mirror of
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182 lines
6.8 KiB
Python
182 lines
6.8 KiB
Python
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# Copyright 2022 Collate
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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Test database connectors with CLI
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"""
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import os
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import re
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import subprocess
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from abc import ABC, abstractmethod
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from enum import Enum
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from pathlib import Path
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import yaml
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from metadata.config.common import load_config_file
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from metadata.ingestion.api.sink import SinkStatus
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from metadata.ingestion.api.source import SourceStatus
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from metadata.ingestion.api.workflow import Workflow
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from metadata.ingestion.ometa.ometa_api import OpenMetadata
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from metadata.utils.constants import UTF_8
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PATH_TO_RESOURCES = os.path.dirname(Path(os.path.realpath(__file__)).parent)
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REGEX_AUX = {"log": r"\s+\[[^]]+]\s+[A-Z]+\s+[^}]+}\s+-\s+"}
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class E2EType(Enum):
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"""
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E2E Type Enum Class
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"""
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INGEST = "ingest"
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PROFILER = "profiler"
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INGEST_DB_FILTER_SCHEMA = "ingest-db-filter-schema"
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INGEST_DB_FILTER_TABLE = "ingest-db-filter-table"
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INGEST_DB_FILTER_MIX = "ingest-db-filter-mix"
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INGEST_DASHBOARD_FILTER_MIX = "ingest-dashboard-filter-mix"
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INGEST_DASHBOARD_NOT_INCLUDING = "ingest-dashboard-not-including"
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class CliBase(ABC):
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"""
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CLI Base class
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"""
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openmetadata: OpenMetadata
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test_file_path: str
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config_file_path: str
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def run_command(self, command: str = "ingest", test_file_path=None) -> str:
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file_path = (
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test_file_path if test_file_path is not None else self.test_file_path
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)
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args = [
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"metadata",
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command,
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"-c",
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file_path,
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]
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process_status = subprocess.Popen(args, stderr=subprocess.PIPE)
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_, stderr = process_status.communicate()
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return stderr.decode("utf-8")
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def retrieve_lineage(self, entity_fqn: str) -> dict:
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return self.openmetadata.client.get(
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f"/lineage/table/name/{entity_fqn}?upstreamDepth=3&downstreamDepth=3"
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)
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def build_config_file(
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self, test_type: E2EType = E2EType.INGEST, extra_args: dict = None
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) -> None:
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with open(self.config_file_path, encoding=UTF_8) as config_file:
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config_yaml = yaml.safe_load(config_file)
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config_yaml = self.build_yaml(config_yaml, test_type, extra_args)
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with open(self.test_file_path, "w", encoding=UTF_8) as test_file:
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yaml.dump(config_yaml, test_file)
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def retrieve_statuses(self, result):
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source_status: SourceStatus = self.extract_source_status(result)
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sink_status: SinkStatus = self.extract_sink_status(result)
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return sink_status, source_status
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@staticmethod
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def get_workflow(connector: str, test_type: str) -> Workflow:
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config_file = Path(
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PATH_TO_RESOURCES + f"/{test_type}/{connector}/{connector}.yaml"
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)
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config_dict = load_config_file(config_file)
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return Workflow.create(config_dict)
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@staticmethod
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def extract_source_status(output) -> SourceStatus:
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output_clean = output.replace("\n", " ")
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output_clean = re.sub(" +", " ", output_clean)
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output_clean_ansi = re.compile(r"\x1b[^m]*m")
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output_clean = output_clean_ansi.sub(" ", output_clean)
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regex = r"Source Status:%(log)s(.*?)%(log)sSink Status: .*" % REGEX_AUX
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output_clean = re.findall(regex, output_clean.strip())
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return SourceStatus.parse_obj(
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eval(output_clean[0].strip()) # pylint: disable=eval-used
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)
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@staticmethod
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def extract_sink_status(output) -> SinkStatus:
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output_clean = output.replace("\n", " ")
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output_clean = re.sub(" +", " ", output_clean)
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output_clean_ansi = re.compile(r"\x1b[^m]*m")
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output_clean = output_clean_ansi.sub("", output_clean)
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if re.match(".* Processor Status: .*", output_clean):
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regex = r"Sink Status:%(log)s(.*?)%(log)sProcessor Status: .*" % REGEX_AUX
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output_clean = re.findall(regex, output_clean.strip())[0].strip()
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else:
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regex = r".*Sink Status:%(log)s(.*?)%(log)sWorkflow Summary.*" % REGEX_AUX
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output_clean = re.findall(regex, output_clean.strip())[0].strip()
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return SinkStatus.parse_obj(eval(output_clean)) # pylint: disable=eval-used
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@staticmethod
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def build_yaml(config_yaml: dict, test_type: E2EType, extra_args: dict):
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"""
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Build yaml as per E2EType
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"""
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if test_type == E2EType.PROFILER:
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del config_yaml["source"]["sourceConfig"]["config"]
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config_yaml["source"]["sourceConfig"] = {
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"config": {
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"type": "Profiler",
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"generateSampleData": True,
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"profileSample": extra_args.get("profileSample", 1)
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if extra_args
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else 1,
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}
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}
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config_yaml["processor"] = {"type": "orm-profiler", "config": {}}
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if test_type == E2EType.INGEST_DB_FILTER_SCHEMA:
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config_yaml["source"]["sourceConfig"]["config"][
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"schemaFilterPattern"
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] = extra_args
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if test_type == E2EType.INGEST_DB_FILTER_TABLE:
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config_yaml["source"]["sourceConfig"]["config"][
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"tableFilterPattern"
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] = extra_args
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if test_type == E2EType.INGEST_DB_FILTER_MIX:
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config_yaml["source"]["sourceConfig"]["config"][
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"schemaFilterPattern"
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] = extra_args["schema"]
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config_yaml["source"]["sourceConfig"]["config"][
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"tableFilterPattern"
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] = extra_args["table"]
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if test_type == E2EType.INGEST_DASHBOARD_FILTER_MIX:
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config_yaml["source"]["sourceConfig"]["config"][
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"dashboardFilterPattern"
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] = extra_args["dashboards"]
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config_yaml["source"]["sourceConfig"]["config"][
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"chartFilterPattern"
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] = extra_args["charts"]
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config_yaml["source"]["sourceConfig"]["config"][
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"dataModelFilterPattern"
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] = extra_args["dataModels"]
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if test_type == E2EType.INGEST_DASHBOARD_NOT_INCLUDING:
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config_yaml["source"]["sourceConfig"]["config"]["includeTags"] = extra_args[
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"includeTags"
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]
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config_yaml["source"]["sourceConfig"]["config"][
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"includeDataModels"
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] = extra_args["includeDataModels"]
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return config_yaml
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@staticmethod
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@abstractmethod
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def get_test_type():
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pass
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