OpenMetadata/ingestion/tests/unit/profiler/sqlalchemy/test_sqa_profiler_interface.py

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#  you may not use this file except in compliance with the License.
#  You may obtain a copy of the License at
#  https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
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#  distributed under the License is distributed on an "AS IS" BASIS,
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"""
Test SQA Interface
"""

import os
from datetime import datetime
from unittest.mock import patch
from uuid import uuid4

import pytest
from sqlalchemy import TEXT, Column, Integer, String, inspect
from sqlalchemy.orm import declarative_base
from sqlalchemy.orm.session import Session

from metadata.generated.schema.api.data.createTableProfile import (
    CreateTableProfileRequest,
)
from metadata.generated.schema.entity.data.table import Column as EntityColumn
from metadata.generated.schema.entity.data.table import (
    ColumnName,
    ColumnProfile,
    DataType,
    Table,
    TableProfile,
)
from metadata.generated.schema.entity.services.connections.database.sqliteConnection import (
    SQLiteConnection,
    SQLiteScheme,
)
from metadata.generated.schema.type.basic import Timestamp
from metadata.profiler.api.models import ThreadPoolMetrics
from metadata.profiler.interface.sqlalchemy.profiler_interface import (
    SQAProfilerInterface,
)
from metadata.profiler.metrics.core import (
    ComposedMetric,
    MetricTypes,
    QueryMetric,
    StaticMetric,
)
from metadata.profiler.metrics.registry import Metrics
from metadata.profiler.metrics.static.row_count import RowCount
from metadata.profiler.processor.default import get_default_metrics
from metadata.sampler.sqlalchemy.sampler import SQASampler


class User(declarative_base()):
    __tablename__ = "users"
    id = Column(Integer, primary_key=True)
    name = Column(String(256))
    fullname = Column(String(256))
    nickname = Column(String(256))
    comments = Column(TEXT)
    age = Column(Integer)


@pytest.fixture
def table_entity():
    return Table(
        id=uuid4(),
        name="user",
        columns=[
            EntityColumn(
                name=ColumnName("id"),
                dataType=DataType.INT,
            )
        ],
    )


@pytest.fixture
def sqlite_conn():
    return SQLiteConnection(
        scheme=SQLiteScheme.sqlite_pysqlite,
    )


@pytest.fixture
def sqa_profiler_interface(table_entity, sqlite_conn):
    with patch.object(SQASampler, "build_table_orm", return_value=User):
        sampler = SQASampler(
            service_connection_config=sqlite_conn,
            ometa_client=None,
            entity=None,
        )

    with patch.object(SQASampler, "build_table_orm", return_value=User):
        interface = SQAProfilerInterface(
            sqlite_conn, None, table_entity, None, sampler, 5, 43200
        )
    return interface


def test_init_interface(sqa_profiler_interface):
    """Test we can instantiate our interface object correctly"""
    assert isinstance(sqa_profiler_interface.session, Session)


@pytest.fixture(scope="class")
def db_path():
    return os.path.join(os.path.dirname(__file__), "test.db")


@pytest.fixture(scope="class")
def class_sqlite_conn(db_path):
    return SQLiteConnection(
        scheme=SQLiteScheme.sqlite_pysqlite,
        databaseMode=db_path + "?check_same_thread=False",
    )


@pytest.fixture(scope="class")
def class_table_entity():
    return Table(
        id=uuid4(),
        name="user",
        columns=[
            EntityColumn(
                name=ColumnName("id"),
                dataType=DataType.INT,
            )
        ],
    )


@pytest.fixture(scope="class")
def class_sqa_profiler_interface(class_sqlite_conn, class_table_entity):
    with patch.object(SQASampler, "build_table_orm", return_value=User):
        sampler = SQASampler(
            service_connection_config=class_sqlite_conn,
            ometa_client=None,
            entity=None,
        )

    interface = SQAProfilerInterface(
        class_sqlite_conn,
        None,
        class_table_entity,
        None,
        sampler,
        5,
        43200,
    )
    return interface


