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Merge pull request #117 from open-metadata/ingestion-usage
Fix metadata-usage-rest connector to handle non-existing tables
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ingestion/LICENSE
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ingestion/LICENSE
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72
ingestion/README.md
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72
ingestion/README.md
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---
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This guide will help you setup the Ingestion framework and connectors
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---
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OpenMetadata Ingesiton is a simple framework to build connectors and ingest metadata of various systems through OpenMetadata APIs. It could be used in an orchestration framework(e.g. Apache Airflow) to ingest metadata.
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**Prerequisites**
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- Python >= 3.8.x
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### Install From PyPI
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```text
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python3 -m pip install --upgrade pip wheel setuptools
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python3 -m pip install --upgrade openmetadata-ingestion
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python3 -m spacy download en_core_web_sm
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```
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### Install Ingestion Connector Dependencies
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Click here to go to [Ingestion Connector's Documentation](https://docs.open-metadata.org/install/metadata-ingestion)
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#### Generate Redshift Data
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```text
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metadata ingest -c ./pipelines/redshift.json
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```
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#### Generate Redshift Usage Data
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```text
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metadata ingest -c ./pipelines/redshift_usage.json
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```
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#### Generate Sample Tables
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```text
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metadata ingest -c ./pipelines/sample_tables.json
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```
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#### Generate Sample Users
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```text
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metadata ingest -c ./pipelines/sample_users.json
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```
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#### Ingest MySQL data to Metadata APIs
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```text
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metadata ingest -c ./pipelines/mysql.json
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```
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#### Ingest Bigquery data to Metadata APIs
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```text
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export GOOGLE_APPLICATION_CREDENTIALS="$PWD/pipelines/creds/bigquery-cred.json"
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metadata ingest -c ./pipelines/bigquery.json
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```
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#### Index Metadata into ElasticSearch
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#### Run ElasticSearch docker
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```text
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docker run -p 9200:9200 -p 9300:9300 -e "discovery.type=single-node" docker.elastic.co/elasticsearch/elasticsearch:7.10.2
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```
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#### Run ingestion connector
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```text
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metadata ingest -c ./pipelines/metadata_to_es.json
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```
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@ -12,7 +12,8 @@ exclude =
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per-file-ignores =
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# imported but unused
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__init__.py: F401
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[metadata]
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license_files = LICENSE
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[mypy]
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mypy_path = src
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plugins =
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@ -28,14 +28,11 @@ def get_version():
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def get_long_description():
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root = os.path.dirname(__file__)
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with open(os.path.join(root, "../docs/install/setup-ingestion.md")) as f:
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with open(os.path.join(root, "README.md")) as f:
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description = f.read()
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description += "\n\nChangelog\n=========\n\n"
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with open(os.path.join(root, "CHANGELOG")) as f:
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description += f.read()
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return description
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@ -49,7 +46,7 @@ base_requirements = {
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"typing_extensions>=3.7.4"
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"mypy_extensions>=0.4.3",
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"typing-inspect",
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"pydantic@https://github.com/samuelcolvin/pydantic/archive/refs/tags/v1.7.4.tar.gz#egg=pydantic",
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"pydantic~=1.7.4",
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"pydantic[email]>=1.7.2",
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"google>=3.0.0",
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"google-auth>=1.33.0",
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@ -58,7 +55,7 @@ base_requirements = {
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"wheel~=0.36.2",
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"python-jose==3.3.0",
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"okta==1.7.0",
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"en_core_web_sm@https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.0.0/en_core_web_sm-3.0.0.tar.gz#egg=en_core_web"
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"pandas~=1.3.1"
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}
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connector_requirements = {
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"sqlalchemy>=1.3.24",
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@ -66,10 +63,6 @@ connector_requirements = {
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"spacy==3.0.5",
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"requests~=2.25.1"
