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test_generator.py
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281 lines (219 loc) · 10.7 KB
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
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Copyright © 2019-2025 Data Culpa, Inc. All Rights Reserved.
Basic test suite for the improved data generator.
"""
import unittest
import tempfile
import os
import shutil
import json
from pathlib import Path
from config import GeneratorConfig, ColumnConfig, DataType, DistributionType, TransitionType
from data_generator import DataGenerator
from column_space import ColumnSpace
from output_writers import OutputWriterFactory
from exceptions import DataGenerationError, ConfigurationError
class TestConfig(unittest.TestCase):
"""Test configuration functionality"""
def test_default_config(self):
"""Test default configuration creation"""
from config import get_default_config
config = get_default_config()
self.assertEqual(config.num_days, 10)
self.assertEqual(config.approx_rows_per_day, 500)
self.assertTrue(len(config.columns) > 0)
def test_column_config_validation(self):
"""Test column configuration validation"""
# Valid config
col_config = ColumnConfig("test", DataType.INTEGER, 0.5, 0, 0)
self.assertEqual(col_config.name, "test")
# Invalid transition percentage
with self.assertRaises(ValueError):
ColumnConfig("test", DataType.INTEGER, 1.5, 0, 0) # > 1.0
with self.assertRaises(ValueError):
ColumnConfig("test", DataType.INTEGER, -0.1, 0, 0) # < 0.0
def test_generator_config_validation(self):
"""Test generator configuration validation"""
# Valid config
config = GeneratorConfig(num_days=5, approx_rows_per_day=100)
self.assertEqual(config.num_days, 5)
# Invalid values
with self.assertRaises(ValueError):
GeneratorConfig(num_days=0) # Must be positive
with self.assertRaises(ValueError):
GeneratorConfig(approx_rows_per_day=-1) # Must be positive
with self.assertRaises(ValueError):
GeneratorConfig(output_format="invalid") # Must be valid format
class TestColumnSpace(unittest.TestCase):
"""Test column space functionality"""
def setUp(self):
"""Set up test fixtures"""
self.temp_dir = tempfile.mkdtemp()
self.original_cwd = os.getcwd() # Store original working directory
os.chdir(self.temp_dir)
def tearDown(self):
"""Clean up test fixtures"""
os.chdir(self.original_cwd) # Restore original working directory first
shutil.rmtree(self.temp_dir)
def test_integer_column_creation(self):
"""Test creating an integer column"""
config = ColumnConfig("test_int", DataType.INTEGER, 0.0, 0, DistributionType.UNIFORM)
column = ColumnSpace(config)
self.assertEqual(column.field_name, "test_int")
self.assertTrue(column.has_distribution(DistributionType.UNIFORM))
def test_string_column_creation(self):
"""Test creating a string column"""
config = ColumnConfig("test_str", DataType.STRING_CATEGORY, 0.0, 0, 0)
column = ColumnSpace(config)
self.assertEqual(column.field_name, "test_str")
self.assertIsNotNone(column.word_gen)
def test_data_generation(self):
"""Test basic data generation"""
config = ColumnConfig("test", DataType.INTEGER, 0.0, 0, DistributionType.UNIFORM)
column = ColumnSpace(config)
# Generate some data
column.generate_day_data(0, 100, 5, 50) # day 0, 100 values, 5 total days, batch size 50
# Check cache file was created
cache_path = column._get_cache_path(0)
self.assertTrue(os.path.exists(cache_path))
# Clean up
column.cleanup_cache(0)
self.assertFalse(os.path.exists(cache_path))
class TestOutputWriters(unittest.TestCase):
"""Test output writer functionality"""
def test_factory_creation(self):
"""Test output writer factory"""
csv_writer = OutputWriterFactory.create_writer('csv')
self.assertEqual(csv_writer.get_file_extension(), 'csv')
json_writer = OutputWriterFactory.create_writer('json')
self.assertEqual(json_writer.get_file_extension(), 'json')
jsonl_writer = OutputWriterFactory.create_writer('jsonl')
self.assertEqual(jsonl_writer.get_file_extension(), 'jsonl')
def test_unsupported_format(self):
"""Test unsupported format handling"""
from exceptions import OutputError
with self.assertRaises(OutputError):
