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See the License for the # specific language governing permissions and limitations # under the License. # pylint:disable=redefined-outer-name import pytest from pyiceberg.expressions import ( AlwaysTrue, And, EqualTo, GreaterThan, GreaterThanOrEqual, In, IsNull, LessThan, LessThanOrEqual, Not, NotEqualTo, NotIn, NotNull, Or, ) from pyiceberg.expressions.visitors import inclusive_projection from pyiceberg.partitioning import PartitionField, PartitionSpec from pyiceberg.schema import Schema from pyiceberg.transforms import ( BucketTransform, DayTransform, HourTransform, IdentityTransform, TruncateTransform, ) from pyiceberg.types import ( DateType, LongType, NestedField, StringType, TimestampType, ) @pytest.fixture def schema() -> Schema: return Schema( NestedField(1, "id", LongType(), required=False), NestedField(2, "data", StringType(), required=False), NestedField(3, "event_date", DateType(), required=False), NestedField(4, "event_ts", TimestampType(), required=False), ) @pytest.fixture def empty_spec() -> PartitionSpec: return PartitionSpec() @pytest.fixture def id_spec() -> PartitionSpec: return PartitionSpec(PartitionField(1, 1000, IdentityTransform(), "id_part")) @pytest.fixture def bucket_spec() -> PartitionSpec: return PartitionSpec(PartitionField(2, 1000, BucketTransform(16), "data_bucket")) @pytest.fixture def day_spec() -> PartitionSpec: return PartitionSpec(PartitionField(4, 1000, DayTransform(), "date"), PartitionField(3, 1000, DayTransform(), "ddate")) @pytest.fixture def hour_spec() -> PartitionSpec: return PartitionSpec(PartitionField(4, 1000, HourTransform(), "hour")) @pytest.fixture def truncate_str_spec() -> PartitionSpec: return PartitionSpec(PartitionField(2, 1000, TruncateTransform(2), "data_trunc")) @pytest.fixture def truncate_int_spec() -> PartitionSpec: return PartitionSpec(PartitionField(1, 1000, TruncateTransform(10), "id_trunc")) @pytest.fixture def id_and_bucket_spec() -> PartitionSpec: return PartitionSpec( PartitionField(1, 1000, IdentityTransform(), "id_part"), PartitionField(2, 1001, BucketTransform(16), "data_bucket") ) def test_identity_projection(schema: Schema, id_spec: PartitionSpec) -> None: predicates = [ NotNull("id"), IsNull("id"), LessThan("id", 100), LessThanOrEqual("id", 101), GreaterThan("id", 102), GreaterThanOrEqual("id", 103), EqualTo("id", 104), NotEqualTo("id", 105), In("id", {3, 4, 5}), NotIn("id", {3, 4, 5}), ] expected = [ NotNull("id_part"), IsNull("id_part"), LessThan("id_part", 100), LessThanOrEqual("id_part", 101), GreaterThan("id_part", 102), GreaterThanOrEqual("id_part", 103), EqualTo("id_part", 104), NotEqualTo("id_part", 105), In("id_part", {3, 4, 5}), NotIn("id_part", {3, 4, 5}), ] project = inclusive_projection(schema, id_spec) for index, predicate in enumerate(predicates): expr = project(predicate) assert expected[index] == expr def test_bucket_projection(schema: Schema, bucket_spec: PartitionSpec) -> None: predicates = [ NotNull("data"), IsNull("data"), LessThan("data", "val"), LessThanOrEqual("data", "val"), GreaterThan("data", "val"), GreaterThanOrEqual("data", "val"), EqualTo("data", "val"), NotEqualTo("data", "val"), In("data", {"v1", "v2", "v3"}), NotIn("data", {"v1", "v2", "v3"}), ] expected = [ NotNull("data_bucket"), IsNull("data_bucket"), AlwaysTrue(), AlwaysTrue(), AlwaysTrue(), AlwaysTrue(), EqualTo("data_bucket", 