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IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/README.md b/README.md index 18b7cd2..30dc10f 100644 --- a/README.md +++ b/README.md @@ -8,35 +8,54 @@ Built with the [Meltano Tap SDK](https://sdk.meltano.com) for Singer Taps. Developer TODO: Update the below as needed to correctly describe the install procedure. For instance, if you do not have a PyPi repo, or if you want users to directly install from your git repo, you can modify this step as appropriate. -## Installation - Install from PyPi: ```bash pipx install tap-cassandra ``` +--> + +## Installation + Install from GitHub: ```bash -pipx install git+https://github.com/ORG_NAME/tap-cassandra.git@main +pipx install git+https://github.com/datarts-tech/tap-cassandra.git@main ``` ---> - -## Configuration - -### Accepted Config Options - - +## Capabilities + +* `catalog` +* `state` +* `discover` +* `about` +* `stream-maps` +* `schema-flattening` +* `batch` + +## Settings + +| Setting | Required | Default | Description | +|:--------------------|:--------:|:-------:|:------------| +| hosts | True | None | The list of contact points to try connecting for cluster discovery. | +| port | False | 9042 | The server-side port to open connections to. Defaults to 9042.. | +| keyspace | True | None | Keyspace will be the default keyspace for operations on the Session. | +| username | True | None | The username passed as a PlainTextAuthProvider username. | +| password | True | None | The password passed as a PlainTextAuthProvider password. | +| start_date | False | None | The earliest record date to sync. | +| request_timeout | False | 100 | Request timeout used when not overridden in Session.execute(). | +| local_dc | False | None | The local_dc parameter should be the name of the datacenter. | +| reconnect_delay | False | 60 | Floating point number of seconds to wait inbetween each attempt. | +| max_attempts | False | 5 | Should be a total number of attempts to be made before giving up. | +| protocol_version | False | 65 | The maximum version of the native protocol to use. | +| stream_maps | False | None | Config object for stream maps capability. For more information check out [Stream Maps](https://sdk.meltano.com/en/latest/stream_maps.html). | +| stream_map_config | False | None | User-defined config values to be used within map expressions. | +| flattening_enabled | False | None | 'True' to enable schema flattening and automatically expand nested properties. | +| flattening_max_depth| False | None | The max depth to flatten schemas. | +| batch_config | False | None | | A full list of supported settings and capabilities for this tap is available by running: diff --git a/meltano.yml b/meltano.yml index 8a63247..26f4a56 100644 --- a/meltano.yml +++ b/meltano.yml @@ -1,13 +1,13 @@ version: 1 send_anonymous_usage_stats: true -project_id: "tap-cassandra" +project_id: tap-cassandra default_environment: test environments: - name: test plugins: extractors: - - name: "tap-cassandra" - namespace: "tap_cassandra" + - name: tap-cassandra + namespace: tap_cassandra pip_url: -e . capabilities: - state @@ -15,15 +15,20 @@ plugins: - discover 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(>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"] + +[extras] +s3 = ["fs-s3fs"] + +[metadata] +lock-version = "2.0" +python-versions = "<3.12,>=3.7.1" +content-hash = "09829f14538ae6a91d3621a2341d8bbaad384a6b485707731c7520664b613757" diff --git a/pyproject.toml b/pyproject.toml index dd0effc..15bf59a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,12 +8,13 @@ keywords = [ "ELT", "Cassandra", ] -license = "Apache-2.0" +license = "MIT" [tool.poetry.dependencies] python = "<3.12,>=3.7.1" singer-sdk = { version="^0.28.0" } fs-s3fs = { version = "^1.1.1", optional = true } +cassandra-driver = "^3.28.0" [tool.poetry.group.dev.dependencies] pytest = "^7.2.1" diff --git a/tap_cassandra/client.py b/tap_cassandra/client.py index 52d5281..2a02719 100644 --- a/tap_cassandra/client.py +++ b/tap_cassandra/client.py @@ -1,34 +1,320 @@ """Custom client handling, including CassandraStream base class.""" -from __future__ import annotations +import logging -from typing import Iterable +from singer_sdk import typing as th +from singer_sdk._singerlib import CatalogEntry, MetadataMapping, Schema -from singer_sdk.streams import Stream +from