folder is) to the project root\n    path_project_root_to_workflows_dir: workflows\n  project_abc_workflows_2:\n    brickflow_version: auto  # automatically determine the brickflow version based on cli version\n    deployment_mode: bundle\n    name: project_abc_workflows_2\n    path_from_repo_root_to_project_root: .\n    path_project_root_to_workflows_dir: workflows2\nversion: v1\n```\n

The important fields are:

* path_from_repo_root_to_project_root: This is the path from the repo root to the project root. This is the path\n  that will be used to find the entrypoint file.\n* path_project_root_to_workflows_dir: This is the path from the project .git root and is used to find and load\n  modules into python\n    * This is what helps you make your imports work in your notebooks. It is the path from the project root to the\n      workflows directory.\n
","boost":3},{"location":"bundles-quickstart/#initialize-project","title":"Initialize Project","text":"

The first step is to create a new project.

Warning

Make sure you are in repository root (where your .git folder is) to do this! Otherwise you will run into validation issues.

Note

Please note that if you are an advanced user and understand the concepts of both files described above, you can manually create the files thats brickflow projects add creates.

  1. Run the following command: 
    bf projects add\n

  2. Update your .gitignore file with the correct directories to ignore. .databricks and bundle.yml should be ignored.

  3. It will prompt you for the:

Project Name: # (1)!\nPath from repo root to project root (optional) [.]: # (2)!\nPath from project root to workflows dir: # (3)!\nGit https url: # (4)!\nBrickflow version [auto]: # (5)!\nSpark expectations version [0.8.0]: # (6)!  \nSkip entrypoint [y/N]: # (7)!\n
  1. A name thats not already used please only use alphanumeric characters
  2. If you have a polyrepo leave this a .. Look above for polyrepo sections and monorepo sections for guidance.
  3. Look above for polyrepo sections and monorepo sections for guidance.
  4. Used to populate entrypoint and used for deployment to higher environments
  5. Auto or hard code specific version to be shipped with the project during deployment
  6. If you want to use spark expectations. Visit spark-expectations for more information.
  7. If you already have an entrypoint in that folder you can skip this step.
","boost":3},{"location":"bundles-quickstart/#validating-your-project","title":"Validating your project","text":"

  • To test your configuration run the following command:

    bf projects synth --project <project_name> --profile <profile> # profile is optional its your databricks profile\n

  • This will generate the following output at the end:

    SUCCESSFULLY SYNTHESIZED BUNDLE.YML FOR PROJECT: <project_name>\n

  • This should create a bundle.yml file in your project root and it should contain all the information for your workflow.

  • Anything else would indicate an error.

","boost":3},{"location":"bundles-quickstart/#gitignore","title":"gitignore","text":"

  • For now all the bundle.yml files will be code generated so you can add the following to your .gitignore file:

    **/bundle.yml\n
","boost":3},{"location":"bundles-quickstart/#deploying-your-project","title":"Deploying your Project","text":"

  • To deploy the workflow run the following command

    bf projects deploy --project <project> -p <profile> --force-acquire-lock # force acquire lock is optional\n

By default this will deploy to local.

Important

Keep in mind that environments are logical, your profile controls where the workflows are deployed and your code may have business logic based on which environment you are on.

If you want to deploy to a higher environment you can use the following command:

  • dev:

    bf projects deploy --project <project> -p <profile> -e dev --force-acquire-lock # force acquire lock is optional\n

  • test:

    bf projects deploy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional\n

  • prod:

    bf projects deploy --project <project> -p <profile> -e prod --force-acquire-lock # force acquire lock is optional\n
","boost":3},{"location":"bundles-quickstart/#deployments-by-release-candidates-or-prs","title":"Deployments By Release Candidates or PRs","text":"

Sometimes you may want to deploy multiple RC branches into the same \"test\" environment. Your objective will be to:

  1. Deploy the workflows
  2. Run and test the workflows
  3. Destroy the workflows after confirming the tests pass

To do this you can use the BRICKFLOW_WORKFLOW_PREFIX and BRICKFLOW_WORKFLOW_SUFFIX environment variables.

  • Doing it based on release candidates
BRICKFLOW_WORKFLOW_SUFFIX=\"0.1.0-rc1\" bf projects deploy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional\n
  • Doing it based on PRs
BRICKFLOW_WORKFLOW_SUFFIX=\"0.1.0-pr34\" bf projects deploy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional\n

Make sure when using the suffix and prefix that you destroy them, they are considered independent deployments and have their own state.

BRICKFLOW_WORKFLOW_SUFFIX=\"0.1.0-rc1\" bf projects destroy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional\n
  • Doing it based on PRs
BRICKFLOW_WORKFLOW_SUFFIX=\"0.1.0-pr34\" bf projects destroy --project <project> -p <profile> -e test --force-acquire-lock # force acquire lock is optional\n
","boost":3},{"location":"bundles-quickstart/#destroying-your-project","title":"Destroying your project","text":"

  • To destroy the workflow run the following command

    bf projects destroy --project <project> -p <profile> --force-acquire-lock # force acquire lock is optional\n
","boost":3},{"location":"environment-variables/","title":"ENV Variables","text":""},{"location":"environment-variables/#environment-variables","title":"Environment Variables","text":"Environment Variable Default Value Description BRICKFLOW_ENV local The environment name for Brickflow BRICKFLOW_GIT_REPO N/A The URL of the Git repository for Brickflow BRICKFLOW_GIT_REF N/A The Git reference (branch, tag, commit) for Brickflow BRICKFLOW_GIT_PROVIDER github The Git provider (e.g., GitHub, GitLab) for Brickflow DATABRICKS_CONFIG_PROFILE default The profile name for Databricks configuration BRICKFLOW_DEPLOY_ONLY_WORKFLOWS N/A List of workflows to deploy exclusively BRICKFLOW_WORKFLOW_PREFIX N/A Prefix to add to workflow names during deployment BRICKFLOW_WORKFLOW_SUFFIX N/A Suffix to add to workflow names during deployment BRICKFLOW_INTERACTIVE_MODE True Flag indicating whether to enable interactive mode BRICKFLOW_BUNDLE_BASE_PATH /Users/${workspace.current_user.userName} The base path for the bundle in the S3 backend BRICKFLOW_BUNDLE_OBJ_NAME .brickflow_bundles The name of the folder post appended to your base path BRICKFLOW_BUNDLE_CLI_EXEC databricks The executable command for bundle execution. By default it will be downloaded on the fly. BRICKFLOW_BUNDLE_NO_DOWNLOAD False Flag indicating whether to skip downloading the databricks bundle cli. Useful if you are in locked down network. BRICKFLOW_BUNDLE_CLI_VERSION 0.200.0 The version of the bundle CLI tool BRICKFLOW_MONOREPO_PATH_TO_BUNDLE_ROOT N/A The path to the bundle root directory in a monorepo. Default assumes you are not using a monorepo"},{"location":"environment-variables/#workflow-prefixing-or-suffixing","title":"Workflow prefixing or suffixing","text":"

This allows for adding suffixes or prefixes in the name of the workflow:

  • BRICKFLOW_WORKFLOW_PREFIX
  • BRICKFLOW_WORKFLOW_SUFFIX

Setting the above is semantically the same as doing this in code:

wf = Workflow(\n\"thanks\",\nprefix=\"so_long_\",  # same as BRICKFLOW_WORKFLOW_PREFIX\nsuffix=\"_and_thanks_for_all_the_fish\"  # same as BRICKFLOW_WORKFLOW_SUFFIX\n)\n

wf.name would then result in \"so_long_and_thanks_for_all_the_fish\"

this is to allow 'unique' names while deploying the same workflow to same environments while still needing to keep them separate.

