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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
# pylint: disable=arguments-renamed,unused-argument
from collections.abc import Callable
from enum import Enum
from pyiceberg.avro.decoder import BinaryDecoder
from pyiceberg.avro.reader import (
BinaryReader,
BooleanReader,
DateReader,
DecimalReader,
DefaultReader,
DoubleReader,
FixedReader,
FloatReader,
IntegerReader,
ListReader,
MapReader,
NoneReader,
OptionReader,
Reader,
StringReader,
StructReader,
TimeReader,
TimestampNanoReader,
TimestampReader,
TimestamptzNanoReader,
TimestamptzReader,
UnknownReader,
UUIDReader,
)
from pyiceberg.avro.writer import (
BinaryWriter,
BooleanWriter,
DateWriter,
DecimalWriter,
DefaultWriter,
DoubleWriter,
FixedWriter,
FloatWriter,
IntegerWriter,
ListWriter,
MapWriter,
OptionWriter,
StringWriter,
StructWriter,
TimestampNanoWriter,
TimestamptzNanoWriter,
TimestamptzWriter,
TimestampWriter,
TimeWriter,
UnknownWriter,
UUIDWriter,
Writer,
)
from pyiceberg.exceptions import ResolveError
from pyiceberg.schema import (
PartnerAccessor,
PrimitiveWithPartnerVisitor,
Schema,
SchemaVisitorPerPrimitiveType,
promote,
visit,
visit_with_partner,
)
from pyiceberg.typedef import EMPTY_DICT, Record, StructProtocol
from pyiceberg.types import (
BinaryType,
BooleanType,
DateType,
DecimalType,
DoubleType,
FixedType,
FloatType,
GeographyType,
GeometryType,
IcebergType,
IntegerType,
ListType,
LongType,
MapType,
NestedField,
PrimitiveType,
StringType,
StructType,
TimestampNanoType,
TimestampType,
TimestamptzNanoType,
TimestamptzType,
TimeType,
UnknownType,
UUIDType,
)
STRUCT_ROOT = -1
def construct_reader(
file_schema: Schema | IcebergType, read_types: dict[int, Callable[..., StructProtocol]] = EMPTY_DICT
) -> Reader:
"""Construct a reader from a file schema.
Args:
file_schema (Schema | IcebergType): The schema of the Avro file.
read_types (Dict[int, Callable[..., StructProtocol]]): Constructors for structs for certain field-ids
Raises:
NotImplementedError: If attempting to resolve an unrecognized object type.
"""
return resolve_reader(file_schema, file_schema, read_types)
def construct_writer(file_schema: Schema | IcebergType) -> Writer:
"""Construct a writer from a file schema.
Args:
file_schema (Schema | IcebergType): The schema of the Avro file.
Raises:
NotImplementedError: If attempting to resolve an unrecognized object type.
"""
return visit(file_schema, CONSTRUCT_WRITER_VISITOR)
class ConstructWriter(SchemaVisitorPerPrimitiveType[Writer]):
"""Construct a writer tree from an Iceberg schema."""