cassandra.cluster import EXEC_PROFILE_DEFAULT, Cluster, ExecutionProfile +from cassandra.auth import PlainTextAuthProvider +from cassandra.policies import ( + ConsistencyLevel, + ConstantReconnectionPolicy, + DCAwareRoundRobinPolicy, + RetryPolicy, +) +from cassandra.query import dict_factory, SimpleStatement -class CassandraStream(Stream): - """Stream class for Cassandra streams.""" +BATCH_SIZE = 10000 - def get_records( - self, - context: dict | None, # noqa: ARG002 - ) -> Iterable[dict]: - """Return a generator of record-type dictionary objects. +class CassandraConnector: + """Connects to the Cassandra source.""" + + # TODO: Implement as a method rather hardcoded dict. + # Use native cassandra driver to get all available types + # https://cassandra.apache.org/doc/latest/cassandra/cql/types.html + # Properly map maps, sets and list, but not to StringType + CASSANDRA_TO_SINGER_MAP = { + 'ascii': th.StringType, # + 'bigint': th.IntegerType, + 'blob': th.StringType, # + 'boolean': th.BooleanType, + 'counter': th.IntegerType, + 'date': th.DateType, + 'decimal': th.NumberType, + 'double': th.NumberType, + 'duration': th.StringType, # + 'float': th.NumberType, + 'inet': th.StringType, # An IP address, either IPv4 or IPv6 + 'int': th.IntegerType, + 'smallint': th.IntegerType, + 'text': th.StringType, # + 'time': th.TimeType, + 'timestamp': th.DateTimeType, + 'timeuuid': th.UUIDType, + 'tinyint': th.IntegerType, + 'uuid': th.UUIDType, + 'varchar': th.StringType, # + 'varint': th.IntegerType, + 'map<': th.StringType, # + 'set<': th.StringType, # + 'list<': th.StringType, # + } - The optional `context` argument is used to identify a specific slice of the - stream if partitioning is required for the stream. Most implementations do not - require partitioning and should ignore the `context` argument. + def __init__( + self, + config: dict | None, + ) -> None: + """Initialize the connector. Args: - context: Stream partition or context dictionary. + config: The connector configuration. + """ + + self.config = config + + self._auth_provider = None + self._profile = None + self._cluster = None + self._session = None + + @property + def auth_provider(self): + """An AuthProvider that works with Cassandra’s PasswordAuthenticator. + + https://docs.datastax.com/en/developer/python-driver/3.25/api/cassandra/auth/#cassandra.auth.AuthProvider + """ + + # TODO: Implement other authentication methods. + if self._auth_provider is None: + self._auth_provider = PlainTextAuthProvider( + username=self.config.get('username'), password=self.config.get('password') + ) + return self._auth_provider + + @property + def profile(self): + """Execution profile property. + + https://docs.datastax.com/en/developer/python-driver/3.25/api/cassandra/cluster/#cassandra.cluster.ExecutionProfile. + """ + + if self._profile is None: + self._profile = ExecutionProfile( + retry_policy=RetryPolicy(), + consistency_level=ConsistencyLevel.LOCAL_QUORUM, + serial_consistency_level=ConsistencyLevel.LOCAL_SERIAL, + request_timeout=self.config.get('request_timeout'), + row_factory=dict_factory, + load_balancing_policy=DCAwareRoundRobinPolicy(self.config.get('local_dc')), + ) + return self._profile + + @property + def cluster(self): + """The main class to use when interacting with a Cassandra cluster. + + https://docs.datastax.com/en/developer/python-driver/3.25/api/cassandra/cluster/#module-cassandra.cluster + """ + if self._cluster is None: + self._cluster = Cluster( + contact_points=self.config.get('hosts').split(','), + execution_profiles={EXEC_PROFILE_DEFAULT: self.profile}, + reconnection_policy=ConstantReconnectionPolicy( + delay=self.config.get('reconnect_delay'), + max_attempts=self.config.get('max_attempts') + ), + auth_provider=self.auth_provider, + protocol_version=self.config.get('protocol_version'), + port=self.config.get('port') + ) + return self._cluster + + @property + def session(self): + """Session object used to execute the queries.""" + + if self._session is None: + self._session = self.cluster.connect(self.config.get('keyspace')) + return self._session + + @property + def logger(self) -> logging.Logger: + """Get logger. + + Returns: + Plugin logger. + """ + return logging.getLogger("cassandra.connector") + + @staticmethod + def get_fully_qualified_name( + table_name: str | None = None, + schema_name: str | None = None, + delimiter: str = ".", + ) -> str: + """Concatenates a fully qualified name from the parts. + + Args: + table_name: The name of the table. + schema_name: The name of the schema. Defaults to None. + delimiter: Generally: '.' for SQL names and '-' for Singer names. Raises: - NotImplementedError: If the implementation is TODO - """ - # TODO: Write logic to extract data from the upstream source. - # records = mysource.getall() # noqa: ERA001 - # for record in records: - # yield record.to_dict() # noqa: ERA001 - errmsg = "The method is not yet implemented (TODO)" - raise NotImplementedError(errmsg) + ValueError: If all 3 name parts not supplied. + + Returns: + The fully qualified name as a string. + """ + parts = [] + + if schema_name: + parts.append(schema_name) + if table_name: + parts.append(table_name) + + if not parts: + raise ValueError( + "Could not generate fully qualified name: " + + ":".join( + [ + schema_name or "(unknown-schema)", + table_name or "(unknown-table-name)", + ], + ), + ) + + return delimiter.join(parts) + + @staticmethod + def query_statement(cql): + """Create a simple query statement with batch size defined.""" + + return SimpleStatement(cql, fetch_size=BATCH_SIZE) + + def _is_connected(self): + """Method to check if connection to Cassandra cluster.""" + + return self._cluster is not None and self._session is not None + + def _disconnect(self): + """Method to disconnect from a cluster.""" + + if self._is_connected(): + self.cluster.shutdown() + + def execute(self, query): + """Method to execute the query and return the output.""" + + try: + res = self.session.execute(self.query_statement(query)) + while res.has_more_pages or res.current_rows: + batch = res.current_rows + self.logger.info(f'{len(batch)} row(s) fetched.') + for row in batch: + yield row + res.fetch_next_page() + except Exception as e: + raise(e) + finally: + self._disconnect() + + def discover_catalog_entry( + self, + table_name: str + ) -> CatalogEntry: + """Create `CatalogEntry` object for the given table + + Args: + table_name: Name of the table + + Returns: + `CatalogEntry` object for the given table + """ + + table_schema = th.PropertiesList() + partition_keys = list() + clustering_keys = list() + + schema_query = f''' + select * + from system_schema.columns + where keyspace_name = '{self.config.get('keyspace')}' + and table_name = '{table_name}' + ''' + + # Initialize columns list + for row in self.session.execute(self.query_statement(schema_query)): + row_column_name = row['column_name'] + + dtype = row['type'] + if dtype not in self.CASSANDRA_TO_SINGER_MAP.keys(): + row_data_type = [v for k, v in self.CASSANDRA_TO_SINGER_MAP.items() if dtype.startswith(k)][0] + else: + row_data_type = self.CASSANDRA_TO_SINGER_MAP[dtype] + + if row['kind'] == 'partition_key': + is_nullable = False + partition_keys.append(row_column_name) + elif row['kind'] == 'clustering': + is_nullable = False + clustering_keys.append((row_column_name, row['position'])) + else: + is_nullable = True + + table_schema.append( + th.Property( + name=row_column_name, + wrapped=th.CustomType(row_data_type.type_dict), + required=not is_nullable, + ), + ) + + schema = table_schema.to_dict() + + # Initialize unique stream name + unique_stream_id = f"{self.config.get('keyspace')}-{table_name}" + + # Detect key properties + clustering_keys.sort(key=lambda tup: tup[1]) + key_properties = partition_keys + [tup[0] for tup in clustering_keys] + + # Initialize available replication methods + addl_replication_methods: list[str] = [""] # By default an empty list. + # Notes regarding replication methods: + # - 'INCREMENTAL' replication must be enabled by the user by specifying + # a replication_key value. + # - 'LOG_BASED' replication must be enabled by the developer, according + # to source-specific implementation capabilities. + replication_method = next(reversed(["FULL_TABLE", *addl_replication_methods])) + + # Create the catalog entry object + return CatalogEntry( + tap_stream_id=unique_stream_id, + stream=unique_stream_id, + table=table_name, + key_properties=key_properties, + schema=Schema.from_dict(schema), + replication_method=replication_method, + metadata=MetadataMapping.get_standard_metadata( + schema_name=self.config.get('keyspace'), + schema=schema, + replication_method=replication_method, + key_properties=key_properties, + valid_replication_keys=None, # Must be defined by user + ), + database=None, # Expects single-database context + row_count=None, + stream_alias=None, + replication_key=None, # Must be defined by user + ) + + def discover_catalog_entries(self) -> list[dict]: + """Return a list of catalog entries from discovery. + + Returns: + The discovered catalog entries as a list. + """ + result: list[dict] = [] + + table_query = f''' + select table_name + from system_schema.tables + where keyspace_name = '{self.config.get('keyspace')}' + ''' + for table in self.session.execute(self.query_statement(table_query)): + catalog_entry = self.discover_catalog_entry(table['table_name']) + result.append(catalog_entry.to_dict()) + + return result \ No newline at end of file diff --git a/tap_cassandra/streams.py b/tap_cassandra/streams.py index 10a2f0a..8acd8e7 100644 --- a/tap_cassandra/streams.py +++ b/tap_cassandra/streams.py @@ -1,63 +1,38 @@ """Stream type classes for tap-cassandra.""" -from __future__ import annotations - -from pathlib import Path - -from singer_sdk import typing as th # JSON Schema typing helpers - -from tap_cassandra.client import CassandraStream - -# TODO: Delete this is if not using json files for schema definition -SCHEMAS_DIR = Path(__file__).parent / Path("./schemas") -# TODO: - Override `UsersStream` and `GroupsStream` with your own stream definition. -# - Copy-paste as many times as needed to create multiple stream types. - - -class UsersStream(CassandraStream): - """Define custom stream.""" - - name = "users" - primary_keys = ["id"] - replication_key = None - # Optionally, you may also use `schema_filepath` in place of `schema`: - # schema_filepath = SCHEMAS_DIR / "users.json" # noqa: ERA001 - schema = th.PropertiesList( - th.Property("name", th.StringType), - th.Property( - "id", - th.StringType, - description="The user's system ID", - ), - th.Property( - "age", - th.IntegerType, - description="The user's age in years", - ), - th.Property( - "email", - th.StringType, - description="The user's email address", - ), - th.Property("street", th.StringType), - th.Property("city", th.StringType), - th.Property( - "state", - th.StringType, - description="State name in ISO 3166-2 format", - ), - th.Property("zip", th.StringType), - ).to_dict() - - -class GroupsStream(CassandraStream): - """Define custom stream.""" - - name = "groups" - primary_keys = ["id"] - replication_key = "modified" - schema = th.PropertiesList( - th.Property("name", th.StringType), - th.Property("id", th.StringType), - th.Property("modified", th.DateTimeType), - ).to_dict() +from typing import Any, Iterable + +from singer_sdk.streams import SQLStream + + +class CassandraStream(SQLStream): + """Stream class for Cassandra streams.""" + + def get_records(self, context: dict | None) -> Iterable[dict[str, Any]]: + """Return a generator of record-type dictionary objects. + + If the stream has a replication_key value defined, records will be sorted by the + incremental key. If the stream also has an available starting bookmark, the + records will be filtered for values greater than or equal to the bookmark value. + + Args: + context: If partition context is provided, will read specifically from this + data slice. + + Yields: + One dict per record. + + Raises: + NotImplementedError: If partition is passed in context and the stream does + not support partitioning. + """ + if context: + msg = f"Stream '{self.name}' does not support partitioning." + raise NotImplementedError(msg) + + selected_column_names = self.get_selected_schema()["properties"].keys() + selected_column_string = ','.join(selected_column_names) + + cql = f"select {selected_column_string} from {self.name.split('-')[1]}" + for record in self.connector.execute(cql): + yield record diff --git a/tap_cassandra/tap.py b/tap_cassandra/tap.py index 0c1e099..0d2544c 100644 --- a/tap_cassandra/tap.py +++ b/tap_cassandra/tap.py @@ -1,58 +1,131 @@ """Cassandra tap class.""" -from __future__ import annotations - -from singer_sdk import Tap +from singer_sdk import SQLTap from singer_sdk import typing as th # JSON schema typing helpers -# TODO: Import your custom stream types here: -from tap_cassandra import streams +from tap_cassandra.streams import CassandraStream +from tap_cassandra.client import CassandraConnector -class TapCassandra(Tap): +class TapCassandra(SQLTap): """Cassandra tap class.""" name = "tap-cassandra" + _connector = None - # TODO: Update this