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| | from tempfile import TemporaryDirectory |
| | from typing import Dict |
| |
|
| | import fastavro |
| | import pytest |
| |
|
| | from pyiceberg.io import load_file_io |
| | from pyiceberg.io.pyarrow import PyArrowFileIO |
| | from pyiceberg.manifest import ( |
| | DataFile, |
| | DataFileContent, |
| | FileFormat, |
| | ManifestContent, |
| | ManifestEntryStatus, |
| | ManifestFile, |
| | PartitionFieldSummary, |
| | read_manifest_list, |
| | write_manifest, |
| | write_manifest_list, |
| | ) |
| | from pyiceberg.partitioning import PartitionField, PartitionSpec |
| | from pyiceberg.schema import Schema |
| | from pyiceberg.table.snapshots import Operation, Snapshot, Summary |
| | from pyiceberg.transforms import IdentityTransform |
| | from pyiceberg.typedef import Record, TableVersion |
| | from pyiceberg.types import IntegerType, NestedField |
| |
|
| |
|
| | def _verify_metadata_with_fastavro(avro_file: str, expected_metadata: Dict[str, str]) -> None: |
| | with open(avro_file, "rb") as f: |
| | reader = fastavro.reader(f) |
| | metadata = reader.metadata |
| | for k, v in expected_metadata.items(): |
| | assert k in metadata |
| | assert metadata[k] == v |
| |
|
| |
|
| | def test_read_manifest_entry(generated_manifest_entry_file: str) -> None: |
| | manifest = ManifestFile( |
| | manifest_path=generated_manifest_entry_file, |
| | manifest_length=0, |
| | partition_spec_id=0, |
| | added_snapshot_id=0, |
| | sequence_number=0, |
| | partitions=[], |
| | ) |
| | manifest_entries = manifest.fetch_manifest_entry(PyArrowFileIO()) |
| | manifest_entry = manifest_entries[0] |
| |
|
| | assert manifest_entry.status == ManifestEntryStatus.ADDED |
| | assert manifest_entry.snapshot_id == 8744736658442914487 |
| | assert manifest_entry.data_sequence_number == 0 |
| | assert isinstance(manifest_entry.data_file, DataFile) |
| |
|
| | data_file = manifest_entry.data_file |
| |
|
| | assert data_file.content is DataFileContent.DATA |
| | assert ( |
| | data_file.file_path |
| | == "/home/iceberg/warehouse/nyc/taxis_partitioned/data/VendorID=null/00000-633-d8a4223e-dc97-45a1-86e1-adaba6e8abd7-00001.parquet" |
| | ) |
| | assert data_file.file_format == FileFormat.PARQUET |
| | assert repr(data_file.partition) == "Record[VendorID=1, tpep_pickup_datetime=1925]" |
| | assert data_file.record_count == 19513 |
| | assert data_file.file_size_in_bytes == 388872 |
| | assert data_file.column_sizes == { |
| | 1: 53, |
| | 2: 98153, |
| | 3: 98693, |
| | 4: 53, |
| | 5: 53, |
| | 6: 53, |
| | 7: 17425, |
| | 8: 18528, |
| | 9: 53, |
| | 10: 44788, |
| | 11: 35571, |
| | 12: 53, |
| | 13: 1243, |
| | 14: 2355, |
| | 15: 12750, |
| | 16: 4029, |
| | 17: 110, |
| | 18: 47194, |
| | 19: 2948, |
| | } |
| | assert data_file.value_counts == { |
| | 1: 19513, |
| | 2: 19513, |
| | 3: 19513, |
| | 4: 19513, |
| | 5: 19513, |
| | 6: 19513, |
| | 7: 19513, |
| | 8: 19513, |
| | 9: 19513, |
| | 10: 19513, |
| | 11: 19513, |
| | 12: 19513, |
| | 13: 19513, |
| | 14: 19513, |
| | 15: 19513, |
| | 16: 19513, |
| | 17: 19513, |
| | 18: 19513, |
| | 19: 19513, |
| | } |
| | assert data_file.null_value_counts == { |
| | 1: 19513, |
| | 2: 0, |
| | 3: 0, |
| | 4: 19513, |
| | 5: 19513, |
| | 6: 19513, |
| | 7: 0, |
| | 8: 0, |
| | 9: 19513, |
| | 10: 0, |
| | 11: 0, |
| | 12: 19513, |
| | 13: 0, |
| | 14: 0, |
| | 15: 0, |
| | 16: 0, |
| | 17: 0, |
| | 18: 0, |
| | 19: 0, |
| | } |
| | assert data_file.nan_value_counts == {16: 0, 17: 0, 18: 0, 19: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0} |