def schema(self, schema: Schema, struct_result: Writer) -> Writer:
return struct_result
def struct(self, struct: StructType, field_results: list[Writer]) -> Writer:
return StructWriter(tuple((pos, result) for pos, result in enumerate(field_results)))
def field(self, field: NestedField, field_result: Writer) -> Writer:
return field_result if field.required else OptionWriter(field_result)
def list(self, list_type: ListType, element_result: Writer) -> Writer:
return ListWriter(element_result)
def map(self, map_type: MapType, key_result: Writer, value_result: Writer) -> Writer:
return MapWriter(key_result, value_result)
def visit_fixed(self, fixed_type: FixedType) -> Writer:
return FixedWriter(len(fixed_type))
def visit_decimal(self, decimal_type: DecimalType) -> Writer:
return DecimalWriter(decimal_type.precision, decimal_type.scale)
def visit_boolean(self, boolean_type: BooleanType) -> Writer:
return BooleanWriter()
def visit_integer(self, integer_type: IntegerType) -> Writer:
return IntegerWriter()
def visit_long(self, long_type: LongType) -> Writer:
return IntegerWriter()
def visit_float(self, float_type: FloatType) -> Writer:
return FloatWriter()
def visit_double(self, double_type: DoubleType) -> Writer:
return DoubleWriter()
def visit_date(self, date_type: DateType) -> Writer:
return DateWriter()
def visit_time(self, time_type: TimeType) -> Writer:
return TimeWriter()
def visit_timestamp(self, timestamp_type: TimestampType) -> Writer:
return TimestampWriter()
def visit_timestamp_ns(self, timestamp_ns_type: TimestampNanoType) -> Writer:
return TimestampNanoWriter()
def visit_timestamptz(self, timestamptz_type: TimestamptzType) -> Writer:
return TimestamptzWriter()
def visit_timestamptz_ns(self, timestamptz_ns_type: TimestamptzNanoType) -> Writer:
return TimestamptzNanoWriter()
def visit_string(self, string_type: StringType) -> Writer:
return StringWriter()
def visit_uuid(self, uuid_type: UUIDType) -> Writer:
return UUIDWriter()
def visit_binary(self, binary_type: BinaryType) -> Writer:
return BinaryWriter()
def visit_unknown(self, unknown_type: UnknownType) -> Writer:
return UnknownWriter()
def visit_geometry(self, geometry_type: "GeometryType") -> Writer:
"""Geometry is written as WKB bytes in Avro."""
return BinaryWriter()
def visit_geography(self, geography_type: "GeographyType") -> Writer:
"""Geography is written as WKB bytes in Avro."""
return BinaryWriter()
CONSTRUCT_WRITER_VISITOR = ConstructWriter()
def resolve_writer(
record_schema: Schema | IcebergType,
file_schema: Schema | IcebergType,
) -> Writer:
"""Resolve the file and read schema to produce a reader.
Args:
record_schema (Schema | IcebergType): The schema of the record in memory.
file_schema (Schema | IcebergType): The schema of the file that will be written
Raises:
NotImplementedError: If attempting to resolve an unrecognized object type.
"""
if record_schema == file_schema:
return construct_writer(file_schema)
return visit_with_partner(file_schema, record_schema, WriteSchemaResolver(), SchemaPartnerAccessor()) # type: ignore
def resolve_reader(
file_schema: Schema | IcebergType,
read_schema: Schema | IcebergType,
read_types: dict[int, Callable[..., StructProtocol]] = EMPTY_DICT,
read_enums: dict[int, Callable[..., Enum]] = EMPTY_DICT,
) -> Reader:
"""Resolve the file and read schema to produce a reader.
Args:
file_schema (Schema | IcebergType): The schema of the Avro file.
read_schema (Schema | IcebergType): The requested read schema which is equal, subset or superset of the file schema.
read_types (Dict[int, Callable[..., StructProtocol]]): A dict of types to use for struct data.
read_enums (Dict[int, Callable[..., Enum]]): A dict of fields that have to be converted to an enum.
Raises:
NotImplementedError: If attempting to resolve an unrecognized object type.
"""
return visit_with_partner(file_schema, read_schema, ReadSchemaResolver(read_types, read_enums), SchemaPartnerAccessor()) # type: ignore
class EnumReader(Reader):
"""An Enum reader to wrap primitive values into an Enum."""
