2022-08-13 15:18:14 +05:30
|
|
|
# Copyright 2021 Collate
|
|
|
|
# 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
|
|
|
|
# http://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.
|
|
|
|
"""
|
|
|
|
Test Dagster using the topology
|
|
|
|
"""
|
|
|
|
import json
|
|
|
|
from pathlib import Path
|
|
|
|
from unittest import TestCase
|
|
|
|
from unittest.mock import patch
|
|
|
|
|
|
|
|
from metadata.generated.schema.api.data.createPipeline import CreatePipelineRequest
|
|
|
|
from metadata.generated.schema.entity.data.pipeline import (
|
|
|
|
Pipeline,
|
|
|
|
PipelineStatus,
|
|
|
|
StatusType,
|
|
|
|
Task,
|
|
|
|
TaskStatus,
|
|
|
|
)
|
|
|
|
from metadata.generated.schema.entity.services.pipelineService import (
|
|
|
|
PipelineConnection,
|
|
|
|
PipelineService,
|
|
|
|
PipelineServiceType,
|
|
|
|
)
|
|
|
|
from metadata.generated.schema.metadataIngestion.workflow import (
|
|
|
|
OpenMetadataWorkflowConfig,
|
|
|
|
)
|
|
|
|
from metadata.generated.schema.type.entityReference import EntityReference
|
2022-11-03 22:49:50 +05:30
|
|
|
from metadata.generated.schema.type.tagLabel import TagLabel
|
2022-08-13 15:18:14 +05:30
|
|
|
from metadata.ingestion.models.pipeline_status import OMetaPipelineStatus
|
|
|
|
from metadata.ingestion.source.pipeline.dagster import DagsterSource
|
|
|
|
|
|
|
|
mock_file_path = (
|
|
|
|
Path(__file__).parent.parent.parent / "resources/datasets/dagster_dataset.json"
|
|
|
|
)
|
2022-11-03 22:49:50 +05:30
|
|
|
with open(mock_file_path, encoding="UTF-8") as file:
|
2022-08-13 15:18:14 +05:30
|
|
|
mock_data: dict = json.load(file)
|
|
|
|
|
|
|
|
mock_dagster_config = {
|
|
|
|
"source": {
|
|
|
|
"type": "dagster",
|
|
|
|
"serviceName": "dagster_source",
|
|
|
|
"serviceConnection": {
|
|
|
|
"config": {
|
|
|
|
"type": "Dagster",
|
2022-11-03 22:49:50 +05:30
|
|
|
"configSource": {
|
|
|
|
"hostPort": "http://lolhost:3000",
|
|
|
|
},
|
2022-08-13 15:18:14 +05:30
|
|
|
}
|
|
|
|
},
|
|
|
|
"sourceConfig": {"config": {"type": "PipelineMetadata"}},
|
|
|
|
},
|
|
|
|
"sink": {"type": "metadata-rest", "config": {}},
|
|
|
|
"workflowConfig": {
|
|
|
|
"openMetadataServerConfig": {
|
|
|
|
"hostPort": "http://localhost:8585/api",
|
2022-09-26 16:19:47 +05:30
|
|
|
"authProvider": "openmetadata",
|
2022-11-03 22:49:50 +05:30
|
|
|
"securityConfig": {"jwtToken": "jnsdjonfonsodifnoisdnfoinsdonfonsd"},
|
2022-08-13 15:18:14 +05:30
|
|
|
}
|
|
|
|
},
|
|
|
|
}
|
|
|
|
|
|
|
|
|
2022-11-03 22:49:50 +05:30
|
|
|
EXPECTED_DAGSTER_DETAILS = mock_data["data"]["graphOrError"]
|
2022-09-23 17:46:40 +05:30
|
|
|
|
|
|
|
EXPECTED_CREATED_PIPELINES = [
|
|
|
|
CreatePipelineRequest(
|
2022-11-03 22:49:50 +05:30
|
|
|
