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deprecate prefect tasks #483

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Sep 6, 2024
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65 changes: 51 additions & 14 deletions notebooks/integrations/integration-prefect-workflows.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -29,8 +29,7 @@
"\n",
"### Setting up a simple flow\n",
"\n",
"Now we can get started! Creating Prefect **tasks** is easy enough on its own, but we've added\n",
"some simple ones to the ``rubicon_ml`` library."
"Now we can get started! Let's create some simple Prefect **tasks** for the core ``rubcion_ml`` loggers."
]
},
{
Expand All @@ -39,15 +38,56 @@
"metadata": {},
"outputs": [],
"source": [
"from rubicon_ml.workflow.prefect import (\n",
" get_or_create_project_task,\n",
" create_experiment_task,\n",
" log_artifact_task,\n",
" log_dataframe_task,\n",
" log_feature_task,\n",
" log_metric_task,\n",
" log_parameter_task,\n",
")"
"\n",
"from prefect import task\n",
"\n",
"\n",
"@task\n",
"def get_or_create_project_task(\n",
" persistence, root_dir, project_name, auto_git_enabled=False, storage_options={}, **kwargs\n",
"):\n",
" from rubicon_ml import Rubicon\n",
"\n",
"\n",
" rubicon = Rubicon(\n",
" persistence=persistence,\n",
" root_dir=root_dir,\n",
" auto_git_enabled=auto_git_enabled,\n",
" **storage_options,\n",
" )\n",
" project = rubicon.get_or_create_project(project_name, **kwargs)\n",
"\n",
" return project\n",
"\n",
"\n",
"@task\n",
"def create_experiment_task(project, **kwargs):\n",
" return project.log_experiment(**kwargs)\n",
"\n",
"\n",
"@task\n",
"def log_artifact_task(parent, **kwargs):\n",
" return parent.log_artifact(**kwargs)\n",
"\n",
"\n",
"@task\n",
"def log_dataframe_task(parent, df, **kwargs):\n",
" return parent.log_dataframe(df, **kwargs)\n",
"\n",
"\n",
"@task\n",
"def log_feature_task(experiment, feature_name, **kwargs):\n",
" return experiment.log_feature(feature_name, **kwargs)\n",
"\n",
"\n",
"@task\n",
"def log_metric_task(experiment, metric_name, metric_value, **kwargs):\n",
" return experiment.log_metric(metric_name, metric_value, **kwargs)\n",
"\n",
"\n",
"@task\n",
"def log_parameter_task(experiment, parameter_name, parameter_value, **kwargs):\n",
" return experiment.log_parameter(parameter_name, parameter_value, **kwargs)"
]
},
{
Expand All @@ -65,9 +105,6 @@
"metadata": {},
"outputs": [],
"source": [
"from prefect import task\n",
"\n",
"\n",
"@task\n",
"def load_data():\n",
" from sklearn.datasets import load_wine\n",
Expand Down
8 changes: 8 additions & 0 deletions rubicon_ml/workflow/__init__.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,8 @@
import warnings

warnings.warn(
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"The `rubicon_ml.workflow` module is deprecated and will be removed in an upcoming release. "
"`rubicon_ml` can still be leveraged within custom tasks "
"(see https://capitalone.github.io/rubicon-ml/integrations/integration-prefect-workflows.html).",
DeprecationWarning,
)
10 changes: 10 additions & 0 deletions rubicon_ml/workflow/prefect/__init__.py
Original file line number Diff line number Diff line change
@@ -1,3 +1,6 @@
import warnings


def _check_for_prefect_extras():
try:
import prefect # noqa F401
Expand All @@ -8,6 +11,13 @@ def _check_for_prefect_extras():
raise ImportError(message)


warnings.warn(
"The `rubicon_ml.workflow.prefect` module is deprecated and will be removed in an upcoming release."
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"`rubicon_ml` can still be leveraged within custom tasks. "
"(see https://capitalone.github.io/rubicon-ml/integrations/integration-prefect-workflows.html).",
DeprecationWarning,
)

_check_for_prefect_extras()

from rubicon_ml.workflow.prefect.tasks import ( # noqa E402
Expand Down
9 changes: 9 additions & 0 deletions rubicon_ml/workflow/prefect/tasks.py
Original file line number Diff line number Diff line change
@@ -1,7 +1,16 @@
import warnings

from prefect import task

from rubicon_ml import Rubicon

warnings.warn(
"The `rubicon_ml.workflow.prefect.tasks` module is deprecated and will be removed in an upcoming release."
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"`rubicon_ml` can still be leveraged within custom tasks. "
"(see https://capitalone.github.io/rubicon-ml/integrations/integration-prefect-workflows.html).",
DeprecationWarning,
)


@task
def get_or_create_project_task(
Expand Down
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