| # Licensed to the Apache Software Foundation (ASF) under one | |
| # or more contributor license agreements. See the NOTICE file | |
| # distributed with this work for additional information | |
| # regarding copyright ownership. The ASF licenses this file | |
| # to you under the Apache License, Version 2.0 (the | |
| # "License"); you may not use this file except in compliance | |
| # with the License. You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, | |
| # software distributed under the License is distributed on an | |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | |
| # KIND, either express or implied. See the License for the | |
| # specific language governing permissions and limitations | |
| # under the License. | |
| from __future__ import annotations | |
| from typing import TYPE_CHECKING | |
| import pyarrow as pa | |
| from datafusion import Expr, SessionContext, udtf | |
| from datafusion_ffi_example import MyTableFunction, MyTableProvider | |
| if TYPE_CHECKING: | |
| from datafusion.context import TableProviderExportable | |
| def test_ffi_table_function_register() -> None: | |
| ctx = SessionContext() | |
| table_func = MyTableFunction() | |
| table_udtf = udtf(table_func, "my_table_func") | |
| ctx.register_udtf(table_udtf) | |
| result = ctx.sql("select * from my_table_func()").collect() | |
| assert len(result) == 2 | |
| assert result[0].num_columns == 4 | |
| print(result) | |
| # Multi-partition collect order is non-deterministic; sort by first value. | |
| result = sorted((r.column(0) for r in result), key=lambda a: a[0].as_py()) | |
| expected = [ | |
| pa.array([0, 1, 2], type=pa.int32()), | |
| pa.array([3, 4, 5, 6], type=pa.int32()), | |
| ] | |
| assert result == expected | |
| def test_ffi_table_function_call_directly(): | |
| ctx = SessionContext() | |
| table_func = MyTableFunction() | |
| table_udtf = udtf(table_func, "my_table_func") | |
| my_table = table_udtf() | |
| ctx.register_table("t", my_table) | |
| result = ctx.table("t").collect() | |
| assert len(result) == 2 | |
| assert result[0].num_columns == 4 | |
| print(result) | |
| result = sorted((r.column(0) for r in result), key=lambda a: a[0].as_py()) | |
| expected = [ | |
| pa.array([0, 1, 2], type=pa.int32()), | |
| pa.array([3, 4, 5, 6], type=pa.int32()), | |
| ] | |
| assert result == expected | |
| class PythonTableFunction: | |
| """Python based table function. | |
| This class is used as a Python implementation of a table function. | |
| We use the existing TableProvider to create the underlying | |
| provider, and this function takes no arguments | |
| """ | |
| def __call__( | |
| self, num_cols: Expr, num_rows: Expr, num_batches: Expr | |
| ) -> TableProviderExportable: | |
| args = [ | |
| num_cols.to_variant().value_i64(), | |
| num_rows.to_variant().value_i64(), | |
| num_batches.to_variant().value_i64(), | |
| ] | |
| return MyTableProvider(*args) | |
| def common_table_function_test(test_ctx: SessionContext) -> None: | |
| result = test_ctx.sql("select * from my_table_func(3,2,4)").collect() | |
| assert len(result) == 4 | |
| assert result[0].num_columns == 3 | |
| print(result) | |
| result = sorted((r.column(0) for r in result), key=lambda a: a[0].as_py()) | |
| expected = [ | |
| pa.array([0, 1], type=pa.int32()), | |
| pa.array([2, 3, 4], type=pa.int32()), | |
| pa.array([4, 5, 6, 7], type=pa.int32()), | |
| pa.array([6, 7, 8, 9, 10], type=pa.int32()), | |
| ] | |
| assert result == expected | |
| def test_python_table_function(): | |
| ctx = SessionContext() | |
| table_func = PythonTableFunction() | |
| table_udtf = udtf(table_func, "my_table_func") | |
| ctx.register_udtf(table_udtf) | |
| common_table_function_test(ctx) | |
| def test_python_table_function_decorator(): | |
| ctx = SessionContext() | |
| @udtf("my_table_func") | |
| def my_udtf( | |
| num_cols: Expr, num_rows: Expr, num_batches: Expr | |
| ) -> TableProviderExportable: | |
| args = [ | |
| num_cols.to_variant().value_i64(), | |
| num_rows.to_variant().value_i64(), | |
| num_batches.to_variant().value_i64(), | |
| ] | |
| return MyTableProvider(*args) | |
| ctx.register_udtf(my_udtf) | |
| common_table_function_test(ctx) |