Skip to content

brainhops.io

This module implements a generic API for interacting with transformations, images, meshes, or streamlines that are stored in some format on disk or on the cloud.

Each format also implements the more general transformations/images/meshes/streamlines API that does not assume that the data is stored at a specific path. In other words, a file-backed object is a special case of a generic object, and the file-backed API is a special case of the generic API.

Classes

FileBasedObject

Bases: FormatDispatcher

An object that is stored in a file.

Subclasses decorated with @format_registry become dispatchers for their own kind of object (images, transformations, ...). Concrete parsers decorated with @register_format land in every ancestor registry, so both the scoped and the generic entry points see them. The dispatching itself is described in FormatDispatcher.

Attributes

EXTENSIONS class-attribute
EXTENSIONS: tuple[str, ...] = ()

File extensions handled by this parser, e.g. (".nii", ".nii.gz").

Used as a first, cheap dispatch pass. When several parsers match, the longest matching extension wins, so a parser declaring ".nii.gz" takes precedence over one declaring ".gz".

PREFIXES class-attribute
PREFIXES: tuple[str, ...] = ()

Filename prefixes required by this parser, e.g. ("y_", "iy_").

An empty tuple means "no constraint". A parser that constrains the prefix is more specific than one that does not, and wins ties.

Declaring EXTENSIONS and PREFIXES separately states the cross-product implicitly, which is how these conventions actually work: SPM's four names are {y_, iy_} x {.nii, .nii.gz}.

PRIORITY class-attribute
PRIORITY: int = 0

Explicit tie-breaker, consulted only when specificity cannot decide. Higher wins. Leave at 0 unless two parsers genuinely collide.

Methods:

sniff classmethod
sniff(
    file: FileOrContentLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read file. On a concrete format, score how confident it is that file, in any supported form, is its own.

sniff_file classmethod
sniff_file(
    file: FileLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the file (path or file-like object). On a concrete format, score how confident it is that the file is its own.

sniff_filename classmethod
sniff_filename(
    filename: FilenameLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> float

Determine if the given filename is of the type that this parser can handle.

Parameters:

Name Type Description Default
filename FilenameLike

The filename to sniff.

required
error bool | type[Exception]

If not False, raise an error if the filename cannot be sniffed.

False
**kwargs

Parser-specific options.

{}

Returns:

Type Description
float

Confidence that the filename is of this type, in [0, 1].

sniff_fileobj classmethod
sniff_fileobj(
    file: IO,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the open file object. On a concrete format, score how confident it is that the file object is its own.

sniff_content classmethod
sniff_content(
    content: ContentLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the content (text or bytes). On a concrete format, score how confident it is that the content is its own.

sniff_bytes classmethod
sniff_bytes(
    content: BinaryContentLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the bytes. On a concrete format, score how confident it is that the bytes are its own.

sniff_text classmethod
sniff_text(
    text: str,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the text. On a concrete format, score how confident it is that the text is its own.

sniff_lines classmethod
sniff_lines(
    lines: Iterable[str],
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the lines. On a concrete format, score how confident it is that the lines are its own.

sniff_line classmethod
sniff_line(
    line: str,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the line. On a concrete format, score how confident it is that the line is its own.

load classmethod
load(other: FileOrContentLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from other. On a concrete format, build an instance of this class from other, in any supported form.

from_spec classmethod
from_spec(spec: SourceSpec, **kwargs) -> Self

Load a structured source specification through this dispatcher.

from_file classmethod
from_file(file: FileLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the file (path or file-like object). On a concrete format, build an instance of this class from the file.

from_filename classmethod
from_filename(filename: FilenameLike, **kwargs) -> Self

Build an object from a filename.

Parameters:

Name Type Description Default
filename FilenameLike

The filename to parse.

required
**kwargs

Parser-specific options.

{}

Returns:

Type Description
obj

The parsed object.

from_fileobj classmethod
from_fileobj(file: IO, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the open file object. On a concrete format, build an instance of this class from the file object.

from_content classmethod
from_content(content: ContentLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the content (text or bytes). On a concrete format, build an instance of this class from the content.

from_bytes classmethod
from_bytes(content: BinaryContentLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the bytes. On a concrete format, build an instance of this class from the bytes.

from_text classmethod
from_text(text: str, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the text. On a concrete format, build an instance of this class from the text.

from_lines classmethod
from_lines(lines: Iterable[str], **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the lines. On a concrete format, build an instance of this class from the lines.

from_line classmethod
from_line(line: str, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the line. On a concrete format, build an instance of this class from the line.