| | assert data_file.lower_bounds == { |
| | 2: b"2020-04-01 00:00", |
| | 3: b"2020-04-01 00:12", |
| | 7: b"\x03\x00\x00\x00", |
| | 8: b"\x01\x00\x00\x00", |
| | 10: b"\xf6(\\\x8f\xc2\x05S\xc0", |
| | 11: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 13: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 14: b"\x00\x00\x00\x00\x00\x00\xe0\xbf", |
| | 15: b")\\\x8f\xc2\xf5(\x08\xc0", |
| | 16: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 17: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 18: b"\xf6(\\\x8f\xc2\xc5S\xc0", |
| | 19: b"\x00\x00\x00\x00\x00\x00\x04\xc0", |
| | } |
| | assert data_file.upper_bounds == { |
| | 2: b"2020-04-30 23:5:", |
| | 3: b"2020-05-01 00:41", |
| | 7: b"\t\x01\x00\x00", |
| | 8: b"\t\x01\x00\x00", |
| | 10: b"\xcd\xcc\xcc\xcc\xcc,_@", |
| | 11: b"\x1f\x85\xebQ\\\xe2\xfe@", |
| | 13: b"\x00\x00\x00\x00\x00\x00\x12@", |
| | 14: b"\x00\x00\x00\x00\x00\x00\xe0?", |
| | 15: b"q=\n\xd7\xa3\xf01@", |
| | 16: b"\x00\x00\x00\x00\x00`B@", |
| | 17: b"333333\xd3?", |
| | 18: b"\x00\x00\x00\x00\x00\x18b@", |
| | 19: b"\x00\x00\x00\x00\x00\x00\x04@", |
| | } |
| | assert data_file.key_metadata is None |
| | assert data_file.split_offsets == [4] |
| | assert data_file.equality_ids is None |
| | assert data_file.sort_order_id == 0 |
| |
|
| |
|
| | def test_read_manifest_list(generated_manifest_file_file_v1: str) -> None: |
| | input_file = PyArrowFileIO().new_input(generated_manifest_file_file_v1) |
| | manifest_list = list(read_manifest_list(input_file))[0] |
| |
|
| | assert manifest_list.manifest_length == 7989 |
| | assert manifest_list.partition_spec_id == 0 |
| | assert manifest_list.added_snapshot_id == 9182715666859759686 |
| | assert manifest_list.added_files_count == 3 |
| | assert manifest_list.existing_files_count == 0 |
| | assert manifest_list.deleted_files_count == 0 |
| |
|
| | assert isinstance(manifest_list.partitions, list) |
| |
|
| | partitions_summary = manifest_list.partitions[0] |
| | assert isinstance(partitions_summary, PartitionFieldSummary) |
| |
|
| | assert partitions_summary.contains_null is True |
| | assert partitions_summary.contains_nan is False |
| | assert partitions_summary.lower_bound == b"\x01\x00\x00\x00" |
| | assert partitions_summary.upper_bound == b"\x02\x00\x00\x00" |
| |
|
| | assert manifest_list.added_rows_count == 237993 |
| | assert manifest_list.existing_rows_count == 0 |
| | assert manifest_list.deleted_rows_count == 0 |
| |
|
| |
|
| | def test_read_manifest_v1(generated_manifest_file_file_v1: str) -> None: |
| | io = load_file_io() |
| |
|
| | snapshot = Snapshot( |
| | snapshot_id=25, |
| | parent_snapshot_id=19, |
| | timestamp_ms=1602638573590, |
| | manifest_list=generated_manifest_file_file_v1, |
| | summary=Summary(Operation.APPEND), |
| | schema_id=3, |
| | ) |
| | manifest_list = snapshot.manifests(io)[0] |
| |
|
| | assert manifest_list.manifest_length == 7989 |
| | assert manifest_list.partition_spec_id == 0 |
| | assert manifest_list.content == ManifestContent.DATA |
| | assert manifest_list.sequence_number == 0 |
| | assert manifest_list.min_sequence_number == 0 |
| | assert manifest_list.added_snapshot_id == 9182715666859759686 |
| | assert manifest_list.added_files_count == 3 |
| | assert manifest_list.existing_files_count == 0 |
| | assert manifest_list.deleted_files_count == 0 |
| | assert manifest_list.added_rows_count == 237993 |
| | assert manifest_list.existing_rows_count == 0 |
| | assert manifest_list.deleted_rows_count == 0 |
| | assert manifest_list.key_metadata is None |
| |
|
| | assert isinstance(manifest_list.partitions, list) |
