zarr.abc.codec#
Attributes#
Classes#
Base class for array-to-array codecs. |
|
Base class for array-to-bytes codecs. |
|
Mixin for array-to-bytes codecs that implement partial decoding. |
|
Mixin for array-to-bytes codecs that implement partial encoding. |
|
Generic base class for codecs. |
|
Base class for bytes-to-bytes codecs. |
|
Base class for implementing CodecPipeline. |
Module Contents#
- class zarr.abc.codec.ArrayArrayCodec[source]#
Bases:
BaseCodec
[zarr.core.buffer.NDBuffer
,zarr.core.buffer.NDBuffer
]Base class for array-to-array codecs.
- class zarr.abc.codec.ArrayBytesCodec[source]#
Bases:
BaseCodec
[zarr.core.buffer.NDBuffer
,zarr.core.buffer.Buffer
]Base class for array-to-bytes codecs.
- class zarr.abc.codec.ArrayBytesCodecPartialDecodeMixin[source]#
Mixin for array-to-bytes codecs that implement partial decoding.
- async decode_partial(
- batch_info: collections.abc.Iterable[tuple[zarr.abc.store.ByteGetter, zarr.core.indexing.SelectorTuple, zarr.core.array_spec.ArraySpec]],
Partially decodes a batch of chunks. This method determines parts of a chunk from the slice selection, fetches these parts from the store (via ByteGetter) and decodes them.
- Parameters:
- batch_infoIterable[tuple[ByteGetter, SelectorTuple, ArraySpec]]
Ordered set of information about slices of encoded chunks. The slice selection determines which parts of the chunk will be fetched. The ByteGetter is used to fetch the necessary bytes. The chunk spec contains information about the construction of an array from the bytes.
- Returns:
- Iterable[NDBuffer | None]
- class zarr.abc.codec.ArrayBytesCodecPartialEncodeMixin[source]#
Mixin for array-to-bytes codecs that implement partial encoding.
- async encode_partial(
- batch_info: collections.abc.Iterable[tuple[zarr.abc.store.ByteSetter, zarr.core.buffer.NDBuffer, zarr.core.indexing.SelectorTuple, zarr.core.array_spec.ArraySpec]],
Partially encodes a batch of chunks. This method determines parts of a chunk from the slice selection, encodes them and writes these parts to the store (via ByteSetter). If merging with existing chunk data in the store is necessary, this method will read from the store first and perform the merge.
- Parameters:
- batch_infoIterable[tuple[ByteSetter, NDBuffer, SelectorTuple, ArraySpec]]
Ordered set of information about slices of to-be-encoded chunks. The slice selection determines which parts of the chunk will be encoded. The ByteSetter is used to write the necessary bytes and fetch bytes for existing chunk data. The chunk spec contains information about the chunk.
- class zarr.abc.codec.BaseCodec[source]#
Bases:
zarr.abc.metadata.Metadata
,Generic
[CodecInput
,CodecOutput
]Generic base class for codecs.
Codecs can be registered via zarr.codecs.registry.
Warning
This class is not intended to be directly, please use ArrayArrayCodec, ArrayBytesCodec or BytesBytesCodec for subclassing.
- abstract compute_encoded_size(
- input_byte_length: int,
- chunk_spec: zarr.core.array_spec.ArraySpec,
Given an input byte length, this method returns the output byte length. Raises a NotImplementedError for codecs with variable-sized outputs (e.g. compressors).
- Parameters:
- input_byte_lengthint
- chunk_specArraySpec
- Returns:
- int
- async decode(
- chunks_and_specs: collections.abc.Iterable[tuple[CodecOutput | None, zarr.core.array_spec.ArraySpec]],
Decodes a batch of chunks. Chunks can be None in which case they are ignored by the codec.
- Parameters:
- chunks_and_specsIterable[tuple[CodecOutput | None, ArraySpec]]
Ordered set of encoded chunks with their accompanying chunk spec.
- Returns:
- Iterable[CodecInput | None]
- async encode(
- chunks_and_specs: collections.abc.Iterable[tuple[CodecInput | None, zarr.core.array_spec.ArraySpec]],
Encodes a batch of chunks. Chunks can be None in which case they are ignored by the codec.
- Parameters:
- chunks_and_specsIterable[tuple[CodecInput | None, ArraySpec]]
Ordered set of to-be-encoded chunks with their accompanying chunk spec.
- Returns:
- Iterable[CodecOutput | None]
- evolve_from_array_spec(array_spec: zarr.core.array_spec.ArraySpec) Self [source]#
Fills in codec configuration parameters that can be automatically inferred from the array metadata.
- Parameters:
- array_specArraySpec
- Returns:
- Self
- resolve_metadata(
- chunk_spec: zarr.core.array_spec.ArraySpec,
Computed the spec of the chunk after it has been encoded by the codec. This is important for codecs that change the shape, data type or fill value of a chunk. The spec will then be used for subsequent codecs in the pipeline.