For example, consider this scenario:

  • You have a workflow named inventory_upsert;
  • Two features are being developed on in parallel in the DEV environment, let's name these feature_1 and feature_2;
  • If you don't have the ability to uniquely set the name for a workflow, the workflow you are creating in dev (no matter in which feature/branch they originate from) will always be named dev_inventory_upsert;
  • with using the prefix/suffix mechanism, we can set a ENV variable and end up with unique names for each feature, i.e. dev_inventory_upsert_feature_1 and dev_inventory_upsert_feature_2.

Ideal usage for this is in CI/CD pipelines.

"},{"location":"highlevel/","title":"HighLevel","text":""},{"location":"highlevel/#brickflow-overview","title":"Brickflow Overview","text":"

The objective of Brickflow is to provide a thin layer on top of databricks workflows to help deploy and manage workflows in Databricks. It also provides plugins/extras to be able to run airflow operators directly in the workflows.

"},{"location":"highlevel/#brickflow-to-airflow-term-mapping","title":"Brickflow to Airflow Term Mapping","text":"Object Airflow Brickflow Collection of Workflows Airflow Cluster (Airflow Dag Bag) Project/Entrypoint Workflow Airflow Dag Workflow Task Airflow Operator Task Schedule Unix Cron Quartz Cron Inter Task Communication XComs Task Values Managing Connections to External Services Airflow Connections Mocked Airflow connections or Databricks Secrets Variables to Tasks Variables Task Parameters [ctx.get_parameter(key, default)] Context values (execution_date, etc.) Airflow Macros, context[\"ti\"] ctx.<task parameter>"},{"location":"how-imports-work/","title":"Importing Modules","text":""},{"location":"how-imports-work/#how-do-imports-work","title":"How do imports work?","text":"

Warning

This is very important to understand how imports work for mono repos. Please read this carefully. Otherwise you might run into issues during deployments.

When using brickflow projects every project will have a .brickflow-project-root.yml file. When you import brickflow, which you will in your entrypoint or workflows, brickflow will inspect all paths all stackframes during the import and recursively go up the path until it finds the .brickflow-project-root.yml file. The first instance of brickflow-project-root.yml will be added to the sys.path to help with module imports.

Let us take a quick example of how to get imports to properly work!

Let us say you have a project structure like this:

    repo-root/\n    \u251c\u2500\u2500 .git\n    \u251c\u2500\u2500 projects/\n    \u2502   \u251c\u2500\u2500 project_abc/\n    \u2502   \u2502   \u251c\u2500\u2500 lib/\n    \u2502   \u2502   \u2502   \u251c\u2500\u2500 __init__.py\n    \u2502   \u2502   \u2502   \u2514\u2500\u2500 shared_functions.py\n    \u2502   \u2502   \u251c\u2500\u2500 workflows/\n    \u2502   \u2502   \u2502   \u251c\u2500\u2500 __init__.py\n    \u2502   \u2502   \u2502   \u251c\u2500\u2500 entrypoint.py\n    \u2502   \u2502   \u2502   \u2514\u2500\u2500 workflow_abc.py\n    \u2502   \u2502   \u251c\u2500\u2500 setup.py\n    \u2502   \u2502   \u2514\u2500\u2500 .brickflow-project-root.yml\n    \u2502   \u2514\u2500\u2500 project_xyz/\n    \u2502       \u251c\u2500\u2500 workflows_geo_b/\n    \u2502       \u2502   \u251c\u2500\u2500 entrypoint.py\n    \u2502       \u2502   \u2514\u2500\u2500 workflow_xyz.py\n    \u2502       \u251c\u2500\u2500 workflows_geo_a/\n    \u2502       \u2502   \u251c\u2500\u2500 entrypoint.py\n    \u2502       \u2502   \u2514\u2500\u2500 workflow_xyz.py\n    \u2502       \u2514\u2500\u2500 .brickflow-project-root.yml\n    \u251c\u2500\u2500 .gitignore\n    \u251c\u2500\u2500 brickflow-multi-project.yml\n    \u2514\u2500\u2500 README.md\n

If let us say you are looking at adding imports from lib into workflow_abc.py, you need to:

from lib import share_functions\nshare_functions.some_function(....)\n

Since in the project structure the .brickflow-project-root.yml is at repo-root/projects/project_abc then everything in that project_abc folder is added to sys.path in python. So you can import any of the folders under there.

"},{"location":"projects/","title":"Projects","text":"

The project is similar to a map cluster it can be composed of various different Workflows or dags.

Here is an example of an entrypoint. Click the plus buttons to understand all the parts of the entrypoint file.

entrypoint.py
# Databricks notebook source  (1)\nimport examples.brickflow_examples.workflows\nfrom brickflow import Project, PypiTaskLibrary, MavenTaskLibrary\ndef main() -> None:\n\"\"\"Project entrypoint\"\"\"\nwith Project(\n\"brickflow-demo\",  # (3)!\ngit_repo=\"https://github.com/nike-inc/brickflow\",  # (4)!\nprovider=\"github\",  # (5)!\nlibraries=[  # (6)!\nPypiTaskLibrary(package=\"networkx\"),\n],\n) as f:\nf.add_pkg(examples.brickflow_examples.workflows)  # (7)!\nif __name__ == \"__main__\":  # (2)!\nmain()\n
  1. Uploading this Python file into databricks with this comment on the first line treats the python file as a notebook.
  2. This makes sure this only runs when this file is run via python entrypoint.py
  3. This is the project name you provided when you do bf projects add
  4. This is the git repo that is introspected when running bf projects add
  5. This is the github provider that you decide on.
  6. You can provide a list of packages that need to be installed in all of your clusters when running ETL.
  7. You can add multiple packages in your project where you are defining workflows.
"},{"location":"tasks/","title":"Tasks","text":"

A task in Databricks workflows refers to a single unit of work that is executed as part of a larger data processing pipeline. Tasks are typically designed to perform a specific set of operations on data, such as loading data from a source, transforming the data, and storing it in a destination. In brickflow, tasks as designed in such a way that

Assuming, that this is already read - workflow and workflow object is created

"},{"location":"tasks/#task","title":"Task","text":"

Databricks workflow task can be created by decorating a python function with brickflow's task function

task
from brickflow import Workflow\nwf = Workflow(...)\n@wf.task  # (1)!\ndef start():\npass\n@wf.task(name=\"custom_end\")  # (2)!\ndef end():\npass\n
  1. Create a task using a decorator pattern. The task name would default to the python function name. So a task will be created with the name \"start\"
  2. Creating a task and defining the task name explicitly instead of using the function name \"end\". The task will be created with the new name \"custom_end\"
"},{"location":"tasks/#task-dependency","title":"Task dependency","text":"

Define task dependency by using a variable \"depends_on\" in the task function. You can provide the dependent tasks as direct python callables or string or list of callables/strings

task_dependency
from brickflow import Workflow\nwf = Workflow(...)\n@wf.task\ndef start():\npass\n@wf.task(depends_on=start)  # (1)!\ndef bronze_layer():\npass\n@wf.task(depends_on=\"bronze_layer\")  # (2)!\ndef x_silver():\npass\n@wf.task(depends_on=bronze_layer)\ndef y_silver():\npass\n@wf.task(depends_on=[x_silver, y_silver])  # (3)!\ndef xy_gold():\npass\n@wf.task(name=\"custom_z_gold\", depends_on=[x_silver, \"y_silver\"])  # (4)!\ndef z_gold():\npass\n@wf.task(depends_on=[\"xy_gold\", \"custom_z_gold\"])  # (5)!\ndef end():\npass\n
  1. Create dependency on task \"start\" and it is passed as callable
  2. Create dependency on task \"bronze_layer\" and it is passed as a string
  3. Create dependency on multiple tasks using list and the tasks are callables
  4. Create dependency on multiple tasks using list but one task is a callable and another is a string
  5. Create dependency on multiple tasks using list and tasks are passed as string. \"custom_z_gold\" is the task name that is explicitly defined - should not use \"z_gold\" which is a function name
"},{"location":"tasks/#task-parameters","title":"Task parameters","text":"

