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"""Integration tests for the Mosaic file format across table types."""
import os
import shutil
import tempfile
import unittest
import pyarrow as pa
from pypaimon import CatalogFactory, Schema
class MosaicFormatAppendOnlyTest(unittest.TestCase):
"""Test Mosaic format with append-only (non-primary-key) tables."""
@classmethod
def setUpClass(cls):
cls.tempdir = tempfile.mkdtemp()
cls.warehouse = os.path.join(cls.tempdir, 'warehouse')
cls.catalog = CatalogFactory.create({'warehouse': cls.warehouse})
cls.catalog.create_database('default', True)
cls.pa_schema = pa.schema([
('user_id', pa.int32()),
('item_id', pa.int64()),
('behavior', pa.string()),
('dt', pa.string()),
])
@classmethod
def tearDownClass(cls):
shutil.rmtree(cls.tempdir, ignore_errors=True)
def _write_and_read(self, table, data):
write_builder = table.new_batch_write_builder()
table_write = write_builder.new_write()
table_commit = write_builder.new_commit()
table_write.write_arrow(data)
table_commit.commit(table_write.prepare_commit())
table_write.close()
table_commit.close()
read_builder = table.new_read_builder()
splits = read_builder.new_scan().plan().splits()
return read_builder.new_read().to_arrow(splits)
def test_append_only_no_partition(self):
schema = Schema.from_pyarrow_schema(
self.pa_schema, options={'file.format': 'mosaic'})
self.catalog.create_table('default.ao_mosaic_no_part', schema, False)
table = self.catalog.get_table('default.ao_mosaic_no_part')
data = pa.Table.from_pydict({
'user_id': [1, 2, 3],
'item_id': [1001, 1002, 1003],
'behavior': ['buy', 'click', 'view'],
'dt': ['2024-01-01', '2024-01-01', '2024-01-02'],
}, schema=self.pa_schema)
result = self._write_and_read(table, data)
self.assertEqual(result.num_rows, 3)
self.assertEqual(sorted(result.column('user_id').to_pylist()), [1, 2, 3])
def test_append_only_with_partition(self):
schema = Schema.from_pyarrow_schema(
self.pa_schema, partition_keys=['dt'],
options={'file.format': 'mosaic'})
self.catalog.create_table('default.ao_mosaic_partitioned', schema, False)
table = self.catalog.get_table('default.ao_mosaic_partitioned')
data = pa.Table.from_pydict({
'user_id': [1, 2, 3, 4],
'item_id': [1001, 1002, 1003, 1004],
'behavior': ['buy', 'click', 'view', 'buy'],
'dt': ['p1', 'p1', 'p2', 'p2'],
}, schema=self.pa_schema)
result = self._write_and_read(table, data)
self.assertEqual(result.num_rows, 4)
def test_append_only_multiple_commits(self):
schema = Schema.from_pyarrow_schema(
self.pa_schema, options={'file.format': 'mosaic'})
self.catalog.create_table('default.ao_mosaic_multi', schema, False)
table = self.catalog.get_table('default.ao_mosaic_multi')
write_builder = table.new_batch_write_builder()
for i in range(3):
table_write = write_builder.new_write()
table_commit = write_builder.new_commit()
data = pa.Table.from_pydict({
'user_id': [i * 10 + 1, i * 10 + 2],
'item_id': [int(i * 100 + 1), int(i * 100 + 2)],
'behavior': ['buy', 'click'],
'dt': ['2024-01-01', '2024-01-01'],
}, schema=self.pa_schema)
table_write.write_arrow(data)
table_commit.commit(table_write.prepare_commit())
table_write.close()
table_commit.close()
table = self.catalog.get_table('default.ao_mosaic_multi')
read_builder = table.new_read_builder()
splits = read_builder.new_scan().plan().splits()
result = read_builder.new_read().to_arrow(splits)
self.assertEqual(result.num_rows, 6)
class MosaicFormatPrimaryKeyTest(unittest.TestCase):
"""Test Mosaic format with primary-key tables."""
@classmethod
def setUpClass(cls):
cls.tempdir = tempfile.mkdtemp()
cls.warehouse = os.path.join(cls.tempdir, 'warehouse')
cls.catalog = CatalogFactory.create({'warehouse': cls.warehouse})
cls.catalog.create_database('default', True)
cls.pa_schema = pa.schema([
('pk', pa.int32()),
('value', pa.string()),
('amount', pa.float64()),
])
@classmethod
def tearDownClass(cls):
shutil.rmtree(cls.tempdir, ignore_errors=True)
def test_primary_key_deduplicate(self):
schema = Schema.from_pyarrow_schema(
self.pa_schema, primary_keys=['pk'],
options={'file.format': 'mosaic'})
self.catalog.create_table('default.pk_mosaic_dedup', schema, False)
table = self.catalog.get_table('default.pk_mosaic_dedup')
write_builder = table.new_batch_write_builder()
# First write
table_write = write_builder.new_write()
table_commit = write_builder.new_commit()
data1 = pa.Table.from_pydict({
'pk': [1, 2, 3],
'value': ['a', 'b', 'c'],
'amount': [1.0, 2.0, 3.0],
}, schema=self.pa_schema)
table_write.write_arrow(data1)
table_commit.commit(table_write.prepare_commit())
table_write.close()
table_commit.close()
# Second write (update pk=2)
table_write = write_builder.new_write()
table_commit = write_builder.new_commit()
data2 = pa.Table.from_pydict({
'pk': [2],
'value': ['updated'],
'amount': [22.0],
}, schema=self.pa_schema)
table_write.write_arrow(data2)
table_commit.commit(table_write.prepare_commit())
table_write.close()
table_commit.close()
table = self.catalog.get_table('default.pk_mosaic_dedup')
read_builder = table.new_read_builder()
splits = read_builder.new_scan().plan().splits()
result = read_builder.new_read().to_arrow(splits)
self.assertEqual(result.num_rows, 3)
result_sorted = result.sort_by('pk')
self.assertEqual(result_sorted.column('value').to_pylist(), ['a', 'updated', 'c'])
if __name__ == '__main__':
unittest.main()