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OpenMetadata/ingestion/tests/unit/topology/database/test_salesforce.py
IceS2 e7c9d6aa7f
FIXES 15215: Implement initial Multithreading approach for the Metadata Ingestion on Databases (#15130) 
* Implement Initial MultiThread suggestion

* Update all the ingestion sources to use the new ContextManager

* Fix missing wraps on decorator

* Fix Unittests

* Fix linters

* Fix linters

* Fix BigQuery UnitTests

* Add UnitTests to the newly created code

* Fix unittest

* change the threads from table to schemas

* Update README.md

* Small change suggested by Sonar

* Slight change to test a different way to multithread over tables

* Debug changes

* More multithread tests

* Remove uneeded wait time

* Testing

* refactor code based on removal of time.sleep

* Fix wrong paste

* Improve ExecutionTimeContextManager

* Fix missing .get() and unit tests

* Fix conflicting changes

* Update Multithread logic with the incremental extraction

* Fix linters

* Fix unittest

* Remove commented code

* Fix Unittests

* Fix checkstyle

* Change default to threads = 1
2024-03-25 18:20:40 +01:00

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# 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 Salesforce using the topology
Here we don't need to patch, as we can just create our own metastore
"""
from unittest import TestCase
from unittest.mock import patch
from metadata.generated.schema.entity.data.database import Database
from metadata.generated.schema.entity.data.databaseSchema import DatabaseSchema
from metadata.generated.schema.entity.data.table import (
Column,
ColumnName,
Constraint,
DataType,
)
from metadata.generated.schema.entity.services.databaseService import (
DatabaseConnection,
DatabaseService,
DatabaseServiceType,
)
from metadata.generated.schema.metadataIngestion.workflow import (
OpenMetadataWorkflowConfig,
)
from metadata.generated.schema.type.entityReference import EntityReference
from metadata.ingestion.source.database.salesforce.metadata import SalesforceSource
mock_salesforce_config = {
"source": {
"type": "salesforce",
"serviceName": "local_salesforce",
"serviceConnection": {
"config": {
"type": "Salesforce",
"username": "username",
"password": "password",
"securityToken": "securityToken",
"sobjectName": "sobjectName",
}
},
"sourceConfig": {
"config": {
"type": "DatabaseMetadata",
}
},
},
"sink": {
"type": "metadata-rest",
"config": {},
},
"workflowConfig": {
"openMetadataServerConfig": {
"hostPort": "http://localhost:8585/api",
"authProvider": "openmetadata",
"securityConfig": {
"jwtToken": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
},
}
},
}
MOCK_DATABASE_SERVICE = DatabaseService(
id="85811038-099a-11ed-861d-0242ac120002",
name="salesforce_source",
connection=DatabaseConnection(),
serviceType=DatabaseServiceType.Salesforce,
)
MOCK_DATABASE = Database(
id="2aaa012e-099a-11ed-861d-0242ac120002",
name="118146679784",
fullyQualifiedName="salesforce_source.default",
displayName="118146679784",
description="",
service=EntityReference(
id="85811038-099a-11ed-861d-0242ac120002",
type="databaseService",
),
)
MOCK_DATABASE_SCHEMA = DatabaseSchema(
id="2aaa012e-099a-11ed-861d-0242ac120056",
name="default",
fullyQualifiedName="salesforce_source.118146679784.default",
displayName="default",
description="",
database=EntityReference(
id="2aaa012e-099a-11ed-861d-0242ac120002",
type="database",
),
service=EntityReference(
id="2aaa012e-099a-11ed-861d-0242ac120002",
type="database",
),
)
EXPECTED_COLUMN_VALUE = [
Column(
name=ColumnName(__root__="Description"),
displayName=None,
dataType=DataType.VARCHAR,
arrayDataType=None,
dataLength=32000,
precision=None,
scale=None,
dataTypeDisplay="textarea",
description="Contact Description",
fullyQualifiedName=None,
tags=None,
constraint=Constraint.NULL,
ordinalPosition=1,
jsonSchema=None,
children=None,
customMetrics=None,
profile=None,
),
Column(
name=ColumnName(__root__="OwnerId"),