Task parameters can be defined as key value pairs in the function definition on which task is defined

task_parameters
from brickflow import Workflow\nwf = Workflow(...)\n@wf.task\ndef task_function(*, test=\"var\", test1=\"var1\"):  # (1)!\nprint(test)\nprint(test1)\n
  1. To pass the task specific parameters, need to start with \"*\" and then key value pairs start
"},{"location":"tasks/#common-task-parameters","title":"Common task parameters","text":"

In the workflows section, we saw how the common task parameters are created at the workflow level. Now in this section, we shall see how to use the common task parameters

use_common_task_parameters
from brickflow import Workflow, ctx\nwf = Workflow(...)\n@wf.task\ndef common_params():\nimport some_pyspark_function  # (1)!\ncatalog_env = ctx.get_parameter(key=\"catalog\", debug=\"local\")  # (2)!\nsome_pyspark_function(catalog_env)  # (3)!\n
  1. It is recommended to use localized imports in tasks rather than the global imports
  2. Brickflow provides the context using which we can fetch the task parameters that are defined. Providing debug is mandatory or else there will be a compilation error while deploying
  3. The extracted task_parameter_value can be used as any python variable. In this example, we are just passing the variable to \"some_pyspark_function\"
"},{"location":"tasks/#inbuilt-task-parameters","title":"Inbuilt task parameters","text":"

There are many inbuilt task parameters that be accessed using brickflow context like above

inbuilt_task_parameters
from brickflow import Workflow, ctx\nwf = Workflow(...)\n@wf.task\ndef inbuilt_params():\nprint(ctx.get_parameter(\nkey=\"brickflow_env\",  # (1)! \ndebug=\"local\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_run_id\",  # (2)! \ndebug=\"788868\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_job_id\",  # (3)! \ndebug=\"987987987987987\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_start_date\",  # (4)! \ndebug=\"2023-05-03\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_start_time\",  # (5)! \ndebug=\"1683102411626\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_task_retry_count\",  # (6)! \ndebug=\"2\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_parent_run_id\",  # (7)! \ndebug=\"788869\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_task_key\",  # (8)! \ndebug=\"inbuilt_params\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_internal_workflow_name\",  # (9)! \ndebug=\"Sample_Workflow\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_internal_task_name\",  # (10)! \ndebug=\"inbuilt_params\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_internal_workflow_prefix\",  # (11)! \ndebug=\"inbuilt_params\"))\nprint(ctx.get_parameter(\nkey=\"brickflow_internal_workflow_suffix\",  # (12)! \ndebug=\"inbuilt_params\"))\n
  1. \"brickflow_env\" holds the value of the --env variable which was used when brickflow is deployed
  2. \"brickflow_run_id\" holds the value of the current task run id
  3. \"brickflow_job_id\" holds the value of the current workflow job id
  4. \"brickflow_start_date\" holds the value of the current workflow start date
  5. \"brickflow_start_time\" holds the value of the current task start time
  6. \"brickflow_task_retry_count\" holds the value of number of retries a task can run, when a failure occurs
  7. \"brickflow_parent_run_id\" hold the value of the current workflow run_id
  8. \"brickflow_task_key\" holds the value of the current task name
  9. \"brickflow_internal_workflow_name\" holds the value of the current workflow name
  10. \"brickflow_internal_task_name\" holds the value of the current task name
  11. \"brickflow_internal_workflow_prefix\" holds the value of the prefix used for the current workflow name
  12. \"brickflow_internal_workflow_suffix\" holds the value of the suffix used for the current workflow name
"},{"location":"tasks/#clusters","title":"Clusters","text":"

There is a flexibility to use different clusters for each task or assign custom clusters

clusters
from brickflow import Workflow, Cluster\nwf = Workflow(...)\n@wf.task(cluster=Cluster(...))  # (1)!\ndef custom_cluster():\npass\n
  1. You will be able to create a job cluster or use existing cluster. Refer to this section in the workflows to understand how to implement
"},{"location":"tasks/#libraries","title":"Libraries","text":"

There is a flexibility to use specific libraries for a particular task

libraries
from brickflow import Workflow\nwf = Workflow(...)\n@wf.task(libraries=[...])  # (1)!\ndef custom_libraries():\npass\n
  1. You will be able to install libraries that are specific to a task. Refer to this section in the workflows to understand how to implement
"},{"location":"tasks/#task-types","title":"Task types","text":"

There are different task types that are supported by brickflow right now. The default task type that is used by brickflow is NOTEBOOK

task_types
from brickflow import Workflow, TaskType, BrickflowTriggerRule, TaskResponse\nwf = Workflow(...)\n@wf.task\ndef notebook_task():\npass\n@wf.task(task_type=TaskType.DLT)\ndef dlt_task():\npass\n
  1. Provide the task type that is to be used for this task. Default is a notebook task
  2. Trigger rule can be attached. It can be ALL_SUCCESS or NONE_FAILED. In this case, this task will be triggered, if all the upstream tasks are at-least run and completed.
"},{"location":"tasks/#trigger-rules","title":"Trigger rules","text":"

There are two types of trigger rules that can be applied on a task. It can be either ALL_SUCCESS or NONE_FAILED

task_types
from brickflow import Workflow, BrickflowTriggerRule\nwf = Workflow(...)\n@wf.task(\ntrigger_rule=BrickflowTriggerRule.NONE_FAILED  # (1)!\n)\ndef none_failed_task():\npass\n@wf.task(\ntrigger_rule=BrickflowTriggerRule.ALL_SUCCESS  # (2)!\n)\ndef all_success_task():\npass\n
  1. NONE_FAILED - use this if you want to trigger the task irrespective of the upstream tasks success or failure state
  2. ALL_SUCCESS - use this if you want to trigger the task only if all the upstream tasks are all having success state
"},{"location":"tasks/#airflow-operators","title":"Airflow Operators","text":"

We have adopted/extended certain airflow operators that might be needed to run as a task in databricks workflows. Typically for airflow operators we return the operator and brickflow will execute the operator based on task return type.

"},{"location":"tasks/#bash-operator","title":"Bash Operator","text":"

You will be able to use bash operator as below

bash_operator
from brickflow import Workflow\nfrom brickflow_plugins import BashOperator\nwf = Workflow(...)\n@wf.task\ndef bash_task():\nreturn BashOperator(task_id=bash_task.__name__, \nbash_command=\"ls -ltr\")  # (1)!\n
  1. Use Bashoperator like how we use in airflow but it has to be returned from task function
"},{"location":"tasks/#task-dependency-sensor","title":"Task Dependency Sensor","text":"

Even if you migrate to databricks workflows, brickflow gives you the flexibility to have a dependency on the airflow job

task_dependency_sensor
from brickflow import Workflow, ctx\nfrom brickflow_plugins import TaskDependencySensor, AirflowProxyOktaClusterAuth\nwf = Workflow(...)\n@wf.task\ndef airflow_external_task_dependency_sensor():\nimport base64\ndata = base64.b64encode(\nctx.dbutils.secrets.get(\"brickflow-demo-tobedeleted\", \"okta_conn_id\").encode(\n\"utf-8\"\n)\n).decode(\"utf-8\")\nreturn TaskDependencySensor(\ntask_id=\"sensor\",\ntimeout=180,\nairflow_cluster_auth=AirflowProxyOktaClusterAuth(\noauth2_conn_id=f\"b64://{data}\",\nairflow_cluster_url=\"https://proxy.../.../cluster_id/\",\nairflow_version=\"2.0.2\", # if you are using airflow 1.x please make sure this is the right value, the apis are different between them!\n),\nexternal_dag_id=\"external_airlfow_dag\",\nexternal_task_id=\"hello\",\nallowed_states=[\"success\"],\nexecution_delta=None,\nexecution_delta_json=None,\n)\n
"},{"location":"tasks/#workflow-dependency-sensor","title":"Workflow Dependency Sensor","text":"

Wait for a workflow to finish before kicking off the current workflow's tasks

workflow_dependency_sensor
from brickflow_plugins import WorkflowDependencySensor\nwf = Workflow(...)\n@wf.task\ndef wait_on_workflow(*args):\nsensor = WorkflowDependencySensor(\ndatabricks_host=\"https://your_workspace_url.cloud.databricks.com\",\ndatabricks_secrets_scope=\"brickflow-demo-tobedeleted\",\ndatabricks_secrets_key=\"api_token_key\",\ndependency_job_id=job_id,\npoke_interval=20,\ntimeout=60,\ndelta=timedelta(days=1)\n)\nsensor.execute()\n
"},{"location":"workflows/","title":"Workflows","text":"

A Workflow is similar to an Airflow dag that lets you encapsulate a set of tasks.

