| # 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. |
| |
| import datetime |
| import pyfury |
| import pytest |
| |
| from dataclasses import dataclass |
| from pyfury.format.infer import infer_schema, infer_field, ArrowTypeVisitor |
| from pyfury.tests.record import foo_schema |
| from pyfury.util import lazy_import |
| from typing import List, Dict |
| |
| |
| pa = lazy_import("pyarrow") |
| |
| |
| @dataclass |
| class Foo: |
| f1: "pa.int32" |
| f2: str |
| f3: List[str] |
| f4: Dict[str, "pa.int32"] |
| f5: List["pa.int32"] |
| f6: "pa.int32" |
| f7: "Bar" |
| |
| |
| @dataclass |
| class Bar: |
| f1: "pa.int32" |
| f2: str |
| |
| |
| def _infer_field(field_name, type_, types_path=None): |
| return infer_field(field_name, type_, ArrowTypeVisitor(), types_path=types_path) |
| |
| |
| def test_infer_field(): |
| assert _infer_field("", pa.int8).type == pa.int8() |
| assert _infer_field("", pa.int16).type == pa.int16() |
| assert _infer_field("", pa.int32).type == pa.int32() |
| assert _infer_field("", pa.int64).type == pa.int64() |
| assert _infer_field("", pa.float32).type == pa.float32() |
| assert _infer_field("", pa.float64).type == pa.float64() |
| assert _infer_field("", str).type == pa.utf8() |
| assert _infer_field("", bytes).type == pa.binary() |
| assert _infer_field("", List[Dict[str, str]]).type == pa.list_( |
| pa.map_(pa.utf8(), pa.utf8()) |
| ) |
| assert _infer_field( |
| "", List[Dict[str, Dict[str, List[pa.int32]]]] |
| ).type == pa.list_(pa.map_(pa.utf8(), pa.map_(pa.utf8(), pa.list_(pa.int32())))) |
| with pytest.raises(TypeError): |
| _infer_field("", pa.int8()) |
| _infer_field("", pa.utf8()) |
| |
| class X: |
| pass |
| |
| _infer_field("", X) |
| |
| |
| def test_infer_class_schema(): |
| schema = infer_schema(Foo) |
| assert schema == foo_schema(), ( |
| f"schema {schema}\n====\n," f"foo_schema {foo_schema()}" |
| ) |
| |
| |
| def test_type_id(): |
| assert pyfury.format.infer.get_type_id(str) == pa.string().id |
| assert pyfury.format.infer.get_type_id(datetime.date) == pa.date32().id |
| assert pyfury.format.infer.get_type_id(datetime.datetime) == pa.timestamp("us").id |
| |
| |
| if __name__ == "__main__": |
| test_infer_class_schema() |