diff --git a/.github/workflows/ibis-ci.yml b/.github/workflows/ibis-ci.yml index 8f5773aed..1bca2996b 100644 --- a/.github/workflows/ibis-ci.yml +++ b/.github/workflows/ibis-ci.yml @@ -66,7 +66,7 @@ jobs: sudo ACCEPT_EULA=Y apt-get -y install unixodbc-dev msodbcsql18 - name: Install dependencies run: | - just install + just install --with dev - name: Run tests env: WREN_ENGINE_ENDPOINT: http://localhost:8080 diff --git a/ibis-server/Dockerfile b/ibis-server/Dockerfile index 4047dc929..3564d676f 100644 --- a/ibis-server/Dockerfile +++ b/ibis-server/Dockerfile @@ -58,19 +58,40 @@ RUN apt-get -y install libpq-dev \ ENV VIRTUAL_ENV=/app/.venv \ PATH="/app/.venv/bin:$PATH" \ + PYTHONPATH="/app" \ REMOTE_FUNCTION_LIST_PATH=/resources/function_list +# Set working directory before copying files +WORKDIR /app + COPY --from=builder ${VIRTUAL_ENV} ${VIRTUAL_ENV} -COPY app app -COPY resources resources +COPY app ./app/ +COPY resources ./resources/ +COPY notebooks ./notebooks/ +COPY wren/ ./wren/ + +# Copy pyproject.toml and poetry.lock for poetry to work +COPY pyproject.toml poetry.lock ./ + +# Install poetry in runtime stage +RUN pip install poetry==1.8.3 + +# Install jupyter dependencies +RUN poetry install --without dev --with jupyter + +# runtime +COPY --from=builder /app/.venv ${VIRTUAL_ENV} # Install Opentelemetry zero-instrumentation python RUN pip install opentelemetry-distro opentelemetry-exporter-otlp \ && opentelemetry-bootstrap -a install +# Generate jupyter lab config +RUN jupyter lab --generate-config --allow-root + COPY entrypoint.sh ./ RUN chmod +x ./entrypoint.sh -EXPOSE 8000 +EXPOSE 8000 8888 -CMD ["./entrypoint.sh"] +ENTRYPOINT ["./entrypoint.sh"] diff --git a/ibis-server/README.md b/ibis-server/README.md index c8cca8092..1b205ef2f 100644 --- a/ibis-server/README.md +++ b/ibis-server/README.md @@ -3,7 +3,7 @@ This module is the API server of Wren Engine. It's built on top of [FastAPI](htt ## Quick Start -### Running on Docker +### Running Ibis Server on Docker You can follow the steps below to run the Java engine and ibis. > Wren Engine is migrating to [wren-core](../wren-core/). However, we still recommend starting [the Java engine](../wren-core-legacy/) to enable the query fallback mechanism. @@ -41,7 +41,7 @@ docker compose up Set up [OpenTelemetry Envrionment Variables](docs/development#environment-variable) to enable tracing log. See [Tracing with Jaeger](#tracing-with-jaeger) to start up a Jaeger Server. -### Running on Local +### Running Ibis Server on Local Requirements: - Python 3.11 - [casey/just](https://github.com/casey/just) @@ -74,6 +74,39 @@ Run the server just run ``` +### Start with Python Interactive Mode +Install the dependencies +```bash +just install +``` +Launch a CLI with an active Wren session using the following command: +``` +python -m wren local_file +``` +This will create an interactive CLI environment with a `wren.session.Context` instance for querying your database. +``` +Session created: Context(id=1352f5de-a8a7-4342-b2cf-015dbb2bba4f, data_source=local_file) +You can now interact with the Wren session using the 'wren' variable: +> task = wren.sql('SELECT * FROM your_table').execute() +> print(task.results) +> print(task.formatted_result()) +Python 3.11.11 (main, Dec 3 2024, 17:20:40) [Clang 16.0.0 (clang-1600.0.26.4)] on darwin +Type "help", "copyright", "credits" or "license" for more information. +(InteractiveConsole) +>>> +``` + +### Start with Jupyter Notebook +Launch a Jupyter notebook server with Wren engine dependencies using Docker: +``` +docker run --rm -p 8888:8888 ghcr.io/canner/wren-engine-ibis:latest jupyter +``` +Explore the demo notebooks to learn how to use the Wren session context: +``` +http://localhost:8888/lab/doc/tree/notebooks/demo.ipynb +``` + + ### Enable Tracing We use OpenTelemetry as its tracing framework. Refer to OpenTelemetry zero-code instrumentation to install the required dependencies. Then, use the following just command to start the Ibis server, which exports tracing logs to the console: diff --git a/ibis-server/app/config.py b/ibis-server/app/config.py index 885fdc76f..cddd67667 100644 --- a/ibis-server/app/config.py +++ b/ibis-server/app/config.py @@ -20,15 +20,9 @@ def __init__(self): load_dotenv(override=True) self.wren_engine_endpoint = os.getenv("WREN_ENGINE_ENDPOINT") self.remote_function_list_path = os.getenv("REMOTE_FUNCTION_LIST_PATH") - self.validate_wren_engine_endpoint(self.wren_engine_endpoint) self.diagnose = False self.init_logger() - @staticmethod - def validate_wren_engine_endpoint(endpoint): - if endpoint is None: - raise ValueError("WREN_ENGINE_ENDPOINT is not set") - @staticmethod def init_logger(): logger.remove() @@ -39,6 +33,7 @@ def init_logger(): diagnose=False, enqueue=True, ) + logger.configure(extra={"correlation_id": "no-correlation"}) @staticmethod def logger_diagnose(): @@ -50,6 +45,7 @@ def logger_diagnose(): diagnose=True, enqueue=True, ) + logger.configure(extra={"correlation_id": "no-correlation"}) def update(self, diagnose: bool): self.diagnose = diagnose diff --git a/ibis-server/app/mdl/java_engine.py b/ibis-server/app/mdl/java_engine.py index 08a6e13c6..4225a7b46 100644 --- a/ibis-server/app/mdl/java_engine.py +++ b/ibis-server/app/mdl/java_engine.py @@ -1,6 +1,7 @@ import anyio import httpcore import httpx +from loguru import logger from orjson import orjson from app.config import get_config @@ -9,16 +10,27 @@ class JavaEngineConnector: - def __init__(self): - self.client = httpx.AsyncClient( - base_url=wren_engine_endpoint, - headers={ - "Content-Type": "application/json", - "Accept": "application/json", - }, - ) + def __init__(self, end_point: str | None = None): + if end_point is None and wren_engine_endpoint is None: + logger.warning( + "WREN_ENGINE_ENDPOINT is not set. The v2 MDL endpoint and the fallback will not be available." + ) + self.client = None + else: + self.client = httpx.AsyncClient( + base_url=end_point or wren_engine_endpoint, + headers={ + "Content-Type": "application/json", + "Accept": "application/json", + }, + ) async def dry_plan(self, manifest_str: str, sql: str): + if self.client is None: + raise ValueError( + "WREN_ENGINE_ENDPOINT is not set. Cannot call dry_plan without a valid endpoint." + ) + r = await self.client.request( method="GET", url="/v2/mdl/dry-plan", @@ -41,10 +53,12 @@ async def _warmup(self, timeout=30): await anyio.sleep(1) async def close(self): - await self.client.aclose() + if self.client is not None: + await self.client.aclose() async def __aenter__(self): - await self._warmup() + if self.client is not None: + await self._warmup() return self async def __aexit__(self, exc_type, exc_val, exc_tb): diff --git a/ibis-server/app/mdl/rewriter.py b/ibis-server/app/mdl/rewriter.py index 7155e8573..6a12eac7d 100644 --- a/ibis-server/app/mdl/rewriter.py +++ b/ibis-server/app/mdl/rewriter.py @@ -133,6 +133,19 @@ async def rewrite( except Exception as e: raise RewriteError(str(e)) + @tracer.start_as_current_span("embedded_rewrite", kind=trace.SpanKind.INTERNAL) + def rewrite_sync( + self, manifest_str: str, sql: str, properties: dict | None = None + ) -> str: + try: + processed_properties = self.get_session_properties(properties) + session_context = get_session_context( + manifest_str, self.function_path, processed_properties + ) + return session_context.transform_sql(sql) + except Exception as e: + raise RewriteError(str(e)) + def get_session_properties(self, properties: dict) -> frozenset | None: if properties is None: return None diff --git a/ibis-server/app/model/connector.py b/ibis-server/app/model/connector.py index 35834bad2..a7d1730ed 100644 --- a/ibis-server/app/model/connector.py +++ b/ibis-server/app/model/connector.py @@ -62,7 +62,7 @@ def __init__(self, data_source: DataSource, connection_info: ConnectionInfo): else: self._connector = SimpleConnector(data_source, connection_info) - def query(self, sql: str, limit: int) -> pa.Table: + def query(self, sql: str, limit: int | None = None) -> pa.Table: return self._connector.query(sql, limit) def dry_run(self, sql: str) -> None: @@ -78,8 +78,10 @@ def __init__(self, data_source: DataSource, connection_info: ConnectionInfo): self.connection = self.data_source.get_connection(connection_info) @tracer.start_as_current_span("connector_query", kind=trace.SpanKind.CLIENT) - def query(self, sql: str, limit: int) -> pa.Table: - ibis_table = self.connection.sql(sql).limit(limit) + def query(self, sql: str, limit: int | None = None) -> pa.Table: + ibis_table = self.connection.sql(sql) + if limit is not None: + ibis_table = ibis_table.limit(limit) ibis_table = round_decimal_columns(ibis_table) return ibis_table.to_pyarrow() @@ -120,10 +122,12 @@ def __init__(self, connection_info: ConnectionInfo): self.connection = DataSource.canner.get_connection(connection_info) @tracer.start_as_current_span("connector_query", kind=trace.SpanKind.CLIENT) - def query(self, sql: str, limit: int) -> pa.Table: + def query(self, sql: str, limit: int | None = None) -> pa.Table: # Canner enterprise does not support `CREATE TEMPORARY VIEW` for getting schema schema = self._get_schema(sql) - ibis_table = self.connection.sql(sql, schema=schema).limit(limit) + ibis_table = self.connection.sql(sql, schema=schema) + if limit is not None: + ibis_table = ibis_table.limit(limit) ibis_table = round_decimal_columns(ibis_table) return ibis_table.to_pyarrow() @@ -153,7 +157,7 @@ def __init__(self, connection_info: ConnectionInfo): super().__init__(DataSource.bigquery, connection_info) self.connection_info = connection_info - def query(self, sql: str, limit: int) -> pa.Table: + def query(self, sql: str, limit: int | None = None) -> pa.Table: try: return super().query(sql, limit) except ValueError as e: @@ -299,12 +303,14 @@ def __init__(self, connection_info: RedshiftConnectionUnion): raise ValueError("Invalid Redshift connection_info type") @tracer.start_as_current_span("connector_query", kind=trace.SpanKind.CLIENT) - def query(self, sql: str, limit: int) -> pa.Table: + def query(self, sql: str, limit: int | None = None) -> pa.Table: with closing(self.connection.cursor()) as cursor: cursor.execute(sql) cols = [desc[0] for desc in cursor.description] rows = cursor.fetchall() - df = pd.DataFrame(rows, columns=cols).head(limit) + df = pd.DataFrame(rows, columns=cols) + if limit is not None: + df = df.head(limit) return pa.Table.from_pandas(df) @tracer.start_as_current_span("connector_dry_run", kind=trace.SpanKind.CLIENT) diff --git a/ibis-server/app/model/data_source.py b/ibis-server/app/model/data_source.py index 648b15615..6fa297696 100644 --- a/ibis-server/app/model/data_source.py +++ b/ibis-server/app/model/data_source.py @@ -15,6 +15,9 @@ CannerConnectionInfo, ClickHouseConnectionInfo, ConnectionInfo, + GcsFileConnectionInfo, + LocalFileConnectionInfo, + MinioFileConnectionInfo, MSSqlConnectionInfo, MySqlConnectionInfo, OracleConnectionInfo, @@ -35,6 +38,8 @@ QueryS3FileDTO, QuerySnowflakeDTO, QueryTrinoDTO, + RedshiftConnectionInfo, + S3FileConnectionInfo, SnowflakeConnectionInfo, SSLMode, TrinoConnectionInfo, @@ -70,6 +75,44 @@ def get_dto_type(self): except KeyError: raise NotImplementedError(f"Unsupported data source: {self}") + def get_connection_info(self, data: dict) -> ConnectionInfo: + """Build a ConnectionInfo object from the provided data.""" + match self: + case DataSource.athena: + return AthenaConnectionInfo.model_validate(data) + case DataSource.bigquery: + return BigQueryConnectionInfo.model_validate(data) + case DataSource.canner: + return CannerConnectionInfo.model_validate(data) + case DataSource.clickhouse: + return ClickHouseConnectionInfo.model_validate(data) + case DataSource.mssql: + return MSSqlConnectionInfo.model_validate(data) + case DataSource.mysql: + return MySqlConnectionInfo.model_validate(data) + case DataSource.oracle: + return OracleConnectionInfo.model_validate(data) + case DataSource.postgres: + return PostgresConnectionInfo.model_validate(data) + case DataSource.redshift: + if "redshift_type" in data and data["redshift_type"] == "redshift_iam": + return RedshiftConnectionInfo.model_validate(data) + return RedshiftConnectionInfo.model_validate(data) + case DataSource.snowflake: + return SnowflakeConnectionInfo.model_validate(data) + case DataSource.trino: + return TrinoConnectionInfo.model_validate(data) + case DataSource.local_file: + return LocalFileConnectionInfo.model_validate(data) + case DataSource.s3_file: + return S3FileConnectionInfo.model_validate(data) + case DataSource.minio_file: + return MinioFileConnectionInfo.model_validate(data) + case DataSource.gcs_file: + return GcsFileConnectionInfo.model_validate(data) + case _: + raise NotImplementedError(f"Unsupported data source: {self}") + class DataSourceExtension(Enum): athena = QueryAthenaDTO diff --git a/ibis-server/app/routers/v3/connector.py b/ibis-server/app/routers/v3/connector.py index f86201d19..6db4ce063 100644 --- a/ibis-server/app/routers/v3/connector.py +++ b/ibis-server/app/routers/v3/connector.py @@ -168,7 +168,11 @@ async def query( ) # because the v2 API doesn't support row-level access control, # we don't fallback to v2 if the header include row-level access control properties. - if is_fallback_disable or exist_wren_variables_header(headers): + if ( + java_engine_connector.client is None + or is_fallback_disable + or exist_wren_variables_header(headers) + ): raise e logger.warning( @@ -210,7 +214,11 @@ async def dry_plan( ) # because the v2 API doesn't support row-level access control, # we don't fallback to v2 if the header include row-level access control properties. - if is_fallback_disable or exist_wren_variables_header(headers): + if ( + java_engine_connector.client is None + or is_fallback_disable + or exist_wren_variables_header(headers) + ): raise e logger.warning( @@ -254,7 +262,11 @@ async def dry_plan_for_data_source( ) # because the v2 API doesn't support row-level access control, # we don't fallback to v2 if the header include row-level access control properties. - if is_fallback_disable or exist_wren_variables_header(headers): + if ( + java_engine_connector.client is None + or is_fallback_disable + or exist_wren_variables_header(headers) + ): raise e logger.warning( @@ -305,7 +317,11 @@ async def validate( ) # because the v2 API doesn't support row-level access control, # we don't fallback to v2 if the header include row-level access control properties. - if is_fallback_disable or exist_wren_variables_header(headers): + if ( + java_engine_connector.client is None + or is_fallback_disable + or exist_wren_variables_header(headers) + ): raise e logger.warning( @@ -373,7 +389,11 @@ async def model_substitute( headers.get(X_WREN_FALLBACK_DISABLE) and safe_strtobool(headers.get(X_WREN_FALLBACK_DISABLE, "false")) ) - if is_fallback_disable: + if ( + java_engine_connector.client is None + or is_fallback_disable + or exist_wren_variables_header(headers) + ): raise e logger.warning( diff --git a/ibis-server/entrypoint.sh b/ibis-server/entrypoint.sh index ea2c247a2..b9d61d9a0 100644 --- a/ibis-server/entrypoint.sh +++ b/ibis-server/entrypoint.sh @@ -1,5 +1,33 @@ #!/bin/bash +# Check if the first argument is 'jupyter' +if [[ "$1" == "jupyter" ]]; then + # If only 'jupyter' is passed, start jupyter lab with default configuration + if [[ $# -eq 1 ]]; then + echo "Starting Jupyter Lab..." + exec jupyter lab \ + --ip=0.0.0.0 \ + --port=8888 \ + --no-browser \ + --allow-root \ + --ServerApp.token="" \ + --ServerApp.password="" \ + --ServerApp.allow_origin="*" \ + --ServerApp.base_url="/lab" \ + --ServerApp.default_url="/lab/tree/notebooks/demo.ipynb" \ + --ServerApp.iopub_data_rate_limit=1000000000 \ + --ServerApp.websocket_ping_timeout=30000 \ + --ServerApp.websocket_ping_interval=30000 + else + # If jupyter with additional arguments, pass all arguments to jupyter + echo "Executing: $*" + exec "$@" + fi +fi + +# Default behavior: start ibis-server +echo "Starting Ibis Server..." + if [[ -z "${WREN_NUM_WORKERS}" ]]; then echo "WREN_NUM_WORKERS is not set. Using default value of 2." WREN_NUM_WORKERS=2 diff --git a/ibis-server/justfile b/ibis-server/justfile index 9de16a1c5..58de6d878 100644 --- a/ibis-server/justfile +++ b/ibis-server/justfile @@ -66,6 +66,9 @@ docker-build: docker-run: docker run -it --rm -p 8000:8000 --env-file .env {{ image-name }} +docker-run-jupyter: + docker run -it --rm -p 8888:8888 --env-file .env {{ image-name }} jupyter + compose-up: docker compose -f ../docker/compose.yaml up diff --git a/ibis-server/notebooks/demo.ipynb b/ibis-server/notebooks/demo.ipynb new file mode 100644 index 000000000..bfc8119fb --- /dev/null +++ b/ibis-server/notebooks/demo.ipynb @@ -0,0 +1,301 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "59089b9e", + "metadata": {}, + "source": [ + "# Wren Engine Demo\n", + "\n", + "This notebook demonstrates the basic usage of the Wren Engine Python API in local environment." + ] + }, + { + "cell_type": "markdown", + "id": "6d7bcc54", + "metadata": {}, + "source": [ + "## Import Required Packages" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e2aef715", + "metadata": {}, + "outputs": [], + "source": [ + "from app.model.data_source import DataSource\n", + "from wren import create_session_context" + ] + }, + { + "cell_type": "markdown", + "id": "b0f804e0", + "metadata": {}, + "source": [ + "## Configure Data Source\n", + "Currently supported data sources:\n", + "- athena\n", + "- bigquery\n", + "- canner\n", + "- clickhouse\n", + "- mssql\n", + "- mysql\n", + "- oracle\n", + "- postgres\n", + "- redshift\n", + "- snowflake\n", + "- trino\n", + "- local_file\n", + "- s3_file\n", + "- minio_file\n", + "- gcs_file\n", + "\n", + "Refer to [ConnectionInfo](https://docs.getwren.ai/oss/wren_engine_api#tag/AthenaConnectionInfo) for available parameters." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b55b9fa1", + "metadata": {}, + "outputs": [], + "source": [ + "# Configure local file data source\n", + "data_source = DataSource.local_file\n", + "\n", + "# Set connection information\n", + "info = data_source.get_connection_info(\n", + " {\n", + " \"url\": \"../resources/demo\",\n", + " \"format\": \"duckdb\",\n", + " }\n", + ")\n", + "\n", + "print(f\"Data source type: {data_source}\")\n", + "print(f\"Connection info: {info}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ae3e0612", + "metadata": {}, + "source": [ + "## Create Wren Session" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78a02b04", + "metadata": {}, + "outputs": [], + "source": [ + "# Create session context\n", + "session = create_session_context(\n", + " data_source=\"local_file\",\n", + " connection_info=info,\n", + " mdl_path=\"../resources/demo/jaffle_shop_mdl.json\",\n", + ")\n", + "\n", + "print(\"Session created successfully!\")" + ] + }, + { + "cell_type": "markdown", + "id": "fcf8fd52", + "metadata": {}, + "source": [ + "## Execute Query" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec5faea5", + "metadata": {}, + "outputs": [], + "source": [ + "# Query customer data\n", + "task = session.sql(\"select * from customers\").execute()\n", + "print(\"Show planned SQL: \", task.planned_sql)\n", + "print(\"Show dialect SQL: \", task.dialect_sql)\n", + "print(\"Show the arrow table of the result: \\n\", task.results)\n", + "print(\"Show the formatted JSON result: \\n\", task.formatted_result())" + ] + }, + { + "cell_type": "markdown", + "id": "e6cb9b86", + "metadata": {}, + "source": [ + "# Execute Dry Run" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fe0e8723", + "metadata": {}, + "outputs": [], + "source": [ + "# Query first 10 customer records\n", + "task = session.sql(\"select * from customers limit 10\")\n", + "task.dry_run()\n", + "print(\"Show planned SQL: \", task.planned_sql)\n", + "print(\"Show dialect SQL: \", task.dialect_sql)\n", + "print(\"Dry run executed successfully!\")" + ] + }, + { + "cell_type": "markdown", + "id": "f5b200e0", + "metadata": {}, + "source": [ + "# Access Control\n", + "\n", + "## Row-Level Access Control\n", + "In `resources/demo/jaffle_shop_mdl.json`, we set `status_rule` for `orders`.\n", + "```json\n", + "{\n", + " \"name\": \"status_rule\",\n", + " \"requiredProperties\": [\n", + " {\n", + " \"name\": \"session_status\",\n", + " \"required\": true\n", + " }\n", + " ],\n", + " \"condition\": \"status = @session_status\"\n", + "}\n", + "```\n", + "Therefore, we can use `session_status` for access control. By specifying the value of `X-Wren-Variable-Session_Status` in Session Properties, we can control data visibility. `X-Wren-Variable-` is the prefix for Wren Engine Session Properties.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3cca98bf", + "metadata": {}, + "outputs": [], + "source": [ + "# Set Session Properties\n", + "properties = {\"X-Wren-Variable-Session_Status\": \"'completed'\"}\n", + "task = session.sql(\"select * from orders limit 10\", properties).execute()\n", + "print(\"Show planned SQL: \\n\", task.planned_sql)\n", + "print(\"Show dialect SQL: \\n\", task.dialect_sql)\n", + "print(\"Show the arrow table of the result: \\n\", task.results)\n", + "print(\"Show the formatted JSON result: \\n\", task.formatted_result())" + ] + }, + { + "cell_type": "markdown", + "id": "3d60d01b", + "metadata": {}, + "source": [ + "## Column-Level Access Control\n", + "In `resources/demo/jaffle_shop_mdl.json`, we set the `credit_card_access` rule for `orders.credit_card_amount`.\n", + "```json\n", + "{\n", + " \"name\": \"credit_card_amount\",\n", + " \"type\": \"double\",\n", + " \"columnLevelAccessControl\": {\n", + " \"name\": \"credit_card_access\",\n", + " \"requiredProperties\": [\n", + " {\n", + " \"name\": \"session_level\",\n", + " \"required\": false\n", + " }\n", + " ],\n", + " \"operator\": \"GREATER_THAN\",\n", + " \"threshold\": \"3\"\n", + " },\n", + " \"properties\": {\n", + " \"description\": \"Amount of the order (AUD) paid for by credit card\"\n", + " }\n", + "},\n", + "```\n", + "When `session_level` is greater than `3`, `credit_card_amount` can be accessed.