__slots__ = ("enum", "reader")
enum: Callable[..., Enum]
reader: Reader
def __init__(self, enum: Callable[..., Enum], reader: Reader) -> None:
self.enum = enum
self.reader = reader
def read(self, decoder: BinaryDecoder) -> Enum:
return self.enum(self.reader.read(decoder))
def skip(self, decoder: BinaryDecoder) -> None:
pass
class WriteSchemaResolver(PrimitiveWithPartnerVisitor[IcebergType, Writer]):
def schema(self, file_schema: Schema, record_schema: IcebergType | None, result: Writer) -> Writer:
return result
def struct(self, file_schema: StructType, record_struct: IcebergType | None, file_writers: list[Writer]) -> Writer:
if not isinstance(record_struct, StructType):
raise ResolveError(f"File/write schema are not aligned for struct, got {record_struct}")
record_struct_positions: dict[int, int] = {field.field_id: pos for pos, field in enumerate(record_struct.fields)}
results: list[tuple[int | None, Writer]] = []
for writer, file_field in zip(file_writers, file_schema.fields, strict=True):
if file_field.field_id in record_struct_positions:
results.append((record_struct_positions[file_field.field_id], writer))
elif file_field.required:
# There is a default value
if file_field.write_default is not None:
# The field is not in the record, but there is a write default value
results.append((None, DefaultWriter(writer=writer, value=file_field.write_default)))
elif file_field.required:
raise ValueError(f"Field is required, and there is no write default: {file_field}")
else:
results.append((None, writer))
return StructWriter(field_writers=tuple(results))
def field(self, file_field: NestedField, record_type: IcebergType | None, field_writer: Writer) -> Writer:
return field_writer if file_field.required else OptionWriter(field_writer)
def list(self, file_list_type: ListType, file_list: IcebergType | None, element_writer: Writer) -> Writer:
return ListWriter(element_writer if file_list_type.element_required else OptionWriter(element_writer))
def map(self, file_map_type: MapType, file_primitive: IcebergType | None, key_writer: Writer, value_writer: Writer) -> Writer:
return MapWriter(key_writer, value_writer if file_map_type.value_required else OptionWriter(value_writer))
def primitive(self, file_primitive: PrimitiveType, record_primitive: IcebergType | None) -> Writer:
if record_primitive is not None:
# ensure that the type can be projected to the expected
if file_primitive != record_primitive:
promote(record_primitive, file_primitive)
return super().primitive(file_primitive, file_primitive)
def visit_boolean(self, boolean_type: BooleanType, partner: IcebergType | None) -> Writer:
return BooleanWriter()
def visit_integer(self, integer_type: IntegerType, partner: IcebergType | None) -> Writer:
return IntegerWriter()
def visit_long(self, long_type: LongType, partner: IcebergType | None) -> Writer:
return IntegerWriter()
def visit_float(self, float_type: FloatType, partner: IcebergType | None) -> Writer:
return FloatWriter()
def visit_double(self, double_type: DoubleType, partner: IcebergType | None) -> Writer:
return DoubleWriter()
def visit_decimal(self, decimal_type: DecimalType, partner: IcebergType | None) -> Writer:
return DecimalWriter(decimal_type.precision, decimal_type.scale)
def visit_date(self, date_type: DateType, partner: IcebergType | None) -> Writer:
return DateWriter()
def visit_time(self, time_type: TimeType, partner: IcebergType | None) -> Writer:
return TimeWriter()
def visit_timestamp(self, timestamp_type: TimestampType, partner: IcebergType | None) -> Writer:
return TimestampWriter()
def visit_timestamp_ns(self, timestamp_ns_type: TimestampNanoType, partner: IcebergType | None) -> Writer:
return TimestampNanoWriter()
def visit_timestamptz(self, timestamptz_type: TimestamptzType, partner: IcebergType | None) -> Writer:
return TimestamptzWriter()
def visit_timestamptz_ns(self, timestamptz_ns_type: TimestamptzNanoType, partner: IcebergType | None) -> Writer:
return TimestamptzNanoWriter()
def visit_string(self, string_type: StringType, partner: IcebergType | None) -> Writer:
return StringWriter()
def visit_uuid(self, uuid_type: UUIDType, partner: IcebergType | None) -> Writer:
return UUIDWriter()
def visit_fixed(self, fixed_type: FixedType, partner: IcebergType | None) -> Writer:
return FixedWriter(len(fixed_type))
def visit_binary(self, binary_type: BinaryType, partner: IcebergType | None) -> Writer:
return BinaryWriter()
def visit_unknown(self, unknown_type: UnknownType, partner: IcebergType | None) -> Writer:
return UnknownWriter()
def visit_geometry(self, geometry_type: "GeometryType", partner: IcebergType | None) -> Writer:
"""Geometry is written as WKB bytes in Avro."""
