parthp2107 e2578d6be3
Added documentation changes done in 0.5.0 branch to main (#1168)
* GitBook: [#177] Documentation Update - Airflow

* GitBook: [#195] Removing Cron from databaseServices

* GitBook: [#196] Added trino

* GitBook: [#197] removed cron from config

* GitBook: [#198] Added Redash Documentation

* GitBook: [#199] Added Bigquery Usage Documentation

* GitBook: [#200] Added page link for presto

* GitBook: [#201] Added Local Docker documentation

* GitBook: [#202] Added Documentation for Local Docker Setup

* GitBook: [#203] Added Git Command to clone Openmetadata in docs

* GitBook: [#207] links update

* GitBook: [#208] Updating Airflow Documentation

* GitBook: [#210] Adding Python installation package under Airflow Lineage config

* GitBook: [#211] Change the links to 0.5..0

* GitBook: [#213] Move buried connectors page up

* GitBook: [#214] Update to connectors page

* GitBook: [#215] Removed sub-categories

* GitBook: [#212] Adding Discovery tutorial

* GitBook: [#220] Updated steps to H2s.

* GitBook: [#230] Complex queries

* GitBook: [#231] Add lineage to feature overview

* GitBook: [#232] Make feature overview headers verbs instead of nouns

* GitBook: [#233] Add data reliability to features overview

* GitBook: [#234] Add complex data types to feature overview

* GitBook: [#235] Simplify and further distinguish discovery feature headers

* GitBook: [#236] Add data importance to feature overview

* GitBook: [#237] Break Connectors into its own section

* GitBook: [#238] Reorganize first section of docs.

* GitBook: [#239] Add connectors to feature overview

* GitBook: [#240] Organize layout of feature overview into feature categories as agreed with Harsha.

* GitBook: [#242] Make overview paragraph more descriptive.

* GitBook: [#243] Create a link to Connectors section from feature overview.

* GitBook: [#244] Add "discover data through association" to feature overview.

* GitBook: [#245] Update importance and owners gifs

* GitBook: [#246] Include a little more descriptive documentation for key features.

* GitBook: [#248] Small tweaks to intro paragraph.

* GitBook: [#249] Clean up data profiler paragraph.

* GitBook: [#250] Promote Complex Data Types to its own feature.

* GitBook: [#251] Update to advanced search

* GitBook: [#252] Update Roadmap

* GitBook: [#254] Remove old features page (text and screenshot based).

* GitBook: [#255] Remove references to removed page.

* GitBook: [#256] Add Descriptions and Tags section to feature overview.

* GitBook: [#257] Update title for "Know Your Data"

Co-authored-by: Ayush Shah <ayush.shah@deuexsolutions.com>
Co-authored-by: Suresh Srinivas <suresh@getcollate.io>
Co-authored-by: Shannon Bradshaw <shannon.bradshaw@arrikto.com>
Co-authored-by: OpenMetadata <github@harsha.io>
2021-11-13 09:33:20 -08:00

2.9 KiB

Source

The Source is the connector to external systems and outputs a record for downstream to process and push to OpenMetadata.

Source API

@dataclass  # type: ignore[misc]
class Source(Closeable, metaclass=ABCMeta):
    ctx: WorkflowContext

    @classmethod
    @abstractmethod
    def create(cls, config_dict: dict, metadata_config_dict: dict, ctx: WorkflowContext) -> "Source":
        pass

    @abstractmethod
    def prepare(self):
        pass

    @abstractmethod
    def next_record(self) -> Iterable[Record]:
        pass

    @abstractmethod
    def get_status(self) -> SourceStatus:
        pass

create method is used to create an instance of Source

prepare will be called through Python's init method. This will be a place where you could make connections to external sources or initiate the client library

next_record is where the client can connect to an external resource and emit the data downstream

get_status is for the workflow to call and report the status of the source such as how many records its processed any failures or warnings

Example

A simple example of this implementation is

class SampleTablesSource(Source):

    def __init__(self, config: SampleTableSourceConfig, metadata_config: MetadataServerConfig, ctx):
        super().__init__(ctx)
        self.status = SampleTableSourceStatus()
        self.config = config
        self.metadata_config = metadata_config
        self.client = REST(metadata_config)
        self.service_json = json.load(open(config.sample_schema_folder + "/service.json", 'r'))
        self.database = json.load(open(config.sample_schema_folder + "/database.json", 'r'))
        self.tables = json.load(open(config.sample_schema_folder + "/tables.json", 'r'))
        self.service = get_service_or_create(self.service_json, metadata_config)

    @classmethod
    def create(cls, config_dict, metadata_config_dict, ctx):
        config = SampleTableSourceConfig.parse_obj(config_dict)
        metadata_config = MetadataServerConfig.parse_obj(metadata_config_dict)
        return cls(config, metadata_config, ctx)

    def prepare(self):
        pass

    def next_record(self) -> Iterable[OMetaDatabaseAndTable]:
        db = DatabaseEntity(id=uuid.uuid4(),
                            name=self.database['name'],
                            description=self.database['description'],
                            service=EntityReference(id=self.service.id, type=self.config.service_type))
        for table in self.tables['tables']:
            table_metadata = TableEntity(**table)
            table_and_db = OMetaDatabaseAndTable(table=table_metadata, database=db)
            self.status.scanned(table_metadata.name.__root__)
            yield table_and_db

    def close(self):
        pass

    def get_status(self):
        return self.status