Here is an example of a workflow. Click the plus buttons to understand all the parts of the workflow file.

workflow.py
from datetime import timedelta\nfrom brickflow import Workflow, Cluster, WorkflowPermissions, User, \\\n    TaskSettings, EmailNotifications, PypiTaskLibrary, MavenTaskLibrary\nwf = Workflow(  # (1)!\n\"wf_test\",  # (2)!\ndefault_cluster=Cluster.from_existing_cluster(\"your_existing_cluster_id\"),  # (3)!\n# Optional parameters below\nschedule_quartz_expression=\"0 0/20 0 ? * * *\",  # (4)!\ntimezone=\"UTC\",  # (5)!\ndefault_task_settings=TaskSettings(  # (6)!\nemail_notifications=EmailNotifications(\non_start=[\"email@nike.com\"],\non_success=[\"email@nike.com\"],\non_failure=[\"email@nike.com\"]\n),\ntimeout_seconds=timedelta(hours=2).seconds\n),\nlibraries=[  # (7)!\nPypiTaskLibrary(package=\"requests\"),\nMavenTaskLibrary(coordinates=\"com.cronutils:cron-utils:9.2.0\"),\n],\ntags={  # (8)!\n\"product_id\": \"brickflow_demo\",\n\"slack_channel\": \"nike-sole-brickflow-support\"\n},\nmax_concurrent_runs=1,  # (9)!\npermissions=WorkflowPermissions(  # (10)!\ncan_manage_run=[User(\"abc@abc.com\")],\ncan_view=[User(\"abc@abc.com\")],\ncan_manage=[User(\"abc@abc.com\")],\n),\nprefix=\"feature-jira-xxx\",  # (11)!\nsuffix=\"_qa1\",  # (12)!\ncommon_task_parameters={  # (13)!\n\"catalog\": \"development\",\n\"database\": \"your_database\"\n},\n)\n@wf.task()  # (14)!\ndef task_function(*, test=\"var\"):\nreturn \"hello world\"\n
  1. Workflow definition which constructs the workflow object
  2. Define the workflow name
  3. The default cluster used for all the tasks in the workflow. This is an all-purpose cluster, but you can also create a job cluster
  4. Cron expression in the quartz format
  5. Define the timezone for your workflow. It is defaulted to UTC
  6. Default task setting that can be used for all the tasks
  7. Libraries that need to be installed for all the tasks
  8. Tags for the resulting workflow and other objects created during the workflow.
  9. Define the maximum number of concurrent runs
  10. Define the permissions on the workflow
  11. Prefix for the name of the workflow
  12. Suffix for the name of the workflow
  13. Define the common task parameters that can be used in all the tasks
  14. Define a workflow task and associate it to the workflow
"},{"location":"workflows/#clusters","title":"Clusters","text":"

There are two ways to define the cluster for the workflow or a task

"},{"location":"workflows/#using-an-existing-cluster","title":"Using an existing cluster","text":"existing_cluster
from brickflow import Cluster\ndefault_cluster=Cluster.from_existing_cluster(\"your_existing_cluster_id\")\n
"},{"location":"workflows/#use-a-job-cluster","title":"Use a job cluster","text":"job_cluster
from brickflow import Cluster\ndefault_cluster=Cluster(\nname=\"your_cluster_name\",\nspark_version='11.3.x-scala2.12',\nnode_type_id='m6g.xlarge',\ndriver_node_type_id='m6g.xlarge',\nmin_workers=1,\nmax_workers=3,\nenable_elastic_disk=True,\npolicy_id='your_policy_id',\naws_attributes={\n\"first_on_demand\": 1,\n\"availability\": \"SPOT_WITH_FALLBACK\",\n\"instance_profile_arn\": \"arn:aws:iam::XXXX:instance-profile/XXXX/group/XX\",\n\"spot_bid_price_percent\": 100,\n\"ebs_volume_type\": \"GENERAL_PURPOSE_SSD\",\n\"ebs_volume_count\": 3,\n\"ebs_volume_size\": 100\n}\n)\n
"},{"location":"workflows/#permissions","title":"Permissions","text":"

Brickflow provides an opportunity to manage permissions on the workflows. You can provide individual users or to a group or to a ServicePrincipal that can help manage, run or view the workflows.

Below example is for reference

manage_permissions
from brickflow import WorkflowPermissions, User, Group, ServicePrincipal\npermissions=WorkflowPermissions(\ncan_manage_run=[\nUser(\"abc@abc.com\"), \nGroup(\"app.xyz.team.Developer\"), \nServicePrincipal(\"ServicePrinciple_dbx_url.app.xyz.team.Developer\")\n],\ncan_view=[User(\"abc@abc.com\")],\ncan_manage=[User(\"abc@abc.com\")],\n)\n
"},{"location":"workflows/#tags","title":"Tags","text":"

Using brickflow, custom tags can be created on the workflow - but there are also some default tags that are created while the job is deployed.

The defaults tags that gets automatically attached to the workflow are below

  • \"brickflow_project_name\" : Brickflow Project Name that is referred from the entrypoint.py file
  • \"brickflow_version\" : Brickflow Version that is used to deploy the workflow
  • \"databricks_tf_provider_version\" : Databricks terraform provider version that is used to deploy the workflow
  • \"deployed_by\" : Email id of the profile that is used to deploy the workflow. It can be a user or a service principle. Whichever id is used to deploy the workflow, automatically becomes the owner of the workflow
  • \"environment\" : Environment to which the workflow is identified to

Use the below reference to define more tags and attach to the workflow. These can be used for collecting various metrics and build dashboards.

configure_tags
tags={\n\"product_id\": \"brickflow_demo\",\n\"slack_channel\": \"nike-sole-brickflow-support\"\n}\n
"},{"location":"workflows/#schedule","title":"Schedule","text":"

Databricks workflows uses Quartz cron expression unlike airflow's unix based cron scheduler. A typical Quartz cron expression have six or seven fields, seperated by spaces

second minute hour day_of_month month day_of_week year(optional)\n
Below is a sample

quartz_cron_expression
schedule_quartz_expression=\"0 0/20 0 ? * * *\"\n
"},{"location":"workflows/#tasksettings","title":"Tasksettings","text":"

Task setting at workflow level can be used to have common setting defined that will be applicable for all the tasks. Below is a sample that can be used for reference and all the parameters in TaskSettings are optional task_settings

from datetime import timedelta\nfrom brickflow import TaskSettings, EmailNotifications\ndefault_task_settings=TaskSettings(\nemail_notifications=EmailNotifications(\non_start=[\"email@nike.com\"],\non_success=[\"email@nike.com\"],\non_failure=[\"email@nike.com\"]\n),\ntimeout_seconds=timedelta(hours=2).seconds,\nmax_retries=2,\nmin_retry_interval_millis=60000,\nretry_on_timeout=True\n)\n

"},{"location":"workflows/#libraries","title":"Libraries","text":"

