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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. | |
| """ | |
| Contains everything around the name mapping. | |
| More information can be found on here: | |
| https://iceberg.apache.org/spec/#name-mapping-serialization | |
| """ | |
| from __future__ import annotations | |
| from abc import ABC, abstractmethod | |
| from collections import ChainMap | |
| from functools import cached_property, singledispatch | |
| from typing import Any, Dict, Generic, Iterator, List, Optional, TypeVar, Union | |
| from pydantic import Field, conlist, field_validator, model_serializer | |
| from pyiceberg.schema import Schema, SchemaVisitor, visit | |
| from pyiceberg.typedef import IcebergBaseModel, IcebergRootModel | |
| from pyiceberg.types import ListType, MapType, NestedField, PrimitiveType, StructType | |
| class MappedField(IcebergBaseModel): | |
| field_id: int = Field(alias="field-id") | |
| names: List[str] = conlist(str, min_length=1) | |
| fields: List[MappedField] = Field(default_factory=list) | |
| def convert_null_to_empty_List(cls, v: Any) -> Any: | |
| return v or [] | |
| def check_at_least_one(cls, v: List[str]) -> Any: | |
| """ | |
| Conlist constraint does not seem to be validating the class on instantiation. | |
| Adding a custom validator to enforce min_length=1 constraint. | |
| """ | |
| if len(v) < 1: | |
| raise ValueError("At least one mapped name must be provided for the field") | |
| return v | |
| def ser_model(self) -> Dict[str, Any]: | |
| """Set custom serializer to leave out the field when it is empty.""" | |
| fields = {"fields": self.fields} if len(self.fields) > 0 else {} | |
| return { | |
| "field-id": self.field_id, | |
| "names": self.names, | |
| **fields, | |
| } | |
| def __len__(self) -> int: | |
| """Return the number of fields.""" | |
| return len(self.fields) | |
| def __str__(self) -> str: | |
| """Convert the mapped-field into a nicely formatted string.""" | |
| # Otherwise the UTs fail because the order of the set can change | |
| fields_str = ", ".join([str(e) for e in self.fields]) or "" | |
| fields_str = " " + fields_str if fields_str else "" | |
| return "([" + ", ".join(self.names) + "] -> " + (str(self.field_id) or "?") + fields_str + ")" | |
| class NameMapping(IcebergRootModel[List[MappedField]]): | |
| root: List[MappedField] | |
| def _field_by_name(self) -> Dict[str, MappedField]: | |
| return visit_name_mapping(self, _IndexByName()) | |
| def find(self, *names: str) -> MappedField: | |
| name = ".".join(names) | |
| try: | |
| return self._field_by_name[name] | |
| except KeyError as e: | |
| raise ValueError(f"Could not find field with name: {name}") from e | |
| def __len__(self) -> int: | |
| """Return the number of mappings.""" | |
| return len(self.root) | |
| def __iter__(self) -> Iterator[MappedField]: | |
| """Iterate over the mapped fields.""" | |
| return iter(self.root) | |
| def __str__(self) -> str: | |
| """Convert the name-mapping into a nicely formatted string.""" | |
| if len(self.root) == 0: | |
| return "[]" | |
| else: | |
| return "[\n " + "\n ".join([str(e) for e in self.root]) + "\n]" | |
| S = TypeVar("S") | |
| T = TypeVar("T") | |
| class NameMappingVisitor(Generic[S, T], ABC): | |
| def mapping(self, nm: NameMapping, field_results: S) -> S: | |
| """Visit a NameMapping.""" | |
| def fields(self, struct: List[MappedField], field_results: List[T]) -> S: | |
| """Visit a List[MappedField].""" | |
| def field(self, field: MappedField, field_result: S) -> T: | |
| """Visit a MappedField.""" | |
| class _IndexByName(NameMappingVisitor[Dict[str, MappedField], Dict[str, MappedField]]): | |
| def mapping(self, nm: NameMapping, field_results: Dict[str, MappedField]) -> Dict[str, MappedField]: | |
| return field_results | |
| def fields(self, struct: List[MappedField], field_results: List[Dict[str, MappedField]]) -> Dict[str, MappedField]: | |
| return dict(ChainMap(*field_results)) | |
| def field(self, field: MappedField, field_result: Dict[str, MappedField]) -> Dict[str, MappedField]: | |
| result: Dict[str, MappedField] = { | |
| f"{field_name}.{key}": result_field for key, result_field in field_result.items() for field_name in field.names | |
| } | |
| for name in field.names: | |
| result[name] = field | |
| return result | |
| def visit_name_mapping(obj: Union[NameMapping, List[MappedField], MappedField], visitor: NameMappingVisitor[S, T]) -> S: | |
| """Traverse the name mapping in post-order traversal.""" | |