| |
|
| | partition = manifest_list.partitions[0] |
| |
|
| | assert isinstance(partition, PartitionFieldSummary) |
| |
|
| | assert partition.contains_null is True |
| | assert partition.contains_nan is False |
| | assert partition.lower_bound == b"\x01\x00\x00\x00" |
| | assert partition.upper_bound == b"\x02\x00\x00\x00" |
| |
|
| | entries = manifest_list.fetch_manifest_entry(io) |
| |
|
| | assert isinstance(entries, list) |
| |
|
| | entry = entries[0] |
| |
|
| | assert entry.data_sequence_number == 0 |
| | assert entry.file_sequence_number == 0 |
| | assert entry.snapshot_id == 8744736658442914487 |
| | assert entry.status == ManifestEntryStatus.ADDED |
| |
|
| |
|
| | def test_read_manifest_v2(generated_manifest_file_file_v2: str) -> None: |
| | io = load_file_io() |
| |
|
| | snapshot = Snapshot( |
| | snapshot_id=25, |
| | parent_snapshot_id=19, |
| | timestamp_ms=1602638573590, |
| | manifest_list=generated_manifest_file_file_v2, |
| | summary=Summary(Operation.APPEND), |
| | schema_id=3, |
| | ) |
| | manifest_list = snapshot.manifests(io)[0] |
| |
|
| | assert manifest_list.manifest_length == 7989 |
| | assert manifest_list.partition_spec_id == 0 |
| | assert manifest_list.content == ManifestContent.DELETES |
| | assert manifest_list.sequence_number == 3 |
| | assert manifest_list.min_sequence_number == 3 |
| | assert manifest_list.added_snapshot_id == 9182715666859759686 |
| | assert manifest_list.added_files_count == 3 |
| | assert manifest_list.existing_files_count == 0 |
| | assert manifest_list.deleted_files_count == 0 |
| | assert manifest_list.added_rows_count == 237993 |
| | assert manifest_list.existing_rows_count == 0 |
| | assert manifest_list.deleted_rows_count == 0 |
| | assert manifest_list.key_metadata is None |
| |
|
| | assert isinstance(manifest_list.partitions, list) |
| |
|
| | partition = manifest_list.partitions[0] |
| |
|
| | assert isinstance(partition, PartitionFieldSummary) |
| |
|
| | assert partition.contains_null is True |
| | assert partition.contains_nan is False |
| | assert partition.lower_bound == b"\x01\x00\x00\x00" |
| | assert partition.upper_bound == b"\x02\x00\x00\x00" |
| |
|
| | entries = manifest_list.fetch_manifest_entry(io) |
| |
|
| | assert isinstance(entries, list) |
| |
|
| | entry = entries[0] |
| |
|
| | assert entry.data_sequence_number == 3 |
| | assert entry.file_sequence_number == 3 |
| | assert entry.snapshot_id == 8744736658442914487 |
| | assert entry.status == ManifestEntryStatus.ADDED |
| |
|
| |
|
| | @pytest.mark.parametrize("format_version", [1, 2]) |
| | def test_write_manifest( |
| | generated_manifest_file_file_v1: str, generated_manifest_file_file_v2: str, format_version: TableVersion |
| | ) -> None: |
| | io = load_file_io() |
| | snapshot = Snapshot( |
| | snapshot_id=25, |
| | parent_snapshot_id=19, |
| | timestamp_ms=1602638573590, |
| | manifest_list=generated_manifest_file_file_v1 if format_version == 1 else generated_manifest_file_file_v2, |
| | summary=Summary(Operation.APPEND), |
| | schema_id=3, |
| | ) |
| | demo_manifest_file = snapshot.manifests(io)[0] |
| | manifest_entries = demo_manifest_file.fetch_manifest_entry(io) |
| | test_schema = Schema( |
| | NestedField(1, "VendorID", IntegerType(), False), NestedField(2, "tpep_pickup_datetime", IntegerType(), False) |
| | ) |
| | test_spec = PartitionSpec( |
| | PartitionField(source_id=1, field_id=1, transform=IdentityTransform(), name="VendorID"), |
| | PartitionField(source_id=2, field_id=2, transform=IdentityTransform(), name="tpep_pickup_datetime"), |
| | spec_id=demo_manifest_file.partition_spec_id, |