Brickflow allows to specify libraries that are need to be installed and used across different tasks. There are many ways to install library from different repositories/sources

libraries
from brickflow import PypiTaskLibrary, MavenTaskLibrary, StorageBasedTaskLibrary, \\\n    JarTaskLibrary, EggTaskLibrary, WheelTaskLibrary\nlibraries=[\nPypiTaskLibrary(package=\"requests\"),\nMavenTaskLibrary(coordinates=\"com.cronutils:cron-utils:9.2.0\"),\nStorageBasedTaskLibrary(\"s3://...\"),\nStorageBasedTaskLibrary(\"dbfs://...\"),\nJarTaskLibrary(\"s3://...\"),\nJarTaskLibrary(\"dbfs://...\"),\nEggTaskLibrary(\"s3://...\"),\nEggTaskLibrary(\"dbfs://...\"),\nWheelTaskLibrary(\"s3://...\"),\nWheelTaskLibrary(\"dbfs://...\"),\n]\n
"},{"location":"workflows/#common-task-parameters","title":"Common task parameters","text":"

Define the common parameters that can be used in all the tasks. Example could be database name, secrets_id etc

common_task_parameters
common_task_parameters={\n\"catalog\": \"development\",\n\"database\": \"your_database\"\n}\n
"},{"location":"faq/faq/","title":"FAQ","text":"","boost":3},{"location":"faq/faq/#how-do-i-enable-airflow-features","title":"How do I enable airflow features?","text":"

Warning

Only certain operators are supported so please make sure you read the documentation before using them. If your operator is not supported please raise a new issue in github.

Supported Operators:

  • BranchPythonOperator
  • PythonOperator
  • BashOperator
  • ShortCircuitOperator
  • TaskDependencySensor

To enable the usage of airflow operators, you need to set the enable_plugins flag to True in the Project constructor.

","boost":3},{"location":"faq/faq/#how-do-i-run-only-one-task-in-a-workflow","title":"How do I run only one task in a workflow?","text":"

Databricks and Airflow use different task scheduling mechanisms. Due to the way airflow manages state in a database, it is possible to run only one task in a workflow. Though this works very differently at Databricks as our job scheduler is very different and needs to scale to much large volume of tasks and workflows.

To provide this capability, brickflow offers a parameter to do this:

  1. Go to workflow UI
  2. On the top right click the drop down next to Run Now
  3. Select Run now with different parameters
  4. Then select switch to legacy parameters
  5. Scroll down to: brickflow_internal_only_run_tasks and then type the tasks you want to run as a CSV.
  6. Please do not modify any other parameter!
","boost":3},{"location":"faq/faq/#how-do-i-wait-for-a-workflow-to-finish-before-kicking-off-my-own-workflows-tasks","title":"How do I wait for a workflow to finish before kicking off my own workflow's tasks?","text":"
from brickflow_plugins import WorkflowDependencySensor\nwf = Workflow(...)\n@wf.task\ndef wait_on_workflow(*args):\nsensor = WorkflowDependencySensor(\ndatabricks_host=\"https://your_workspace_url.cloud.databricks.com\",\ndatabricks_secrets_scope=\"brickflow-demo-tobedeleted\",\ndatabricks_secrets_key=\"api_token_key\",\ndependency_job_id=job_id,\npoke_interval=20,\ntimeout=60,\ndelta=timedelta(days=1)\n)\nsensor.execute()\n
","boost":3},{"location":"upgrades/upgrade-pre-0-10-0-to-0-10-0/","title":"Upgrading to v0.10.x","text":"","boost":2},{"location":"upgrades/upgrade-pre-0-10-0-to-0-10-0/#upgrade-checklist","title":"Upgrade checklist","text":"

  • The package has been renamed from brickflow to brickflows. Please run:

    pip uninstall brickflow\n

    and then

    pip install brickflows>=0.10.0\nbf --version\n

  • If you are upgrading from a CDKTF version of brickflow then do not worry, the existing workflows as long as you do not change their names will be imported.

  • Start using project configurations following the quickstart guide.

  • Confirm the existence of the following files:

  • brickflow-multi-project.yml

  • brickflow-project-root.yml

  • Please reference concepts and initialize project for more details.

  • RelativePathPackageResolver has been removed from the project to offer a seamless import as long as you import brickflow at the top.

  • Ensure import for brickflow is at the top of your entrypoint.py

  • Ensure import for brickflow is at the top of your entrypoint.py

  • Ensure your entrypoint looks like this. Make sure to click the plus buttons and read the highlighted sections:

# Databricks notebook source\n# COMMAND ----------\nfrom brickflow import Project # (1)!\nimport workflows # (2)!\ndef main() -> None:\n\"\"\"Project entrypoint\"\"\"\nwith Project(\n\"product_abc_workflows_2\",\ngit_repo=\"https://github.com/stikkireddy/mono-repo-test\",\nprovider=\"github\",\nlibraries=[  # (3)!\n# PypiTaskLibrary(package=\"spark-expectations==0.5.0\"), # Uncomment if spark-expectations is needed\n],\nenable_plugins=True, # (4)!\n) as f:\nf.add_pkg(workflows)\nif __name__ == \"__main__\":\nmain()\n
  1. Make sure brickflow is at the top of your imports! This will help resolve paths and allow other libraries to be imported correctly.
  2. Import your modules after brickflow has been imported! Make sure your optimize imports doesnt reorder your imports!
  3. Make sure you remove brickflow and brickflow plugins and cron utils from this list.
  4. Make sure you have enable_plugins=True. This will enable the plugins to be loaded to support airflow operators, etc. Disable this if you dont want to install airflow.
","boost":2}]} \ No newline at end of file diff --git a/v0.10.0/sitemap.xml b/v0.10.0/sitemap.xml new file mode 100644 index 00000000..c85598d0 --- /dev/null +++ b/v0.10.0/sitemap.xml @@ -0,0 +1,108 @@ + + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/bundles-quickstart/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/environment-variables/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/highlevel/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/how-imports-work/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/projects/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/tasks/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/workflows/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/airflow_external_task_dependency/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/airflow_native_operators/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/cli/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/compute/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/context/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/project/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/secrets/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/task/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/workflow/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/api/workflow_dependency_sensor/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/cli/reference/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/faq/faq/ + 2023-08-25 + daily + + + https://brickflow.readthedocs.io/en/latest/v0.10.0/upgrades/upgrade-pre-0-10-0-to-0-10-0/ + 2023-08-25 + daily + + \ No newline at end of file diff --git a/v0.10.0/sitemap.xml.gz b/v0.10.0/sitemap.xml.gz new file mode 100644 index 0000000000000000000000000000000000000000..46c84e432e1e7aaf033b3e59114bb0d2e3a3ed82 GIT binary patch literal 427 zcmV;c0aX4UiwFoyA?aiS|8r?{Wo=<_E_iKh0M(blZlo{_hVOlf5%-YHRF%3bhTi%F z?HOf)2hs^i#xc;oeUmA>ng`fDI1*qi$NGLqY^8bmoZM~!Og8vqwXapR18+ia{cx<_ z-(JOY_0m2xGr9z{%fUV!tC1-FmU3O!I$45A$5aO#WHMuZNpf>aRsX8mhg}{e!H;zt zjSHqNSyE1OLTfH(7uFg<_cTHuOsZ{=;HA?9iR7Z{y{eULWSMxMM<<#>-yYQAQK)Be zc*-H0?=H-Y+7EC>xVF8v?yHe^o*zK@m+&94o@U=WNa8x@DTy=^D}3;a#o#CKBo>WU zpRyQM3PwAO4i<2{sKYAk6a!KcYrqRD_=w>H4Dnhgq|=2Laak87k{7j(R%(kSxPwmu z^xAdh<99to@O|z(Uu*?=O?H7UL_kde`TZH=EI;Nj#hHL1x2L=V*l};=ogH@qgFyWD zWGRm9p#L-{w%~W|s7v5eKvq&pAxAg^W&ylP<5^#C7boU94ygNlGTICg5rh(Zm2VU_ V>;EgdJ@N^?{RYiBz?snx000J|#~1(r literal 0 HcmV?d00001 diff --git a/v0.10.0/tasks/index.html b/v0.10.0/tasks/index.html new file mode 100644 index 00000000..f1aaba38 --- /dev/null +++ b/v0.10.0/tasks/index.html @@ -0,0 +1,1575 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Tasks - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ +
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+ + + +
+
+ + + + + + + +