return BinaryWriter()
def visit_geography(self, geography_type: "GeographyType", partner: IcebergType | None) -> Writer:
"""Geography is written as WKB bytes in Avro."""
return BinaryWriter()
class ReadSchemaResolver(PrimitiveWithPartnerVisitor[IcebergType, Reader]):
__slots__ = ("read_types", "read_enums", "context")
read_types: dict[int, Callable[..., StructProtocol]]
read_enums: dict[int, Callable[..., Enum]]
context: list[int]
def __init__(
self,
read_types: dict[int, Callable[..., StructProtocol]] = EMPTY_DICT,
read_enums: dict[int, Callable[..., Enum]] = EMPTY_DICT,
) -> None:
self.read_types = read_types
self.read_enums = read_enums
self.context = []
def schema(self, schema: Schema, expected_schema: IcebergType | None, result: Reader) -> Reader:
return result
def before_field(self, field: NestedField, field_partner: NestedField | None) -> None:
self.context.append(field.field_id)
def after_field(self, field: NestedField, field_partner: NestedField | None) -> None:
self.context.pop()
def struct(self, struct: StructType, expected_struct: IcebergType | None, field_readers: list[Reader]) -> Reader:
read_struct_id = self.context[STRUCT_ROOT] if len(self.context) > 0 else STRUCT_ROOT
struct_callable = self.read_types.get(read_struct_id, Record)
if not expected_struct:
return StructReader(tuple(enumerate(field_readers)), struct_callable, struct)
if not isinstance(expected_struct, StructType):
raise ResolveError(f"File/read schema are not aligned for struct, got {expected_struct}")
expected_positions: dict[int, int] = {field.field_id: pos for pos, field in enumerate(expected_struct.fields)}
# first, add readers for the file fields that must be in order
results: list[tuple[int | None, Reader]] = [
(
expected_positions.get(field.field_id),
# Check if we need to convert it to an Enum
result_reader if not (enum_type := self.read_enums.get(field.field_id)) else EnumReader(enum_type, result_reader),
)
for field, result_reader in zip(struct.fields, field_readers, strict=True)
]
file_fields = {field.field_id for field in struct.fields}
for pos, read_field in enumerate(expected_struct.fields):
if read_field.field_id not in file_fields:
if isinstance(read_field, NestedField) and read_field.initial_default is not None:
# The field is not in the file, but there is a default value
# and that one can be required
results.append((pos, DefaultReader(read_field.initial_default)))
elif read_field.required:
raise ResolveError(f"{read_field} is non-optional, and not part of the file schema")
else:
# Just set the new field to None
results.append((pos, NoneReader()))
return StructReader(tuple(results), struct_callable, expected_struct)
def field(self, field: NestedField, expected_field: IcebergType | None, field_reader: Reader) -> Reader:
return field_reader if field.required else OptionReader(field_reader)
def list(self, list_type: ListType, expected_list: IcebergType | None, element_reader: Reader) -> Reader:
if expected_list and not isinstance(expected_list, ListType):
raise ResolveError(f"File/read schema are not aligned for list, got {expected_list}")
return ListReader(element_reader if list_type.element_required else OptionReader(element_reader))
def map(self, map_type: MapType, expected_map: IcebergType | None, key_reader: Reader, value_reader: Reader) -> Reader:
if expected_map and not isinstance(expected_map, MapType):
raise ResolveError(f"File/read schema are not aligned for map, got {expected_map}")
return MapReader(key_reader, value_reader if map_type.value_required else OptionReader(value_reader))
def primitive(self, primitive: PrimitiveType, expected_primitive: IcebergType | None) -> Reader:
if expected_primitive is not None:
if not isinstance(expected_primitive, PrimitiveType):
raise ResolveError(f"File/read schema are not aligned for {primitive}, got {expected_primitive}")