| raise NotImplementedError(f"Cannot visit non-type: {obj}") | |
| def _(obj: NameMapping, visitor: NameMappingVisitor[S, T]) -> S: | |
| return visitor.mapping(obj, visit_name_mapping(obj.root, visitor)) | |
| def _(fields: List[MappedField], visitor: NameMappingVisitor[S, T]) -> S: | |
| results = [visitor.field(field, visit_name_mapping(field.fields, visitor)) for field in fields] | |
| return visitor.fields(fields, results) | |
| def parse_mapping_from_json(mapping: str) -> NameMapping: | |
| return NameMapping.model_validate_json(mapping) | |
| class _CreateMapping(SchemaVisitor[List[MappedField]]): | |
| def schema(self, schema: Schema, struct_result: List[MappedField]) -> List[MappedField]: | |
| return struct_result | |
| def struct(self, struct: StructType, field_results: List[List[MappedField]]) -> List[MappedField]: | |
| return [ | |
| MappedField(field_id=field.field_id, names=[field.name], fields=result) | |
| for field, result in zip(struct.fields, field_results) | |
| ] | |
| def field(self, field: NestedField, field_result: List[MappedField]) -> List[MappedField]: | |
| return field_result | |
| def list(self, list_type: ListType, element_result: List[MappedField]) -> List[MappedField]: | |
| return [MappedField(field_id=list_type.element_id, names=["element"], fields=element_result)] | |
| def map(self, map_type: MapType, key_result: List[MappedField], value_result: List[MappedField]) -> List[MappedField]: | |
| return [ | |
| MappedField(field_id=map_type.key_id, names=["key"], fields=key_result), | |
| MappedField(field_id=map_type.value_id, names=["value"], fields=value_result), | |
| ] | |
| def primitive(self, primitive: PrimitiveType) -> List[MappedField]: | |
| return [] | |
| class _UpdateMapping(NameMappingVisitor[List[MappedField], MappedField]): | |
| _updates: Dict[int, NestedField] | |
| _adds: Dict[int, List[NestedField]] | |
| def __init__(self, updates: Dict[int, NestedField], adds: Dict[int, List[NestedField]]): | |
| self._updates = updates | |
| self._adds = adds | |
| def _remove_reassigned_names(field: MappedField, assignments: Dict[str, int]) -> Optional[MappedField]: | |
| removed_names = set() | |
| for name in field.names: | |
| if (assigned_id := assignments.get(name)) and assigned_id != field.field_id: | |
| removed_names.add(name) | |
| remaining_names = [f for f in field.names if f not in removed_names] | |
| if remaining_names: | |
| return MappedField(field_id=field.field_id, names=remaining_names, fields=field.fields) | |
| else: | |
| return None | |
| def _add_new_fields(self, mapped_fields: List[MappedField], parent_id: int) -> List[MappedField]: | |
| if fields_to_add := self._adds.get(parent_id): | |
| fields: List[MappedField] = [] | |
| new_fields: List[MappedField] = [] | |
| for add in fields_to_add: | |
| new_fields.append( | |
| MappedField(field_id=add.field_id, names=[add.name], fields=visit(add.field_type, _CreateMapping())) | |
| ) | |
| reassignments = {f.name: f.field_id for f in fields_to_add} | |
| fields = [ | |
| updated_field | |
| for field in mapped_fields | |
| if (updated_field := self._remove_reassigned_names(field, reassignments)) is not None | |
| ] + new_fields | |
| return fields | |
| else: | |
| return mapped_fields | |
| def mapping(self, nm: NameMapping, field_results: List[MappedField]) -> List[MappedField]: | |
| return self._add_new_fields(field_results, -1) | |
| def fields(self, struct: List[MappedField], field_results: List[MappedField]) -> List[MappedField]: | |
| reassignments: Dict[str, int] = { | |
| update.name: update.field_id for f in field_results if (update := self._updates.get(f.field_id)) | |
| } | |
| return [ | |
| updated_field | |
| for field in field_results | |
| if (updated_field := self._remove_reassigned_names(field, reassignments)) is not None | |
| ] | |
| def field(self, field: MappedField, field_result: List[MappedField]) -> MappedField: | |
| field_names = field.names | |
| if (update := self._updates.get(field.field_id)) is not None and update.name not in field_names: | |
| field_names.append(update.name) | |
| return MappedField(field_id=field.field_id, names=field_names, fields=self._add_new_fields(field_result, field.field_id)) | |
| def create_mapping_from_schema(schema: Schema) -> NameMapping: | |
| return NameMapping(visit(schema, _CreateMapping())) | |
| def update_mapping(mapping: NameMapping, updates: Dict[int, NestedField], adds: Dict[int, List[NestedField]]) -> NameMapping: | |
| return NameMapping(visit_name_mapping(mapping, _UpdateMapping(updates, adds))) | |