Tasks

+ +

A task in Databricks workflows refers to a single unit of work that is executed as part of a larger data processing +pipeline. Tasks are typically designed to perform a specific set of operations on data, such as loading data from a +source, transforming the data, and storing it in a destination. In brickflow, tasks as designed in such a way that

+

Assuming, that this is already read - workflow and workflow object is created

+

Task

+

Databricks workflow task can be created by decorating a python function with brickflow's task function

+
task
from brickflow import Workflow
+wf = Workflow(...)
+
+@wf.task  # (1)!
+def start():
+    pass
+
+@wf.task(name="custom_end")  # (2)!
+def end():
+    pass
+
+
    +
  1. Create a task using a decorator pattern. The task name would default to the python function name. So a task will be + created with the name "start"
    2. +
  2. Creating a task and defining the task name explicitly instead of using the function name "end". The task will be + created with the new name "custom_end"
    3. +
+

Task dependency

+

Define task dependency by using a variable "depends_on" in the task function. You can provide the dependent tasks as +direct python callables or string or list of callables/strings

+
task_dependency
from brickflow import Workflow
+wf = Workflow(...)
+
+@wf.task
+def start():
+    pass
+
+@wf.task(depends_on=start)  # (1)!
+def bronze_layer():
+    pass
+
+@wf.task(depends_on="bronze_layer")  # (2)!
+def x_silver():
+    pass
+
+@wf.task(depends_on=bronze_layer)
+def y_silver():
+    pass
+
+@wf.task(depends_on=[x_silver, y_silver])  # (3)!
+def xy_gold():
+    pass
+
+@wf.task(name="custom_z_gold", depends_on=[x_silver, "y_silver"])  # (4)!
+def z_gold():
+    pass
+
+@wf.task(depends_on=["xy_gold", "custom_z_gold"])  # (5)!
+def end():
+    pass
+
+
    +
  1. Create dependency on task "start" and it is passed as callable
    2. +
  2. Create dependency on task "bronze_layer" and it is passed as a string
    3. +
  3. Create dependency on multiple tasks using list and the tasks are callables
    4. +
  4. Create dependency on multiple tasks using list but one task is a callable and another is a string
    5. +
  5. Create dependency on multiple tasks using list and tasks are passed as string. "custom_z_gold" is the task name that + is explicitly defined - should not use "z_gold" which is a function name
    6. +
+

Task parameters

+

Task parameters can be defined as key value pairs in the function definition on which task is defined

+
task_parameters
from brickflow import Workflow
+wf = Workflow(...)
+
+@wf.task
+def task_function(*, test="var", test1="var1"):  # (1)!
+    print(test)
+    print(test1)
+
+
    +
  1. To pass the task specific parameters, need to start with "*" and then key value pairs start
    2. +
+

Common task parameters

+

In the workflows section, we saw how the common task parameters are created at +the workflow level. Now in this section, we shall see how to use the common task parameters

+
use_common_task_parameters
from brickflow import Workflow, ctx
+wf = Workflow(...)
+
+@wf.task
+def common_params():
+    import some_pyspark_function  # (1)!
+
+    catalog_env = ctx.get_parameter(key="catalog", debug="local")  # (2)!
+    some_pyspark_function(catalog_env)  # (3)!
+
+
    +
  1. It is recommended to use localized imports in tasks rather than the global imports
    2. +
  2. Brickflow provides the context using which we can fetch the task parameters that are defined. Providing debug is + mandatory or else there will be a compilation error while deploying
    3. +
  3. The extracted task_parameter_value can be used as any python variable. In this example, we are just passing the + variable to "some_pyspark_function"
    4. +
+

Inbuilt task parameters

+

There are many inbuilt task parameters that be accessed using brickflow context like above

+
inbuilt_task_parameters
from brickflow import Workflow, ctx
+wf = Workflow(...)
+
+@wf.task
+def inbuilt_params():
+   print(ctx.get_parameter(
+        key="brickflow_env",  # (1)! 
+        debug="local"))
+   print(ctx.get_parameter(
+        key="brickflow_run_id",  # (2)! 
+        debug="788868"))
+   print(ctx.get_parameter(
+        key="brickflow_job_id",  # (3)! 
+        debug="987987987987987"))
+   print(ctx.get_parameter(
+        key="brickflow_start_date",  # (4)! 
+        debug="2023-05-03"))
+   print(ctx.get_parameter(
+        key="brickflow_start_time",  # (5)! 
+        debug="1683102411626"))
+   print(ctx.get_parameter(
+        key="brickflow_task_retry_count",  # (6)! 
+        debug="2"))
+   print(ctx.get_parameter(
+        key="brickflow_parent_run_id",  # (7)! 
+        debug="788869"))
+   print(ctx.get_parameter(
+        key="brickflow_task_key",  # (8)! 
+        debug="inbuilt_params"))
+   print(ctx.get_parameter(
+        key="brickflow_internal_workflow_name",  # (9)! 
+        debug="Sample_Workflow"))
+   print(ctx.get_parameter(
+        key="brickflow_internal_task_name",  # (10)! 
+        debug="inbuilt_params"))
+   print(ctx.get_parameter(
+        key="brickflow_internal_workflow_prefix",  # (11)! 
+        debug="inbuilt_params"))
+   print(ctx.get_parameter(
+        key="brickflow_internal_workflow_suffix",  # (12)! 
+        debug="inbuilt_params"))
+
+
    +
  1. "brickflow_env" holds the value of the --env variable which was used when brickflow is deployed
    2. +
  2. "brickflow_run_id" holds the value of the current task run id
    3. +
  3. "brickflow_job_id" holds the value of the current workflow job id
    4. +
  4. "brickflow_start_date" holds the value of the current workflow start date
    5. +
  5. "brickflow_start_time" holds the value of the current task start time
    6. +
  6. "brickflow_task_retry_count" holds the value of number of retries a task can run, when a failure occurs
    7. +
  7. "brickflow_parent_run_id" hold the value of the current workflow run_id
    8. +
  8. "brickflow_task_key" holds the value of the current task name
    9. +
  9. "brickflow_internal_workflow_name" holds the value of the current workflow name
    10. +
  10. "brickflow_internal_task_name" holds the value of the current task name
    11. +
  11. "brickflow_internal_workflow_prefix" holds the value of the prefix used for the current workflow name
    12. +
  12. "brickflow_internal_workflow_suffix" holds the value of the suffix used for the current workflow name
    13. +
+

Clusters

+

There is a flexibility to use different clusters for each task or assign custom clusters

+
clusters
from brickflow import Workflow, Cluster
+wf = Workflow(...)
+
+@wf.task(cluster=Cluster(...))  # (1)!
+def custom_cluster():
+    pass
+
+
    +
  1. You will be able to create a job cluster or use existing cluster. Refer to this section in + the workflows to understand how to implement
    2. +
+

Libraries

+

There is a flexibility to use specific libraries for a particular task

+
libraries
from brickflow import Workflow
+wf = Workflow(...)
+
+@wf.task(libraries=[...])  # (1)!
+def custom_libraries():
+    pass
+
+
    +
  1. You will be able to install libraries that are specific to a task. Refer to this section in + the workflows to understand how to implement
    2. +
+

Task types

+

There are different task types that are supported by brickflow right now. The default task type that is used by +brickflow is NOTEBOOK