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}
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scheduler_requirements = {
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"apns@git+git://github.com/djacobs/PyAPNs.git#egg=apns",
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"simplescheduler@git+https://github.com/StreamlineData/sdscheduler.git#egg=simplescheduler"
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}
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base_plugins = {
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"pii-tags",
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"query-parser",
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@ -91,27 +84,34 @@ plugins: Dict[str, Set[str]] = {
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"postgres": connector_requirements | {"pymysql>=1.0.2", "psycopg2-binary", "GeoAlchemy2"},
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"redshift": connector_requirements | {"sqlalchemy-redshift", "psycopg2-binary", "GeoAlchemy2"},
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"redshift-usage": connector_requirements | {"sqlalchemy-redshift", "psycopg2-binary", "GeoAlchemy2"},
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"scheduler": connector_requirements | scheduler_requirements,
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"snowflake": connector_requirements | {"snowflake-sqlalchemy<=1.2.4"},
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"snowflake-usage": connector_requirements | {"snowflake-sqlalchemy<=1.2.4"},
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"sample-tables": connector_requirements | {"faker~=8.1.1", "pandas~=1.3.1", "email-validator>=1.0.3"}
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"sample-tables": connector_requirements | {"faker~=8.1.1", }
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}
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build_options = {"includes": ["_cffi_backend"]}
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setup(
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name="metadata",
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name="openmetadata-ingestion",
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version="0.2.0",
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url="https://github.com/open-metadata/OpenMetadata",
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author="Metadata Committers",
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url="https://open-metadata.org/",
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author="OpenMetadata Committers",
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license="Apache License 2.0",
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description="Ingestion Framework for OpenMetadata",
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long_description="Ingestion Framework for OpenMetadata",
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description="Ingestion Framework for OpenMetadata",
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long_description=get_long_description(),
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long_description_content_type="text/markdown",
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python_requires=">=3.8",
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options={"build_exe": build_options},
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package_dir={"": "src"},
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packages=find_namespace_packages(where='src', exclude=['tests*']),
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zip_safe=False,
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dependency_links=[
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"apns@git+git://github.com/djacobs/PyAPNs.git#egg=apns",
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"simplescheduler@git+https://github.com/StreamlineData/sdscheduler.git#egg=simplescheduler"
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],
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project_urls={
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"Documentation": "https://docs.open-metadata.org/",
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"Source": "https://github.com/open-metadata/OpenMetadata",
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||||
},
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||||
packages=find_namespace_packages(where='./src', exclude=['tests*']),
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entry_points={
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||||
"console_scripts": ["metadata = metadata.cmd:metadata"],
|
||||
"metadata.ingestion.source.plugins": [
|
||||
|
@ -107,13 +107,16 @@ class MetadataUsageBulkSink(BulkSink):
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main_column_fqdn = self.__get_column_fqdn(column_join.table_column)
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for column in column_join.joined_with:
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joined_column_fqdn = self.__get_column_fqdn(column)
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if joined_column_fqdn in joined_with.keys():
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column_joined_with = joined_with[joined_column_fqdn]
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column_joined_with.joinCount += 1
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joined_with[joined_column_fqdn] = column_joined_with
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else:
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elif joined_column_fqdn is not None:
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joined_with[joined_column_fqdn] = ColumnJoinedWith(fullyQualifiedName=joined_column_fqdn,
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joinCount=1)
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else:
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logger.info("Skipping join columns for {}".format(column))
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column_joins_dict[column_join.table_column.column] = joined_with
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for key, value in column_joins_dict.items():
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@ -122,6 +125,7 @@ class MetadataUsageBulkSink(BulkSink):
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return table_joins
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def __get_column_fqdn(self, table_column: TableColumn):
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print(table_column.table)
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if table_column.table not in self.tables_dict:
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return None
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table_entity = self.tables_dict[table_column.table]
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|
@ -2,9 +2,9 @@ CREATE DATABASE catalog_test;
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||||
GO
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USE catalog_test;
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||||
GO
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||||
CREATE TABLE Products (ID int, ProductName nvarchar(max));
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||||
CREATE TABLE SampleData (ID int, DataName nvarchar(max));
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||||
GO
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||||
CREATE SCHEMA catalog_test_check;
|
||||
GO
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||||
CREATE TABLE catalog_test_check.Items (ID int, ItemName nvarchar(max));
|
||||
CREATE TABLE catalog_test_check.SampleItems (ID int, SampleItemName nvarchar(max));
|
||||
GO
|
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