name="graph:5164c131c3524a271e7ecce49766d50a479b5ff4",
|
|
|
|
displayName="story_recommender_job",
|
|
|
|
description=None,
|
2022-09-23 17:46:40 +05:30
|
|
|
pipelineUrl=None,
|
|
|
|
concurrency=None,
|
|
|
|
pipelineLocation=None,
|
|
|
|
startDate=None,
|
|
|
|
tasks=[
|
|
|
|
Task(
|
2022-11-03 22:49:50 +05:30
|
|
|
name="s3__recommender__recommender_model",
|
|
|
|
displayName="s3__recommender__recommender_model",
|
2022-09-23 17:46:40 +05:30
|
|
|
fullyQualifiedName=None,
|
|
|
|
description=None,
|
|
|
|
taskUrl=None,
|
2022-11-03 22:49:50 +05:30
|
|
|
downstreamTasks=["s3__recommender__user_story_matrix"],
|
2022-09-23 17:46:40 +05:30
|
|
|
taskType=None,
|
|
|
|
taskSQL=None,
|
|
|
|
startDate=None,
|
|
|
|
endDate=None,
|
|
|
|
tags=None,
|
2022-11-03 22:49:50 +05:30
|
|
|
),
|
|
|
|
Task(
|
|
|
|
name="s3__recommender__user_story_matrix",
|
|
|
|
displayName="s3__recommender__user_story_matrix",
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
description=None,
|
|
|
|
taskUrl=None,
|
|
|
|
downstreamTasks=["snowflake__recommender__comment_stories"],
|
|
|
|
taskType=None,
|
|
|
|
taskSQL=None,
|
|
|
|
startDate=None,
|
|
|
|
endDate=None,
|
|
|
|
tags=None,
|
|
|
|
),
|
|
|
|
Task(
|
|
|
|
name="snowflake__recommender__comment_stories",
|
|
|
|
displayName="snowflake__recommender__comment_stories",
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
description=None,
|
|
|
|
taskUrl=None,
|
|
|
|
downstreamTasks=[],
|
|
|
|
taskType=None,
|
|
|
|
taskSQL=None,
|
|
|
|
startDate=None,
|
|
|
|
endDate=None,
|
|
|
|
tags=None,
|
|
|
|
),
|
|
|
|
Task(
|
|
|
|
name="snowflake__recommender__component_top_stories",
|
|
|
|
displayName="snowflake__recommender__component_top_stories",
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
description=None,
|
|
|
|
taskUrl=None,
|
|
|
|
downstreamTasks=[
|
|
|
|
"s3__recommender__recommender_model",
|
|
|
|
"s3__recommender__user_story_matrix",
|
|
|
|
],
|
|
|
|
taskType=None,
|
|
|
|
taskSQL=None,
|
|
|
|
startDate=None,
|
|
|
|
endDate=None,
|
|
|
|
tags=None,
|
|
|
|
),
|
|
|
|
Task(
|
|
|
|
name="snowflake__recommender__user_top_recommended_stories",
|
|
|
|
displayName="snowflake__recommender__user_top_recommended_stories",
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
description=None,
|
|
|
|
taskUrl=None,
|
|
|
|
downstreamTasks=[
|
|
|
|
"s3__recommender__recommender_model",
|
|
|
|
"s3__recommender__user_story_matrix",
|
|
|
|
],
|
|
|
|
taskType=None,
|
|
|
|
taskSQL=None,
|
|
|
|
startDate=None,
|
|
|
|
endDate=None,
|
|
|
|
tags=None,
|
|
|
|
),
|
|
|
|
],
|
|
|
|
tags=[
|
|
|
|
TagLabel(
|
|
|
|
tagFQN="DagsterTags.hacker_new_repository",
|
|
|
|
description=None,
|
|
|
|
source="Tag",
|
|
|