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "965b5ca9", + "metadata": {}, + "outputs": [], + "source": [ + "# credit_card_amount can be accessed when Session_Level is greater than or equal to 3\n", + "properties = {\"X-Wren-Variable-Session_Level\": \"4\"}\n", + "task = session.sql(\n", + " \"select credit_card_amount from orders limit 10\", properties\n", + ").execute()\n", + "print(\"Show planned SQL: \", task.planned_sql)\n", + "print(\"Show dialect SQL: \", task.dialect_sql)\n", + "print(\"Show the arrow table of the result: \\n\", task.results)\n", + "print(\"Show the formatted JSON result: \\n\", task.formatted_result())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "16f587a6", + "metadata": {}, + "outputs": [], + "source": [ + "# credit_card_amount can't be accessed when Session_Level is less than 3\n", + "try:\n", + " properties = {\"X-Wren-Variable-Session_Level\": \"1\"}\n", + " task = session.sql(\n", + " \"select credit_card_amount from orders limit 10\", properties\n", + " ).execute()\n", + "except Exception as e:\n", + " print(\"Error occurred:\", e)" + ] + }, + { + "cell_type": "markdown", + "id": "10e88618", + "metadata": {}, + "source": [ + "## Data Visualization with Pandas (Optional)\n", + "`Task.results` is a `pyarrow.Table` that can be converted to commonly used DataFrame through `to_pandas` or other APIs for further processing." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7dd87bc5", + "metadata": {}, + "outputs": [], + "source": [ + "task = session.sql(\"select * from customers limit 10\").execute()\n", + "# Assuming result has a method to convert to DataFrame\n", + "df = task.results.to_pandas() # This method may need adjustment\n", + "print(\"DataFrame preview:\")\n", + "print(df.head())" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ibis-server/poetry.lock b/ibis-server/poetry.lock index d88aae460..c700d4024 100644 --- a/ibis-server/poetry.lock +++ b/ibis-server/poetry.lock @@ -194,7 +194,7 @@ version = "4.9.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["main", "jupyter"] files = [ {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"}, {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"}, @@ -210,13 +210,26 @@ doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""] trio = ["trio (>=0.26.1)"] +[[package]] +name = "appnope" +version = "0.1.4" +description = "Disable App Nap on macOS >= 10.9" +optional = false +python-versions = ">=3.6" +groups = ["jupyter"] +markers = "platform_system == \"Darwin\"" +files = [ + {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"}, + {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"}, +] + [[package]] name = "argon2-cffi" version = "25.1.0" description = "Argon2 for Python" optional = false python-versions = ">=3.8" -groups = ["dev"] +groups = ["dev", "jupyter"] files = [ {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"}, {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"}, @@ -231,7 +244,7 @@ version = "21.2.0" description = "Low-level CFFI bindings for Argon2" optional = false python-versions = ">=3.6" -groups = ["dev"] +groups = ["dev", "jupyter"] files = [ {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"}, {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"}, @@ -263,6 +276,26 @@ cffi = ">=1.0.1" dev = ["cogapp", "pre-commit", "pytest", "wheel"] tests = ["pytest"] +[[package]] +name = "arrow" +version = "1.3.0" +description = "Better dates & times for Python" +optional = false +python-versions = ">=3.8" +groups = ["jupyter"] +files = [ + {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"}, + {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"}, +] + +[package.dependencies] +python-dateutil = ">=2.7.0" +types-python-dateutil = ">=2.8.10" + +[package.extras] +doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"] +test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"] + [[package]] name = "asgi-correlation-id" version = "4.3.4" @@ -309,6 +342,34 @@ files = [ {file = "asn1crypto-1.5.1.tar.gz", hash = "sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c"}, ] +[[package]] +name = "asttokens" +version = "3.0.0" +description = "Annotate AST trees with source code positions" +optional = false +python-versions = ">=3.8" +groups = ["jupyter"] +files = [ + {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"}, + {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"}, +] + +[package.extras] +astroid = ["astroid (>=2,<4)"] +test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"] + +[[package]] +name = "async-lru" +version = "2.0.5" +description = "Simple LRU cache for asyncio" +optional = false +python-versions = ">=3.9" +groups = ["jupyter"] +files = [ + {file = "async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943"}, + {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"}, +] + [[package]] name = "atpublic" version = "6.0.1" @@ -327,7 +388,7 @@ version = "25.3.0" description = "Classes Without Boilerplate" optional = false python-versions = ">=3.8" -groups = ["main"] +groups = ["main", "jupyter"] files = [ {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"}, {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"}, @@ -341,6 +402,21 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""] +[[package]] +name = "babel" +version = "2.17.0" +description = "Internationalization utilities" +optional = false +python-versions = ">=3.8" +groups = ["jupyter"] +files = [ + {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"}, + {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"}, +] + +[package.extras] +dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""] + [[package]] name = "backoff" version = "2.2.1" @@ -359,7 +435,7 @@ version = "4.13.4" description = "Screen-scraping library" optional = false python-versions = ">=3.7.0" -groups = ["main"] +groups = ["main", "jupyter"] files = [ {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"}, {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"}, @@ -376,6 +452,25 @@ charset-normalizer = ["charset-normalizer"] html5lib = ["html5lib"] lxml = ["lxml"] +[[package]] +name = "bleach" +version = "6.2.0" +description = "An easy safelist-based HTML-sanitizing tool." +optional = false +python-versions = ">=3.9" +groups = ["jupyter"] +files = [ + {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"}, + {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"}, +] + +[package.dependencies] +tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""} +webencodings = "*" + +[package.extras] +css = ["tinycss2 (>=1.1.0,<1.5)"] + [[package]] name = "boto3" version = "1.37.3" @@ -434,7 +529,7 @@ version = "2025.4.26" description = "Python package for providing Mozilla's CA Bundle." optional = false python-versions = ">=3.6" -groups = ["main", "dev"] +groups = ["main", "dev", "jupyter"] files = [ {file = "certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"}, {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"}, @@ -446,7 +541,7 @@ version = "1.17.1" description = "Foreign Function Interface for Python calling C code." optional = false python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main", "dev", "jupyter"] files = [ {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"}, {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"}, @@ -538,7 +633,7 @@ version = "3.4.2" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." optional = false python-versions = ">=3.7" -groups = ["main", "dev"] +groups = ["main", "dev", "jupyter"] files = [ {file = "charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c48ed483eb946e6c04ccbe02c6b4d1d48e51944b6db70f697e089c193404941"}, {file = "charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b2d318c11350e10662026ad0eb71bb51c7812fc8590825304ae0bdd4ac283acd"}, @@ -878,12 +973,107 @@ version = "0.4.6" description = "Cross-platform colored terminal text." optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" -groups = ["main", "dev"] +groups = ["main", "dev", "jupyter"] files = [ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"}, {file = "colorama-0.4.6.tar.gz", hash = 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"sha256:a3629b04e3edb893212df862038c7232f62973373869db5084aed739b437b5af"}, +] + [[package]] name = "win32-setctime" version = "1.2.0" @@ -5592,4 +7640,4 @@ cffi = ["cffi (>=1.11)"] [metadata] lock-version = "2.1" python-versions = ">=3.11,<3.12" -content-hash = "66dd309f8dce5bc8b92b202fab4207fbd818e5bb6fcaf0d6db9457cf7ffee980" +content-hash = "4a07e4b682de2351a56f69d3e9e4527f3666ef12d1e9479c8ab68a64e88305f5" diff --git a/ibis-server/pyproject.toml b/ibis-server/pyproject.toml index 41b8f11a7..788f24286 100644 --- a/ibis-server/pyproject.toml +++ b/ibis-server/pyproject.toml @@ -4,7 +4,7 @@ version = "0.17.2" description = "" authors = ["Canner "] readme = "README.md" -packages = [{ include = "app" }] +packages = [{ include = "app" }, { include = "wren" }] [tool.poetry.dependencies] python = ">=3.11,<3.12" @@ -48,6 +48,21 @@ jinja2 = ">=3.1.6" redshift_connector = "2.1.7" datafusion = "^47.0.0" +[tool.poetry.group.jupyter] +optional = true + +[tool.poetry.group.jupyter.dependencies] +jupyter = ">=1.0.0" +jupyterlab = ">=4.0.0" +ipykernel = ">=6.0.0" +ipywidgets = ">=8.0.0" +matplotlib = ">=3.5.0" +seaborn = ">=0.11.0" +plotly = ">=5.0.0" + +[tool.poetry.group.dev] +optional = true + [tool.poetry.group.dev.dependencies] pytest = "8.3.5" testcontainers = { version = "4.9.2", extras = [ @@ -91,7 +106,13 @@ markers = [ [tool.ruff] line-length = 88 target-version = "py311" -exclude = ["tools/"] +exclude = [ + "tools/", + "*.ipynb", + "notebooks/", + "**/notebooks/**", + "**/.ipynb_checkpoints/**", +] [tool.ruff.lint] select = [ diff --git a/ibis-server/resources/demo/jaffle_shop.duckdb b/ibis-server/resources/demo/jaffle_shop.duckdb new file mode 100644 index 000000000..ca7ed9367 Binary files /dev/null and b/ibis-server/resources/demo/jaffle_shop.duckdb differ diff --git a/ibis-server/resources/demo/jaffle_shop_mdl.json b/ibis-server/resources/demo/jaffle_shop_mdl.json new file mode 100644 index 000000000..e92a1eb4a --- /dev/null +++ b/ibis-server/resources/demo/jaffle_shop_mdl.json @@ -0,0 +1,167 @@ +{ + "catalog": "wren", + "schema": "public", + "models": [ + { + "name": "orders", + "tableReference": { + "catalog": "jaffle_shop", + "schema": "main", + "table": "orders" + }, + "columns": [ + { + "name": "amount", + "type": "double", + "properties": { + "description": "Total amount (AUD) of the order" + } + }, + { + "name": "bank_transfer_amount", + "type": "double", + "properties": { + "description": "Amount of the order (AUD) paid for by bank transfer" + } + }, + { + "name": "coupon_amount", + "type": "double", + "properties": { + "description": "Amount of the order (AUD) paid for by coupon" + } + }, + { + "name": "credit_card_amount", + "type": "double", + "columnLevelAccessControl": { + "name": "credit_card_access", + "requiredProperties": [ + { + "name": "session_level", + "required": false + } + ], + "operator": "GREATER_THAN", + "threshold": "3" + }, + "properties": { + "description": "Amount of the order (AUD) paid for by credit card" + } + }, + { + "name": "customer_id", + "type": "integer", + "properties": { + "description": "Foreign