displayName=None,
dataType=DataType.VARCHAR,
arrayDataType=None,
dataLength=18,
precision=None,
scale=None,
dataTypeDisplay="reference",
description="Owner ID",
fullyQualifiedName=None,
tags=None,
constraint=Constraint.NOT_NULL,
ordinalPosition=2,
jsonSchema=None,
children=None,
customMetrics=None,
profile=None,
),
Column(
name=ColumnName(__root__="Phone"),
displayName=None,
dataType=DataType.VARCHAR,
arrayDataType=None,
dataLength=0,
precision=None,
scale=None,
dataTypeDisplay="phone",
description="Phone",
fullyQualifiedName=None,
tags=None,
constraint=Constraint.NOT_NULL,
ordinalPosition=3,
jsonSchema=None,
children=None,
customMetrics=None,
profile=None,
),
Column(
name=ColumnName(__root__="CreatedById"),
displayName=None,
dataType=DataType.UNKNOWN,
arrayDataType=None,
dataLength=18,
precision=None,
scale=None,
dataTypeDisplay="anytype",
description="Created By ID",
fullyQualifiedName=None,
tags=None,
constraint=Constraint.NOT_NULL,
ordinalPosition=4,
jsonSchema=None,
children=None,
customMetrics=None,
profile=None,
),
]
from collections import OrderedDict
SALESFORCE_FIELDS = [
OrderedDict(
[
("aggregatable", False),
("autoNumber", False),
("byteLength", 96000),
("calculated", False),
("calculatedFormula", None),
("cascadeDelete", False),
("caseSensitive", False),
("compoundFieldName", None),
("controllerName", None),
("createable", True),
("custom", False),
("defaultValue", None),
("defaultValueFormula", None),
("defaultedOnCreate", False),
("dependentPicklist", False),
("deprecatedAndHidden", False),
("digits", 0),
("displayLocationInDecimal", False),
("encrypted", False),
("externalId", False),
("extraTypeInfo", "plaintextarea"),
("filterable", False),
("filteredLookupInfo", None),
("groupable", False),
("highScaleNumber", False),
("htmlFormatted", False),
("idLookup", False),
("inlineHelpText", None),
("label", "Contact Description"),
("length", 32000),
("mask", None),
("maskType", None),
("name", "Description"),
("nameField", False),
("namePointing", False),
("nillable", True),
("permissionable", True),
("picklistValues", []),
("polymorphicForeignKey", False),
("precision", 0),
("queryByDistance", False),
("referenceTargetField", None),
("referenceTo", []),
("relationshipName", None),
("relationshipOrder", None),
("restrictedDelete", False),
("restrictedPicklist", False),
("scale", 0),
("searchPrefilterable", False),
("soapType", "xsd:string"),
("sortable", False),
("type", "textarea"),
("unique", False),
("updateable", True),
("writeRequiresMasterRead", False),
]
),
OrderedDict(
[
("aggregatable", True),
("autoNumber", False),
("byteLength", 18),
("calculated", False),
("calculatedFormula", None),
("cascadeDelete", False),
("caseSensitive", False),
("compoundFieldName", None),
("controllerName", None),
("createable", True),
("custom", False),
("defaultValue", None),
("defaultValueFormula", None),
("defaultedOnCreate", True),
("dependentPicklist", False),
("deprecatedAndHidden", False),
("digits", 0),
("displayLocationInDecimal", False),
("encrypted", False),
("externalId", False),
("extraTypeInfo", None),
("filterable", True),
("filteredLookupInfo", None),
("groupable", True),
("highScaleNumber", False),
("htmlFormatted", False),
("idLookup", False),
("inlineHelpText", None),
("label", "Owner ID"),
("length", 18),
("mask", None),
("maskType", None),
("name", "OwnerId"),
("nameField", False),
("namePointing", False),
("nillable", False),
("permissionable", False),
("picklistValues", []),
("polymorphicForeignKey", False),
("precision", 0),
("queryByDistance", False),
("referenceTargetField", None),
("referenceTo", ["User"]),
("relationshipName", "Owner"),
("relationshipOrder", None),
("restrictedDelete", False),
("restrictedPicklist", False),
("scale", 0),
("searchPrefilterable", False),
("soapType", "tns:ID"),
("sortable", True),
("type", "reference"),
("unique", False),
("updateable", True),
("writeRequiresMasterRead", False),
]
),
OrderedDict(
[
("aggregatable", True),
("autoNumber", False),