WritableFileBasedObject

Bases: FileParserWriter, FileBasedObject

An object that is stored in a file and can be written back.

Attributes

EXTENSIONS class-attribute
EXTENSIONS: tuple[str, ...] = ()

File extensions handled by this parser, e.g. (".nii", ".nii.gz").

Used as a first, cheap dispatch pass. When several parsers match, the longest matching extension wins, so a parser declaring ".nii.gz" takes precedence over one declaring ".gz".

PREFIXES class-attribute
PREFIXES: tuple[str, ...] = ()

Filename prefixes required by this parser, e.g. ("y_", "iy_").

An empty tuple means "no constraint". A parser that constrains the prefix is more specific than one that does not, and wins ties.

Declaring EXTENSIONS and PREFIXES separately states the cross-product implicitly, which is how these conventions actually work: SPM's four names are {y_, iy_} x {.nii, .nii.gz}.

PRIORITY class-attribute
PRIORITY: int = 0

Explicit tie-breaker, consulted only when specificity cannot decide. Higher wins. Leave at 0 unless two parsers genuinely collide.

Methods:

sniff classmethod
sniff(
    file: FileOrContentLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read file. On a concrete format, score how confident it is that file, in any supported form, is its own.

sniff_file classmethod
sniff_file(
    file: FileLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the file (path or file-like object). On a concrete format, score how confident it is that the file is its own.

sniff_filename classmethod
sniff_filename(
    filename: FilenameLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> float

Determine if the given filename is of the type that this parser can handle.

Parameters:

Name Type Description Default
filename FilenameLike

The filename to sniff.

required
error bool | type[Exception]

If not False, raise an error if the filename cannot be sniffed.

False
**kwargs

Parser-specific options.

{}

Returns:

Type Description
float

Confidence that the filename is of this type, in [0, 1].

sniff_fileobj classmethod
sniff_fileobj(
    file: IO,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the open file object. On a concrete format, score how confident it is that the file object is its own.

sniff_content classmethod
sniff_content(
    content: ContentLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the content (text or bytes). On a concrete format, score how confident it is that the content is its own.

sniff_bytes classmethod
sniff_bytes(
    content: BinaryContentLike,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the bytes. On a concrete format, score how confident it is that the bytes are its own.

sniff_text classmethod
sniff_text(
    text: str,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the text. On a concrete format, score how confident it is that the text is its own.

sniff_lines classmethod
sniff_lines(
    lines: Iterable[str],
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the lines. On a concrete format, score how confident it is that the lines are its own.

sniff_line classmethod
sniff_line(
    line: str,
    error: bool | Type[Exception] = False,
    **kwargs,
) -> type | None

On a dispatcher, identify which registered format would read the line. On a concrete format, score how confident it is that the line is its own.

load classmethod
load(other: FileOrContentLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from other. On a concrete format, build an instance of this class from other, in any supported form.

from_spec classmethod
from_spec(spec: SourceSpec, **kwargs) -> Self

Load a structured source specification through this dispatcher.

from_file classmethod
from_file(file: FileLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the file (path or file-like object). On a concrete format, build an instance of this class from the file.

from_filename classmethod
from_filename(filename: FilenameLike, **kwargs) -> Self

Build an object from a filename.

Parameters:

Name Type Description Default
filename FilenameLike

The filename to parse.

required
**kwargs

Parser-specific options.

{}

Returns:

Type Description
obj

The parsed object.

from_fileobj classmethod
from_fileobj(file: IO, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the open file object. On a concrete format, build an instance of this class from the file object.

from_content classmethod
from_content(content: ContentLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the content (text or bytes). On a concrete format, build an instance of this class from the content.

from_bytes classmethod
from_bytes(content: BinaryContentLike, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the bytes. On a concrete format, build an instance of this class from the bytes.

from_text classmethod
from_text(text: str, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the text. On a concrete format, build an instance of this class from the text.

from_lines classmethod
from_lines(lines: Iterable[str], **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the lines. On a concrete format, build an instance of this class from the lines.

from_line classmethod
from_line(line: str, **kwargs) -> Self

On a dispatcher, pick the best-matching registered format and build an instance of it from the line. On a concrete format, build an instance of this class from the line.

save
save(file: FileLike, **kwargs) -> None

Write the object to a file (path or file-like object).

This is the generic front door to the to_* family. It is named save rather than to because to already means something else on the data models these parsers are mixed into: Transformation.to converts an object to another type. A writer's to was shadowed by it on every writable transformation.

Parameters:

Name Type Description Default
file FileLike

The file to write to.

required
**kwargs

Parser-specific options.