|
labelType="Automated",
|
|
|
|
state="Suggested",
|
|
|
|
href=None,
|
2022-09-23 17:46:40 +05:30
|
|
|
)
|
|
|
|
],
|
|
|
|
owner=None,
|
|
|
|
service=EntityReference(
|
2022-11-03 22:49:50 +05:30
|
|
|
id="86ff3c40-7c51-4ff5-9727-738cead28d9a",
|
|
|
|
type="pipelineService",
|
|
|
|
name=None,
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
description=None,
|
|
|
|
displayName=None,
|
|
|
|
deleted=None,
|
|
|
|
href=None,
|
2022-09-23 17:46:40 +05:30
|
|
|
),
|
2022-11-03 22:49:50 +05:30
|
|
|
extension=None,
|
2022-09-23 17:46:40 +05:30
|
|
|
),
|
|
|
|
]
|
2022-11-03 22:49:50 +05:30
|
|
|
MOCK_CONNECTION_URI_PATH = (
|
|
|
|
"/workspace/__repository__do_it_all_with_default_config"
|
|
|
|
"@cereal.py/jobs/do_it_all_with_default_config/"
|
|
|
|
)
|
2022-08-13 15:18:14 +05:30
|
|
|
MOCK_LOG_URL = (
|
|
|
|
"http://localhost:8080/instance/runs/a6ebb16c-505f-446d-8642-171c3320ccef"
|
|
|
|
)
|
|
|
|
|
2022-11-03 22:49:50 +05:30
|
|
|
EXPTECTED_PIPELINE_NAME = ["story_recommender_job"]
|
2022-08-13 15:18:14 +05:30
|
|
|
|
|
|
|
EXPECTED_PIPELINE_STATUS = [
|
|
|
|
OMetaPipelineStatus(
|
|
|
|
pipeline_fqn="dagster_source.a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
|
|
|
|
pipeline_status=PipelineStatus(
|
|
|
|
executionStatus=StatusType.Pending.value,
|
|
|
|
taskStatus=[
|
|
|
|
TaskStatus(
|
|
|
|
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
|
|
|
|
executionStatus=StatusType.Pending.value,
|
|
|
|
startTime=1659616627124,
|
|
|
|
endTime=1659616635858,
|
|
|
|
logLink=f"{MOCK_LOG_URL}/status",
|
|
|
|
)
|
|
|
|
],
|
|
|
|
timestamp=1659616635858,
|
|
|
|
),
|
|
|
|
),
|
|
|
|
OMetaPipelineStatus(
|
|
|
|
pipeline_fqn="dagster_source.a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
|
|
|
|
pipeline_status=PipelineStatus(
|
|
|
|
executionStatus=StatusType.Successful.value,
|
|
|
|
taskStatus=[
|
|
|
|
TaskStatus(
|
|
|
|
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
|
|
|
|
executionStatus=StatusType.Successful.value,
|
|
|
|
startTime=1655393914,
|
|
|
|
endTime=1655394054,
|
|
|
|
logLink=f"{MOCK_LOG_URL}/status",
|
|
|
|
)
|
|
|
|
],
|
|
|
|
timestamp=1655393914,
|
|
|
|
),
|
|
|
|
),
|
|
|
|
]
|
|
|
|
|
|
|
|
MOCK_PIPELINE_SERVICE = PipelineService(
|
|
|
|
id="86ff3c40-7c51-4ff5-9727-738cead28d9a",
|
|
|
|
name="dagster_source_test",
|
|
|
|
connection=PipelineConnection(),
|
|
|
|
serviceType=PipelineServiceType.Dagster,
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
MOCK_PIPELINE = Pipeline(
|
|
|
|
id="a58b1856-729c-493b-bc87-6d2269b43ec0",
|
|
|
|
name="do_it_all_with_default_config",
|
|
|
|
fullyQualifiedName="dagster_source.do_it_all_with_default_config",
|
|
|
|
displayName="do_it_all_with_default_config",
