| # 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=keyword-arg-before-vararg |
| from enum import Enum |
| from typing import Annotated, Any, Callable, Dict, List, Optional, Union |
| |
| from pydantic import ( |
| BeforeValidator, |
| Field, |
| PlainSerializer, |
| WithJsonSchema, |
| model_validator, |
| ) |
| |
| from pyiceberg.schema import Schema |
| from pyiceberg.transforms import IdentityTransform, Transform, parse_transform |
| from pyiceberg.typedef import IcebergBaseModel |
| from pyiceberg.types import IcebergType |
| |
| |
| class SortDirection(Enum): |
| ASC = "asc" |
| DESC = "desc" |
| |
| def __str__(self) -> str: |
| """Return the string representation of the SortDirection class.""" |
| return self.name |
| |
| def __repr__(self) -> str: |
| """Return the string representation of the SortDirection class.""" |
| return f"SortDirection.{self.name}" |
| |
| |
| class NullOrder(Enum): |
| NULLS_FIRST = "nulls-first" |
| NULLS_LAST = "nulls-last" |
| |
| def __str__(self) -> str: |
| """Return the string representation of the NullOrder class.""" |
| return self.name.replace("_", " ") |
| |
| def __repr__(self) -> str: |
| """Return the string representation of the NullOrder class.""" |
| return f"NullOrder.{self.name}" |
| |
| |
| class SortField(IcebergBaseModel): |
| """Sort order field. |
| |
| Args: |
| source_id (int): Source column id from the table’s schema. |
| transform (str): Transform that is used to produce values to be sorted on from the source column. |
| This is the same transform as described in partition transforms. |
| direction (SortDirection): Sort direction, that can only be either asc or desc. |
| null_order (NullOrder): Null order that describes the order of null values when sorted. Can only be either nulls-first or nulls-last. |
| """ |
| |
| def __init__( |
| self, |
| source_id: Optional[int] = None, |
| transform: Optional[Union[Transform[Any, Any], Callable[[IcebergType], Transform[Any, Any]]]] = None, |
| direction: Optional[SortDirection] = None, |
| null_order: Optional[NullOrder] = None, |
| **data: Any, |
| ): |
| if source_id is not None: |
| data["source-id"] = source_id |
| if transform is not None: |
| data["transform"] = transform |
| if direction is not None: |
| data["direction"] = direction |
| if null_order is not None: |
| data["null-order"] = null_order |
| super().__init__(**data) |
| |
| @model_validator(mode="before") |
| def set_null_order(cls, values: Dict[str, Any]) -> Dict[str, Any]: |
| values["direction"] = values["direction"] if values.get("direction") else SortDirection.ASC |
| if not values.get("null-order"): |
| values["null-order"] = NullOrder.NULLS_FIRST if values["direction"] == SortDirection.ASC else NullOrder.NULLS_LAST |
| return values |
| |
| @model_validator(mode="before") |
| @classmethod |
| def map_source_ids_onto_source_id(cls, data: Any) -> Any: |
| if isinstance(data, dict): |
| if "source-id" not in data and (source_ids := data["source-ids"]): |
| if isinstance(source_ids, list): |
| if len(source_ids) == 0: |
| raise ValueError("Empty source-ids is not allowed") |
| if len(source_ids) > 1: |
| raise ValueError("Multi argument transforms are not yet supported") |
| data["source-id"] = source_ids[0] |
| return data |
| |
| source_id: int = Field(alias="source-id") |
| transform: Annotated[ # type: ignore |
| Transform, |
| BeforeValidator(parse_transform), |
| PlainSerializer(lambda c: str(c), return_type=str), # pylint: disable=W0108 |
| WithJsonSchema({"type": "string"}, mode="serialization"), |
| ] = Field(default=IdentityTransform()) |
| direction: SortDirection = Field() |
| null_order: NullOrder = Field(alias="null-order") |
| |
| def __str__(self) -> str: |
| """Return the string representation of the SortField class.""" |
| if isinstance(self.transform, IdentityTransform): |
| # In the case of an identity transform, we can omit the transform |
| return f"{self.source_id} {self.direction} {self.null_order}" |
| else: |
| return f"{self.transform}({self.source_id}) {self.direction} {self.null_order}" |
| |
| |
| INITIAL_SORT_ORDER_ID = 1 |
| |
| |
| class SortOrder(IcebergBaseModel): |
| """Describes how the data is sorted within the table. |
| |
| Users can sort their data within partitions by columns to gain performance. |
| |
| The order of the sort fields within the list defines the order in which the sort is applied to the data. |
| |
| Args: |
| fields (List[SortField]): The fields how the table is sorted. |
| |
| Keyword Args: |
| order_id (int): An unique id of the sort-order of a table. |
| """ |
| |
| order_id: int = Field(alias="order-id", default=INITIAL_SORT_ORDER_ID) |
| fields: List[SortField] = Field(default_factory=list) |
| |
| def __init__(self, *fields: SortField, **data: Any): |
| if fields: |
| data["fields"] = fields |
| super().__init__(**data) |
| |
| @property |
| def is_unsorted(self) -> bool: |
| return len(self.fields) == 0 |
| |
| def __str__(self) -> str: |
| """Return the string representation of the SortOrder class.""" |
| result_str = "[" |
| if self.fields: |
| result_str += "\n " + "\n ".join([str(field) for field in self.fields]) + "\n" |
| result_str += "]" |
| return result_str |
| |
| def __repr__(self) -> str: |
| """Return the string representation of the SortOrder class.""" |
| fields = f"{', '.join(repr(column) for column in self.fields)}, " if self.fields else "" |
| return f"SortOrder({fields}order_id={self.order_id})" |
| |
| |
| UNSORTED_SORT_ORDER_ID = 0 |
| UNSORTED_SORT_ORDER = SortOrder(order_id=UNSORTED_SORT_ORDER_ID) |
| |
| |
| def assign_fresh_sort_order_ids( |
| sort_order: SortOrder, old_schema: Schema, fresh_schema: Schema, sort_order_id: int = INITIAL_SORT_ORDER_ID |
| ) -> SortOrder: |
| if sort_order.is_unsorted: |
| return UNSORTED_SORT_ORDER |
| |
| fresh_fields = [] |
| for field in sort_order.fields: |
| original_field = old_schema.find_column_name(field.source_id) |
| if original_field is None: |
| raise ValueError(f"Could not find in old schema: {field}") |
| fresh_field = fresh_schema.find_field(original_field) |
| if fresh_field is None: |
| raise ValueError(f"Could not find field in fresh schema: {original_field}") |
| fresh_fields.append( |
| SortField( |
| source_id=fresh_field.field_id, |
| transform=field.transform, |
| direction=field.direction, |
| null_order=field.null_order, |
| ) |
| ) |
| |
| return SortOrder(*fresh_fields, order_id=sort_order_id) |