+
task_types
from brickflow import Workflow, TaskType, BrickflowTriggerRule, TaskResponse
+wf = Workflow(...)
+
+@wf.task
+def notebook_task():
+   pass
+
+@wf.task(task_type=TaskType.DLT)
+def dlt_task():
+    pass
+
+
    +
  1. Provide the task type that is to be used for this task. Default is a notebook task
    2. +
  2. Trigger rule can be attached. It can be ALL_SUCCESS or NONE_FAILED. In this case, this task will be triggered, if all + the upstream tasks are at-least run and completed.
    3. +
+

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

+
task_types
from brickflow import Workflow, BrickflowTriggerRule
+wf = Workflow(...)
+
+@wf.task(
+   trigger_rule=BrickflowTriggerRule.NONE_FAILED  # (1)!
+)
+def none_failed_task():
+   pass
+
+@wf.task(
+   trigger_rule=BrickflowTriggerRule.ALL_SUCCESS  # (2)!
+)
+def all_success_task():
+   pass
+
+
    +
  1. NONE_FAILED - use this if you want to trigger the task irrespective of the upstream tasks success or failure state
    2. +
  2. ALL_SUCCESS - use this if you want to trigger the task only if all the upstream tasks are all having success state
    3. +
+

Airflow Operators

+

We have adopted/extended certain airflow operators that might be needed to run as a task in databricks workflows. +Typically for airflow operators we return the operator and brickflow will execute the operator based on task return +type.

+

Bash Operator

+

You will be able to use bash operator as below

+
bash_operator
from brickflow import Workflow
+from brickflow_plugins import BashOperator
+wf = Workflow(...)
+
+@wf.task
+def bash_task():
+    return BashOperator(task_id=bash_task.__name__, 
+                        bash_command="ls -ltr")  # (1)!
+
+
    +
  1. Use Bashoperator like how we use in airflow but it has to be returned from task function
    2. +
+

Task Dependency Sensor

+

Even if you migrate to databricks workflows, brickflow gives you the flexibility to have a dependency on the airflow job

+
task_dependency_sensor
from brickflow import Workflow, ctx
+from brickflow_plugins import TaskDependencySensor, AirflowProxyOktaClusterAuth
+
+wf = Workflow(...)
+
+
+@wf.task
+def airflow_external_task_dependency_sensor():
+   import base64
+
+   data = base64.b64encode(
+      ctx.dbutils.secrets.get("brickflow-demo-tobedeleted", "okta_conn_id").encode(
+         "utf-8"
+      )
+   ).decode("utf-8")
+   return TaskDependencySensor(
+      task_id="sensor",
+      timeout=180,
+      airflow_cluster_auth=AirflowProxyOktaClusterAuth(
+         oauth2_conn_id=f"b64://{data}",
+         airflow_cluster_url="https://proxy.../.../cluster_id/",
+         airflow_version="2.0.2", # if you are using airflow 1.x please make sure this is the right value, the apis are different between them!
+      ),
+      external_dag_id="external_airlfow_dag",
+      external_task_id="hello",
+      allowed_states=["success"],
+      execution_delta=None,
+      execution_delta_json=None,
+   )
+
+

Workflow Dependency Sensor

+

Wait for a workflow to finish before kicking off the current workflow's tasks

+
workflow_dependency_sensor
from brickflow_plugins import WorkflowDependencySensor
+
+wf = Workflow(...)
+
+
+@wf.task
+def wait_on_workflow(*args):
+   sensor = WorkflowDependencySensor(
+      databricks_host="https://your_workspace_url.cloud.databricks.com",
+      databricks_secrets_scope="brickflow-demo-tobedeleted",
+      databricks_secrets_key="api_token_key",
+      dependency_job_id=job_id,
+      poke_interval=20,
+      timeout=60,
+      delta=timedelta(days=1)
+   )
+   sensor.execute()
+
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/upgrades/upgrade-pre-0-10-0-to-0-10-0/index.html b/v0.10.0/upgrades/upgrade-pre-0-10-0-to-0-10-0/index.html new file mode 100644 index 00000000..0de0c767 --- /dev/null +++ b/v0.10.0/upgrades/upgrade-pre-0-10-0-to-0-10-0/index.html @@ -0,0 +1,1202 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Upgrading to v0.10.x - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Upgrading to v0.10.x

+ +

Upgrade checklist

+
    +
  • +

    The package has been renamed from brickflow to brickflows. Please run:

    +
    pip uninstall brickflow
+
    +

    and then

    +
    pip install brickflows>=0.10.0
+bf --version
+
    +
    • +
  • +

    If you are upgrading from a CDKTF version of brickflow then do not worry, the existing workflows as long as you do + not change their names will be imported.

    +
    • +
  • +

    Start using project configurations following the quickstart guide.

    +
    • +
  • +

    Confirm the existence of the following files:

    +
    • +
  • +

    brickflow-multi-project.yml

    +
    • +
  • brickflow-project-root.yml
    • +
  • +

    Please reference concepts + and initialize project for more details.

    +
    • +
  • +

    RelativePathPackageResolver has been removed from the project to offer a seamless import + as long as you import brickflow at the top.

    +
    • +
  • +

    Ensure import for brickflow is at the top of your entrypoint.py

    +
    • +
  • +

    Ensure import for brickflow is at the top of your entrypoint.py

    +
    • +
  • +

    Ensure your entrypoint looks like this. Make sure to click the plus buttons and read the highlighted sections:

    +
    • +
+
 1
+ 2
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# Databricks notebook source
+
+# COMMAND ----------
+
+from brickflow import Project # (1)!
+
+import workflows # (2)!
+
+def main() -> None:
+    """Project entrypoint"""
+    with Project(
+        "product_abc_workflows_2",
+        git_repo="https://github.com/stikkireddy/mono-repo-test",
+        provider="github",
+        libraries=[  # (3)!
+            # PypiTaskLibrary(package="spark-expectations==0.5.0"), # Uncomment if spark-expectations is needed
+        ],
+        enable_plugins=True, # (4)!
+    ) as f:
+        f.add_pkg(workflows)
+
+
+if __name__ == "__main__":
+    main()
+
+
    +
  1. Make sure brickflow is at the top of your imports! This will help resolve paths and allow other libraries to be + imported correctly.
    2. +
  2. Import your modules after brickflow has been imported! Make sure your optimize imports doesnt reorder your imports!
    3. +
  3. Make sure you remove brickflow and brickflow plugins and cron utils from this list.
    4. +
  4. Make sure you have enable_plugins=True. This will enable the plugins to be loaded to support airflow operators, etc. + Disable this if you dont want to install airflow.
    5. +
+ + + + + + +
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+ + +
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+ + + + + + + + + \ No newline at end of file diff --git a/v0.10.0/workflows/index.html b/v0.10.0/workflows/index.html new file mode 100644 index 00000000..d0ffe029 --- /dev/null +++ b/v0.10.0/workflows/index.html @@ -0,0 +1,1412 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + Workflows - BrickFlow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Workflows

+ +

A Workflow is similar to an Airflow dag that lets you encapsulate a set of tasks.

+

Here is an example of a workflow. +Click the plus buttons to understand all the parts of the workflow file.

