taipy/tests/core/data/test_excel_data_node.py

# Copyright 2021-2024 Avaiga Private Limited
#
# Licensed 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 os
import pathlib
from datetime import datetime
from time import sleep
from typing import Dict

import numpy as np
import pandas as pd
import pytest

from taipy.config.common.scope import Scope
from taipy.config.config import Config
from taipy.core.data._data_manager import _DataManager
from taipy.core.data.data_node_id import DataNodeId
from taipy.core.data.excel import ExcelDataNode
from taipy.core.exceptions.exceptions import (
    ExposedTypeLengthMismatch,
    InvalidExposedType,
    NonExistingExcelSheet,
)


@pytest.fixture(scope="function", autouse=True)
def cleanup():
    yield
    path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/temp.xlsx")
    if os.path.exists(path):
        os.remove(path)


class MyCustomObject:
    def __init__(self, id, integer, text):
        self.id = id
        self.integer = integer
        self.text = text


class MyCustomObject1:
    def __init__(self, id, integer, text):
        self.id = id
        self.integer = integer
        self.text = text


class MyCustomObject2:
    def __init__(self, id, integer, text):
        self.id = id
        self.integer = integer
        self.text = text


class TestExcelDataNode:
    def test_new_excel_data_node_with_existing_file_is_ready_for_reading(self):
        not_ready_dn_cfg = Config.configure_data_node("not_ready_data_node_config_id", "excel", path="NOT_EXISTING.csv")
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")
        ready_dn_cfg = Config.configure_data_node("ready_data_node_config_id", "excel", path=path)

        dns = _DataManager._bulk_get_or_create([not_ready_dn_cfg, ready_dn_cfg])

        assert not dns[not_ready_dn_cfg].is_ready_for_reading
        assert dns[ready_dn_cfg].is_ready_for_reading

    def test_create(self):
        path = "data/node/path"
        sheet_names = ["sheet_name_1", "sheet_name_2"]
        dn = ExcelDataNode(
            "foo_bar",
            Scope.SCENARIO,
            properties={"path": path, "has_header": False, "sheet_name": sheet_names, "name": "super name"},
        )
        assert isinstance(dn, ExcelDataNode)
        assert dn.storage_type() == "excel"
        assert dn.config_id == "foo_bar"
        assert dn.name == "super name"
        assert dn.scope == Scope.SCENARIO
        assert dn.id is not None
        assert dn.owner_id is None
        assert dn.parent_ids == set()
        assert dn.last_edit_date is None
        assert dn.job_ids == []
        assert not dn.is_ready_for_reading
        assert dn.path == path
        assert dn.has_header is False
        assert dn.sheet_name == sheet_names

    def test_get_user_properties(self, excel_file):
        dn_1 = ExcelDataNode("dn_1", Scope.SCENARIO, properties={"path": "data/node/path"})
        assert dn_1._get_user_properties() == {}

        dn_2 = ExcelDataNode(
            "dn_2",
            Scope.SCENARIO,
            properties={
                "exposed_type": "numpy",
                "default_data": "foo",
                "default_path": excel_file,
                "has_header": False,
                "sheet_name": ["sheet_name_1", "sheet_name_2"],
                "foo": "bar",
            },
        )

        # exposed_type, default_data, default_path, path, has_header are filtered out
        assert dn_2._get_user_properties() == {"foo": "bar"}

    def test_modin_deprecated_in_favor_of_pandas(self):
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")
        # Create ExcelDataNode with modin exposed_type
        props = {"path": path, "sheet_name": "Sheet1", "exposed_type": "modin"}
        modin_dn = ExcelDataNode("bar", Scope.SCENARIO, properties=props)
        assert modin_dn.properties["exposed_type"] == "pandas"
        data_modin = modin_dn.read()
        assert isinstance(data_modin, pd.DataFrame)

    def test_set_path(self):
        dn = ExcelDataNode("foo", Scope.SCENARIO, properties={"default_path": "foo.xlsx"})
        assert dn.path == "foo.xlsx"
        dn.path = "bar.xlsx"
        assert dn.path == "bar.xlsx"