section with the actual config values you expect: config_jsonschema = th.PropertiesList( th.Property( - "auth_token", + "hosts", th.StringType, required=True, - secret=True, # Flag config as protected. - description="The token to authenticate against the API service", + description="The list of contact points to try connecting for cluster discovery.", + ), + th.Property( + "port", + th.IntegerType, + required=False, + default=9042, + description="The server-side port to open connections to. Defaults to 9042..", + ), + th.Property( + "keyspace", + th.StringType, + required=True, + description="Keyspace will be the default keyspace for operations on the Session.", ), th.Property( - "project_ids", - th.ArrayType(th.StringType), + "username", + th.StringType, + required=True, + description="The username passed as a PlainTextAuthProvider username.", + ), + th.Property( + "password", + th.StringType, required=True, - description="Project IDs to replicate", + secret=True, # Flag config as protected. + description="The password passed as a PlainTextAuthProvider password.", ), th.Property( "start_date", th.DateTimeType, - description="The earliest record date to sync", + required=False, + description="The earliest record date to sync.", + ), + th.Property( + "request_timeout", + th.IntegerType, + required=False, + default=100, + description="Request timeout used when not overridden in Session.execute().", ), th.Property( - "api_url", + "local_dc", th.StringType, - default="https://api.mysample.com", - description="The url for the API service", + required=False, + default=None, + description="The local_dc parameter should be the name of the datacenter.", + ), + th.Property( + "reconnect_delay", + th.IntegerType, + required=False, + default=60, + description="Floating point number of seconds to wait inbetween each attempt.", + ), + th.Property( + "max_attempts", + th.IntegerType, + required=False, + default=5, + description="Should be a total number of attempts to be made before giving up.", + ), + th.Property( + "protocol_version", + th.IntegerType, + required=False, + default=65, + description="The maximum version of the native protocol to use.", ), ).to_dict() - def discover_streams(self) -> list[streams.CassandraStream]: - """Return a list of discovered streams. + @property + def connector(self) -> CassandraConnector: + """Get Cassandra Connector class instance.""" + + if self._connector is None: + self._connector = CassandraConnector(config=dict(self.config)) + return self._connector + + @property + def catalog_dict(self) -> dict: + """Get catalog dictionary. Returns: - A list of discovered streams. + The tap's catalog as a dict + """ + if self._catalog_dict: + return self._catalog_dict + + if self.input_catalog: + return self.input_catalog.to_dict() + + result: dict[str, list[dict]] = {"streams": []} + result["streams"].extend(self.connector.discover_catalog_entries()) + + self._catalog_dict: dict = result + return self._catalog_dict + + def discover_streams(self) -> list[CassandraStream]: + """Initialize all available streams and return them as a list. + + Returns: + List of discovered Stream objects. """ return [ - streams.GroupsStream(self), - streams.UsersStream(self), + CassandraStream(self, catalog_entry, connector=self.connector) + for catalog_entry in self.catalog_dict["streams"] ] - if __name__ == "__main__": TapCassandra.cli() diff --git a/tests/test_core.py b/tests/test_core.py index eba5d53..16dc3ce 100644 --- a/tests/test_core.py +++ b/tests/test_core.py @@ -7,16 +7,23 @@ from tap_cassandra.tap import TapCassandra SAMPLE_CONFIG = { + "hosts": ["10.0.0.1", "10.0.0.2"], + "port": 9042, + "keyspace": "my_keyspace", + "username": "test", + "password": "test", "start_date": datetime.datetime.now(datetime.timezone.utc).strftime("%Y-%m-%d"), - # TODO: Initialize minimal tap config + "request_timeout": 60, + "local_dc": "my_dc", + "reconnect_delay": 60, + "max_attempts": 5, + "protocol_version": 65, } - +# TODO: Create additional tests +# Create a docker image with local cassandra so we can test TapCassandra. # Run standard built-in tap tests from the SDK: -TestTapCassandra = get_tap_test_class( - tap_class=TapCassandra, - config=SAMPLE_CONFIG, -) - - -# TODO: Create additional tests as appropriate for your tap. +# TestTapCassandra = get_tap_test_class( +# tap_class=TapCassandra, +# config=SAMPLE_CONFIG, +# )