Source code for datumaro.components.dataset_base

# Copyright (C) 2019-2023 Intel Corporation
# SPDX-License-Identifier: MIT

from __future__ import annotations

from typing import Any, Dict, Iterator, List, Optional, Sequence, Type, TypeVar, Union, cast

import attr
from attr import attrs, field

from datumaro.components.annotation import Annotation, AnnotationType, Categories
from datumaro.components.cli_plugin import CliPlugin
from datumaro.components.contexts.importer import ImportContext, NullImportContext
from import Image, MediaElement
from datumaro.util.attrs_util import default_if_none, not_empty
from datumaro.util.definitions import DEFAULT_SUBSET_NAME

T = TypeVar("T", bound=MediaElement)

[docs] @attrs(order=False, init=False, slots=True) class DatasetItem: id: str = field(converter=lambda x: str(x).replace("\\", "/"), validator=not_empty) subset: str = field(converter=lambda v: v or DEFAULT_SUBSET_NAME, default=None) media: Optional[MediaElement] = field( default=None, validator=attr.validators.optional(attr.validators.instance_of(MediaElement)) ) annotations: List[Annotation] = field(factory=list, validator=default_if_none(list)) attributes: Dict[str, Any] = field(factory=dict, validator=default_if_none(dict))
[docs] def wrap(item, **kwargs): return attr.evolve(item, **kwargs)
[docs] def media_as(self, t: Type[T]) -> T: assert issubclass(t, MediaElement) return cast(t,
def __init__( self, id: str, *, subset: Optional[str] = None, media: Union[str, MediaElement, None] = None, annotations: Optional[List[Annotation]] = None, attributes: Dict[str, Any] = None, ): self.__attrs_init__( id=id, subset=subset, media=media, annotations=annotations, attributes=attributes )
DatasetInfo = Dict[str, Any] CategoriesInfo = Dict[AnnotationType, Categories]
[docs] class IDataset: def __iter__(self) -> Iterator[DatasetItem]: """ Provides sequential access to dataset items. """ raise NotImplementedError() def __len__(self) -> int: raise NotImplementedError() def __bool__(self): # avoid __len__ use for truth checking return True
[docs] def subsets(self) -> Dict[str, IDataset]: """ Enumerates subsets in the dataset. Each subset can be a dataset itself. """ raise NotImplementedError()
[docs] def get_subset(self, name) -> IDataset: raise NotImplementedError()
[docs] def infos(self) -> DatasetInfo: """ Returns meta-info of dataset. """ raise NotImplementedError()
[docs] def categories(self) -> CategoriesInfo: """ Returns metainfo about dataset labels. """ raise NotImplementedError()
[docs] def get(self, id: str, subset: Optional[str] = None) -> Optional[DatasetItem]: """ Provides random access to dataset items. """ raise NotImplementedError()
[docs] def media_type(self) -> Type[MediaElement]: """ Returns media type of the dataset items. All the items are supposed to have the same media type. Supposed to be constant and known immediately after the object construction (i.e. doesn't require dataset iteration). """ raise NotImplementedError()
[docs] def ann_types(self) -> List[AnnotationType]: """ Returns available task type from dataset annotation types. """ raise NotImplementedError()
@property def is_stream(self) -> bool: """Boolean indicating whether the dataset is a stream If the dataset is a stream, the dataset item is generated on demand from its iterator. """ return False
class _DatasetBase(IDataset): def __init__(self, *, length: Optional[int] = None, subsets: Optional[Sequence[str]] = None): self._length = length self._subsets = subsets self._ann_types = set() def _init_cache(self): subsets = set() length = -1 for length, item in enumerate(self): subsets.add(item.subset) length += 1 if self._length is None: self._length = length if self._subsets is None: self._subsets = subsets def __len__(self): if self._length is None: self._init_cache() return self._length def subsets(self) -> Dict[str, IDataset]: if self._subsets is None: self._init_cache() return {name or DEFAULT_SUBSET_NAME: self.get_subset(name) for name in self._subsets} def get_subset(self, name: str) -> IDataset: if self._subsets is None: self._init_cache() if name in self._subsets: if len(self._subsets) == 1: return self subset = item: item.subset == name) subset._subsets = [name] return subset else: raise KeyError( "Unknown subset '%s', available subsets: %s" % (name, set(self._subsets)) ) def transform(self, method, *args, **kwargs): return method(self, *args, **kwargs) def select(self, pred): class _DatasetFilter(_DatasetBase): def __iter__(_): return filter(pred, iter(self)) def infos(_): return self.infos() def categories(_): return self.categories() def media_type(_): return self.media_type() def ann_types(_): return self.ann_types() return _DatasetFilter() def infos(self) -> DatasetInfo: return {} def categories(self) -> CategoriesInfo: return {} def get(self, id, subset=None) -> Optional[DatasetItem]: subset = subset or DEFAULT_SUBSET_NAME for item in self: if == id and item.subset == subset: return item return None
[docs] class DatasetBase(_DatasetBase, CliPlugin): """ A base class for user-defined and built-in extractors. Should be used in cases, where SubsetBase is not enough, or its use makes problems with performance, implementation etc. """ def __init__( self, *, length: Optional[int] = None, subsets: Optional[Sequence[str]] = None, media_type: Type[MediaElement] = Image, ann_types: Optional[List[AnnotationType]] = None, ctx: Optional[ImportContext] = None, ): super().__init__(length=length, subsets=subsets) self._ctx: ImportContext = ctx or NullImportContext() self._media_type = media_type self._ann_types = ann_types if ann_types else set()
[docs] def media_type(self): return self._media_type
[docs] def ann_types(self): return self._ann_types
[docs] class SubsetBase(DatasetBase): """ A base class for simple, single-subset extractors. Should be used by default for user-defined extractors. """ def __init__( self, *, length: Optional[int] = None, subset: Optional[str] = None, media_type: Type[MediaElement] = Image, ann_types: List[AnnotationType] = None, ctx: Optional[ImportContext] = None, ): self._subset = subset or DEFAULT_SUBSET_NAME super().__init__( length=length, subsets=[self._subset], media_type=media_type, ann_types=ann_types, ctx=ctx, ) self._infos = {} self._categories = {} self._items = []
[docs] def infos(self): return self._infos
[docs] def categories(self): return self._categories
def __iter__(self): yield from self._items def __len__(self): return len(self._items)
[docs] def get(self, id, subset=None): assert subset == self._subset, "%s != %s" % (subset, self._subset) return super().get(id, subset or self._subset)
@property def subset(self) -> str: """Subset name of this instance.""" return self._subset