{}
to_file
to_file(file: FileLike, **kwargs) -> None

Write the object to a file (path or file-like object).

Parameters:

Name Type Description Default
file FileLike

The file to write to.

required
**kwargs

Parser-specific options.

{}
to_filename
to_filename(filename: FilenameLike, **kwargs) -> None

Write the object to a filename.

Parameters:

Name Type Description Default
filename FilenameLike

The filename to write to.

required
**kwargs

Parser-specific options.

{}
to_fileobj
to_fileobj(file: IO, **kwargs) -> None

Write the object to a file-like object open for writing.

Parameters:

Name Type Description Default
file IO

A file object open for writing.

required
**kwargs

Parser-specific options.

{}
to_bytes
to_bytes(**kwargs) -> bytes

Return a binary version of the file.

Parameters:

Name Type Description Default
**kwargs

Parser-specific options.

{}

Returns:

Type Description
bytes

A binary version of the file.

to_text
to_text(**kwargs) -> str

Return a text version of the file.

Parameters:

Name Type Description Default
**kwargs

Parser-specific options.

{}

Returns:

Type Description
str

A text version of the file.

to_lines
to_lines(**kwargs) -> Iterator[str]

Return a text version of the file as an iterable of lines.

Parameters:

Name Type Description Default
**kwargs

Parser-specific options.

{}

Returns:

Type Description
Iterator[str]

An iterable of lines representing the object.

to_line
to_line(**kwargs) -> str

Return a line representing the object.

Parameters:

Name Type Description Default
**kwargs

Parser-specific options.

{}

Returns:

Type Description
str

A line representing the object.

Functions:

load

load(
    filelike: FileOrContentLike,
    brute: bool = False,
    **kwargs,
) -> FileBasedObject

Read an object from a file, whatever its kind and format.

Every registered format is a candidate, whether it builds an image, a transformation or anything else. Formats score how well the content matches them, so a NIfTI whose intent code says "displacement field" is read as a transformation, while a plain one is read as an image.

Prefer the scoped entry points when you know the kind

images.load and transformations.load only consider formats of the kind you asked for, which is both faster and unambiguous.

Parameters:

Name Type Description Default
filelike FileOrContentLike

Input file, or its content.

required
brute bool

If no format recognizes the input, try every registered reader.

False
**kwargs

Format-specific options.

{}

Returns:

Name Type Description
obj FileBasedObject

The object that was read.

save

save(obj: Any, file: FileLike, **kwargs) -> None

Write an object to a file, in the format the file name calls for.

The format is chosen from the registered writable formats, in three steps.

  1. The file name. The formats that declare the longest of the extensions the name ends with are the candidates, so a.ome.zarr asks for OME-Zarr and a.zarr for any Zarr format. A format that requires a prefix is a candidate only when the name has one of its prefixes.
  2. The object's own format. If obj already is of one of the candidates, it is written as it is.
  3. A format that can hold the object. Otherwise, a candidate can hold obj if it is a file-backed version of the very data model obj is an instance of, and takes every field that data model has (NiftiImage and ZarrImage are file-backed SingleScaleImages). obj is converted to it, which neither loses nor changes anything. When several can, the most specific is used, by the rules reading uses: the longest prefix, then the narrowest declaration, then PRIORITY. Two that are equally specific are an ambiguity, and nothing is written.

No conversion beyond the file format

obj is never converted to another data model on the way. A Scaling is not turned into an Affine, and a general Affine is not turned into the voxel-to-RAS affine a NIfTI file holds, since it would come back meaning something it did not say. Build the format you want when that is what the file should hold: NiftiVoxelToRAS.from_other(affine).save(file).

Parameters:

Name Type Description Default
obj Any

The object to write.

required
file FileLike

The file to write to: a path, or a file object opened for writing. An unnamed file object, such as a buffer, has no name to choose a format from, so obj must already be of a writable format, and is written in that format.

required
**kwargs

Format-specific options, passed on to the chosen format's save.

{}

Raises:

Type Description
AmbiguousFormatError

If several equally specific formats can hold obj.

WriterError

If no registered format claims the file name, or none of those that do can hold obj, or the chosen format cannot write it.

sniff

sniff(filelike: FileOrContentLike, **kwargs) -> type | None

Identify which format would read this file, without reading it.

The file is only inspected, never parsed, so this is a prediction of what load would reach for rather than a guarantee.

Parameters:

Name Type Description Default
filelike FileOrContentLike

Input file, or its content.

required
**kwargs

Format-specific options.

{}

Returns:

Name Type Description
format type | None

The best match among all registered formats, or None if no single one stands out.