key to the customers table" + } + }, + { + "name": "gift_card_amount", + "type": "double", + "properties": { + "description": "Amount of the order (AUD) paid for by gift card" + } + }, + { + "name": "order_date", + "type": "date", + "properties": { + "description": "Date (UTC) that the order was placed" + } + }, + { + "name": "order_id", + "type": "integer", + "properties": { + "description": "This is a unique identifier for an order" + } + }, + { + "name": "status", + "type": "varchar", + "properties": { + "description": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |" + } + } + ], + "rowLevelAccessControls": [ + { + "name": "status_rule", + "requiredProperties": [ + { + "name": "session_status", + "required": false + } + ], + "condition": "status = @session_status" + } + ], + "properties": { + "description": "This table has basic information about orders, as well as some derived facts based on payments" + } + }, + { + "name": "customers", + "tableReference": { + "catalog": "jaffle_shop", + "schema": "main", + "table": "customers" + }, + "columns": [ + { + "name": "customer_id", + "type": "integer", + "properties": { + "description": "This is a unique identifier for a customer" + } + }, + { + "name": "customer_lifetime_value", + "type": "double" + }, + { + "name": "first_name", + "type": "varchar", + "properties": { + "description": "Customer's first name. PII." + } + }, + { + "name": "first_order", + "type": "date", + "properties": { + "description": "Date (UTC) of a customer's first order" + } + }, + { + "name": "last_name", + "type": "varchar", + "properties": { + "description": "Customer's last name. PII." + } + }, + { + "name": "most_recent_order", + "type": "date", + "properties": { + "description": "Date (UTC) of a customer's most recent order" + } + }, + { + "name": "number_of_orders", + "type": "integer", + "properties": { + "description": "Count of the number of orders a customer has placed" + } + } + ], + "properties": { + "description": "This table has basic information about a customer, as well as some derived facts based on a customer's orders" + } + } + ], + "relationships": [], + "views": [], + "dataSources": "local_file" +} \ No newline at end of file diff --git a/ibis-server/wren/__init__.py b/ibis-server/wren/__init__.py new file mode 100644 index 000000000..b72fc2af2 --- /dev/null +++ b/ibis-server/wren/__init__.py @@ -0,0 +1,74 @@ +"""Initialization for the Wren module.""" + +__version__ = "0.17.2" + + +import base64 +import json + +from app import model +from app.model import ConnectionInfo +from app.model.data_source import DataSource + +__all__ = ["Context", "Task", "create_session_context", "model"] + + +def __dir__() -> list[str]: + """Adds tab completion for wren to the top-level module.""" + out = set(__all__) + return sorted(out) + + +def create_session_context( + data_source: str | None = None, + connection_info: ConnectionInfo | None = None, + mdl_path: str | None = None, + **kwargs: dict, +): + """Create a Wren session context. + + Parameters + ---------- + data_source : str, optional + The data source to connect to. + connection_info : dict, optional + Connection information for the data source. + mdl_path : str, optional + Path to the model file. + **kwargs : dict + Additional keyword arguments. + + Returns + ------- + Session + A Wren session object. + """ + from .session import Context # noqa: PLC0415 + + if not mdl_path: + raise ValueError("mdl_path must be provided") + + if not data_source: + raise ValueError("data_source must be provided") + + data_source = DataSource(data_source) + + with open(mdl_path) as f: + if not f.readable(): + raise ValueError(f"Cannot read MDL file at {mdl_path}") + try: + manifest = json.load(f) + manifest_base64 = ( + base64.b64encode(json.dumps(manifest).encode("utf-8")).decode("utf-8") + if manifest + else None + ) + except json.JSONDecodeError as e: + raise ValueError(f"Invalid JSON in MDL file at {mdl_path}: {e}") from e + + return Context( + data_source=data_source, + connection_info=connection_info, + manifest_base64=manifest_base64, + **kwargs, + ) diff --git a/ibis-server/wren/__main__.py b/ibis-server/wren/__main__.py new file mode 100644 index 000000000..0b3bc0939 --- /dev/null +++ b/ibis-server/wren/__main__.py @@ -0,0 +1,58 @@ +"""Main entry point for the Wren package.""" + +import code +import json +import sys + +from app.model.data_source import DataSource +from wren import create_session_context + + +def main(): + """Main entry point for the Wren module.""" + + if len(sys.argv) < 2: + print("Usage: python -m wren [connection_info_path]") # noqa: T201 + sys.exit(1) + + data_source = sys.argv[1] + mdl_path = sys.argv[2] if len(sys.argv) > 2 else None + data_source = DataSource(data_source) + + if len(sys.argv) > 3: + with open(connection_info_path := sys.argv[3]) as f: + if not f.readable(): + raise ValueError( + f"Cannot read connection info file at {connection_info_path}" + ) + + connection_info = json.load(f) + # The connection_info file proeduced by Wren AI dbt integration + # contains a "type" field to indicate the data source type. + # If it is present, we need to use the `get_connection_info` method + # of the DataSource class to get the connection info. + # Otherwise, we can directly use the connection_info as is. + if "type" in connection_info: + connection_info = data_source.get_connection_info( + connection_info["properties"] + ) + else: + connection_info = data_source.get_connection_info(connection_info) + else: + connection_info = None + + session = create_session_context( + data_source=data_source.name, + connection_info=connection_info, + mdl_path=mdl_path, + ) + print(f"Session created: {session}") # noqa: T201 + print("You can now interact with the Wren session using the 'wren' variable:") # noqa: T201 + print("> task = wren.sql('SELECT * FROM your_table').execute()") # noqa: T201 + print("> print(task.results)") # noqa: T201 + print("> print(task.formatted_result())") # noqa: T201 + code.interact(local={"wren": session}) + + +if __name__ == "__main__": + main() diff --git a/ibis-server/wren/session/__init__.py b/ibis-server/wren/session/__init__.py new file mode 100644 index 000000000..6a3e14304 --- /dev/null +++ b/ibis-server/wren/session/__init__.py @@ -0,0 +1,163 @@ +import uuid + +import pyarrow as pa +import sqlglot + +from app.config import get_config +from app.mdl.core import get_manifest_extractor, to_json_base64 +from app.mdl.rewriter import EmbeddedEngineRewriter +from app.model import ConnectionInfo +from app.model.connector import Connector +from app.model.data_source import DataSource +from app.util import to_json + + +class Context: + def __init__( + self, + data_source: DataSource | None, + connection_info: ConnectionInfo | None, + manifest_base64: str | None, + context_id: str | None = None, + ): + self.data_source = data_source + self.connection_info = connection_info + self.manifest_base64 = manifest_base64 + self.context_id = context_id or str(uuid.uuid4()) + self.user_id = None + self.rewriter = EmbeddedEngineRewriter( + get_config().get_remote_function_list_path(data_source) + ) + self._connector = None + + def __repr__(self): + return f"Context(id={self.context_id}, data_source={self.data_source})" + + def sql(self, sql, properties: dict | None = None): + """Create a Task with the given SQL and plan it based on the MDL. + + Parameters + ---------- + sql : str + The SQL statement to be executed. + properties : dict, optional + Additional properties to be used in the task. + + Returns + ------- + Task + A Task object that contains the planned SQL and other properties. + """ + return Task(context=self, properties=properties).plan(sql) + + def get_connector(self): + """Get the connector for the context's data source. + + Returns + ------- + Connector + The connector for the context's data source. + """ + if self._connector is None: + self._connector = Connector(self.data_source, self.connection_info) + return self._connector + + +class Task: + def __init__( + self, + context: Context | None, + properties: dict | None, + task_id: str | None = None, + ): + self.task_id: str = task_id or str(uuid.uuid4()) + self.context: Context = context + self.properties: dict = self._lowrcase_properties(properties) + self.wren_sql: str | None = None + self.planned_sql: str | None = None + self.dialect_sql: str | None = None + self.results: pa.Table | None = None + self.manifest: str | None = None + + def _lowrcase_properties(self, properties: dict | None) -> dict: + """Convert all keys in the properties dictionary to lowercase.""" + if properties is None: + return {} + return {k.lower(): v for k, v in properties.items()} + + def __repr__(self): + return f"Task(id={self.task_id}, context={self.context})" + + def plan(self, input_sql): + """Plan input Wren SQL based on the MDL to the planned SQL and transpiled dialect SQL.""" + self.wren_sql = input_sql + self.manifest = self._extract_manifest( + self.context.manifest_base64, self.wren_sql + ) + + self.planned_sql = self.context.rewriter.rewrite_sync( + self.manifest, self.wren_sql, self.properties + ) + + read = self._get_read_dialect() + write = self._get_write_dialect() + self.dialect_sql = sqlglot.transpile(self.planned_sql, read=read, write=write)[ + 0 + ] + return self + + def _extract_manifest(self, manifest_str: str, sql: str) -> str: + try: + extractor = get_manifest_extractor(manifest_str) + tables = extractor.resolve_used_table_names(sql) + manifest = extractor.extract_by(tables) + return to_json_base64(manifest) + except Exception as e: + self.context.rewriter.handle_extract_exception(e) + + def _get_read_dialect(self) -> str | None: + return None + + def _get_write_dialect( + self, + ) -> str: + if self.context.data_source == DataSource.canner: + return "trino" + elif self.context.data_source in { + DataSource.local_file, + DataSource.s3_file, + DataSource.minio_file, + DataSource.gcs_file, + }: + return "duckdb" + return self.context.data_source.name + + def dry_run(self): + """Perform a dry run of the dialect SQL without executing it.""" + if self.dialect_sql is None: + raise ValueError("Dialect SQL is not set. Call transpile() first.") + self.context.get_connector().dry_run(self.dialect_sql) + + def execute(self, limit: int | None = None): + """Execute the dialect SQL and return the results. + + Parameters + ---------- + limit : int, optional + The maximum number of rows to return. If None, returns all rows. + """ + if self.context.connection_info is None: + raise ValueError( + "Connection info is not set. Cannot execute without connection info." + ) + if self.dialect_sql is None: + raise ValueError("Dialect SQL is not set. Call transpile() first.") + self.results = self.context.get_connector().query(self.dialect_sql, limit) + return self + + def formatted_result(self): + """Get the formatted result of the executed task.""" + if self.results is None: + raise ValueError("Results are not set. Call execute() first.") + + return to_json(self.results, self.properties, self.context.data_source)