("byteLength", 0),
("calculated", False),
("calculatedFormula", None),
("cascadeDelete", False),
("caseSensitive", False),
("compoundFieldName", None),
("controllerName", None),
("createable", False),
("custom", False),
("defaultValue", None),
("defaultValueFormula", None),
("defaultedOnCreate", True),
("dependentPicklist", False),
("deprecatedAndHidden", False),
("digits", 0),
("displayLocationInDecimal", False),
("encrypted", False),
("externalId", False),
("extraTypeInfo", None),
("filterable", True),
("filteredLookupInfo", None),
("groupable", False),
("highScaleNumber", False),
("htmlFormatted", False),
("idLookup", False),
("inlineHelpText", None),
("label", "Phone"),
("length", 0),
("mask", None),
("maskType", None),
("name", "Phone"),
("nameField", False),
("namePointing", False),
("nillable", False),
("permissionable", False),
("picklistValues", []),
("polymorphicForeignKey", False),
("precision", 0),
("queryByDistance", False),
("referenceTargetField", None),
("referenceTo", []),
("relationshipName", None),
("relationshipOrder", None),
("restrictedDelete", False),
("restrictedPicklist", False),
("scale", 0),
("searchPrefilterable", False),
("soapType", "xsd:dateTime"),
("sortable", True),
("type", "phone"),
("unique", False),
("updateable", False),
("writeRequiresMasterRead", False),
]
),
OrderedDict(
[
("aggregatable", True),
("autoNumber", False),
("byteLength", 18),
("calculated", False),
("calculatedFormula", None),
("cascadeDelete", False),
("caseSensitive", False),
("compoundFieldName", None),
("controllerName", None),
("createable", False),
("custom", False),
("defaultValue", None),
("defaultValueFormula", None),
("defaultedOnCreate", True),
("dependentPicklist", False),
("deprecatedAndHidden", False),
("digits", 0),
("displayLocationInDecimal", False),
("encrypted", False),
("externalId", False),
("extraTypeInfo", None),
("filterable", True),
("filteredLookupInfo", None),
("groupable", True),
("highScaleNumber", False),
("htmlFormatted", False),
("idLookup", False),
("inlineHelpText", None),
("label", "Created By ID"),
("length", 18),
("mask", None),
("maskType", None),
("name", "CreatedById"),
("nameField", False),
("namePointing", False),
("nillable", False),
("permissionable", False),
("picklistValues", []),
("polymorphicForeignKey", False),
("precision", 0),
("queryByDistance", False),
("referenceTargetField", None),
("referenceTo", ["User"]),
("relationshipName", "CreatedBy"),
("relationshipOrder", None),
("restrictedDelete", False),
("restrictedPicklist", False),
("scale", 0),
("searchPrefilterable", False),
("soapType", "tns:ID"),
("sortable", True),
("type", "anytype"),
("unique", False),
("updateable", False),
("writeRequiresMasterRead", False),
]
),
]
EXPECTED_COLUMN_TYPE = ["VARCHAR", "VARCHAR", "VARCHAR", "UNKNOWN"]
class SalesforceUnitTest(TestCase):
@patch(
"metadata.ingestion.source.database.salesforce.metadata.SalesforceSource.test_connection"
)
@patch("simple_salesforce.Salesforce")
def __init__(self, methodName, salesforce, test_connection) -> None:
super().__init__(methodName)
test_connection.return_value = False
self.config = OpenMetadataWorkflowConfig.parse_obj(mock_salesforce_config)
self.salesforce_source = SalesforceSource.create(
mock_salesforce_config["source"],
self.config.workflowConfig.openMetadataServerConfig,
)
self.salesforce_source.context.get().__dict__[
"database_service"
] = MOCK_DATABASE_SERVICE
self.salesforce_source.context.get().__dict__["database"] = MOCK_DATABASE
self.salesforce_source.context.get().__dict__[
"database_schema"
] = MOCK_DATABASE_SCHEMA
def test_table_column(self):
result = self.salesforce_source.get_columns(SALESFORCE_FIELDS)
assert EXPECTED_COLUMN_VALUE == result
def test_column_type(self):
for i in range(len(SALESFORCE_FIELDS)):
result = self.salesforce_source.column_type(
SALESFORCE_FIELDS[i]["type"].upper()
)
assert result == EXPECTED_COLUMN_TYPE[i]
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