- Parameters:
- chunk_specArraySpec
- Returns:
- ArraySpec
- validate(
- *,
- shape: zarr.core.common.ChunkCoords,
- dtype: numpy.dtype[Any],
- chunk_grid: zarr.core.chunk_grids.ChunkGrid,
Validates that the codec configuration is compatible with the array metadata. Raises errors when the codec configuration is not compatible.
- Parameters:
- shapeChunkCoords
The array shape
- dtypenp.dtype[Any]
The array data type
- chunk_gridChunkGrid
The array chunk grid
- class zarr.abc.codec.BytesBytesCodec[source]#
Bases:
BaseCodec
[zarr.core.buffer.Buffer
,zarr.core.buffer.Buffer
]Base class for bytes-to-bytes codecs.
- class zarr.abc.codec.CodecPipeline[source]#
Base class for implementing CodecPipeline. A CodecPipeline implements the read and write paths for chunk data. On the read path, it is responsible for fetching chunks from a store (via ByteGetter), decoding them and assembling an output array. On the write path, it encodes the chunks and writes them to a store (via ByteSetter).
- abstract compute_encoded_size(
- byte_length: int,
- array_spec: zarr.core.array_spec.ArraySpec,
Given an input byte length, this method returns the output byte length. Raises a NotImplementedError for codecs with variable-sized outputs (e.g. compressors).
- Parameters:
- byte_lengthint
- array_specArraySpec
- Returns:
- int
- abstract decode(
- chunk_bytes_and_specs: collections.abc.Iterable[tuple[zarr.core.buffer.Buffer | None, zarr.core.array_spec.ArraySpec]],
- Async:
Decodes a batch of chunks. Chunks can be None in which case they are ignored by the codec.
- Parameters:
- chunk_bytes_and_specsIterable[tuple[Buffer | None, ArraySpec]]
Ordered set of encoded chunks with their accompanying chunk spec.
- Returns:
- Iterable[NDBuffer | None]
- abstract encode(
- chunk_arrays_and_specs: collections.abc.Iterable[tuple[zarr.core.buffer.NDBuffer | None, zarr.core.array_spec.ArraySpec]],
- Async:
Encodes a batch of chunks. Chunks can be None in which case they are ignored by the codec.
- Parameters:
- chunk_arrays_and_specsIterable[tuple[NDBuffer | None, ArraySpec]]
Ordered set of to-be-encoded chunks with their accompanying chunk spec.
- Returns:
- Iterable[Buffer | None]
- abstract evolve_from_array_spec(array_spec: zarr.core.array_spec.ArraySpec) Self [source]#
Fills in codec configuration parameters that can be automatically inferred from the array metadata.
- Parameters:
- array_specArraySpec
- Returns:
- Self
- classmethod from_codecs(codecs: collections.abc.Iterable[Codec]) Self [source]#
- Abstractmethod:
Creates a codec pipeline from an iterable of codecs.
- Parameters:
- codecsIterable[Codec]
- Returns:
- Self
- abstract read(
- batch_info: collections.abc.Iterable[tuple[zarr.abc.store.ByteGetter, zarr.core.array_spec.ArraySpec, zarr.core.indexing.SelectorTuple, zarr.core.indexing.SelectorTuple]],
- out: zarr.core.buffer.NDBuffer,
- drop_axes: tuple[int, Ellipsis] = (),
- Async:
Reads chunk data from the store, decodes it and writes it into an output array. Partial decoding may be utilized if the codecs and stores support it.
- Parameters:
- batch_infoIterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]]
Ordered set of information about the chunks. The first slice selection determines which parts of the chunk will be fetched. The second slice selection determines where in the output array the chunk data will be written. The ByteGetter is used to fetch the necessary bytes. The chunk spec contains information about the construction of an array from the bytes.
- outNDBuffer
- abstract validate(
- *,
- shape: zarr.core.common.ChunkCoords,
- dtype: numpy.dtype[Any],
- chunk_grid: zarr.core.chunk_grids.ChunkGrid,
Validates that all codec configurations are compatible with the array metadata. Raises errors when a codec configuration is not compatible.
- Parameters:
- shapeChunkCoords
The array shape
- dtypenp.dtype[Any]
The array data type
- chunk_gridChunkGrid
The array chunk grid
- abstract write(
- batch_info: collections.abc.Iterable[tuple[zarr.abc.store.ByteSetter, zarr.core.array_spec.ArraySpec, zarr.core.indexing.SelectorTuple, zarr.core.indexing.SelectorTuple]],
- value: zarr.core.buffer.NDBuffer,
- drop_axes: tuple[int, Ellipsis] = (),
- Async:
Encodes chunk data and writes it to the store. Merges with existing chunk data by reading first, if necessary. Partial encoding may be utilized if the codecs and stores support it.
- Parameters:
- batch_infoIterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]]
Ordered set of information about the chunks. The first slice selection determines which parts of the chunk will be encoded. The second slice selection determines where in the value array the chunk data is located. The ByteSetter is used to fetch and write the necessary bytes. The chunk spec contains information about the chunk.
- valueNDBuffer