@pytest.fixture(scope="class", autouse=True)
def setup_database(class_sqa_profiler_interface):
    """Setup test database and tables"""
    try:
        # Drop the table if it exists
        User.__table__.drop(
            bind=class_sqa_profiler_interface.session.get_bind(), checkfirst=True
        )
        # Create the table
        User.__table__.create(bind=class_sqa_profiler_interface.session.get_bind())
    except Exception as e:
        print(f"Error during table setup: {str(e)}")
        raise e

    data = [
        User(name="John", fullname="John Doe", nickname="johnny b goode", age=30),
        User(name="Jane", fullname="Jone Doe", nickname=None, age=31),
    ]
    class_sqa_profiler_interface.session.add_all(data)
    class_sqa_profiler_interface.session.commit()

    yield

    # Cleanup
    try:
        User.__table__.drop(
            bind=class_sqa_profiler_interface.session.get_bind(), checkfirst=True
        )
        class_sqa_profiler_interface.session.close()
    except Exception as e:
        print(f"Error during cleanup: {str(e)}")
        raise e


@pytest.fixture(scope="class")
def metrics(class_sqa_profiler_interface):
    metrics = get_default_metrics(Metrics, User)
    return {
        "all": metrics,
        "static": [metric for metric in metrics if issubclass(metric, StaticMetric)],
        "composed": [
            metric for metric in metrics if issubclass(metric, ComposedMetric)
        ],
        "window": [
            metric
            for metric in metrics
            if issubclass(metric, StaticMetric) and metric.is_window_metric()
        ],
        "query": [
            metric
            for metric in metrics
            if issubclass(metric, QueryMetric) and metric.is_col_metric()
        ],
    }


def test_init_interface_multi_thread(class_sqa_profiler_interface):
    """Test we can instantiate our interface object correctly"""
    assert isinstance(class_sqa_profiler_interface.session, Session)


def test_get_all_metrics(class_sqa_profiler_interface, metrics):
    table_metrics = [
        ThreadPoolMetrics(
            metrics=[
                metric
                for metric in metrics["all"]
                if (not metric.is_col_metric() and not metric.is_system_metrics())
            ],
            metric_type=MetricTypes.Table,
            column=None,
            table=User,
        )
    ]
    column_metrics = []
    query_metrics = []
    window_metrics = []
    for col in inspect(User).c:
        column_metrics.append(
            ThreadPoolMetrics(
                metrics=[
                    metric
                    for metric in metrics["static"]
                    if metric.is_col_metric() and not metric.is_window_metric()
                ],
                metric_type=MetricTypes.Static,
                column=col,
                table=User,
            )
        )
        for query_metric in metrics["query"]:
            query_metrics.append(
                ThreadPoolMetrics(
                    metrics=query_metric,
                    metric_type=MetricTypes.Query,
                    column=col,
                    table=User,
                )
            )
        window_metrics.append(
            ThreadPoolMetrics(
                metrics=[
                    metric for metric in metrics["window"] if metric.is_window_metric()
                ],
                metric_type=MetricTypes.Window,
                column=col,
                table=User,
            )
        )

    all_metrics = [*table_metrics, *column_metrics, *query_metrics, *window_metrics]

    profile_results = class_sqa_profiler_interface.get_all_metrics(
        all_metrics,
    )

    column_profile = [
        ColumnProfile(**profile_results["columns"].get(col.name))
        for col in inspect(User).c
        if profile_results["columns"].get(col.name)
    ]

    table_profile = TableProfile(
        columnCount=profile_results["table"].get("columnCount"),
        rowCount=profile_results["table"].get(RowCount.name()),
        timestamp=Timestamp(int(datetime.now().timestamp())),
    )

    profile_request = CreateTableProfileRequest(
        tableProfile=table_profile, columnProfile=column_profile
    )

    assert profile_request.tableProfile.columnCount == 6
    assert profile_request.tableProfile.rowCount == 2
    name_column_profile = [
        profile for profile in profile_request.columnProfile if profile.name == "name"
    ][0]
    id_column_profile = [
        profile for profile in profile_request.columnProfile if profile.name == "id"
    ][0]
    assert name_column_profile.nullCount == 0
    assert id_column_profile.median == 1.0