    @pytest.mark.parametrize(
        ["properties", "exists"],
        [
            ({}, False),
            ({"default_data": {"a": ["foo", "bar"]}}, True),
        ],
    )
    def test_create_with_default_data(self, properties, exists):
        dn = ExcelDataNode("foo", Scope.SCENARIO, DataNodeId("dn_id"), properties=properties)
        assert os.path.exists(dn.path) is exists

    def test_read_write_after_modify_path(self):
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")
        new_path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/temp.xlsx")
        dn = ExcelDataNode("foo", Scope.SCENARIO, properties={"default_path": path})
        read_data = dn.read()
        assert read_data is not None
        dn.path = new_path
        with pytest.raises(FileNotFoundError):
            dn.read()
        dn.write(read_data)
        for sheet, df in dn.read().items():
            assert np.array_equal(df.values, read_data[sheet].values)

    def test_exposed_type_custom_class_after_modify_path(self):
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")  # ["Sheet1", "Sheet2"]
        new_path = os.path.join(
            pathlib.Path(__file__).parent.resolve(), "data_sample/example_2.xlsx"
        )  # ["Sheet1", "Sheet2", "Sheet3"]
        dn = ExcelDataNode("foo", Scope.SCENARIO, properties={"default_path": path, "exposed_type": MyCustomObject1})
        assert dn.exposed_type == MyCustomObject1
        dn.read()
        dn.path = new_path
        dn.read()

        dn = ExcelDataNode(
            "foo",
            Scope.SCENARIO,
            properties={"default_path": path, "exposed_type": MyCustomObject1, "sheet_name": ["Sheet4"]},
        )
        assert dn.exposed_type == MyCustomObject1
        with pytest.raises(NonExistingExcelSheet):
            dn.read()

    def test_exposed_type_dict(self):
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")  # ["Sheet1", "Sheet2"]
        dn = ExcelDataNode(
            "foo",
            Scope.SCENARIO,
            properties={
                "default_path": path,
                "exposed_type": {
                    "Sheet1": MyCustomObject1,
                    "Sheet2": MyCustomObject2,
                    "Sheet3": MyCustomObject1,
                },
            },
        )
        data = dn.read()
        assert isinstance(data, Dict)
        assert isinstance(data["Sheet1"][0], MyCustomObject1)
        assert isinstance(data["Sheet2"][0], MyCustomObject2)

    def test_exposed_type_list(self):
        path_1 = os.path.join(
            pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx"
        )  # ["Sheet1", "Sheet2"]
        path_2 = os.path.join(
            pathlib.Path(__file__).parent.resolve(), "data_sample/example_2.xlsx"
        )  # ["Sheet1", "Sheet2", "Sheet3"]

        dn = ExcelDataNode(
            "foo",
            Scope.SCENARIO,
            properties={"default_path": path_1, "exposed_type": [MyCustomObject1, MyCustomObject2]},
        )
        data = dn.read()
        assert isinstance(data, Dict)
        assert isinstance(data["Sheet1"][0], MyCustomObject1)
        assert isinstance(data["Sheet2"][0], MyCustomObject2)

        dn.path = path_2
        with pytest.raises(ExposedTypeLengthMismatch):
            dn.read()

    def test_not_trying_to_read_sheet_names_when_exposed_type_is_set(self):
        dn = ExcelDataNode(
            "foo", Scope.SCENARIO, properties={"default_path": "notexistyet.xlsx", "exposed_type": MyCustomObject1}
        )
        assert dn.path == "notexistyet.xlsx"
        assert dn.exposed_type == MyCustomObject1
        dn = ExcelDataNode(
            "foo",
            Scope.SCENARIO,
            properties={"default_path": "notexistyet.xlsx", "exposed_type": [MyCustomObject1, MyCustomObject2]},
        )
        assert dn.path == "notexistyet.xlsx"
        assert dn.exposed_type == [MyCustomObject1, MyCustomObject2]
        dn = ExcelDataNode(
            "foo",
            Scope.SCENARIO,
            properties={
                "default_path": "notexistyet.xlsx",
                "exposed_type": {"Sheet1": MyCustomObject1, "Sheet2": MyCustomObject2},
            },
        )
        assert dn.path == "notexistyet.xlsx"
        assert dn.exposed_type == {"Sheet1": MyCustomObject1, "Sheet2": MyCustomObject2}

    def test_exposed_type_default(self):
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")
        dn = ExcelDataNode("foo", Scope.SCENARIO, properties={"default_path": path, "sheet_name": "Sheet1"})
        assert dn.exposed_type == "pandas"
        data = dn.read()
        assert isinstance(data, pd.DataFrame)