14), AlwaysTrue(), In("data_bucket", {1, 3, 13}), AlwaysTrue(), ] project = inclusive_projection(schema, bucket_spec) for index, predicate in enumerate(predicates): expr = project(predicate) assert expected[index] == expr def test_hour_projection(schema: Schema, hour_spec: PartitionSpec) -> None: predicates = [ NotNull("event_ts"), IsNull("event_ts"), LessThan("event_ts", "2022-11-27T10:00:00"), LessThanOrEqual("event_ts", "2022-11-27T10:00:00"), GreaterThan("event_ts", "2022-11-27T09:59:59.999999"), GreaterThanOrEqual("event_ts", "2022-11-27T09:59:59.999999"), EqualTo("event_ts", "2022-11-27T10:00:00"), NotEqualTo("event_ts", "2022-11-27T10:00:00"), In("event_ts", {"2022-11-27T10:00:00", "2022-11-27T09:59:59.999999"}), NotIn("event_ts", {"2022-11-27T10:00:00", "2022-11-27T09:59:59.999999"}), ] expected = [ NotNull("hour"), IsNull("hour"), LessThanOrEqual("hour", 463761), LessThanOrEqual("hour", 463762), GreaterThanOrEqual("hour", 463762), GreaterThanOrEqual("hour", 463761), EqualTo("hour", 463762), AlwaysTrue(), In("hour", {463761, 463762}), AlwaysTrue(), ] project = inclusive_projection(schema, hour_spec) for index, predicate in enumerate(predicates): expr = project(predicate) assert expected[index] == expr, predicate def test_day_projection(schema: Schema, day_spec: PartitionSpec) -> None: predicates = [ NotNull("event_ts"), IsNull("event_ts"), LessThan("event_ts", "2022-11-27T00:00:00"), LessThanOrEqual("event_ts", "2022-11-27T00:00:00"), GreaterThan("event_ts", "2022-11-26T23:59:59.999999"), GreaterThanOrEqual("event_ts", "2022-11-26T23:59:59.999999"), EqualTo("event_ts", "2022-11-27T10:00:00"), NotEqualTo("event_ts", "2022-11-27T10:00:00"), In("event_ts", {"2022-11-27T00:00:00", "2022-11-26T23:59:59.999999"}), NotIn("event_ts", {"2022-11-27T00:00:00", "2022-11-26T23:59:59.999999"}), ] expected = [ NotNull("date"), IsNull("date"), LessThanOrEqual("date", 19322), LessThanOrEqual("date", 19323), GreaterThanOrEqual("date", 19323), GreaterThanOrEqual("date", 19322), EqualTo("date", 19323), AlwaysTrue(), In("date", {19322, 19323}), AlwaysTrue(), ] project = inclusive_projection(schema, day_spec) for index, predicate in enumerate(predicates): expr = project(predicate) assert expected[index] == expr, predicate def test_date_day_projection(schema: Schema, day_spec: PartitionSpec) -> None: predicates = [ NotNull("event_date"), IsNull("event_date"), LessThan("event_date", "2022-11-27"), LessThanOrEqual("event_date", "2022-11-27"), GreaterThan("event_date", "2022-11-26"), GreaterThanOrEqual("event_date", "2022-11-26"), EqualTo("event_date", "2022-11-27"), NotEqualTo("event_date", "2022-11-27"), In("event_date", {"2022-11-26", "2022-11-27"}), NotIn("event_date", {"2022-11-26", "2022-11-27"}), ] expected = [ NotNull("ddate"), IsNull("ddate"), LessThanOrEqual("ddate", 19322), LessThanOrEqual("ddate", 19323), GreaterThanOrEqual("ddate", 19323), GreaterThanOrEqual("ddate", 19322), EqualTo("ddate", 19323), AlwaysTrue(), In("ddate", {19322, 19323}), AlwaysTrue(), ] project = inclusive_projection(schema, day_spec) for index, predicate in enumerate(predicates): expr = project(predicate) assert expected[index] == expr, predicate def test_string_truncate_projection(schema: Schema, truncate_str_spec: PartitionSpec) -> None: predicates = [ NotNull("data"), IsNull("data"), LessThan("data", "aaa"), LessThanOrEqual("data", "aaa"), GreaterThan("data", "aaa"), GreaterThanOrEqual("data", "aaa"), EqualTo("data", "aaa"), NotEqualTo("data", "aaa"), In("data", {"aaa", "aab"}), NotIn("data", {"aaa", "aab"}), ] expected = [ NotNull("data_trunc"), IsNull("data_trunc"), LessThanOrEqual("data_trunc", "aa"), LessThanOrEqual("data_trunc", "aa"), GreaterThanOrEqual("data_trunc", "aa"), GreaterThanOrEqual("data_trunc", "aa"), EqualTo("data_trunc", "aa"), AlwaysTrue(), EqualTo("data_trunc", "aa"), AlwaysTrue(), ] project = inclusive_projection(schema, truncate_str_spec) for index, predicate in enumerate(predicates): expr = project(predicate) assert expected[index] == expr, predicate def test_int_truncate_projection(schema: Schema, truncate_int_spec: PartitionSpec) -> None: predicates = [ NotNull("id"), IsNull("id"), LessThan("id", 10), LessThanOrEqual("id", 10), GreaterThan("id", 9), GreaterThanOrEqual("id", 10), EqualTo("id", 15), NotEqualTo("id", 15), In("id", {15, 16}), NotIn("id", {15, 16}), ] expected = [ NotNull("id_trunc"), IsNull("id_trunc"), LessThanOrEqual("id_trunc", 0), LessThanOrEqual("id_trunc", 10), GreaterThanOrEqual("id_trunc", 10), GreaterThanOrEqual("id_trunc", 10), EqualTo("id_trunc", 10), AlwaysTrue(), EqualTo("id_trunc", 10), AlwaysTrue(), ] project = inclusive_projection(schema, truncate_int_spec) for index, predicate in enumerate(predicates): expr = project(predicate) assert expected[index] == expr, predicate def test_projection_case_sensitive(schema: Schema, id_spec: PartitionSpec) -> None: project = inclusive_projection(schema, id_spec) with pytest.raises(ValueError) as exc_info: project(NotNull("ID")) assert str(exc_info) == "Could not find field with name ID, case_sensitive=True" def test_projection_case_insensitive(schema: Schema, id_spec: PartitionSpec) -> None: project = inclusive_projection(schema, id_spec, case_sensitive=False) assert NotNull("id_part") == project(NotNull("ID")) def test_projection_empty_spec(schema: Schema, empty_spec: PartitionSpec) -> None: project = inclusive_projection(schema, empty_spec) assert AlwaysTrue() == project(And(LessThan("id", 5), NotNull("data"))) def test_and_projection_multiple_projected_fields(schema: Schema, id_and_bucket_spec: PartitionSpec) -> None: project = inclusive_projection(schema, id_and_bucket_spec) assert project(And(LessThan("id", 5), In("data", {"a", "b", "c"}))) == And( LessThan("id_part", 5), In("data_bucket", {2, 3, 15}) ) def test_or_projection_multiple_projected_fields(schema: Schema, id_and_bucket_spec: PartitionSpec) -> None: project = inclusive_projection(schema, id_and_bucket_spec) assert project(Or(LessThan("id", 5), In("data", {"a", "b", "c"}))) == Or( LessThan("id_part", 5), In("data_bucket", {2, 3, 15}) ) def test_not_projection_multiple_projected_fields(schema: Schema, id_and_bucket_spec: PartitionSpec) -> None: project = inclusive_projection(schema, id_and_bucket_spec) # Not causes In to be rewritten to NotIn, which cannot be projected assert project(Not(Or(LessThan("id", 5), In("data", {"a", "b", "c"})))) == GreaterThanOrEqual("id_part", 5) def test_projection_partial_projected_fields(schema: Schema, id_spec: PartitionSpec) -> None: project = inclusive_projection(schema, id_spec) assert project(And(LessThan("id", 5), In("data", {"a", "b", "c"}))) == LessThan("id_part", 5)