# ensure that the type can be projected to the expected
if primitive != expected_primitive:
promote(primitive, expected_primitive)
return super().primitive(primitive, expected_primitive)
def visit_boolean(self, boolean_type: BooleanType, partner: IcebergType | None) -> Reader:
return BooleanReader()
def visit_integer(self, integer_type: IntegerType, partner: IcebergType | None) -> Reader:
return IntegerReader()
def visit_long(self, long_type: LongType, partner: IcebergType | None) -> Reader:
return IntegerReader()
def visit_float(self, float_type: FloatType, partner: IcebergType | None) -> Reader:
return FloatReader()
def visit_double(self, double_type: DoubleType, partner: IcebergType | None) -> Reader:
return DoubleReader()
def visit_decimal(self, decimal_type: DecimalType, partner: IcebergType | None) -> Reader:
return DecimalReader(decimal_type.precision, decimal_type.scale)
def visit_date(self, date_type: DateType, partner: IcebergType | None) -> Reader:
return DateReader()
def visit_time(self, time_type: TimeType, partner: IcebergType | None) -> Reader:
return TimeReader()
def visit_timestamp(self, timestamp_type: TimestampType, partner: IcebergType | None) -> Reader:
return TimestampReader()
def visit_timestamp_ns(self, timestamp_ns_type: TimestampNanoType, partner: IcebergType | None) -> Reader:
return TimestampNanoReader()
def visit_timestamptz(self, timestamptz_type: TimestamptzType, partner: IcebergType | None) -> Reader:
return TimestamptzReader()
def visit_timestamptz_ns(self, timestamptz_ns_type: TimestamptzNanoType, partner: IcebergType | None) -> Reader:
return TimestamptzNanoReader()
def visit_string(self, string_type: StringType, partner: IcebergType | None) -> Reader:
return StringReader()
def visit_uuid(self, uuid_type: UUIDType, partner: IcebergType | None) -> Reader:
return UUIDReader()
def visit_fixed(self, fixed_type: FixedType, partner: IcebergType | None) -> Reader:
return FixedReader(len(fixed_type))
def visit_binary(self, binary_type: BinaryType, partner: IcebergType | None) -> Reader:
return BinaryReader()
def visit_unknown(self, unknown_type: UnknownType, partner: IcebergType | None) -> Reader:
return UnknownReader()
def visit_geometry(self, geometry_type: "GeometryType", partner: IcebergType | None) -> Reader:
"""Geometry is read as WKB bytes from Avro."""
return BinaryReader()
def visit_geography(self, geography_type: "GeographyType", partner: IcebergType | None) -> Reader:
"""Geography is read as WKB bytes from Avro."""
return BinaryReader()
class SchemaPartnerAccessor(PartnerAccessor[IcebergType]):
def schema_partner(self, partner: IcebergType | None) -> IcebergType | None:
if isinstance(partner, Schema):
return partner.as_struct()
raise ResolveError(f"File/read schema are not aligned for schema, got {partner}")
def field_partner(self, partner: IcebergType | None, field_id: int, field_name: str) -> IcebergType | None:
if isinstance(partner, StructType):
field = partner.field(field_id)
else:
raise ResolveError(f"File/read schema are not aligned for struct, got {partner}")
return field.field_type if field else None
def list_element_partner(self, partner_list: IcebergType | None) -> IcebergType | None:
if isinstance(partner_list, ListType):
return partner_list.element_type
raise ResolveError(f"File/read schema are not aligned for list, got {partner_list}")
def map_key_partner(self, partner_map: IcebergType | None) -> IcebergType | None:
if isinstance(partner_map, MapType):
return partner_map.key_type
raise ResolveError(f"File/read schema are not aligned for map, got {partner_map}")
def map_value_partner(self, partner_map: IcebergType | None) -> IcebergType | None:
if isinstance(partner_map, MapType):
return partner_map.value_type
raise ResolveError(f"File/read schema are not aligned for map, got {partner_map}")