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Pipeline run not tracked in cached artifact version (#2713)
* add `pipeline_run_id` to ArtifactVersionResponse * rename * add model test * improve producer run id retrieval * tiny fix * linting * remove unneeded properties * remove unneeded properties * Auto-update of LLM Finetuning template * lint * fix test signature --------- Co-authored-by: GitHub Actions <actions@github.com>
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tests/integration/functional/artifacts/test_artifacts_linage.py
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# Copyright (c) ZenML GmbH 2024. All Rights Reserved. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at: | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express | ||
# or implied. See the License for the specific language governing | ||
# permissions and limitations under the License. | ||
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from typing import Callable | ||
from uuid import UUID | ||
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import pytest | ||
from typing_extensions import Annotated | ||
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from zenml import pipeline, step | ||
from zenml.client import Client | ||
from zenml.enums import ModelStages | ||
from zenml.model.model import Model | ||
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@step(enable_cache=True) | ||
def simple_producer_step() -> Annotated[int, "trackable_artifact"]: | ||
return 42 | ||
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@step(enable_cache=False) | ||
def keep_pipeline_alive() -> None: | ||
pass | ||
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@pipeline | ||
def cacheable_pipeline_which_always_run(): | ||
simple_producer_step() | ||
keep_pipeline_alive() | ||
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@pipeline | ||
def cacheable_pipeline_which_can_be_fully_cached(): | ||
simple_producer_step() | ||
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@pipeline | ||
def cacheable_pipeline_where_second_step_is_cached(): | ||
simple_producer_step(id="simple_producer_step_1") | ||
simple_producer_step(id="simple_producer_step_2") | ||
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def _validate_artifacts_state( | ||
clean_client: Client, | ||
pr_id: UUID, | ||
producer_pr_id: UUID, | ||
expected_version: int, | ||
step_name: str = "simple_producer_step", | ||
artifact_name: str = "trackable_artifact", | ||
): | ||
pr = clean_client.get_pipeline_run(pr_id) | ||
outputs_1 = pr.steps[step_name].outputs | ||
step = clean_client.get_run_step(pr.steps[step_name].id) | ||
outputs_2 = step.outputs | ||
for outputs in [outputs_1, outputs_2]: | ||
assert len(outputs) == 1 | ||
assert int(outputs[artifact_name].version) == expected_version | ||
# producer ID is always the original PR | ||
assert ( | ||
outputs[artifact_name].producer_pipeline_run_id == producer_pr_id | ||
) | ||
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artifact = clean_client.get_artifact_version(artifact_name) | ||
assert artifact.name == artifact_name | ||
assert int(artifact.version) == expected_version | ||
# producer ID is always the original PR | ||
assert artifact.producer_pipeline_run_id == producer_pr_id | ||
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# TODO: remove clean client, ones clean env for REST is available | ||
@pytest.mark.parametrize( | ||
"pipeline", | ||
[ | ||
cacheable_pipeline_which_always_run, | ||
cacheable_pipeline_which_can_be_fully_cached, | ||
], | ||
) | ||
def test_that_cached_artifact_versions_are_created_properly( | ||
pipeline: Callable, clean_client: Client | ||
): | ||
pr_orig = pipeline() | ||
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_validate_artifacts_state( | ||
clean_client=clean_client, | ||
pr_id=pr_orig.id, | ||
producer_pr_id=pr_orig.id, | ||
expected_version=1, | ||
) | ||
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pr = pipeline() | ||
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pr = clean_client.get_pipeline_run(pr.id) | ||
_validate_artifacts_state( | ||
clean_client=clean_client, | ||
pr_id=pr.id, | ||
producer_pr_id=pr_orig.id, | ||
expected_version=1, # cached artifact doesn't produce new version | ||
) | ||
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# TODO: remove clean client, ones clean env for REST is available | ||
def test_that_cached_artifact_versions_are_created_properly_for_second_step( | ||
clean_client: Client, | ||
): | ||
pr_orig = cacheable_pipeline_where_second_step_is_cached() | ||
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_validate_artifacts_state( | ||
clean_client=clean_client, | ||
pr_id=pr_orig.id, | ||
producer_pr_id=pr_orig.id, | ||
step_name="simple_producer_step_1", | ||
expected_version=1, | ||
) | ||
_validate_artifacts_state( | ||
clean_client=clean_client, | ||
pr_id=pr_orig.id, | ||
producer_pr_id=pr_orig.id, | ||
step_name="simple_producer_step_2", | ||
expected_version=1, | ||
) | ||
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pr = cacheable_pipeline_where_second_step_is_cached() | ||
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pr = clean_client.get_pipeline_run(pr.id) | ||
_validate_artifacts_state( | ||
clean_client=clean_client, | ||
pr_id=pr.id, | ||
producer_pr_id=pr_orig.id, | ||
step_name="simple_producer_step_1", | ||
expected_version=1, # cached artifact doesn't produce new version | ||
) | ||
_validate_artifacts_state( | ||
clean_client=clean_client, | ||
pr_id=pr.id, | ||
producer_pr_id=pr_orig.id, | ||
step_name="simple_producer_step_2", | ||
expected_version=1, # cached artifact doesn't produce new version | ||
) | ||
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def test_that_cached_artifact_versions_are_created_properly_for_model_version( | ||
clean_client: Client, | ||
): | ||
pr_orig = cacheable_pipeline_which_always_run.with_options( | ||
model=Model(name="foo") | ||
)() | ||
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mv = clean_client.get_model_version("foo", ModelStages.LATEST) | ||
assert ( | ||
mv.data_artifacts["trackable_artifact"]["1"].producer_pipeline_run_id | ||
== pr_orig.id | ||
) | ||
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cacheable_pipeline_which_always_run.with_options(model=Model(name="foo"))() | ||
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mv = clean_client.get_model_version("foo", ModelStages.LATEST) | ||
assert ( | ||
mv.data_artifacts["trackable_artifact"]["1"].producer_pipeline_run_id | ||
== pr_orig.id | ||
) |