|
|
|
|
description="",
|
|
|
|
pipelineUrl=MOCK_CONNECTION_URI_PATH,
|
|
|
|
tasks=[
|
|
|
|
Task(
|
|
|
|
name="a58b1856-729c-493b-bc87-6d2269b43ec0",
|
|
|
|
displayName="do_it_all_with_default_config",
|
|
|
|
description="",
|
|
|
|
taskUrl="",
|
|
|
|
)
|
|
|
|
],
|
|
|
|
service=EntityReference(
|
|
|
|
id="85811038-099a-11ed-861d-0242ac120002", type="pipelineService"
|
|
|
|
),
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
class DagsterUnitTest(TestCase):
|
2022-11-03 22:49:50 +05:30
|
|
|
"""
|
|
|
|
Implements the necessary methods to extract
|
|
|
|
Dagster Pipeline Unit Test
|
|
|
|
"""
|
|
|
|
|
2022-08-13 15:18:14 +05:30
|
|
|
@patch("metadata.ingestion.source.pipeline.pipeline_service.test_connection")
|
2022-09-23 17:46:40 +05:30
|
|
|
@patch("dagster_graphql.DagsterGraphQLClient")
|
2022-11-03 22:49:50 +05:30
|
|
|
# @patch("metadata.ingestion.source.pipeline.dagster.get_tag_labels")
|
2022-09-23 17:46:40 +05:30
|
|
|
def __init__(self, methodName, graphql_client, test_connection) -> None:
|
2022-08-13 15:18:14 +05:30
|
|
|
super().__init__(methodName)
|
|
|
|
test_connection.return_value = False
|
2022-11-03 22:49:50 +05:30
|
|
|
graphql_client.return_value = False
|
2022-08-13 15:18:14 +05:30
|
|
|
config = OpenMetadataWorkflowConfig.parse_obj(mock_dagster_config)
|
|
|
|
self.dagster = DagsterSource.create(
|
|
|
|
mock_dagster_config["source"],
|
|
|
|
config.workflowConfig.openMetadataServerConfig,
|
|
|
|
)
|
|
|
|
self.dagster.context.__dict__["pipeline"] = MOCK_PIPELINE
|
|
|
|
self.dagster.context.__dict__["pipeline_service"] = MOCK_PIPELINE_SERVICE
|
2022-11-03 22:49:50 +05:30
|
|
|
self.dagster.context.__dict__["repository_name"] = "hacker_new_repository"
|
|
|
|
self.dagster.context.__dict__["repository_location"] = "project_fully_featured"
|
2022-08-13 15:18:14 +05:30
|
|
|
|
|
|
|
def test_pipeline_name(self):
|
|
|
|
assert (
|
|
|
|
self.dagster.get_pipeline_name(EXPECTED_DAGSTER_DETAILS)
|
2022-11-03 22:49:50 +05:30
|
|
|
in EXPTECTED_PIPELINE_NAME
|
2022-08-13 15:18:14 +05:30
|
|
|
)
|
2022-09-23 17:46:40 +05:30
|
|
|
|
2022-11-03 22:49:50 +05:30
|
|
|
@patch("metadata.ingestion.source.pipeline.dagster.DagsterSource.get_jobs")
|
|
|
|
def test_yield_pipeline(self, get_jobs):
|
|
|
|
results = self.dagster.yield_pipeline(EXPECTED_DAGSTER_DETAILS)
|
|
|
|
get_jobs.return_value = EXPECTED_DAGSTER_DETAILS
|
|
|
|
pipelines_list = []
|
|
|
|
for result in results:
|
|
|
|
pipelines_list.append(result)
|
2022-09-23 17:46:40 +05:30
|
|
|
|
2022-11-03 22:49:50 +05:30
|
|
|
for _, (expected, original) in enumerate(
|
|
|
|
zip(EXPECTED_CREATED_PIPELINES, pipelines_list)
|
|
|
|
):
|
|
|
|
self.assertEqual(expected, original)
|