| | ) |
| | with TemporaryDirectory() as tmpdir: |
| | tmp_avro_file = tmpdir + "/test_write_manifest.avro" |
| | output = io.new_output(tmp_avro_file) |
| | with write_manifest( |
| | format_version=format_version, |
| | spec=test_spec, |
| | schema=test_schema, |
| | output_file=output, |
| | snapshot_id=8744736658442914487, |
| | ) as writer: |
| | for entry in manifest_entries: |
| | writer.add_entry(entry) |
| | new_manifest = writer.to_manifest_file() |
| | with pytest.raises(RuntimeError): |
| | |
| | writer.add_entry(manifest_entries[0]) |
| |
|
| | expected_metadata = { |
| | "schema": test_schema.model_dump_json(), |
| | "partition-spec": test_spec.model_dump_json(), |
| | "partition-spec-id": str(test_spec.spec_id), |
| | "format-version": str(format_version), |
| | } |
| | _verify_metadata_with_fastavro( |
| | tmp_avro_file, |
| | expected_metadata, |
| | ) |
| | new_manifest_entries = new_manifest.fetch_manifest_entry(io) |
| |
|
| | manifest_entry = new_manifest_entries[0] |
| |
|
| | assert manifest_entry.status == ManifestEntryStatus.ADDED |
| | assert manifest_entry.snapshot_id == 8744736658442914487 |
| | assert manifest_entry.data_sequence_number == -1 if format_version == 1 else 3 |
| | assert isinstance(manifest_entry.data_file, DataFile) |
| |
|
| | data_file = manifest_entry.data_file |
| |
|
| | assert data_file.content is DataFileContent.DATA |
| | assert ( |
| | data_file.file_path |
| | == "/home/iceberg/warehouse/nyc/taxis_partitioned/data/VendorID=null/00000-633-d8a4223e-dc97-45a1-86e1-adaba6e8abd7-00001.parquet" |
| | ) |
| | assert data_file.file_format == FileFormat.PARQUET |
| | assert data_file.partition == Record(VendorID=1, tpep_pickup_datetime=1925) |
| | assert data_file.record_count == 19513 |
| | assert data_file.file_size_in_bytes == 388872 |
| | assert data_file.column_sizes == { |
| | 1: 53, |
| | 2: 98153, |
| | 3: 98693, |
| | 4: 53, |
| | 5: 53, |
| | 6: 53, |
| | 7: 17425, |
| | 8: 18528, |
| | 9: 53, |
| | 10: 44788, |
| | 11: 35571, |
| | 12: 53, |
| | 13: 1243, |
| | 14: 2355, |
| | 15: 12750, |
| | 16: 4029, |
| | 17: 110, |
| | 18: 47194, |
| | 19: 2948, |
| | } |
| | assert data_file.value_counts == { |
| | 1: 19513, |
| | 2: 19513, |
| | 3: 19513, |
| | 4: 19513, |
| | 5: 19513, |
| | 6: 19513, |
| | 7: 19513, |
| | 8: 19513, |
| | 9: 19513, |
| | 10: 19513, |
| | 11: 19513, |
| | 12: 19513, |
| | 13: 19513, |
| | 14: 19513, |
| | 15: 19513, |
| | 16: 19513, |
| | 17: 19513, |
| | 18: 19513, |
| | 19: 19513, |
| | } |
| | assert data_file.null_value_counts == { |
| | 1: 19513, |
| | 2: 0, |
| | 3: 0, |
| | 4: 19513, |
| | 5: 19513, |
| | 6: 19513, |
| | 7: 0, |
| | 8: 0, |
| | 9: 19513, |
| | 10: 0, |
| | 11: 0, |
| | 12: 19513, |
| | 13: 0, |
| | 14: 0, |
| | 15: 0, |
| | 16: 0, |
| | 17: 0, |
| | 18: 0, |
| | 19: 0, |
| | } |
| | assert data_file.nan_value_counts == {16: 0, 17: 0, 18: 0, 19: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0} |
| | assert data_file.lower_bounds == { |
| | 2: b"2020-04-01 00:00", |
| | 3: b"2020-04-01 00:12", |
| | 7: b"\x03\x00\x00\x00", |
| | 8: b"\x01\x00\x00\x00", |
| | 10: b"\xf6(\\\x8f\xc2\x05S\xc0", |
| | 11: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 13: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 14: b"\x00\x00\x00\x00\x00\x00\xe0\xbf", |
| | 15: b")\\\x8f\xc2\xf5(\x08\xc0", |
| | 16: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 17: b"\x00\x00\x00\x00\x00\x00\x00\x00", |
| | 18: b"\xf6(\\\x8f\xc2\xc5S\xc0", |
| | 19: b"\x00\x00\x00\x00\x00\x00\x04\xc0", |
| | } |
| | assert data_file.upper_bounds == { |