    def test_pandas_exposed_type(self):
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")
        dn = ExcelDataNode(
            "foo", Scope.SCENARIO, properties={"default_path": path, "exposed_type": "pandas", "sheet_name": "Sheet1"}
        )
        assert dn.exposed_type == "pandas"
        data = dn.read()
        assert isinstance(data, pd.DataFrame)

    def test_complex_exposed_type_dict(self):
        # ["Sheet1", "Sheet2", "Sheet3", "Sheet4", "Sheet5"]
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example_4.xlsx")
        dn = ExcelDataNode(
            "foo",
            Scope.SCENARIO,
            properties={
                "default_path": path,
                "exposed_type": {
                    "Sheet1": MyCustomObject1,
                    "Sheet2": "numpy",
                    "Sheet3": "pandas",
                },
                "sheet_name": ["Sheet1", "Sheet2", "Sheet3", "Sheet4"],
            },
        )
        data = dn.read()
        assert isinstance(data, dict)
        assert isinstance(data["Sheet1"], list)
        assert isinstance(data["Sheet1"][0], MyCustomObject1)
        assert isinstance(data["Sheet2"], np.ndarray)
        assert isinstance(data["Sheet3"], pd.DataFrame)
        assert isinstance(data["Sheet4"], pd.DataFrame)
        assert data.get("Sheet5") is None

    def test_complex_exposed_type_list(self):
        # ["Sheet1", "Sheet2", "Sheet3", "Sheet4","Sheet5"]
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example_4.xlsx")
        dn = ExcelDataNode(
            "foo",
            Scope.SCENARIO,
            properties={
                "default_path": path,
                "exposed_type": [MyCustomObject1, "numpy", "pandas"],
                "sheet_name": ["Sheet1", "Sheet2", "Sheet3"],
            },
        )
        data = dn.read()
        assert isinstance(data, dict)
        assert isinstance(data["Sheet1"], list)
        assert isinstance(data["Sheet1"][0], MyCustomObject1)
        assert isinstance(data["Sheet2"], np.ndarray)
        assert isinstance(data["Sheet3"], pd.DataFrame)

    def test_invalid_exposed_type(self):
        path = os.path.join(pathlib.Path(__file__).parent.resolve(), "data_sample/example.xlsx")
        with pytest.raises(InvalidExposedType):
            ExcelDataNode(
                "foo",
                Scope.SCENARIO,
                properties={"default_path": path, "exposed_type": "invalid", "sheet_name": "Sheet1"},
            )

        with pytest.raises(InvalidExposedType):
            ExcelDataNode(
                "foo",
                Scope.SCENARIO,
                properties={
                    "default_path": path,
                    "exposed_type": ["numpy", "invalid", "pandas"],
                    "sheet_name": "Sheet1",
                },
            )

        with pytest.raises(InvalidExposedType):
            ExcelDataNode(
                "foo",
                Scope.SCENARIO,
                properties={
                    "default_path": path,
                    "exposed_type": {"Sheet1": "pandas", "Sheet2": "invalid"},
                    "sheet_name": "Sheet1",
                },
            )

    def test_get_system_modified_date_instead_of_last_edit_date(self, tmpdir_factory):
        temp_file_path = str(tmpdir_factory.mktemp("data").join("temp.xlsx"))
        pd.DataFrame([]).to_excel(temp_file_path)
        dn = ExcelDataNode("foo", Scope.SCENARIO, properties={"path": temp_file_path, "exposed_type": "pandas"})

        dn.write(pd.DataFrame([1, 2, 3]))
        previous_edit_date = dn.last_edit_date

        sleep(0.1)

        pd.DataFrame([4, 5, 6]).to_excel(temp_file_path)
        new_edit_date = datetime.fromtimestamp(os.path.getmtime(temp_file_path))

        assert previous_edit_date < dn.last_edit_date
        assert new_edit_date == dn.last_edit_date

        sleep(0.1)

        dn.write(pd.DataFrame([7, 8, 9]))
        assert new_edit_date < dn.last_edit_date
        os.unlink(temp_file_path)

    def test_migrate_to_new_path(self, tmp_path):
        _base_path = os.path.join(tmp_path, ".data")
        path = os.path.join(_base_path, "test.xlsx")
        # create a file on old path
        os.mkdir(_base_path)
        with open(path, "w"):
            pass

        dn = ExcelDataNode("foo", Scope.SCENARIO, properties={"path": path, "exposed_type": "pandas"})

        assert ".data" not in dn.path.name
        assert os.path.exists(dn.path)