+
workflow.py
from datetime import timedelta
+from brickflow import Workflow, Cluster, WorkflowPermissions, User, \
+    TaskSettings, EmailNotifications, PypiTaskLibrary, MavenTaskLibrary
+
+wf = Workflow(  # (1)!
+    "wf_test",  # (2)!
+    default_cluster=Cluster.from_existing_cluster("your_existing_cluster_id"),  # (3)!
+
+    # Optional parameters below
+    schedule_quartz_expression="0 0/20 0 ? * * *",  # (4)!
+    timezone="UTC",  # (5)!
+    default_task_settings=TaskSettings(  # (6)!
+        email_notifications=EmailNotifications(
+            on_start=["email@nike.com"],
+            on_success=["email@nike.com"],
+            on_failure=["email@nike.com"]
+        ),
+        timeout_seconds=timedelta(hours=2).seconds
+    ),
+    libraries=[  # (7)!
+        PypiTaskLibrary(package="requests"),
+        MavenTaskLibrary(coordinates="com.cronutils:cron-utils:9.2.0"),
+    ],
+    tags={  # (8)!
+        "product_id": "brickflow_demo",
+        "slack_channel": "nike-sole-brickflow-support"
+    },
+    max_concurrent_runs=1,  # (9)!
+    permissions=WorkflowPermissions(  # (10)!
+        can_manage_run=[User("abc@abc.com")],
+        can_view=[User("abc@abc.com")],
+        can_manage=[User("abc@abc.com")],
+    ),
+    prefix="feature-jira-xxx",  # (11)!
+    suffix="_qa1",  # (12)!
+    common_task_parameters={  # (13)!
+        "catalog": "development",
+        "database": "your_database"
+    },
+)
+
+
+@wf.task()  # (14)!
+def task_function(*, test="var"):
+    return "hello world"
+
+
    +
  1. Workflow definition which constructs the workflow object
    2. +
  2. Define the workflow name
    3. +
  3. The default cluster used for all the tasks in the workflow. This is an all-purpose cluster, but you can also create a job cluster
    4. +
  4. Cron expression in the quartz format
    5. +
  5. Define the timezone for your workflow. It is defaulted to UTC
    6. +
  6. Default task setting that can be used for all the tasks
    7. +
  7. Libraries that need to be installed for all the tasks
    8. +
  8. Tags for the resulting workflow and other objects created during the workflow.
    9. +
  9. Define the maximum number of concurrent runs
    10. +
  10. Define the permissions on the workflow
    11. +
  11. Prefix for the name of the workflow
    12. +
  12. Suffix for the name of the workflow
    13. +
  13. Define the common task parameters that can be used in all the tasks
    14. +
  14. Define a workflow task and associate it to the workflow
    15. +
+

Clusters

+

There are two ways to define the cluster for the workflow or a task

+

Using an existing cluster

+
existing_cluster
from brickflow import Cluster
+
+default_cluster=Cluster.from_existing_cluster("your_existing_cluster_id")
+
+

Use a job cluster

+
job_cluster
from brickflow import Cluster
+
+default_cluster=Cluster(
+    name="your_cluster_name",
+    spark_version='11.3.x-scala2.12',
+    node_type_id='m6g.xlarge',
+    driver_node_type_id='m6g.xlarge',
+    min_workers=1,
+    max_workers=3,
+    enable_elastic_disk=True,
+    policy_id='your_policy_id',
+    aws_attributes={
+        "first_on_demand": 1,
+        "availability": "SPOT_WITH_FALLBACK",
+        "instance_profile_arn": "arn:aws:iam::XXXX:instance-profile/XXXX/group/XX",
+        "spot_bid_price_percent": 100,
+        "ebs_volume_type": "GENERAL_PURPOSE_SSD",
+        "ebs_volume_count": 3,
+        "ebs_volume_size": 100
+    }
+)
+
+

Permissions

+

Brickflow provides an opportunity to manage permissions on the workflows. +You can provide individual users or to a group or to a ServicePrincipal that can help manage, run or +view the workflows.

+

Below example is for reference

+
manage_permissions
from brickflow import WorkflowPermissions, User, Group, ServicePrincipal
+
+permissions=WorkflowPermissions(
+    can_manage_run=[
+        User("abc@abc.com"), 
+        Group("app.xyz.team.Developer"), 
+        ServicePrincipal("ServicePrinciple_dbx_url.app.xyz.team.Developer")
+    ],
+    can_view=[User("abc@abc.com")],
+    can_manage=[User("abc@abc.com")],
+)
+
+

Tags

+

Using brickflow, custom tags can be created on the workflow - but there are also some default tags +that are created while the job is deployed.

+

The defaults tags that gets automatically attached to the workflow are below

+
    +
  • "brickflow_project_name" : Brickflow Project Name that is referred from the entrypoint.py file
    • +
  • "brickflow_version" : Brickflow Version that is used to deploy the workflow
    • +
  • "databricks_tf_provider_version" : Databricks terraform provider version that is used to deploy the workflow
    • +
  • "deployed_by" : Email id of the profile that is used to deploy the workflow. + It can be a user or a service principle. Whichever id is used to deploy the workflow, automatically becomes the + owner of the workflow
    • +
  • "environment" : Environment to which the workflow is identified to
    • +
+

Use the below reference to define more tags and attach to the workflow. These can be used for collecting various +metrics and build dashboards.

+
configure_tags
tags={
+        "product_id": "brickflow_demo",
+        "slack_channel": "nike-sole-brickflow-support"
+    }
+
+

Schedule

+

Databricks workflows uses Quartz cron expression unlike airflow's unix based cron scheduler. +A typical Quartz cron expression have six or seven fields, seperated by spaces

+

second minute hour day_of_month month day_of_week year(optional)
+
+Below is a sample

+
quartz_cron_expression
schedule_quartz_expression="0 0/20 0 ? * * *"
+
+

Tasksettings

+

Task setting at workflow level can be used to have common setting defined that will be applicable for +all the tasks. Below is a sample that can be used for reference and all the parameters in TaskSettings +are optional +

task_settings
from datetime import timedelta
+from brickflow import TaskSettings, EmailNotifications
+
+default_task_settings=TaskSettings(
+   email_notifications=EmailNotifications(
+      on_start=["email@nike.com"],
+      on_success=["email@nike.com"],
+      on_failure=["email@nike.com"]
+   ),
+   timeout_seconds=timedelta(hours=2).seconds,
+   max_retries=2,
+   min_retry_interval_millis=60000,
+   retry_on_timeout=True
+)
+

+

Libraries

+

Brickflow allows to specify libraries that are need to be installed and used across different tasks. +There are many ways to install library from different repositories/sources

+
libraries
from brickflow import PypiTaskLibrary, MavenTaskLibrary, StorageBasedTaskLibrary, \
+    JarTaskLibrary, EggTaskLibrary, WheelTaskLibrary
+
+libraries=[
+   PypiTaskLibrary(package="requests"),
+   MavenTaskLibrary(coordinates="com.cronutils:cron-utils:9.2.0"),
+   StorageBasedTaskLibrary("s3://..."),
+   StorageBasedTaskLibrary("dbfs://..."),
+   JarTaskLibrary("s3://..."),
+   JarTaskLibrary("dbfs://..."),
+   EggTaskLibrary("s3://..."),
+   EggTaskLibrary("dbfs://..."),
+   WheelTaskLibrary("s3://..."),
+   WheelTaskLibrary("dbfs://..."),
+]
+
+

Common task parameters

+

Define the common parameters that can be used in all the tasks. Example could be database name, secrets_id etc

+
common_task_parameters
common_task_parameters={
+        "catalog": "development",
+        "database": "your_database"
+    }
+
+ + + + + + +
+
+ + +
+ + + +
+ +
+ +
+
+
+ + +
+ +
+
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/versions.json b/versions.json index 712f5ea8..05c7134c 100644 --- a/versions.json +++ b/versions.json @@ -1 +1 @@ -[{"version": "v0.9.2", "title": "v0.9.2", "aliases": []}, {"version": "v0.9.1", "title": "v0.9.1", "aliases": []}, {"version": "v0.9.0", "title": "v0.9.0", "aliases": []}, {"version": "main", "title": "main", "aliases": []}, {"version": "dev", "title": "dev", "aliases": ["latest"]}] \ No newline at end of file +[{"version": "v0.10.0", "title": "v0.10.0", "aliases": ["latest"]}, {"version": "v0.9.2", "title": "v0.9.2", "aliases": []}, {"version": "v0.9.1", "title": "v0.9.1", "aliases": []}, {"version": "v0.9.0", "title": "v0.9.0", "aliases": []}, {"version": "main", "title": "main", "aliases": []}, {"version": "dev", "title": "dev", "aliases": []}] \ No newline at end of file

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