diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index b5ed79c..9b7df71 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -12,7 +12,7 @@ jobs: GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}} strategy: matrix: - python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"] + python-version: ["3.9", "3.10", "3.11"] steps: - uses: actions/checkout@v3 - name: Set up Python ${{ matrix.python-version }} @@ -25,6 +25,11 @@ jobs: - name: Install dependencies run: | poetry install + - name: Start Cassandra Cluster + run: | + docker-compose up -d + - name: Wait Cassandra Cluster + run: sleep 60s - name: Test with pytest run: | poetry run pytest diff --git a/README.md b/README.md index f5673b2..3528965 100644 --- a/README.md +++ b/README.md @@ -52,6 +52,7 @@ pipx install git+https://github.com/datarts-tech/tap-cassandra.git@main | 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. | | fetch_size | False | 10000 | The fetch size when syncing data from Cassandra. | +| skip_hot_partitions | False | False | When set to `True` skipping partitions when faced ReadTimout or ReadFailure errors. | | 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. | diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000..7d1f8d5 --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,11 @@ +version: '3.9' + +services: + cassandra: + image: cassandra:latest + ports: + - 9042:9042 + volumes: + - ~/apps/cassandra:/var/lib/cassandra + environment: + - CASSANDRA_CLUSTER_NAME=cassandra \ No newline at end of file diff --git a/meltano.yml b/meltano.yml index 26f4a56..d6cba49 100644 --- a/meltano.yml +++ b/meltano.yml @@ -29,6 +29,8 @@ plugins: - name: reconnect_delay - name: max_attempts - name: protocol_version + - name: fetch_size + - name: skip_hot_partitions loaders: - name: target-jsonl variant: andyh1203 diff --git a/poetry.lock b/poetry.lock index 399a6f2..af22a35 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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CassandraStream base class.""" +import time import logging from singer_sdk import typing as th from singer_sdk._singerlib import CatalogEntry, MetadataMapping, Schema +from cassandra import ReadFailure, ReadTimeout from cassandra.cluster import EXEC_PROFILE_DEFAULT, Cluster, ExecutionProfile from cassandra.auth import PlainTextAuthProvider from cassandra.policies import ( @@ -50,10 +52,7 @@ class CassandraConnector: 'list<': th.StringType, # } - def __init__( - self, - config: dict | None, - ) -> None: + def __init__(self, config): """Initialize the connector. Args: @@ -114,9 +113,10 @@ def cluster(self): max_attempts=self.config.get('max_attempts') ), auth_provider=self.auth_provider, - protocol_version=self.config.get('protocol_version'), port=self.config.get('port') ) + if self.config.get('protocol_version'): + self._cluster.protocol_version = self.config.get('protocol_version') return self._cluster @property @@ -137,11 +137,7 @@ def logger(self) -> logging.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: + def get_fully_qualified_name(table_name=None, schema_name=None, delimiter="."): """Concatenates a fully qualified name from the parts. Args: @@ -193,8 +189,12 @@ def _disconnect(self): self.cluster.shutdown() def execute(self, query): - """Method to execute the query and return the output.""" - + """Method to execute the query and return the output. + + Args: + query: Cassandra CQL query to execute + """ + try: res = self.session.execute(self.query_statement(query, self.config.get('fetch_size'))) while res.has_more_pages or res.current_rows: @@ -208,6 +208,50 @@ def execute(self, query): finally: self._disconnect() + def execute_with_skip(self, query, key_col): + """Method to execute the query and return the output. + + Handles ReadTimeout and ReadFailure to skip hot partitions. + + Args: + query: Cassandra CQL query to execute + key_col: first partition_key of a table + """ + + # Retry for ReadTimeout and ReadFailure + sleep_time_seconds = 30 + retry = 0 + max_retries = 3 + while retry < max_retries: + try: + batch = None + res = self.session.execute(self.query_statement(query, self.config.get('fetch_size'))) + 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() + self._disconnect() + break + except (ReadTimeout, ReadFailure) as re: + retry += 1 + if not batch: + res = self.session.execute(self.query_statement(query, 1)) + batch = res.current_rows + self.logger.info(f'{len(batch)} row(s) fetched.') + last_key = batch[-1][key_col] + self.logger.info(f'Skipping {key_col} = {last_key}') + # Remove any filters done for a query + base_query = query.lower().split('where')[0].rstrip() + query = base_query + f" where token({key_col}) > token({last_key})" + print(f'Sleeping for {sleep_time_seconds} before retry') + self.logger.info(f'Sleeping for {sleep_time_seconds} before retry {retry} out of {max_retries}.') + time.sleep(sleep_time_seconds) + except Exception as e: + self._disconnect() + raise(e) + def discover_catalog_entry( self, table_name: str @@ -220,7 +264,7 @@ def discover_catalog_entry( Returns: `CatalogEntry` object for the given table """ - + self.logger.info('discover_catalog_entry called.') table_schema = th.PropertiesList() partition_keys = list() clustering_keys = list() @@ -312,6 +356,7 @@ def discover_catalog_entries(self) -> list[dict]: where keyspace_name = '{self.config.get('keyspace')}' ''' for table in self.session.execute(self.query_statement(table_query, self.config.get('fetch_size'))): + # for table in self.session.execute(self.query_statement(table_query, self.config.get('fetch_size'))): catalog_entry = self.discover_catalog_entry(table['table_name']) result.append(catalog_entry.to_dict()) diff --git a/tap_cassandra/streams.py b/tap_cassandra/streams.py index 8acd8e7..f11cbe3 100644 --- a/tap_cassandra/streams.py +++ b/tap_cassandra/streams.py @@ -8,7 +8,7 @@ class CassandraStream(SQLStream): """Stream class for Cassandra streams.""" - def get_records(self, context: dict | None) -> Iterable[dict[str, Any]]: + def get_records(self, context): """Return a generator of record-type dictionary objects. If the stream has a replication_key value defined, records will be sorted by the @@ -31,8 +31,13 @@ def get_records(self, context: dict | None) -> Iterable[dict[str, Any]]: raise NotImplementedError(msg) selected_column_names = self.get_selected_schema()["properties"].keys() - selected_column_string = ','.join(selected_column_names) + selected_column_string = ','.join(selected_column_names) if selected_column_names else '*' cql = f"select {selected_column_string} from {self.name.split('-')[1]}" - for record in self.connector.execute(cql): - yield record + + if self.config.get('skip_hot_partitions'): + for row in self.connector.execute_with_skip(cql, self.catalog_entry['key_properties'][0]): + yield row + else: + for row in self.connector.execute(cql): + yield row diff --git a/tap_cassandra/tap.py b/tap_cassandra/tap.py index b0e6782..668b690 100644 --- a/tap_cassandra/tap.py +++ b/tap_cassandra/tap.py @@ -30,7 +30,7 @@ class TapCassandra(SQLTap): th.Property( "keyspace", th.StringType, - required=True, + required=False, description="Keyspace will be the default keyspace for operations on the Session.", ), th.Property( @@ -56,14 +56,12 @@ class TapCassandra(SQLTap): "request_timeout", th.IntegerType, required=False, - default=100, description="Request timeout used when not overridden in Session.execute().", ), th.Property( "local_dc", th.StringType, required=False, - default=None, description="The local_dc parameter should be the name of the datacenter.", ), th.Property( @@ -84,7 +82,7 @@ class TapCassandra(SQLTap): "protocol_version", th.IntegerType, required=False, - default=65, + default=None, description="The maximum version of the native protocol to use.", ), th.Property( @@ -94,6 +92,13 @@ class TapCassandra(SQLTap): default=10000, description="The fetch size when syncing data from Cassandra.", ), + th.Property( + "skip_hot_partitions", + th.BooleanType, + required=False, + default=False, + description="When set to `True` skipping partitions when faced ReadTimout or ReadFailure errors.", + ), ).to_dict() @property diff --git a/tests/resources/catalog.json b/tests/resources/catalog.json new file mode 100644 index 0000000..5e9e038 --- /dev/null +++ b/tests/resources/catalog.json @@ -0,0 +1,84 @@ +{ + "streams": [ + { + "tap_stream_id": "test_schema-test_table", + "table_name": "test_table", + "replication_method": "", + "key_properties": [ + "id" + ], + "schema": { + "properties": { + "id": { + "type": [ + "integer" + ] + }, + "updated_at": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "name": { + "type": [ + "string", + "null" + ] + } + }, + "type": "object", + "required": [ + "id" + ] + }, + "stream": "test_schema-test_table", + "metadata": [ + { + "breadcrumb": [ + "properties", + "id" + ], + "metadata": { + "inclusion": "available", + "selected": true + } + }, + { + "breadcrumb": [ + "properties", + "updated_at" + ], + "metadata": { + "inclusion": "available", + "selected": true + } + }, + { + "breadcrumb": [ + "properties", + "name" + ], + "metadata": { + "inclusion": "automatic", + "selected": true + } + }, + { + "breadcrumb": [], + "metadata": { + "inclusion": "available", + "table-key-properties": [ + "id" + ], + "forced-replication-method": "", + "schema-name": "test_schema", + "selected": true + } + } + ], + "selected": true + } + ] +} diff --git a/tests/test_core.py b/tests/test_core.py index 16dc3ce..8cdef87 100644 --- a/tests/test_core.py +++ b/tests/test_core.py @@ -2,28 +2,53 @@ import datetime +import pytest +from cassandra.cluster import Cluster from singer_sdk.testing import get_tap_test_class 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"), - "request_timeout": 60, - "local_dc": "my_dc", - "reconnect_delay": 60, - "max_attempts": 5, - "protocol_version": 65, + "hosts": "127.0.0.1", + "username": "cassandra", + "password": "cassandra", + "keyspace": "test_schema" } -# 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, -# ) +PreTestTapCassandra = get_tap_test_class( + tap_class=TapCassandra, + config=SAMPLE_CONFIG, + catalog="tests/resources/catalog.json", +) + +class TestTapCassandra(PreTestTapCassandra): + keyspace_name = 'test_schema' + table_name = 'test_table' + + def _setup(self): + cluster = Cluster() + session = cluster.connect() + + create_keyspace_command = f""" + CREATE KEYSPACE IF NOT EXISTS {self.keyspace_name} + WITH REPLICATION = {{ 'class' : 'SimpleStrategy', 'replication_factor' : 1 }}; + """ + session.execute(create_keyspace_command) + session.set_keyspace(self.keyspace_name) + + create_table_command = f""" + CREATE TABLE IF NOT EXISTS {self.keyspace_name}.{self.table_name} + (id int, updated_at timestamp, name text, primary key (id)); + """ + session.execute(create_table_command) + + insert_command = f""" + INSERT INTO {self.keyspace_name}.{self.table_name} (id, updated_at, name) values (1, dateof(now()), 'test1'); + """ + session.execute(insert_command) + + @pytest.fixture(scope="class") + def resource(self): + self._setup() \ No newline at end of file