OutputWriterFactory.create_writer('xml')
def test_supported_formats(self):
"""Test getting supported formats"""
formats = OutputWriterFactory.get_supported_formats()
self.assertIn('csv', formats)
self.assertIn('json', formats)
self.assertIn('jsonl', formats)
class TestDataGenerator(unittest.TestCase):
"""Test main data generator functionality"""
def setUp(self):
"""Set up test fixtures"""
self.temp_dir = tempfile.mkdtemp()
self.original_cwd = os.getcwd() # Store original working directory
# Simple test configuration
self.config = GeneratorConfig(
num_days=2,
approx_rows_per_day=10,
output_dir=os.path.join(self.temp_dir, "output"),
output_format="csv",
max_workers=1, # Single-threaded for testing
progress_bars=False,
log_level="ERROR" # Reduce noise in tests
)
# Add a simple column
self.config.columns = [
ColumnConfig("id", DataType.INTEGER, 0.0, 0, DistributionType.INCREMENT),
ColumnConfig("value", DataType.FLOAT, 0.0, 0, DistributionType.UNIFORM)
]
def tearDown(self):
"""Clean up test fixtures"""
os.chdir(self.original_cwd) # Restore original working directory
shutil.rmtree(self.temp_dir)
def test_basic_generation(self):
"""Test basic data generation"""
generator = DataGenerator(self.config)
metrics = generator.generate()
# Check metrics
self.assertGreater(metrics.total_rows_generated, 0)
self.assertEqual(metrics.total_columns, 2)
self.assertEqual(metrics.files_written, 2) # 2 days
self.assertEqual(metrics.errors_encountered, 0)
# Check output files exist
output_dir = self.config.output_dir
self.assertTrue(os.path.exists(output_dir))
self.assertTrue(os.path.exists(os.path.join(output_dir, "0.csv")))
self.assertTrue(os.path.exists(os.path.join(output_dir, "1.csv")))
# Check generation profile was created
profile_path = os.path.join(output_dir, "generation_profile.json")
self.assertTrue(os.path.exists(profile_path))
with open(profile_path) as f:
profile = json.load(f)
self.assertIn('config', profile)
self.assertIn('metrics', profile)
def test_data_validation(self):
"""Test data validation functionality"""
generator = DataGenerator(self.config)
generator.generate()
issues = generator.validate_generated_data()
self.assertEqual(len(issues), 0) # Should have no issues
def test_json_output(self):
"""Test JSON output format"""
self.config.output_format = "json"
generator = DataGenerator(self.config)
generator.generate()
# Check JSON files exist and are valid
output_dir = self.config.output_dir
json_file = os.path.join(output_dir, "0.json")
self.assertTrue(os.path.exists(json_file))
with open(json_file) as f:
data = json.load(f)
self.assertIsInstance(data, list)
if len(data) > 0:
self.assertIn('id', data[0])
self.assertIn('value', data[0])
def run_integration_test():
"""Run a simple integration test"""
print("Running integration test...")
# Create temporary directory
with tempfile.TemporaryDirectory() as temp_dir:
config = GeneratorConfig(
num_days=3,
approx_rows_per_day=50,
output_dir=os.path.join(temp_dir, "test_output"),
output_format="csv",
max_workers=1,
progress_bars=False,
cleanup_cache=True
)
# Simple columns with transitions
config.columns = [
ColumnConfig("id", DataType.INTEGER, 0.0, 0, DistributionType.INCREMENT),
ColumnConfig("normal_data", DataType.FLOAT, 0.0, 0, DistributionType.NORMAL),
ColumnConfig("scaled_later", DataType.FLOAT, 0.5, TransitionType.VALUES_SCALE, DistributionType.UNIFORM),
ColumnConfig("nulls_later", DataType.INTEGER, 0.7, TransitionType.NULLS_HIGH, DistributionType.UNIFORM),
]
generator = DataGenerator(config)
metrics = generator.generate()
print(f"✓ Generated {metrics.total_rows_generated} rows in {metrics.generation_time_seconds:.2f}s")
print(f"✓ Created {metrics.files_written} files")
print(f"✓ No errors: {metrics.errors_encountered == 0}")
# Validate
issues = generator.validate_generated_data()
print(f"✓ Validation: {'PASSED' if len(issues) == 0 else f'FAILED ({len(issues)} issues)'}")
print("Integration test completed successfully!")
if __name__ == "__main__":
# Run unit tests
print("Running unit tests...")
unittest.main(verbosity=2, exit=False)
print("\n" + "="*50)
# Run integration test
run_integration_test()