| | 2: b"2020-04-30 23:5:", |
| | 3: b"2020-05-01 00:41", |
| | 7: b"\t\x01\x00\x00", |
| | 8: b"\t\x01\x00\x00", |
| | 10: b"\xcd\xcc\xcc\xcc\xcc,_@", |
| | 11: b"\x1f\x85\xebQ\\\xe2\xfe@", |
| | 13: b"\x00\x00\x00\x00\x00\x00\x12@", |
| | 14: b"\x00\x00\x00\x00\x00\x00\xe0?", |
| | 15: b"q=\n\xd7\xa3\xf01@", |
| | 16: b"\x00\x00\x00\x00\x00`B@", |
| | 17: b"333333\xd3?", |
| | 18: b"\x00\x00\x00\x00\x00\x18b@", |
| | 19: b"\x00\x00\x00\x00\x00\x00\x04@", |
| | } |
| | assert data_file.key_metadata is None |
| | assert data_file.split_offsets == [4] |
| | assert data_file.equality_ids is None |
| | assert data_file.sort_order_id == 0 |
| |
|
| |
|
| | @pytest.mark.parametrize("format_version", [1, 2]) |
| | def test_write_manifest_list( |
| | generated_manifest_file_file_v1: str, generated_manifest_file_file_v2: str, format_version: TableVersion |
| | ) -> None: |
| | io = load_file_io() |
| |
|
| | snapshot = Snapshot( |
| | snapshot_id=25, |
| | parent_snapshot_id=19, |
| | timestamp_ms=1602638573590, |
| | manifest_list=generated_manifest_file_file_v1 if format_version == 1 else generated_manifest_file_file_v2, |
| | summary=Summary(Operation.APPEND), |
| | schema_id=3, |
| | ) |
| |
|
| | demo_manifest_list = snapshot.manifests(io) |
| | with TemporaryDirectory() as tmp_dir: |
| | path = tmp_dir + "/manifest-list.avro" |
| | output = io.new_output(path) |
| | with write_manifest_list( |
| | format_version=format_version, output_file=output, snapshot_id=25, parent_snapshot_id=19, sequence_number=0 |
| | ) as writer: |
| | writer.add_manifests(demo_manifest_list) |
| | new_manifest_list = list(read_manifest_list(io.new_input(path))) |
| |
|
| | expected_metadata = {"snapshot-id": "25", "parent-snapshot-id": "19", "format-version": str(format_version)} |
| | if format_version == 2: |
| | expected_metadata["sequence-number"] = "0" |
| | _verify_metadata_with_fastavro(path, expected_metadata) |
| |
|
| | manifest_file = new_manifest_list[0] |
| |
|
| | assert manifest_file.manifest_length == 7989 |
| | assert manifest_file.partition_spec_id == 0 |
| | assert manifest_file.content == ManifestContent.DATA if format_version == 1 else ManifestContent.DELETES |
| | assert manifest_file.sequence_number == 0 if format_version == 1 else 3 |
| | assert manifest_file.min_sequence_number == 0 if format_version == 1 else 3 |
| | assert manifest_file.added_snapshot_id == 9182715666859759686 |
| | assert manifest_file.added_files_count == 3 |
| | assert manifest_file.existing_files_count == 0 |
| | assert manifest_file.deleted_files_count == 0 |
| | assert manifest_file.added_rows_count == 237993 |
| | assert manifest_file.existing_rows_count == 0 |
| | assert manifest_file.deleted_rows_count == 0 |
| | assert manifest_file.key_metadata is None |
| |
|
| | assert isinstance(manifest_file.partitions, list) |
| |
|
| | partition = manifest_file.partitions[0] |
| |
|
| | assert isinstance(partition, PartitionFieldSummary) |
| |
|
| | assert partition.contains_null is True |
| | assert partition.contains_nan is False |
| | assert partition.lower_bound == b"\x01\x00\x00\x00" |
| | assert partition.upper_bound == b"\x02\x00\x00\x00" |
| |
|
| | entries = manifest_file.fetch_manifest_entry(io) |
| |
|
| | assert isinstance(entries, list) |
| |
|
| | entry = entries[0] |
| |
|
| | assert entry.data_sequence_number == 0 if format_version == 1 else 3 |
| | assert entry.file_sequence_number == 0 if format_version == 1 else 3 |
| | assert entry.snapshot_id == 8744736658442914487 |
| | assert entry.status == ManifestEntryStatus.ADDED |
| |
|